MODULATING RESISTANCE TO BCL-2 INHIBITORS

Abstract
This invention relates to compositions and methods for identifying the network that modulates, controls, or otherwise influences BCL-2 pathway inhibition, for example, energy-stress signaling, mitochondrial metabolism, vesicle transport, ribosomal components, and proteolysis. The invention also relates to identifying and modulating target genes and/or target gene products that modulate, control, or otherwise influence BCL-2 pathway inhibition.
Description
REFERENCE TO AN ELECTRONIC SEQUENCE LISTING

The contents of the electronic sequence listing (BROD_4430_ST25.txt”; Size is 4,955 bytes and it was created on Oct. 10, 2019) is herein incorporated by reference in its entirety.


TECHNICAL FIELD

The subject matter disclosed herein is generally directed to compositions and methods for identifying the network that modulates, controls, or otherwise influences BCL-2 pathway inhibition, for example, energy-stress signaling, mitochondrial metabolism, vesicle transport, ribosomal components, and proteolysis. The invention also relates to identifying and modulating target genes, target gene products and/or target pathways that modulate, control, or otherwise influence resistance to BCL-2 pathway inhibition.


BACKGROUND

The B-cell lymphoma 2 (BCL-2) family includes both pro- and anti-apoptotic proteins that govern mitochondrial apoptosis. In leukemias and solid cancers, apoptosis dysregulation can result from overexpression of the anti-apoptotic BCL-2 protein that can sequester certain pro-apoptotic BH3-only proteins (BIM, BID) to avoid BAX and BAK oligomerization and subsequent mitochondrial outer membrane permeabilization. Within B cell tumors, BCL-2 dysregulation commonly arises from genetic abnormalities such as the translocation t(14;18)(q32;q21), which places BCL2 under the control of IGH promoter (in follicular lymphoma)1,2; or focal deletion of chromosome 13 (del[13q14]), which leads to loss of a negative regulatory microRNA of BCL-2, miR-15a 16-1 (in chronic lymphocytic leukemia (CLL))3. Thus, BCL-2 has been a rational therapeutic target in lymphoid cancers.


Venetoclax (formerly ABT-199/GDC-0199) is a first-in-class BCL-2 inhibitor and has been recently FDA-approved for the treatment of CLL4. It displaces pro-apoptotic BH3-only proteins from BCL-2, allowing them to activate the mitochondrial pore-forming proteins BAK or BAX5. Despite its potent clinical activity in CLL cases failing control with chemotherapy regimens such as those carrying disruption of TP534, disease progression on venetoclax is becoming an increasing therapeutic challenge6,7.


Citation or identification of any document in this application is not an admission that such a document is available as prior art to the present invention.


SUMMARY

In one aspect, the present invention provides for a method of inhibiting tumor growth of a BCL-2-driven cancer in a subject in need thereof comprising administering to the subject one or more agents capable of inhibiting the oxidative phosphorylation system (OXPHOS). In certain embodiments, the method comprises administering to the subject a combination therapy comprising an inhibitor of BCL-2 and one or more inhibitors selected from the group consisting of an AMPK inhibitor and mitochondrial electron transport chain (mETC) inhibitor. In certain embodiments, the BCL-2 inhibitor is venetoclax. In certain embodiments, the AMPK inhibitor is dorsomorphin (compound C). In certain embodiments, the mitochondrial electron transport chain (mETC) inhibitor comprises oligomycin or antimycin.


In another aspect, the present invention provides for a method of inhibiting tumor growth of a BCL-2-driven cancer in a subject in need thereof, the method comprising administering to said subject a therapeutically effective amount of one or more agents that induces or enhances expression, activity, and/or function of one or more BCL-2 inhibitor resistance signature genes selected from the group consisting of those listed in Table 1, downregulated genes in Table 3, and/or downregulated genes in Table 4; or an agent that inhibits expression, activity, and/or function of one or more BCL-2 inhibitor resistance signature genes selected from the group consisting of those listed in Table 2, upregulated genes in Table 3, and/or upregulated genes in Table 4. In certain embodiments, the agent increases expression, activity, and/or function of one or more target genes or one or more products of one or more target genes selected from the group consisting of: PMAIP1, BAX, NFKBIA, IKZF5, BAK1, ID3, EP300, ZEB2, NFIA, BCL2L11 and OTUD5; or FNBP1, CD9, PLXNB2, TTC39C and DENND3; or XBP1, CYBB, PAG1 and DIRAS1; or CD9, PLXNB2, TTC39C, DENND3, ICAM1, GNG7, ID2, FNBP1, FBP1, ACY3, CDKN1A, GALM, PTK2 and CYBB. In certain embodiments, the agent decreases expression, activity, and/or function of one or more target genes or one or more products of one or more target genes selected from the group consisting of: BCL2L1, BCL2L2, BCL2, MCL1, SRPX, RNF26, HSPB9, OR1S2, ADIPOQ, PIGF, CSGALNACT1, OTUD6A, SLC25A3, PRKAR2B, DNM2, SPHAR, APOBEC3C, RPL17, INMT, THADA, SBNO2, PRKAA2, BRMS1L, TRNAU1AP, CNNM3, ADAM33, PRKD2, FCHSD2, LOC399886, BABAM1, C1orf146, LMAN2L, ZNF460, TEX2, YRDC, ARHGAP11A, SPEG, FBXO9, USP54, SLC22A6, RPS4Y1, FAM71C, SH3BGRL2, HCRTR1, BST1, PHF10, UCKL1, ATG5, RPS15A, CDC20B, PPIE, TUT1, RPL36, HSD11B1L, MTERF4, PTS, S1PR4, HJURP, HMMR, BOLA2, DNASE1L1, OSGEP, TMBIM4, BTNL3, CHRM3, FBX015, KLK8, ASPN, STYK1 and SRSF6; or SYT11, PARM1, ROBO2, CD48, FCRL1 and MCL1; or PLCL2, KCNA3, TNFRSF21, CYP2U1, TRAM2 and RAPGEF5; or TSTD1, DNAJC12, TRAF3IP3, OPTN, DOCK10, PYHINI, CD48, P4HA2, PLCL2, AOX1, CDK6, GATM, GLUL, PAPSS1, MCL1 and GATM.


In certain embodiments, the tumor overexpresses BCL-2. In certain embodiments, the tumor is resistant to an inhibitor of BCL-2. In certain embodiments, the tumor is resistant to venetoclax. In certain embodiments, the method further comprises administering to said subject a therapeutically effective amount of an inhibitor of BCL-2. In certain embodiments, the inhibitor of BCL-2 is venetoclax.


In another aspect, the present invention provides for a method of inhibiting tumor growth of a BCL-2-driven cancer in a subject in need thereof comprising administering to the subject a combination therapy comprising an inhibitor of BCL-2 and one or more NF kappa B inhibitors. In certain embodiments, the NF kappa B inhibitor is selected from the group consisting of denosumab, disulfiram, olmesartan, dithiocarbamates, anatabine, BAY 11-7082 and iguratimod.


In another aspect, the present invention provides for a method of increasing sensitivity of a cell or population of cells to a BCL-2 inhibitor or decreasing a BCL-2 inhibitor resistance signature of a cell or population of cells, comprising contacting the cell or population of cells with one or more agents that enhance expression, activity, and/or function of one or more BCL-2 inhibitor resistance signature genes selected from the group consisting of those listed in Table 1, downregulated genes in Table 3, and/or downregulated genes in Table 4; or decrease expression, activity, and/or function of one or more BCL-2 inhibitor resistance signature genes selected from the group consisting of those listed in Table 2, upregulated genes in Table 3, and/or upregulated genes in Table 4. In certain embodiments, the one or more agents enhance expression, activity, and/or function of at least one gene selected from the group consisting of: PMAIP1, BAX, NFKBIA, IKZF5, BAK1, ID3, EP300, ZEB2, NFIA, BCL2L11 and OTUD5; or FNBP1, CD9, PLXNB2, TTC39C and DENND3; or XBP1, CYBB, PAG1 and DIRAS1; or CD9, PLXNB2, TTC39C, DENND3, ICAM1, GNG7, ID2, FNBP1, FBP1, ACY3, CDKN1A, GALM, PTK2 and CYBB. In certain embodiments, the one or more agents decrease expression activity, and/or function of at least one gene selected from the group consisting of: BCL2L1, BCL2L2, BCL2, MCL1, SRPX, RNF26, HSPB9, OR1S2, ADIPOQ, PIGF, CSGALNACT1, OTUD6A, SLC25A3, PRKAR2B, DNM2, SPHAR, APOBEC3C, RPL17, INMT, THADA, SBNO2, PRKAA2, BRMS1L, TRNAU1AP, CNNM3, ADAM33, PRKD2, FCHSD2, LOC399886, BABAM1, C1orf146, LMAN2L, ZNF460, TEX2, YRDC, ARHGAP11A, SPEG, FBXO9, USP54, SLC22A6, RPS4Y1, FAM71C, SH3BGRL2, HCRTR1, BST1, PHF10, UCKL1, ATG5, RPS15A, CDCl20B, PPIE, TUT1, RPL36, HSD11B1L, MTERF4, PTS, S1PR4, HJURP, HMMR, BOLA2, DNASE1L1, OSGEP, TMBIM4, BTNL3, CHRM3, FBX015, KLK8, ASPN, STYK1 and SRSF6; or SYT11, PARM1, ROBO2, CD48, FCRL1 and MCL1; or PLCL2, KCNA3, TNFRSF21, CYP2U1, TRAM2 and RAPGEF5; or TSTD1, DNAJC12, TRAF3IP3, OPTN, DOCK10, PYHINI, CD48, P4HA2, PLCL2, AOX1, CDK6, GATM, GLUL, PAPSS1, MCL1 and GATM. In certain embodiments, the one or more agents enhance expression, activity, and/or function of one or more genes selected from the group consisting of: PMAIP1, BAX, BAK1, or BCL-2L11, NFKBIA, IKZF5, ID3, EP300, NFIA, OTUD5, or UBR5; or FNBP1, CD9, PLXNB2, TTC39C, DENND3, XBP1, CYBB, PAG1, DIRAS1, ICAM1, GNG7, ID2, FBP1, ACY3, CDKN1A, GALM or PTK2; or decrease expression, activity, and/or function of one or more genes selected from the group consisting of: BCL2L1, BCL2L12, BCL2 or MCL1, ADIPOQ, PRKAR2B, PRKAA2, SLC25A3, RFN26, DNM2, PRKD2, ATG5, RPL17, RPS4Y1, RPS15A, OUTUD6A, FBXO9, or USP54, or SYT11, PARM1, ROBO2, CD48, FCRL1, MCL1, PLCL2, KCNA3, TNFRSF21, CYP2U1, TRAM2, RAPGEF5, TSTD1, DNAJC12, TRAF3IP3, OPTN, DOCK10, PYHINI, CD48, P4HA2, AOX1, CDK6, GATM, GLUL, PAPSS1 or GATM.


In another aspect, the present invention provides for a method of screening for one or more agents that increases a BCL-2 inhibitor sensitive signature or decreases a BCL-2 inhibitor resistance signature of a cell or a population of cells that expresses BCL-2 comprising: delivering to the cell one or more candidate agents and selecting one or more agents that: a) increases expression, activity, and/or function of one or more target genes or one or more products of one or more genes selected from the group consisting of those listed in Table 1, downregulated genes in Table 3, and/or downregulated genes in Table 4; or b) decreases expression, activity, and/or function of one or more target genes or one or more products of one or more target genes selected from the group consisting of those listed in Table 2, upregulated genes in Table 3, and/or upregulated genes in Table 4. In certain embodiments, the one or more candidate agents increase expression, activity, and/or function of one or more target genes or one or more products of one or more target genes which comprise inhibitors of the NF-Kappa B pathway, lymphoid transcription factors and modulators, ubiquitination components, and/or pro-apoptotic BCL-2 family proteins. In certain embodiments, the one or more candidate agents decrease expression, activity, and/or function of one or more target genes or one or more products of one or more target genes which comprise energy-stress sensor signaling pathway components, a mitochondrial energy metabolism component, vesicle transport/autophagy components, ribosomal components, and/or ubiquitination components. In certain embodiments, the one or more candidate agents increase expression, activity, and/or function of one or more target genes or one or more products of one or more target genes selected from the group consisting of: PMAIP1, BAX, NFKBIA, IKZF5, BAK1, ID3, EP300, ZEB2, NFIA, BCL2L11 and OTUD5; or FNBP1, CD9, PLXNB2, TTC39C and DENND3; or XBP1, CYBB, PAG1 and DIRAS1; or CD9, PLXNB2, TTC39C, DENND3, ICAM1, GNG7, ID2, FNBP1, FBP1, ACY3, CDKN1A, GALM, PTK2 and CYBB. In certain embodiments, the one or more candidate agents decrease expression, activity, and/or function of one or more target genes or one or more products of one or more target genes selected from the group consisting of: BCL2L1, BCL2L2, BCL2, MCL1, SRPX, RNF26, HSPB9, OR1S2, ADIPOQ, PIGF, CSGALNACT1, OTUD6A, SLC25A3, PRKAR2B, DNM2, SPHAR, APOBEC3C, RPL17, INMT, THADA, SBNO2, PRKAA2, BRMS1L, TRNAU1AP, CNNM3, ADAM33, PRKD2, FCHSD2, LOC399886, BABAM1, C1orf146, LMAN2L, ZNF460, TEX2, YRDC, ARHGAP11A, SPEG, FBXO9, USP54, SLC22A6, RPS4Y1, FAM71C, SH3BGRL2, HCRTR1, BST1, PHF10, UCKL1, ATG5, RPS15A, CDC20B, PPIE, TUT1, RPL36, HSD11B1L, MTERF4, PTS, S1PR4, HJURP, HMMR, BOLA2, DNASE1L1, OSGEP, TMBIM4, BTNL3, CHRM3, FBX015, KLK8, ASPN, STYK1 and SRSF6; or SYT11, PARM1, ROBO2, CD48, FCRL1 and MCL1; or PLCL2, KCNA3, TNFRSF21, CYP2U1, TRAM2 and RAPGEF5; or TSTD1, DNAJC12, TRAF3IP3, OPTN, DOCK10, PYHINI, CD48, P4HA2, PLCL2, AOX1, CDK6, GATM, GLUL, PAPSS1, MCL1 and GATM. In certain embodiments, the cell or population of cells overexpresses BCL-2. In certain embodiments, the method further comprises exposing the cell or population of cells to an agent that modulates the expression or activity of at least one BCL-2 antagonist of cell death (BAD) pathway component. In certain embodiments, the method further comprises exposing the cell or population of cells to an agent that inhibits BCL-2. In certain embodiments, the agent that inhibits BCL-2 is venetoclax.


In certain embodiments, the agent is a small molecule, small molecule degrader, genetic modifying agent, antibody, antibody fragment, antibody-like protein scaffold, aptamer, protein, or any combination thereof. In certain embodiments, the genetic modifying agent comprises a CRISPR system, RNAi system, a zinc finger nuclease system, a TALE system, or a meganuclease. In certain embodiments, the CRISPR system comprises a Class 2, Type II, V, or VI CRISPR-Cas system. In certain embodiments, the CRISPR system comprises a dCas fused or otherwise linked to a nucleotide deaminase. In certain embodiments, the nucleotide deaminase is a cytidine deaminase or an adenosine deaminase.


In another aspect, the present invention provides for a method of detecting a BCL-2 inhibitor resistance signature in a subject in need thereof comprising detecting in a tumor sample obtained from the subject the expression of one or more genes selected from the group consisting of those listed in Table 1, Table 2, Table 3, and/or Table 4. In certain embodiments, the genes selected from the group consisting of: PMAIP1, BAX, NFKBIA, IKZF5, BAK1, ID3, EP300, ZEB2, NFIA, BCL2L11 and OTUD5; or FNBP1, CD9, PLXNB2, TTC39C and DENND3; or XBP1, CYBB, PAG1 and DIRAS1; or CD9, PLXNB2, TTC39C, DENND3, ICAM1, GNG7, ID2, FNBP1, FBP1, ACY3, CDKN1A, GALM, PTK2 and CYBB, are downregulated as compared to a reference value. In certain embodiments, the genes selected from the group consisting of: BCL2L1, BCL2L2, BCL2, MCL1, SRPX, RNF26, HSPB9, OR1S2, ADIPOQ, PIGF, CSGALNACT1, OTUD6A, SLC25A3, PRKAR2B, DNM2, SPHAR, APOBEC3C, RPL17, INMT, THADA, SBNO2, PRKAA2, BRMS1L, TRNAU1AP, CNNM3, ADAM33, PRKD2, FCHSD2, LOC399886, BABAM1, C1orf146, LMAN2L, ZNF460, TEX2, YRDC, ARHGAP11A, SPEG, FBXO9, USP54, SLC22A6, RPS4Y1, FAM71C, SH3BGRL2, HCRTR1, BST1, PHF10, UCKL1, ATG5, RPS15A, CDCl20B, PPIE, TUT1, RPL36, HSD11B1L, MTERF4, PTS, S1PR4, HJURP, HMMR, BOLA2, DNASE1L1, OSGEP, TMBIM4, BTNL3, CHRM3, FBX015, KLK8, ASPN, STYK1 and SRSF6; or SYT11, PARM1, ROBO2, CD48, FCRL1 and MCL1; or PLCL2, KCNA3, TNFRSF21, CYP2U1, TRAM2 and RAPGEF5; or TSTD1, DNAJC12, TRAF3IP3, OPTN, DOCK10, PYHINI, CD48, P4HA2, PLCL2, AOX1, CDK6, GATM, GLUL, PAPSS1, MCL1 and GATM, are upregulated as compared to a reference value. In certain embodiments, if a BCL-2 inhibitor resistance signature is detected the method further comprises administering a treatment to the subject according to any embodiment herein.


In another aspect, the present invention provides for a method of identifying a signature gene, a gene signature, or other genetic element associated with a BCL-2 family function, activity or phenotype comprising: a) contacting a cell or population of cells with an agent that inhibits an anti-apoptotic BCL-2 family protein or a gene that encodes the protein; and b) identifying one or more gene loci whose activity is modulated by step (a); thereby identifying a signature gene, a gene signature, or other genetic element associated with a BCL-2 family function. In certain embodiments, the cell or population of cells comprises a Cas protein or nucleic acid encoding the Cas protein and one or more guides or nucleic acids encoding the one or more guides, wherein the guide(s) target one or more nucleic acid(s) in the cell or population of cells, whereby one or more nucleic acid(s) in the cell or population of cells is modified, whereby the viability of a cell or population of cells comprising the one or more modified nucleic acid(s) is modulated. In certain embodiments, the cell or population of cells comprises nucleic acids modified by a CRISPR-Cas system comprising a Cas protein and one or more guides. In certain embodiments, the viability of the cell or cell population comprising the one or more modified nucleic acid(s) is correlated with representation of one or more of the one or more guides. In certain embodiments, the cell or population of cells comprises one or more gene knock-outs. In certain embodiments, the CRISPR-Cas system comprises a Cas9. In certain embodiments, the BCL-2 family protein is BCL-2.


In another aspect, the present invention provides for a kit comprising reagents to detect at least one gene or gene product according to any of the preceding claims.


These and other aspects, objects, features, and advantages of the example embodiments will become apparent to those having ordinary skill in the art upon consideration of the following detailed description of example embodiments.





BRIEF DESCRIPTION OF THE DRAWINGS

An understanding of the features and advantages of the present invention will be obtained by reference to the following detailed description that sets forth illustrative embodiments, in which the principles of the invention may be utilized, and the accompanying drawings of which:



FIG. 1A-1I—Orthogonal genome-wide screens for genes driving venetoclax resistance. a, Experimental schema of the parallel knockout and overexpression screens using the BCL-2 driven OCI-Ly1 cell line (two biologically independent experiments for each screen). b-c, sgRNAs and ORFs frequencies, respectively, at different timepoints during the screens (two independent experiments shown), black bars are mean+/−s.d., two-sided t-test. d-e, Scatter plots showing the average log 2fold-change (LFC) for each gene in both duplicates of the loss-of-function and gain-of-function screens, respectively (only genes with LFC>−1 are shown). Genes with a significant increase of sgRNAs representation (using the gene-ranking algorithm STARS, Broad Institute) and within the top-50 ORFs are highlighted. f, Dose-response curves to venetoclax of 2 representative knockout OCI-Ly1 cells with related western-blots for quantification of the target protein. g, Differential expression of eight genes. h, Cumulative growth over time of each of the genetically perturbed OCI-Ly1 cells. i, PKA and AMPK are central regulators of cellular energy metabolism.



FIG. 2—Expression changes related to acquisition of venetoclax resistance and MCL-1 targeting. a, Dose-response curve of both the generated drug-resistant (OCI-Ly1-R) and the drug-sensitive parental cell line (OCI-Ly1-S). b, Scatter plot reporting log 2fold-change (LFC) of both transcript (X-axis) and protein (Y-axis) levels between OCI-Ly1-S and OCI-Ly1-R cells. Red label indicates adjusted P-value <0.05 at the protein level (see Methods). c, Western-blot showing MCL-1, BCL-XL and BCL-2 proteins expression in OCI-Ly1-S and OCI-Ly1-R cells. d, Dose-response curves of OCI-Ly1-S to venetoclax and varying doses of the MCL-1 inhibitor S63845 (5, 10 and 100 nM). e, Combination index according to the fraction affected (top) and normalized isobologram (bottom), Chou-Talalay method (see Methods). f, Viability of the OCI-Ly1-R line 24 hours after exposure to venetoclax 100 nM, S63845 50 nM and both drugs (and DMSO as control), data are mean+/−s.e.m. from three biologically independent experiments, P-value is from ANOVA test with adjustment for multiple comparisons. g, Relevant gene set enrichment plots based on differential RNA expression changes between OCI-Ly1-S and OCI-Ly1-R.



FIG. 3—Investigating oxidative phosphorylation in the venetoclas resistant OCI-Ly1 cells. A diagram of the Seahorse assay described below.



FIG. 4—Metabolic changes associated with resistance to BCL-2 inhibition. a, Oxygen consumption rate over time in both OCI-Ly1-S and OCI-Ly-1-R lines upon the use of inhibitors to derive parameters of mitochondrial respiration (Seahorse assay, see Methods). b, Histogram plot showing the ratio of mitochondrial DNA (mtDNA) over nuclear DNA (nucDNA) in both OCI-Ly1-S and OCI-Ly-1-R cells. c, Histogram plots highlighting quantification of the reactive oxygen species superoxide by flow cytometry in both OCI-Ly1-S and OCI-Ly-1-R cells. d, Oxygen consumption rate and e, Extracellular acidification rate over time in both OCI-Ly1-S and OCI-Ly-1-R lines upon the treatment by venetoclax, with or without prior zVAD treatment, or DMSO as control (representative experiment of 3 biological replicates). f, Dose-response curves of OCI-Ly1-S to venetoclax. The cell line has been exposed to increasing doses of the AMPK inhibitor dorsomorphin (left), the inhibitor of electron transport chain complex 3 antimycin (middle) and the F1Fo-ATPase inhibitor oligomycin in addition to venetoclax (right). g, Histogram plots showing the viability of the OCI-Ly1-R line after exposure to DMSO as control, venetoclax 100/500 nM with and without antimycin 10 nM or oligomycin 1 microM. Data are mean+/−s.e.m. from three biologically independent experiments (panel b and g) and one representative experiment of three biological replicates (panel a, d and e), * means P<0.0001. P-value is from two-sided two sample t-test.



FIG. 5—The resistance circuit related to ID3 repression implicates metabolism. a, Western-blot for quantification of MCL-1 in genetically perturbed OCI-Ly1 cell lines. b, Dose-response curves to the MCL-1 inhibitor S63845 of OCI-Ly1 cells engineered as indicated. c, Heatmap reporting genes differentially expressed at the RNA level between the OCI-Ly1-S and OCI-Ly1-R cells. d, Volcano plot showing transcripts changes in ID3 knockout OCI-Ly1 cells compared to non-targeting sgRNA transduced OCI-Ly1 cells. e, Western-blot for quantification of ID2 and ID3 proteins in PRKAR2B (PKA) and PRKAA2 (AMPK) overexpressing OCI-Ly1 cell lines. f, Histogram plots showing the viability at 24 hours of single-cell clones from ID3 knockout OCI-Ly1 cells compared to non-targeting sgRNAs transduced OCI-Ly1 cells after exposure to dorsomorphin and oligomycin in addition to venetoclax. Data are mean+/−s.d. from three biologically independent experiments and P-values are from ANOVA test.



FIG. 6—Clonal evolution in CLL patients developing resistance to venetoclax. a, Somatic copy number variations in both OCI-Ly1-S and OCI-Ly1-R cells. Red is gain and blue is loss. b, Subclonal composition and clonal evolution of 6 patients developing resistance to venetoclax. Driver mutations associated with each clone are indicated. c, Comparison (modal cancer cell fraction (CCF) with 95% CI) between pre-treatment and relapse samples for select drivers recurrently observed in CLL or in the setting of venetoclax resistance. d, Representation of the minimal gained region in the 1q locus across both the OCI-Ly1 cell lines and the patient samples. e, Proposed model for venetoclax resistance.



FIG. 7—Validation of gene hits from orthogonal genome-wide screens. a, Cumulative growth of cells during loss-of-function and gain-of-function screens. b, Log 2fold-change (LFC) of sgRNAs (4 per gene) for genes with significant change in representation during the loss-of-function screen (significance as determined by using the gene-ranking algorithm STARS, Broad Institute), horizontal line is mean and error bars indicate s.d. c, Scatter plots showing the average LFC for each gene in both duplicates of the loss-of-function screen with known pro-apoptotic proteins and anti-apoptotic proteins highlighted. d, Protein expression levels in single gene knockout isogenic cell lines (2 lines per gene), before and after selection with venetoclax. e, Western-blot for the target proteins (PRKAR2B [PKA] and PRKAA2 [AMPK]) in ORFs transduced OCI-Ly1 cells. f, Venetoclax IC50 fold change of single gene knockout isogenic cell lines compared to OCI-Ly1 cells transduced with control sgRNAs. Data are mean+/−s.e.m., *P from extra sum-of-squares F test. g, Frequency of frame-shift indels in single gene knockout isogenic cell lines before and after 2 weeks of venetoclax treatment.



FIG. 8—Metabolic changes associated with resistance to BCL-2 inhibition. a, RNA-sequencing of parental vs. venetoclax-resistant OCI-Ly1 cells, significantly dysregulated genes (adjusted P-value <0.05) with log 2fold change >2 indicated in red and log 2fold change <−2 indicated in blue. b, Evaluation of mitochondrial membrane potential using JC-1 staining in each of the OCI-Ly1-S and OCI-Ly1-R cells. Data are mean+/−s.e.m. from three replicates, P-value is from two-sided t-test. c, Analysis of synergism of venetoclax with antimycin, dorsomorphin, and oligomycin. Combination index according to the fraction affected (left) and normalized isobologram (right), Chou-Talalay method (see Methods). d, Western-blot showing ID3 expression in single-cell clones from Cas9 expressing OCI-Ly1 cells transduced with ID3 targeting shRNA. e, Sensitivity of AMPK and PKA overexpressing cells to venetoclax when used in combination with dorsomorphin (2 μM) and oligomycin (1 μM). Data are mean+/−s.e.m. from three biologically independent experiments, P-value is from two-sided t-test.



FIG. 9—Genomic investigations of OCI-Ly1 cells and primary CLL cells from patients developing resistance on venetoclax. a, Somatic copy number variations calling from WES data (AllelicCapseg plots and Absolute segmented plots) of OCI-Ly1 cells. b, Mutation burden in baseline and relapse samples. c, Bars plots related to subclonal composition inferred from cancer cell fraction (CCF) estimation using the ABSOLUTE algorithm (see Methods). Phylogenetic trees were built based on Absolute estimations. Driver mutations associated with each clone are indicated in Table 8. c, Comparison (modal cancer cell fraction (CCF) with 95% CI) between pre-treatment and relapse samples for selected drivers recurrently observed in CLL or in the setting of this study.



FIG. 10—Somatic copy number variations calling from patient WES data. AllelicCapseg plots and Absolute segmented plots of patient tumor samples before (Pre) and after venetoclax (Post).





The figures herein are for illustrative purposes only and are not necessarily drawn to scale.


DETAILED DESCRIPTION OF THE EXAMPLE EMBODIMENTS
General Definitions

Unless defined otherwise, technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this disclosure pertains. Definitions of common terms and techniques in molecular biology may be found in Molecular Cloning: A Laboratory Manual, 2nd edition (1989) (Sambrook, Fritsch, and Maniatis); Molecular Cloning: A Laboratory Manual, 4th edition (2012) (Green and Sambrook); Current Protocols in Molecular Biology (1987) (F. M. Ausubel et al. eds.); the series Methods in Enzymology (Academic Press, Inc.): PCR 2: A Practical Approach (1995) (M. J. MacPherson, B. D. Hames, and G. R. Taylor eds.): Antibodies, A Laboratory Manual (1988) (Harlow and Lane, eds.): Antibodies A Laboratory Manual, 2nd edition 2013 (E. A. Greenfield ed.); Animal Cell Culture (1987) (R. I. Freshney, ed.); Benjamin Lewin, Genes IX, published by Jones and Bartlet, 2008 (ISBN 0763752223); Kendrew et al. (eds.), The Encyclopedia of Molecular Biology, published by Blackwell Science Ltd., 1994 (ISBN 0632021829); Robert A. Meyers (ed.), Molecular Biology and Biotechnology: a Comprehensive Desk Reference, published by VCH Publishers, Inc., 1995 (ISBN 9780471185710); Singleton et al., Dictionary of Microbiology and Molecular Biology 2nd ed., J. Wiley & Sons (New York, N.Y. 1994), March, Advanced Organic Chemistry Reactions, Mechanisms and Structure 4th ed., John Wiley & Sons (New York, N.Y. 1992); and Marten H. Hofker and Jan van Deursen, Transgenic Mouse Methods and Protocols, 2nd edition (2011).


As used herein, the singular forms “a”, “an”, and “the” include both singular and plural referents unless the context clearly dictates otherwise.


The term “optional” or “optionally” means that the subsequent described event, circumstance or substituent may or may not occur, and that the description includes instances where the event or circumstance occurs and instances where it does not.


The recitation of numerical ranges by endpoints includes all numbers and fractions subsumed within the respective ranges, as well as the recited endpoints.


The terms “about” or “approximately” as used herein when referring to a measurable value such as a parameter, an amount, a temporal duration, and the like, are meant to encompass variations of and from the specified value, such as variations of +/−10% or less, +/−5% or less, +/−1% or less, and +/−0.1% or less of and from the specified value, insofar such variations are appropriate to perform in the disclosed invention. It is to be understood that the value to which the modifier “about” or “approximately” refers is itself also specifically, and preferably, disclosed.


As used herein, a “biological sample” may contain whole cells and/or live cells and/or cell debris. The biological sample may contain (or be derived from) a “bodily fluid”. The present invention encompasses embodiments wherein the bodily fluid is selected from amniotic fluid, aqueous humour, vitreous humour, bile, blood serum, breast milk, cerebrospinal fluid, cerumen (earwax), chyle, chyme, endolymph, perilymph, exudates, feces, female ejaculate, gastric acid, gastric juice, lymph, mucus (including nasal drainage and phlegm), pericardial fluid, peritoneal fluid, pleural fluid, pus, rheum, saliva, sebum (skin oil), semen, sputum, synovial fluid, sweat, tears, urine, vaginal secretion, vomit and mixtures of one or more thereof. Biological samples include cell cultures, bodily fluids, cell cultures from bodily fluids. Bodily fluids may be obtained from a mammal organism, for example by puncture, or other collecting or sampling procedures.


The terms “subject,” “individual,” and “patient” are used interchangeably herein to refer to a vertebrate, preferably a mammal, more preferably a human. Mammals include, but are not limited to, murines, simians, humans, farm animals, sport animals, and pets. Tissues, cells and their progeny of a biological entity obtained in vivo or cultured in vitro are also encompassed.


Various embodiments are described hereinafter. It should be noted that the specific embodiments are not intended as an exhaustive description or as a limitation to the broader aspects discussed herein. One aspect described in conjunction with a particular embodiment is not necessarily limited to that embodiment and can be practiced with any other embodiment(s). Reference throughout this specification to “one embodiment”, “an embodiment,” “an example embodiment,” means that a particular feature, structure or characteristic described in connection with the embodiment is included in at least one embodiment of the present invention. Thus, appearances of the phrases “in one embodiment,” “in an embodiment,” or “an example embodiment” in various places throughout this specification are not necessarily all referring to the same embodiment, but may. Furthermore, the particular features, structures or characteristics may be combined in any suitable manner, as would be apparent to a person skilled in the art from this disclosure, in one or more embodiments. Furthermore, while some embodiments described herein include some but not other features included in other embodiments, combinations of features of different embodiments are meant to be within the scope of the invention. For example, in the appended claims, any of the claimed embodiments can be used in any combination.


Reference is made to Guieze et al., Mitochondrial Reprogramming Underlies Resistance to BCL-2 Inhibition in Lymphoid Malignancies, Cancer Cell. 2019 Sep. 4. pii: S1535-6108(19)30373-3.


All publications, published patent documents, and patent applications cited herein are hereby incorporated by reference to the same extent as though each individual publication, published patent document, or patent application was specifically and individually indicated as being incorporated by reference.


Overview

Embodiments disclosed herein provide the determinants of venetoclax resistance by using genome-scale survival screens, phenotypic characterization of venetoclax-resistant lymphoid cell lines, and exome-wide sequencing-based analysis of drug-resistant cell lines and primary CLL samples, discussed in further detail below. These complementary analyses revealed venetoclax resistance to involve not only modulation of BCL2-family members, but also broader changes in mitochondrial metabolism. The present invention provides BCL-2 inhibitor resistance gene signatures and target genes that confer BCL-2 inhibitor resistance. The BCL-2 inhibitor resistance signature(s) may be characterized by expression of the gene or gene products (see, Tables 1, 2, 3 and 4 herein).


Inhibition of apoptosis is regulated by the B-cell lymphoma 2 (BCL-2) family and is a hallmark of many cancers, including lymphoid malignancies. The first-in-class BCL-2 inhibitor venetoclax is transforming the treatment landscape of diverse malignancies, but resistance to this agent has emerged as a therapeutic challenge.


To systematically discover the determinants of venetoclax resistance, Applicants conducted parallel genome-scale knockout (loss-of-function (LOF)) (Table 1) and overexpression (gain-of-function (GOF)) (Table 2) genetic modifier screens of the BCL-2-driven OCI-Ly1 lymphoma cell line after venetoclax exposure. Applicants identified genes involved in regulation of lymphoid transcription (IKZF5, EP300, NFKBIA, ID3) and cellular metabolism (PKA, AMPK), and known BCL-2 family members.


Further, integrated transcriptome, proteome and functional characterization of candidate hits of an OCI-Ly1 cell line rendered resistant to venetoclax (OCI-Ly1-R) from the parental cell line (OCI-Ly1-S), and genetic characterization of tumor DNA from patients with venetoclax-resistant chronic lymphocytic leukemia implicate roles for both inner (oxidative metabolism) and outer membrane (MCL-1 expression) mitochondrial adaptation. The RNA-seq and spectrometry-based proteomics revealed coordinated dysregulation of transcripts (Table 3) and proteins (Table 4) in the resistant line originating from genes critical to cellular metabolism, cell cycle, B-cell biology and autophagy.


Of the transcripts and proteins significantly associated with the resistant cell line, only MCL-1 overlapped with the gene hits from the genome-scale screens. Treatment of the OCI-Ly-R cells with the MCL-1 inhibitor S63845 synergized with venetoclax. Given the dysregulation of proteins critical to metabolism in both the GOF screen and in OCI-Ly1-R cells, the role of metabolic reprogramming in venetoclax resistance was assessed, for example by measuring the oxygen consumption rate. Compared to OCI-Ly-S cells, OCI-Ly1-R cells demonstrated markedly higher respiration levels, suggesting a state of higher oxidative phosphorylation (OXPHOS). Direct measurement of oxygen consumption following venetoclax exposure, consistent with impairment of OXPHOS by venetoclax, demonstrates both an immediate decrease in oxygen consumption and an immediate burst of glycolysis following venetoclax in the OCI-Ly1-S cells, but not in the OCI-Ly1-R cells. In line with these findings, the AMPK inhibitor dorsomorphin and mitochondrial electron transport chain (mETC) inhibitors synergized with venetoclax in OCI-Ly1-S cells. A transcriptome related to ID3 (identified as one of the LOF screen targets) was characterized in isogenic ID3-knockout OCI-Ly1 lines. It revealed PRKAR2B overexpression as a key effect, indicating a role for ID3, and other lymphoid transcription factors in regulating metabolic reprogramming associated with resistance, and exposure of ID3 knockout lines to mETC inhibitors overcame resistance to venetoclax.


To determine if there is a genetic basis for the drug resistance seen in OCI-Ly1-R cells, whole-exome sequencing (WES) results of DNA isolated from the OCI-Ly1-R and OCI-Ly1-S cell lines were compared. A clear region was amplified on chromosome 1q23, which includes MCL1 and PRKAB2 (the regulatory subunit of AMPK). Similarly, a WES-based analysis of paired CLL DNA samples isolated from 6 R/R CLL patients just prior to venetoclax initiation and at time of progression on venetoclax was performed. In the patient sample, non-silent somatic single nucleotide mutations in BCL2 or its family members were not observed at baseline or at progression, despite marked clonal shifts in all patients, but the presence of the amp(1q23) as acquired at relapse after venetoclax was observed in 3 out of 6 patients.


Venetoclax resistance implicates changes not only for outer mitochondrial membrane (MCL-1 expression) but also for inner membrane (oxidative metabolism). Such mitochondrial reprogramming represents a new vulnerability that can potentially be exploited through combinatorial therapy with metabolic modulators to overcome resistance, including through combinatorial therapies with metabolic modulators, to overcome resistance.


Accordingly, embodiments disclosed herein provide methods for detecting BCL-2 inhibitor resistance signatures, methods for treating tumors characterized by BLC-2 inhibitor resistance, and methods of screening for and identifying therapeutic agents useful in treating BCL-2 inhibitor resistant tumors.


Diagnostic Methods
BCL-2 Responsive Genes, Signatures and Pathways

The invention provides methods and compositions and identified genome-scale loss-of-function (LOF) (Table 1) and gain-of-function (GOF) (Table 2) genetic modifiers of resistance to BCL-2 and BCL-2 family inhibitors, such as but not limited to venetoclax. The invention also provides for genes (Table 3) and gene products (Table 4) differentially expressed between BCL-2 inhibitor resistant and sensitive parental BCL-2 driven tumor cells. In certain embodiments, one or more target genes or one or more products of one or more target genes that have been identified as genes responsive to the BCL-2-related perturbations (loss or gain of function) are detected, such as for use as diagnostic targets. In certain embodiments, BCL-2 inhibitor resistant tumors have a lower overall survival or increased risk of not responding to any treatment (e.g., BCL-2 inhibition or standard chemotherapy). As used herein, “BCL-2 inhibitor sensitive” may refer to a pro-apoptotic cell or population of cells, an anti-proliferative cell or population of cells, or a cell or population of cells that is sensitive to treatment. In certain embodiments, BCL-2 inhibitor sensitive cells are sensitive to treatment with BCL-2 inhibitors (e.g., venetoclax, aka, Venclexta, Venclyxto, GDC-0199, ABT-199 and RG7601). As used herein, “BCL-2 inhibitor resistant” refers to a non-apoptotic cell or population of cells, a proliferative cell or population of cells, or a cell or population of cells that is resistant to treatment. In certain embodiments, BCL-2 inhibitor resistant cells are resistant to treatment with BCL-2 inhibitors (e.g., venetoclax, aka, Venclexta, Venclyxto, GDC-0199, ABT-199 and RG7601). A BCL-2 inhibitor resistant signature is a gene signature present in BCL-2 inhibitor resistant cells.


All gene name symbols refer to the gene as commonly known in the art. The examples described herein that refer to the human gene names are to be understood to also encompasses genes in any other organism (e.g., homologous, orthologous genes). The term, homolog, may apply to the relationship between genes separated by the event of speciation (e.g., ortholog). Orthologs are genes in different species that evolved from a common ancestral gene by speciation. Normally, orthologs retain the same function in the course of evolution. Gene symbols may be those referred to by the HUGO Gene Nomenclature Committee (HGNC) or National Center for Biotechnology Information (NCBI). Any reference to the gene symbol is a reference made to the entire gene or variants of the gene, including the gene products (e.g., proteins). The signatures as described herein may encompass any of the genes described herein. In some embodiments, the one or more signature genes are selected from those listed in Tables 1, 2, 3 and 4 shown below.









TABLE 1





CRISPR-Cas9 LOF screen hits (STARS output): Gene symbols




















PMAIP1
CACNA1D
AJUBA
FAM86C1



BAX
ZNF706
TUBB8
PON3



NFKBIA
DUSP7
PMAIP1
ZEB2



IKZF5
HMGB1
BAX
FATE1



BAK1
NCK1
NFKBIA
CCDC71L



ID3
NUDT1
IKZF5
VPS13B



EP300
GRHL3
BAK1
CXCR2



ZEB2
LGR6
EP300
IZUMO1



NFIA
TRNP1
BCL2L11
SLC22A6



BCL2L11
LRRC47
OTUD5
ASNS



OTUD5
HIPK1
UBR5
RAX



UBR5
ZC3H6
TMPRSS15
TMEM47



GALNT6
RAB9B
NFIA
C3orf58



FBXO11
FOXE3
REXO4
YES1



PRR12
CUL4B
DTNB
BZW2



FRMD7
MYLK
C8orf44-SGK3
CDK2AP2



GDF1
RUVBL1
ID3
FRAT1



OR6C65
QSNER1
ALG13
TFEB



RC3H1
GAMT
ALG11
SRP54



TAF9
KIF3C
VIP
YTHDF3



FAM122A
BEND4
JCHAIN
SPIN2A



BGLAP
BIK
ASAP2
CPVL



ATOH1
FTL
ATG9B
PDCL



SNX19
FLG2
STIP1
TMEM190



PDE5A
TRAF3
KCNJ10
CT47A5



ARHGEF39
PDZD8
ARHGEF39
DEFB108B



RAX
ITPKB
PABPN1
RNF219



CHRNA4
ACOT8
PRR12
MED19



HPR
GABRG3
NR1I2
LAMB3



STIP1
BEX4
LTBP3
ZFP30



KLK15
RWDD1
OR51E2
SLC5OA1



FOXO1
AZIN1
AJUBA
FAM86C1
















TABLE 2





ORF GOF screen hits




















BCL2L1
BCL2L2
BCL2
MCL1
SRPX
RNF26


HSPB9
OR1S2
ADIPOQ
PIGF
CSGALNACT1
OTUD6A


SLC25A3
PRKAR2B
DNM2
SPHAR
APOBEC3C
RPL17


INMT
THADA
SBNO2
PRKAA2
BRMS1L
TRNAU1AP


CNNM3
ADAM33
PRKD2
FCHSD2
LOC399886
BABAM1


C1orf146
LMAN2L
ZNF460
TEX2
YRDC
ARHGAP11A


SPEG
FBXO9
USP54
SLC22A6
RPS4Y1
FAM71C


SH3BGRL2
HCRTR1
BST1
PHF10
UCKL1
ATG5


RPS15A
CDC2OB
PPIE
TUT1
RPL36
HSD11B1L


MTERF4
PTS
S1PR4
HJURP
HMMR
BOLA2


DNASE1L1
OSGEP
TMBIM4
BTNL3
CHRM3
FBXO15


KLK8
ASPN
STYK1
SRSF6
WWC2-AS2
FAM84B


PTCD2
C19orf47
AADAC
TSSK6
MED9
NR2E3


VCP
PMEPA1
CCDC144A
DNAJB11
BEX3
PRDX3


ZBTB9
FASTK
BAAT
AASDHPPT
DHRS11
MAPKAPK2


XLOC_005244
TMEM132A
TYROBP
PLGLB2
ADK
TMEM151A


MED18
KCTD16
NPL
TM2D2
LYG2
GLIS3-AS1


CFAP74
SNRK
CGRRF1
RRAGD
CTBP1-AS2
TFPI2


HACD1
GMNN
PRRT2
CCDC115
CDKN2A
C2orf82


CCK
PIAS1
S100A4
SNRNP48
RUVBL2
FAM234B


TOX2
LGALS9
BTLA
GDPD5
LSAMP
XLOC_I2_015937


C5orf49
IL36A
LAPTM4A
EFCAB1
GNAZ
RBP7


NECAB1
IGSF11
CA5B
ERGIC2
GNPDA1
ARL16


PPID
GPRC5B
FHIT
LTA4H
LOC107987001
LYN


SIAE
STK32A
MTERF2
MMP28
COQ8B
TMEM147


CRYGD
CD7
PBRM1
ZMYND10
PIPOX
FAM53C


NOP56
NOTCH2NL
IL10RB
SRSF10
RHBDD1
GLYCTK


MAX
GPR45
FOS
DUSP19
STAMBPL1
TGM5


TMEM131
CELA2B
ZNF267
HSPB8
TAS2R10
C1QTNF3


VSX1
CYCS
USP30
C8orf4
ABHD12
SNX20


RBBP6
DIMT1
RPUSD2
IRF2
ADAM18
AURKA


CIAPIN1
STAM2
SLC38A1
Sf3b3
KHK
GTF2B


SLC36A4
ACVR1C
OR10G2
SLC12A9
EMC4
RAB40C


FABP5
HIST2H3C
OR4F15
ALDH1B1
UGT1A9
LOC554206


CA8
SCD5
COMT
AP1S1
CCL4
CD86


UBLCP1
CAP2
ABCA3
HCP5
PPP4C
LATS1


H2AFJ
PKMYT1
GAGE7
FUZ
POPDC3
MTFP1


C2orf69
TMEM133
EFNB3
C15orf39
BIRC5
SGK3


ACTRT2
KDELR2
DOHH
CD2
TFPI
KLK1


POLR1D
BCOR
ATOH7
SLC17A8
FFAR4
SFTA2


SYCP1
OR2A25
AURKB
RET
CACUL1
RBM43


NME3
RPLP2
FIGN
MARK3
DHCR24
IL37


NUFIP2
GATA1
APOBEC3D
AKR1C3
PSMA8
CAMTA2


C5orf58
UBE2J1
SLAMF6
LPAR3
METTL21C
ITFG2


TVP23A
C2
TRMT112
PDZD7
CTSE
TMEM59


C20orf166-AS1
CT47A11
FAM206A
FYTTD1
SBNO1
CCL3L1


PADI1
SLC25A31
FCGR2A
HYPM
NEU2
POLR1C


NPHP4
C9orf62
FCGR3B
XKR3
BUB3
TKFC


BPIFB3
GPR65
PHF6
RCCD1
TP53I11
NDRG4


TAS2R3
THAP8
RETN
GPR176
LRRC8E
ZNF436-AS1


ERC1
ADH6
DGKE
HIST1H2AL
ABHD17A
FTHL17


NME2
KBTBD4
AXIN2
TAGAP
CT83
NEUROG3


TOMM7
EIF2B1
RSL24D1
RANBP3
PTGFR
Rpl3


XLOC_I2_009328
MKNK1
TECTB
FAM104A
NR2C2
C19orf25


PPP1R3C
TRAPPC13
IL20RB
CLEC4A
ANKRD16
MIR99AHG


KCNK6
GAD1
LEAP2
MXD4
DCK
TPH1


C5AR2
BUB1
NBPF6
SELENOS
DLST
PLA2G1B


PDGFRB
SMYD3
ANK1
CCPG1
TMEM120A
ZNF181


RFTN2
SNRNP70
SPIN2A
EFEMP1
CLIC1
CHRNA7


LINC00898
CYBRD1
USP49
NUCB1
TCTN3
SPACA4


XLOC_I2_007488
OR2T33
SMOC1
CEACAM21
MKNK2
UHMK1


PDE6H
SLC35G2
TMEM80
GBP3
EFNB2
KIAA0391


PNCK
ADAM7
C14orf1
ZNF763
OXCT2
PHLDA2


PODXL
XLOC_005712
FAHD1
MMP10
SAMD4A
PAAF1


DYNC1I1
NPY
XCL1
FKBP7
MRPL49
CRMP1


GPR55
DDX60
TNFAIP8L2
SYT14
RPL30
NDUFS5


C1orf220
OR6F1
C7orf26
SLC25A2
TAF1C
MCOLN1


IL22RA2
LDOC1
ZNF488
DUSP7
RSL1D1
GNL1


MCEE
GAS2
CRYZ
ZNF706
PTPRM
ASPHD1


EQTN
CAMK2B
PTBP1
HAUS3
CH25H
EIF1AD


FRMD6
NDUFB10
WISP3
CD276
Bnip3
EPB42


DPH3
HIST1H3C
C9orf16
MAP3K7
DIEXF
ERN1


P2RX7
PURB
XLOC_005466
ZNF624
CAT
ARPC3


DDX1
HSPA8
LOC107987587
KLHL1
CXCL3
AGTR1


KIR2DS2
CYP4F12
TARP
TSR3
THAP10
FAAP24


GPR180
UBALD1
SMIM11A
CHPF
TUBGCP4
HLA-DRA


NPHS2
MRPL43
ABL2
ACOT6
PAIP1
NF2


RAMP2
CCDC167
BEND7
LIPT1
C3orf18
TPK1


KRTAP13-4
PDP1
TXNRD3NB
NEK7
ELAVL2
GIF


DLG3
Nrbp2
CDS1
FA2H
VPS39
SPATA6L


EPS8L1
CRY1
MKRN3
S100P
XLOC_I2_013931
SPHK1


CKMT2
CNNM3
H1FOO
NPPB
SOX12
MVK


CTDSP1
CCDC51
INSR
ZNF100
CD96
CCL4L1


LOC390877
HORMAD1
PFDN2
Pi4ka
RUVBL2
P4HA2


KLK15
CTNNA1
LENEP
SGO1
EFCAB14
ABCG2


BAMBI
NFKBIA
ERICH2
NT5DC3
TRIM48
SNHG11


RBM26
AK5
LOC650293
STXBP4
CD46
AHNAK


NUP50
MRPL35
RBP2
GSK3A
NCAPG
ZBTB44


PSMF1
LYAR
FAM65B
KIAA0408
CCR1
SLC25A18


USP7
TXLNA
MIS18A
LBP
MAPK15
LOC613266


CDKL1
PPTC7
CATSPER4
FAM120C
PRAMEF5
OAZ3


DOCK4
UQCR10
POP4
TMEM234
C11orf84
EXOC3-AS1


ANXA5
SPCS2
ADPRHL2
ZNF776
PRKAR2A
ADGRG3


PCP4
MRI1
PPIH
HIST1H3B
CEACAM21
STARD7-AS1


IFNA4
CGB8
OLFM1
CRCT1
INGX
STK33


NUTF2
CPT1B
HSPBAP1
TSPAN8
TNFRSF13B
MND1


TMEM208
SRPRA
ARSG
GAGE1
PIM3
RPN1


SMIM7
TNP1
RNF7
PRPF4B
TAAR8
TMEM26


CYSRT1
RBP5
IGFBP2
ZNF189
SCG5
C19orf54


ALG9
KRAS
C20orf85
PPARA
AKR1B1
VPS37A


TSG101
LARP4
F2RL2
GPR160
ACOT11
NARS2


PLAU
GLYAT
PDPN
NIPAL3
NRBP1
CAPN13


CSNK1G2
NDUFA11
GALNT3
GPR37L1
CAPS
PTGFR


CDCA8
MRPL53
TRIM51
MRPL4
CTBP1-AS2
MAPK7


EIF4EBP2
PGK2
TWF1
TMSB4X
RSPH1
STK3


MTAP
FAM45A
HBP1
TTC29
TMEM82
FFAR2


ACAD11
LELP1
CCND3
KRT6A
MYCL
PYY


TBL1Y
XLOC_008618
ZNF438
TMEM154
RIBC1
STAT1


LINC00602
LYRM7
SNF8
RACK1
CLK3
CARNMT1


C5AR2
Emilin1
TRIAP1
NSG1
TAS2R41
HDAC6


DAP
B4GALNT2
PPP1R1C
MAP3K3
CLPS
IP6K2


LTF
PWP1
TBC1D7
CRABP2
DIRAS2
LOC148413


DSCR10
APCDD1
FAM221A
KCNAB1
PDLIM3
ZMAT4


LIMK1
LINC00638
XLOC_I2_008131
HCRTR1
ADAD1
TYW5


TCEAL8
HAT1
TAS2R1
SNAPC1
LOC102724229
HNRNPUL1


CAMK4
AGTRAP
PFDN5
EEF1A1
CPA2
TMEM47


WDFY3
PAPSS2
IL17RC
RUVBL1
MSRB1
NEK11


ASB13
PI4KB
FAM228A
FMO5
LXN
SHMT1


PPIG
PCDHAC1
HAO2
PSMF1
DIAPH3
ALG1


PTPRS
ZFYVE21
C17orf67
INPP5A
NAGK
PAK5


R3HDM2
PLA2G5
TKFC
C5AR1
GK5
S100A10


CSNK2A1
KIAA1586
HAUS4
TNFAIP1
Ergic2
HAX1


NECAP2
SCLT1
SLC30A8
FAM189B
IP6K2
SERPINC1


CKMT1A
OAT
PRDM5
TET2
AURKC
STX2


GRM8
PXK
LILRA4
MPP3
FBXL14
GNPDA1


HSD17B1
RPN2
MRPS33
MGAT4C
RPS27A
AK5


CLEC18C
PTPRN
S100A6
LIPT1
ZBTB37
FGF8


IMMP1L
ATP6AP2
MPPED1
AQP4-AS1
MRPL27
DUSP23


POMP
SCML4
VENTX
SCD5
SP3
DPCR1


PIKFYVE
SAMD12
WFDC11
LOC107984064
ISOC1
POLE2


RWDD4
TMEM64
SULT4A1
DDX19A
PKD2L1
SLAMF7


SLC30A2
BNIP1
DEFA1
HIST2H2AA3
RPS7
FAM64A


WBP2NL
PSMA2
BCS1L
SUGCT
HCAR1
IFT20


XAGE2
CHRM3
ZNF776
SNCA
CLIP4
GPX8


CDH19
DDX31
DMWD
IL23A
PITPNC1
CMPK1


GXYLT1
GSDMC
TMUB2
CNDP1
SPEF1
SPINK6


TMEM237
KARS
VEGFB
CCDC70
LOC653513
SLC25A47


ASCL2
RBM45
PFDN4
UGGT2
GALR1
Mon1a


ETFB
HNRNPR
RAB32
RHOC
ENPP1
GPR39


COQ8B
MGC70870
GPSM3
NUTM2F
PSMB8
EGFR


OR6C4
BTK
PHACTR4
C3orf56
PDP2
BAALC


ZNF354A
TMEM91
PAK4
DAPL1
TRHR
OARD1


NUMB
Hdac7
UGT1A6
POMK
CCDC113
INS


HILPDA
BIK
CAP1
PNKP
NAT16
GINS3


CHORDC1
PPP1R36
SNX3
COX17
DNAJB3
KCNE2


BCL2L12
XLOC_I2_013192
KPNA1
TMEM205
HPSE2
FGFR3


CDYL
RUBCNL
HK1
FCER1G
LEF1
CD248


PAQR6
FAM173B
RPL39L
DNAH14
RNGTT
HMGCLL1


SRP9
EPB41L4A-AS2
FAM122C
EVI2B
LPAR1
CDY2A


SUCLA2
RXFP3
PCDHB11
EPHB2
MC3R
PITPNB


UBE2L6
TGS1
KRT18
CCL13
FLYWCH2
DUSP16


DHRS2
TSPAN16
TRIP10
CST9L
ZNF829
CCDC68


NME5
LRG1
LGI3
LOC100287896
USP36
CASP6


KCNK16
VEGFA
TM2D2
THYN1
SQSTM1
DNM3


CCDC60
LOC644936
SZRD1
PRSS21
SGK2
CPM


OR6N1
C11orf74
TNF
P2RY6
RPL22
SLC25A51


TAS2R10
CCT6B
ZDHHC15
ZNF124
BCKDK
VIP


LRRC45
LPAR3
MDH1
FMR1
HMOX1
TROAP


RPS12
REPS1
TYSND1
RRM2
XLOC_013491
MBL2


SPOCK3
FGF11
AXL
TTLL10
GMCL1
PCED1B


RPL18A
AVP
MBIP
DPY19L4
COPS8
LINC01547


GKN1
EDNRA
SLC12A8
VNN2
KLK7
RGL4


SERF1A
CCNE2
ERP44
ATP6V1C1
RPLP0
GPR1


GNG7
SCAND2P
PPME1
SURF1
TMSB10
STOX1


CEACAM1
BRK1
SMUG1
MRPL15
LYPD5
MSR1


CCNH
PCBP4
COMT
WFDC10A
RPS6KA5
TRIB3


FGR
LRRC25
KLK1
SPATA8
TFPT
MKRN2


SYT17
E4F1
ATRAID
GCGR
SIAH1
GPR19


THRAP3
PSKH1
CELA3B
CNIH3
PLGRKT
GPR132


CCM2L
FASTKD1
NT5C1A
KIAA0368
FES
ODF2


CYCS
GBA2
LHFP
PCDH12
NELL2
ACAD9


NAGK
PI4KA
APOC2
TMX1
HDC
PRKCE


TECRL
ASTE1
CD22
LBH
DHRS7
RHOG


MSRB3
SKA1
C9orf72
FAAP24
STARD5
SPHK1


BEND5
SELENOW
DHX29
SLC14A1
ZNF398
SSBP3


MRPS11
ATP5C1
RAMP3
C1QTNF2
PDCD2L
CATSPER2


LOC102724993
PDLIM2
ATP5G3
IFRD2
OR4C6
FBXO3


RAB5A
CACNB1
IL5RA
ASAH2
IFT46
SRPK3


QRFPR
PAX4
MAPT
TRAPPC6B
MGAT1
DRG2


GPR50
EEF1D
AP2S1
EPB41L3
CABP7
PTMA


CCDC58
CCL25
FBXO38
IGFBP4
TSLP
STK38


CDKN2AIPNL
D2HGDH
ASIP
FBXO10
OR2G3
TBPL1


C16orf59
OR5I1
PIM1
PFN1
KCNA10
PLEKHA7


TUBE1
YTHDF2
ZNF571
AIFM1
PSKH1
SAP130


IFNL1
TMEM208
NOP2
TAF5L
HIST1H2BF
PRSS48


TAAR8
TNFAIP3
SYPL1
OPN1SW
FMO2
REM1


BSCL2
DND1
PAQR3
SCIMP
PIK3C3
TSR1


GRTP1
TAGLN2
C1QTNF1
CDK3
STAR
SMG1


LGI4
PDGFRA
SLC25A4
SF3A3
BORCS8-MEF2B
CYP2A6


CASP5
NRG1
LRWD1
MNAT1
MAGEA4
ANGEL1


TAX1BP3
DDX47
INS-IGF2
PAK1
N4BP2L1
WDR86


RCAN1
PAK1
PHF20L1
XG
ACP6
SLC28A1


TK2
ASNS
CLEC7A
LCK
ZNF778
METTL8


ATP6V1G2
RIPK2
FCGR3B
ANXA13
NDUFB1
ASAH1


DTWD2
RLIM
PLIN3
TUBB3
TRIM31
HCAR3


SOAT1
XLOC_012222
WBP2NL
COMMD1
SYT4
PEX19


CHRND
CALHM3
ANP32A-IT1
USP38
EIF4A2
MTMR9


TFPT
KRT83
WDR47
UBE2K
SH2D1B
TNFRSF9


GPR50
TMEM159
ATG14
CSF1R
LSM10
WNT3A


WDR4
SPINT1
H1FX-AS1
TAF15
PCDHA10
LRFN4


ZNF549
STK40
LINC01270
DYNC1U1
IDNK
DNAJB7


HOMER1
SLC39A12
MYOCD
AK2
TANK
MED22


SLC35B4
TESK1
ATF2
PRKCSH
SENP8
S1PR5


CELA3B
MGST2
LPAR4
NR0B2
GPM6B
FAM131C


RASL12
ZNF669
TINF2
KLHL29
RAF1
SCGB1A1


ACBD4
ST8SIA4
IRF2BP1
CHPF2
FOXJ1
MRTO4


NUMB
RNF167
GABRA6
ALDH18A1
PODNL1
C20orf96


TAS2R40
GPRIN3
SLC25A41
CRIM1
NCMAP
ADRB2


DDX20
SCYL2
POLR2M
CCL23
FDFT1
SCYL1


EMC3-AS1
ORC4
CABYR
WNT4
NIFK
NREP


SCO1
ACYP1
TEX37
CPEB2
ERO1A
STK40


MRPS30
LIG1
RNASE3
STK38
PRND
CCKBR


TMC5
OR6V1
CADM1
ZC3H7A
TAZ
HAUS2


TNFRSF19
ANXA4
CLCA2
GATS
GJB2
CHRM3


EFS
ENC1
PLEKHH2
SPATA6
IL12A
FKBP8


ENOPH1
CCT8L2
TIGD7
EIF4E3
S100A11
ZNF436


FBL
POLR3F
SUSD4
ZNF483
EEF1G
MTUS1


CD28
NRP2
GDPD3
CSNK1G1
DNAJB1
IST1


RFWD3
ACTR8
CDH6
SPRR2A
STMN1
CD9


SLC7A1
LOX
Ola1
ASMTL-AS1
CIART
RGR


PLAC8
UHMK1
MAPT
DTX4
ZNF419
SLC35A2


CEP126
RARG
ZIC1
GLRX2
EIF2AK4
STX18


DIMT1
GUCY1A3
PAPLN
SLC36A3
XLOC_013119
TRMT12


XCR1
FABP12
BOLA2
KIAA0930
NAT8
SPACA3


CALM1
XLOC_I2_008203
SLC51B
WDR92
CCNE2
ATPIF1


GHRH
CAMKK1
XLOC_013643
ABO
VPS26B
KCNE3


PQBP1
LINGO2
HPS1
YPEL1
PCDHGB3
APOH


ARF6
KIAA0040
PTCHD3
WRAP73
TMEM211
RPL23AP64


LTF
MTNR1A
MYOG
SHISA4
KIT
RAB39B


FAM172A
CETN2
GJA5
GPN2
NCK2
OIP5


PRKG1
OSCP1
RHOBTB1
PIK3R3
TSEN15
HTR6


TSSC4
BACH1
CRBN
HM13
CAPZB
PRKAG2


C20orf24
EBF1
SBNO1
ARHGEF7
CASP2
TTC16


SETD7
MAPRE3
TRIP6
BTN2A1
SLC6A15
ZCCHC7


PPAN
RTN1
KIAA0087
RBKS
BPGM
HVCN1


CA12
MELTF
M1AP
FAM60A
LHB
SRPK3


PRDM14
PTCD1
NRM
NFIA
TEFM
TALDO1


FAM46A
SULF2
SYT11
NR1D1
POLR3C
SERPINA4


ZNF695
KRTAP3-3
PLSCR1
NT5C1B
DYNLRB1
STK35


BMP7
PSPC1
DPEP2
IFNA21
SRP9
MRPS36


AGL
CSNK2B
SLC31A1
CCNYL1
CSNK1A1L
KRT8


ASF1A
MOBP
QARS
TEKT2
GADD45B
ELK4


VWA5A
TSPYL5
DAGLB
TRIM16
LRFN4
ELANE


OXNAD1
EPHX1
AK2
ZIM2
H2AFV
PTH1R


MB21D2
STX3
NEK8
EDA
C1orf27
VAPA


UNKL
MSS51
ISLR2
STK26
ADGRG5
PAQR7


ZNF501
MCRIP2
CAMK2A
CNST
TSSC4
MSH4


SLC35E2B
C4orf3
NME8
FAM207A
LINC00238
OR14C36


MAX
ENSA
MT1A
OPCML
RASSF5
PRKD3


TMEM8B
DOCK8
AKR1C2
RPS19
TMEM106A
FAM212B


CYFIP1
TMEM9B
ZSCAN20
C1QTNF9B-AS1
TEX13A
TECTB


AURKB
ADD1
AKR7A3
NIT1
SERPINB10
SLC27A6


PIM2
PIM1
ASPH
SPINT2
ADAP1
ACYP1


CPXM2
BMI1
CDC26
YWHAQ
RGS17
TP53RK


TBC1D19
ADRB2
COX6A1
CASC2
SMR3A
TSPAN5


DBF4
HCFC1R1
ZNF281
C4orf36
SRMS
SHD


ORMDL1
DAND5
GPM6A
BEND5
ZBTB10
EXOC4


AKAP14
ZRANB2
C20orf173
GALNT4
FTL
FGF6


SGK1
KBTBD3
GORASP1
ZNF285
TATDN1
FAM90A1


GPR84
PRMT8
CKMT1B
H2BFWT
HK2
ZNF468


C2orf40
OPTC
FAM166A
HIST1H3F
FAM189B
PYCRL


PWP1
RSPH3
PKN2
PEX7
PRUNE2
CPA3


FBXO7
TIAM1
FAM222A
ITM2B
C9orf163
LSP1P3


COQ10B
ZNF792
ACTRT3
RAP2C
MAL
IFNA10


CCDC27
CSMD2
RFXANK
ING1
CD40
THOC3


KRT18
PSMB4
ESRRG
EWSR1
DCTN5
ZNF295-AS1


C12orf57
DCAF5
DKKL1
FAM118B
CACNG2
ALDH1A3


Myo5c
KCNS2
SMIM14
ATG9A
EGFR
LINC00312


MYH7B
TP53TG3
WWP2
PRKACB
LOC102724428
DEUP1


SOX14
MPP1
FGFRL1
ASRGL1
NUBPL
CCDC117


SCPEP1
MAP2K3
AK4
MTMR14
ARSE
MAGEB3


MAPK10
MAP3K5
TSSC4
RNF167
FEM1C
IMPA1


PLD3
WASHC1
NME4
GJA4
PTCHI
PIM1


PIM2
G6PC2
FBXL13
GP1BA
KLHDC3
MRPL9


KRT6B
ASB2
FGFR4
JAM2
REG1B
XLOC_I2_009889


ROM1
KLHDC3
MAATS1
MITF
DAW1
ARHGAP25


DNASE2
ERBB2
CDKAL1
Adamtsl1
C2orf83
CCL18


CNBD2
NR2E3
STRADA
PPIA
UBAC2
CXCR5


COPS5
BCDIN3D
DCAF7
C19orf66
IRF4
GALK2


NDNF
ELSPBP1
SMCO3
PDK1
ALPI
CXCR4


STAG2
KRT40
GATC
GABRB2
RDH12
TSHR


CXCL16
MEMO1
PRPSAP1
DUSP14
ZCCHC17
ANXA2


IGLL5
P3H1
GCC2-AS1
GNG10
RAB37
GRP


TAS2R16
TRIM31
CDK7
IWS1
TKT
ACTR10


FAM89B
WBP2
ILKAP
TMEM54
OPN4
EEF2KMT


ZNF768
TICAM2
NUDT10
VN1R4
TBCCD1
AGTPBP1


PTHLH
NSUN5
ATP2B2
B4GALT5
TMBIM1
SERPINB9


C4orf26
RASSF1
ISM2
SPPL2A
GSTZ1
C4orf19


OR10K1
PARL
GRK5
SMOC1
JKAMP
GUCA1C


CST5
PRKCZ
C2orf73
DEPDC7
GSTT2B
LRIT3


PRR14L
SELENOT
SPINK4
BLM
PRELID3A
ERCC8


HOMER1
VANGL2
AGMO
CALD1
METTL6
PSKH1


TMEM43
LINC01341
NUDT11
CTH
ZSCAN26
KCNAB2


LOC90768
CCL21
CLDN8
FTO
CLC
MAPK1IP1L


PCDH10
CHN2
STK4
FAM83F
MED7
CRABP1


SPPL2C
FAP
SBDS
C10orf91
CALHM1
HIST3H2BB


TMTC1
C15orf54
UBE2W
GABRR1
ART3
FASTK


NEK9
SPATA17
LETM2
CFAP52
OXLD1
CAMK2G


MMADHC
HLA-C
TTI2
ETFRF1
HEXB
MRGBP


42981
AP5M1
SGK3
C8orf49
LSMEM2
ZNF322


PRTN3
NTMT1
MYO19
TMEM218
LGALSL
WDR33


PTPN20
USP16
ICOSLG
MIXL1
ANKRD20A4
CACNG4


SH3BGRL3
EIF3D
COMMD6
ST6GALNAC4
YIF1A
MUCL1


MRPL21
FGFR2
COASY
OR8H2
XLOC_I2_014086
SNRPE


LOC107987235
TGFB2
OR10X1
TDGF1
XLOC_I2_009790
EIF5A2


LTK
VASP
GORASP1
GPR119
LAPTM4A
GTSF1


GPR151
KRTAP4-1
SCIMP
GLRX
ALPK1
AKT2


PRSS2
SPATA18
UCP2
TMEM246
GPR61
DUSP22


CIDEB
NKAP
PIM3
CD226
ARL17A
STX8


SHISA3
CD86
PKM
MLLT11
ADM
PPP6C


TREML2
FYN
XAF1
GLT8D2
DCAF12
OLR1


CYP2A7
CENPA
NEMP1
EMG1
LDLRAD4
RAB4A


CCDC26
TTC25
CCNL2
FAM227B
PURG
ZNF496


NMBR
SERPINF1
TMEM259
CDK2
IL23A
CDK10


KPNA2
APCS
COMMD8
XLOC_I2_000581
RNF216
TP53


AIPL1
JAK1
GOSR1
SDSL
SDS
SLC25A35


FRK
GLMP
PSMD2
MAGEA10
PGC
CD300LB


CHRNB1
CD302
AP3M1
OMP
CBWD1
RAB30


HMGB4
CASC10
AGPAT2
PGAM2
LSM2
PLPP7


MTUS2
TMEM242
GPX4
PSMG1
NUBP1
CYP2F1


PDE6G
OR10X1
ERLEC1
ANPEP
KAT2A
PDDC1


FANCI
OXCT2
ABCB9
OR2T10
IFNA8
TMEM196


LIN9
LY6H
APOPT1
NARF
ZNF24
CRACR2B


ULBP1
LSM1
PSTK
NLK
ATP5J
ERICH6


MRPL34
ATP6V0A4
NACC1
TMCO6
MFSD10
CYSLTR1


NGLY1
OR56B1
IRAK1
CMPK1
PAK4
ADGRD1


RDM1
TMEM43
SSTR2
OLFM3
SLC50A1
KIAA1644


MAP4K3
C5orf64
PSENEN
TMEM184B
PHTF2
TRNT1


RNF11
CCDC88C
PIK3CA
UBA52
GLRA3
BAG1


ST3GAL5
TBC1D29
BCL2L12
XLOC_I2_005179
GPR139
PKD2


PAQR7
DPY30
TTC26
FAM26E
FRZB
SYT1


TNNT2
WDR31
TUBB3
UBR7
ANAPC10
RNF130


SFXN5
NME7
MTUS1
DEPDC1
LTB4R
CNN1


THNSL1
NR2C2
LIM2
DIP2A
C20orf203
SC5D


CHMP5
CRK
MICU2
EPN2
GAL
DEFB123


CXCR3
SERPINA6
MAPK12
MIF
FAM166B
KLRC1


PROKR1
GBA
MFAP4
LSP1
XLOC_I2_015578
STARD3


KDELC2
KLK1
IMP3
FDPS
RC3H2
STPG1


JRK
ROPN1B
XLOC_I2_007835
CXCL9
PMS1
BPIFC


FUNDC2
OCIAD1
C14orf159
TUBB6
DHRS2
DEFB127


DRD2
TMEM268
MAPKAPK3
ECHDC3
CRYM
PSMC4


ANKS6
PTGDR2
MAP2K3
ENKUR
MAP3K19
LAMC1


CD300C
CNKSR3
XLOC_I2_009492
SMPDL3B
KRTAP13-3
COLQ


VCY
RTP4
C3orf35
GDF15
CD8B
WNT2


LOC101927905
RHOXF2
MRGPRD
MBOAT2
RNF151
ACTR3


ESRP1
NRG4
GPR32
CHRNA4
LRRN4CL
LATS2


CPNE8
RABL2A
TSPO2
C10orf53
PPIL3
MAP3K7


ZWILCH
CELA3A
CDK5R1
FUOM
AKR1B10
GMPPB


LSM5
ICK
NEDD8
FCGR3B
AATF
LOC653513


ING5
SH3GL2
KCNIP4
ZNF784
UCHL5
LRTOMT


ABCB1
PML
MAGED1
F2R
LTA
KLHL28


SNX10
CRP
HMGB3
SLPI
ALDOC
UHMK1


KDM4B
H1FNT
CDK7
TNFSF14
PSMD6
LHFPL5


RHBG
YIPF2
TBC1D13
DDR1
RGR
RAB25


WRNIP1
TPRN
ASZ1
FCAR
VIPR2
TRIM73


GABARAPL1
CDC16
APOE
CAMK2N2
PLD5
MPLKIP


RGS13
PLA2G1B
SRSF10
FDXACB1
EIF5A
C7orf13


RYBP
ACTR6
MCFD2
TNFRSF21
CIB2
TLE1


STAP2
WDR77
NAA38
Hoxa10
IL20RB
CPE


MAEL
ACP1
POLE4
CCDC28B
DNAJC2
DGCR14


SULT2B1
MAPRE1
DNAJC22
VPS28
IRAK4
SLC18A3


CDCA4
NDST1
XLOC_I2_006804
SSR3
ING5
FMN1


MYL6
PDIK1L
PLSCR4
CARD8
PTGER4
ZFP14


SPX
CDK2
GRID1
TPX2
TMEM52B
NMUR1


KLHL33
HS3ST3A1
TAS2R20
ERBB2
CCDC148
KCNE4


AARD
EIF1AX
NPM1
TESK2
DUSP23
PRR15


CSTF3
NUDT5
GMDS
HMBOX1
TMEM74
HLA-DQA1


MPC1
SPIN2B
TULP1
MAPK10
ALDOB
HPN


CSNK1A1
C18orf54
BTF3L4
HRAS
STX7
H1FNT


GPR26
RDH12
GNAT2
XLOC_013923
XLOC_002741
CIB3


GNPTAB
YWHAEP7
SSMEM1
NUDT12
ZNF705D
CACFD1


MLF2
NUSAP1
TMEM53
KRTAP19-4
PDK3
HCK


MRPS14
CCDC25
STEAP4
EHD4
B3GNT6
RPRD1A


GRAMD1B
SNHG7
RPL23A
ANKRD44
SIRT4
ENTPD7


CD36
TOX
PSORS1C1
ABT1
GALNT16
RPS2


PDK4
RNFT1
ARL17A
CNR2
TPT1
TRAPPC2


EFCAB12
CORT
NMUR1
FAM175A
PPIL6
FDPS


TTLL2
IL1RL2
NUP62
PEX5
LINC00671
LEP


SLC25A43
DEFB118
NPY2R
GBP5
PIM2
B3GNT9


STAMBP
PROSER3
RFPL4B
RALYL
MYOZ2
UPRT


PPP1R26
SUV39H2
XLOC_I2_004840
OGFOD3
NRXN3
LOC440461


SRD5A1
ITLN2
RPL23A
CHCHD4
APOC1
XLOC_004269


SKP2
TNFSF9
XLOC_013901
UBE2W
IKBKB
LINS1


IFNA13
SH3RF2
MRGPRE
CCKAR
SETD3
NRIP2


TPK1
IL23R
PLSCR1
KIR3DX1
CIRBP
SH2D4A


CHRNA7
SATB2-AS1
GLIPR1
MCAT
GTPBP10
DNAJB2


STK26
MAFG
SMLR1
MCM5
PRKAR2A
TIPRL


RAD51AP1
PITX1
HAND1
RPIA
TACR3
ACP1


OR14I1
FAIM
EPHB3
CNTN4
GPR157
ITGB8


LINC01580
PTGES2
ADAT2
DEFB119
ING3
RASL11A


GRK4
PTPRCAP
C6orf25
FZD1
HIST1H4J
HNRNPC


PLSCR5
HNRNPH2
KCNJ11
NTSR1
GPN1
OPCML


ATP6AP2
LOC100101148
CDRT15
KRT36
PLCG2
NDUFA8


CLMP
OR5H6
MT1M
MAP3K20
QKI
HIST1H2AG


NTSR2
PFKM
FMO4
SH2D1A
TMEM120A
HTR4


FAM107B
GNG7
OR8G5
GPR146
ATAD1
ANKRD13A


HMGN4
BDH1
UBXN2B
FGF22
THUMPD3
SLC25A10


TESK1
MAPT
FRG1
SLC35E2
GNG8
DUSP22


XRCC4
IP6K1
C3orf33
FXYD2
FXYD1
SMCO1


SNX24
MDK
NOP9
PLEKHF1
KDELR1
TSNAX


RPL6
HOOK3
DQX1
PSMD2
CLIC5
MAD2L1


HSF2
VSIG1
CAV3
CHST6
LMBRD2
WDR90


GHSR
SYNC
CDK5
TCTN3
GPX7
MAP3K9


MBNL1
CDK17
GGTLC1
GPN3
SIGMAR1
SC5D


RCBTB1
HMGA1
HOOK2
OR11H4
TRIB3
UBE2V1


SUSD3
CHRM2
HMGN2
OTUB2
CCL2
AURKA


LIMS3
MGARP
REEP3
CYB561A3
SLC10A7
FAM109B


PEF1
CLUAP1
KYAT1
CTRL
FAM127A
RBM7


FFAR1
CD244
MAS1
CTRC
HMGCL
SDF2


PTGIR
PCMTD2
COL20A1
GPR34
PTPA
GPR63


CD3G
PTAFR
CTSK
SPCS1
HIST2H2AA3
XPR1


MOK
NMT2
XLOC_I2_009281
NXPH2
GFM2
TRAF4


RALY
PPP1R32
PPP1R3B
SSBP3
IFT74
TMSB10


RRM2B
ACPP
EIF3E
CBFB
RXFP2
AKR1B10


Tex261
GFRA2
CPD
EDDM3A
AK1
SAV1


FOXD4
TM6SF1
ASNA1
SLC7A11
DEFB105A
ARHGEF26


EIF3G
PRH2
CSF2
APOOL
BPHL
ARL13A


RSL24D1
MAP4K4
MRPL43
ARHGEF3
UCK2
STATH


ARL6IP6
MAP6
TPT1
SPHK1
RCSD1
C4orf33


SUPT4H1
KCTD17
MAN2B1
PEX10
NCCRP1
XLOC_005602


SLC25A6
PMCH
B3GAT2
ZFAND6
DDIT3
PPARG


MED20
SLC29A1
LOC107983965
DYNLT3
LOC439933
TOE1


TCEAL1
SCD5
ZNF671
SPHK1
GPR182
CHTF8


NUDT1
B3GALNT1
RPP30
NUDT3
MAPKAPK2
SCGB1C2


ABI3
PCGF6
GLRA2
GYPB
CRTC3
EMCN


CCSAP
PRR19
FAM83A
XLOC_I2_006131
TNFSF9
ATG7


PVR
SELENOF
CXCL13
TMEM256
ZNF597
EFCAB2


S100A16
THPO
OTUD6B
MRGPRF
XLOC_010651
ZNF75A


SRSF2
PCCB
SLC22A15
PELI1
EGFR
NIPA1


TMEM126B
ZDHHC20
SYNE3
NAT2
AQP3
ATPAF2


ARHGEF9
TESK1
QRFPR
CPT1A
RND3
IRAK1BP1


GALNT15
EPM2AIP1
TOP3B
PDXK
TPD52L3
RAPSN


PAK1
HLA-L
GPR143
TSHR
AGK
CX3CL1


CYSLTR1
C8orf31
NHSL2
LMNB1
C10orf35
C5AR1


FAM199X
POU2AF1
TP53TG5
CAPSL
MMP28
GOSR2


HIST1H2AC
CXCR3
SPRY4
NO_MATCH_203
IL21
ZNF662


ZDHHC5
FADS3
NO_MATCH_181
NEK6
TOMM20
NCR3


UCN2
TMA16
GCDH
BCL2L13
CSNK1G1
METTL18


RAMP1
STK33
BRAT1
BAK1
CMTM8
OR1D2


HDHD3
EGR1
SPRYD7
ABHD17B
NPM3
ASTN2


NO_MATCH_25
TWF2
TNFAIP8
RHBDL2
RPSA
GPR87


FHL3
MXRA8
IPCEF1
ERP29
ZG16
TRIB3


STK16
AURKA
FAM220A
SIK3
NOTCH2NL
FNTA


SH3BP5
LRRC42
TUBA1A
TAF6L
HUS1
RPL6


MAPK14
SRSF8
MOG
BID
AMHR2
PSMB5


PABPN1
RAB27A
CUEDC2
CDK5
VRK3
NDUFV1


SLC25A51
TOMM6
QPCTL
EGFR
CCL14
GPR162


PUDP
CMPK1
TNFRSF6B
TAS2R45
TAS2R8
AUP1


NKIRAS2
PRKAG3
GDF11
C12orf76
CSAG3
TMEM116


RAPGEF5
MAPK8
TTC12
COX8C
RPL4
IFNA6


APOF
SLC39A9
CDK9
CFAP20
ATP12A
MZT2B


NR2C2AP
GRK3
SNX31
TSGA10IP
CHAC2
ERBIN


CDK16
AKT2
FRYL
GFOD1
MGAT2
OXER1


PRRT1
GPSM1
TADA2A
PIM3
CREB3L1
AKAP7


PIGH
NO_MATCH_209
ARL6IP5
TMEM231
MIR7-3HG
HSDL1


CTRB1
RPF1
SNAP47
UBE2S
SOCS3
CCDC172


ORMDL2
URB2
POGLUT1
C9orf40
POLR2C
ZFAND2A


EGFR
HESX1
HSD17B11
P2RY4
PIP5KL1
MLIP


NUP62CL
KRTAP10-5
RNF148
P2RX6
HNF4G
EPDR1


CYSTM1
CPO
CDK6
PAFAH1B1
C1orf35
C8G


RELL1
METTL21A
KIRREL2
NOTCH2
MMGT1
BAGE


TMC8
XLOC_I2_013503
PYM1
ADAM2
LINC01366
MYO1D


GCFC2
UBQLN4
BCAS4
HK2
LDLR
ANGPT2


CTRC
CLK3
NAB2
DNAJB5
VIM
NO_MATCH_218


WDR5
SLC17A2
DYNLL2
GPR148
ARMCX6
SEMA7A


SLC35C2
RPS6KB2
RPS19BP1
OR5AP2
RPS6KB2
TMEM254


HOXC11
COPS7A
NO_MATCH_12
STK3
CPA6
PRR4


WFDC6
NEK2
HCRTR2
SRD5A1
OXGR1
PPM1B


GCA
C1orf226
INSL4
SCAPER
HTR2A
UBE2D4


C11orf74
GNG2
AGBL3
TXNL4B
SUSD6
POMK


APOC4
Mchr1
RNF111
CHAC2
KAT7
AURKB


FBXO46
GSTM3
KRTAP10-9
ATP6V1C1
SULT1A1
ALKBH4


FGA
HSD3B1
CDK2AP2
CYP27B1
CSF1R
PIP4K2B


GABRB2
MAPT
TMEM71
COMMD10
PAQR5
ZNF417


RBMY1J
MAGEC3
SPEG
ZG16
PSG3
RBSN


XLOC_I2_011027
HIST1H2AK
ANKRD50
MARCO
NDUFA13
NO_MATCH_233


SUMO2
TNIP3
HIBCH
C16orf52
SLAMF1
EMC2


ST14
EGFR
TEX19
FAM216B
CPNE2
G0S2


ECHS1
CFP
CCNDBP1
TCL1B
PDCD1LG2
TCEAL9


TUBB2B
PCMT1
PLEKHF2
SGMS2
MTX1
OR1OS1


ZNF24
IDI2
CD99L2
MPP6
SSUH2
ACTC1


PTGDR2
MACROD1
AMIGO1
DYM
STK40
SLC9A2


PARVA
XLOC_003385
LIME1
C22orf29
ZNF449
WLS


PQLC2
LINC01600
RBX1
SRP9
PYHIN1
NCSTN


CDR1
ST6GAL1
HLA-A
PYROXD1
NO_MATCH_10
SMTNL2


SH3YL1
COL9A3
ABHD18
NNMT
NO_MATCH_65
CAV1


PDLIM4
FCRLA
WNT1
IZUMO1
GREM2
IGSF6


CDK5
TSPAN12
C21orf2
NO_MATCH_253
AVPR1A
STK32C


CLK3
XLOC_I2_008285
AK3
NUP62
PLEKHG7
AEBP2


PREB
TMEM231
ARL10
EIF5
CNPY2
MRGPRD


USP6
NPAS1
TNFRSF14
HSD17B3
LHFPL1
OR5P2


SVOPL
PEPD
BEND6
ACKR1
SAA2
MRPS22


LRRC8D
C15orf32
PHLDB1
FAM204A
CLK1
CFAP47


CNPPD1
FAM127B
PTPRR
CD207
LINC00305
TGM5


TSPAN32
CGNL1
GPR171
PIKFYVE
FYCO1
IFIT2


CREB1
ZC3H8
USP32
DDI2
C5orf46
FSD2


LTB4R
HGF
Pin4
H2AFY2
TDGF1
SLC25A51


ZFP28
C1orf112
PIEZO1
ITGB3BP
SSTR5
SYPL2


DUS2
DDX55
PREPL
PUS7
PDILT
NUSAP1


MKNK2
RAB11FIP2
TRAP1
C6orf203
SCAMP4
HGF


TCF4
PTP4A1
MAD2L1
BEX2
NO_MATCH_137
MYF6


FAM167A
ACER1
ACTG1
STRADB
PLB1
TMED10


NO_MATCH_130
RPUSD3
LURAP1
NXNL1
UBE2G1
TERF1


OVGP1
IL1A
TRIML1
NECTIN4
UCHL5
TMEM129


CER1
ETV4
RABL3
GRIN2A
HMGCS2
SLC25A35


MRPL37
ZDHHC7
FAM46C
GTF2A1
MIPEP
ATP6V1D


TMOD2
CSNK1G1
SRSF11
RPS6
RABEPK
BCAS1


STK40
NUDT10
LILRB4
ACSS3
NAT8B
HCLS1


LRRIQ3
FAM69A
MMD2
PRPS1
JAK2
CELF3


RPS27L
LZIC
TAS2R42
RELT
LGALS8
SUCLG1


RAB42
IMPACT
RPL23
ENPP7
DUSP18
FAM49B


TGFB3
BCHE
PIP5K1A
ARMT1
FOXN3-AS2
ST8SIA1


ANKRD36BP1
TCEAL3
BDKRB1
HEY1
B9D1
RIMS2


KCMF1
C19orf43
DCAKD
GPR20
ATP6V0C
ID2


ISCU
TMEM155
TBATA
MFSD1
CEBPG
TOLLIP


LFNG
CSNK1D
AUP1
PHOSPHO1
RAE1
TMEM234


NIFK
GPRC5D
ZFAND5
ERP27
DOC2A
GOLGA8EP


SNRNP40
IL21R
TMEM25
TEC
NME1
OLR1


MYOF
FBXW12
HHATL
SMCP
TGFBRAP1
C18orf21


Zyg11b
NO_MATCH_29
ARL6
PARP3
RFK
SF3B4


PLPP1
CXADR
NO_MATCH_57
FTH1
ZDHHC9
BCL2L15


SKAP1
ATG9B
XLOC_013207
BCKDK
TMEM72
GRK6


NACA2
PROSER2
CKB
LINC00486
RPL24
PSMD3


GPATCH11
SLC2A1
AK1
PCSK9
DDX18
LEXM


EPHA4
APBA3
PRSS50
DRD5
ZCCHC7
FAM19A3


NOSIP
PLEKHJ1
Cdk11b
VPREB3
OR52B2
HOXB1


CMA1
SCG2
ERMAP
ADCK2
NO_MATCH_85
TTI2


POLR3D
FSHR
MMP12
SERPINB5
TMED4
CCDC66


M1AP
ZNF526
KIAA0753
BBS9
NO_MATCH_60
C17orf62


P2RX4
LOC100289561
ANKRD34B
MAGED4B
ACTR3B
OR2S2


TPBG
RWDD3
C11orf71
UQCRC2
TRIM42
NR0B2


IGLL1
MRPL17
PRR14
HIST1H3E
PROCA1
PDGFRA


LANCL3
TXNDC12
CST8
CTDNEP1
GAL3ST3
PRPS1


SUV39H2
NIPSNAP3B
TNFRSF11B
CTBP2
GDNF
MRPL1


STK40
BOD1L1
CDH5
LYNX1
ARCN1
PSME2


TAS2R38
MAPK3
FASTK
PTGER4
Grid1
PCBP3


RPL21
IQCH
NUAK2
GNB1
MTRF1
TOPBP1


RCAN2
RASGEF1B
RPS6KC1
SMARCD3
SGK2
TMEM62


TMEM255B
MROH8
GPR143
POLR2E
HCAR2
MAPK10


RET
ZBTB44
SLC19A2
GJB5
MDFI
PTBP2


HLA-A
MRAS
C11orf45
PRKAB2
SEMA4D
SETBP1


PDGFB
CCDC9
AKAP13
UBE2DNL
42984
PDXK


GPR35
ADIRF
ACOT4
RPS27
CAMK4
MGC16025


KLRG2
MAP2K2
OR10G8
STRADB
FUT1
DUSP12


KLK5
MAPT
AIMP1
FSTL4
TMEM30A
AGBL2


UTP15
CLEC4C
HIST2H2AA3
VTCN1
COX16
CST6


RIC3
SPEM1
SIX1
RPS28
ST3GAL1
PLA2G7


RELL2
SERTM1
RAG2
SNAPC3
MNS1
DNPH1


CCDC74A
NOG
CA11
IL12RB1
AIMP2
CLN8


NAT1
TOMM40L
HIST2H2BF
SPDYE11
TNFRSF9
RPLP0


SPPL2B
MAP2K2
LONRF1
TMPRSS12
METTL2A
BCL2L14


C16orf74
YY1AP1
CHCHD2
TMEM164
MPP6
ATMIN


RGP1
DNAJC30
C15orf40
RUSC1-AS1
CHST5
PBRM1


Mbd5
EXO5
RORC
HIST1H4H
FAM64A
ARL11


STX19
XLOC_I2_006862
CDK10
FGFBP2
DEFB104A
NLGN3


GIMAP6
ZNF148
PDXDC1
KLHDC2
SNAPC3
ALDOA


CABP5
DGKE
MMP13
ZNF543
YBEY
CHRNB2


GDPD5
TRMT61A
SEPHS1
BRE
TMCO2
DCDC2B


OGT
GMCL1
SAT2
TSSK4
CALM2
UBXN10


ELOVL7
CLEC4A
BORCS8
LGALS3
CELA2A
ALKBH2


DEXI
FGR
SLC22A2
NPIPA1
RNF10
GTPBP3


FLT4
TWISTNB
LHX8
PPARG
ZXDC
RNASE13


VASH2
NO_MATCH_166
CDK20
GRM2
POLR3K
OR4D1


QRFP
CSNK2A2
FBP1
MRPS12
EIF2S1
LMBR1L


DCTN3
FURIN
C7orf43
NO_MATCH_183
SRP68
LOC440700


SLC10A1
AGTR1
SLC22A7
SIGMAR1
P2RY13
SLC41A3


NCALD
PCP2
PRSS2
SLCO4A1
PANK1
RAD54B


CELF4
DPP10
CFLAR
FUBP3
CISD1
GALR1


TIMM8A
PIGK
CFAP45
MSLN
BRI3
CHCHD10


ASCC2
PDK4
C1orf131
C1QTNF3
CEP135
P2RY12


SMIM2
UPP1
GPRC5D
SIGLECL1
CLHC1
OCIAD2


SGTB
PRG2
C9orf139
MUC1
FAM122C
ACOT1


AK4
ZNF581
METTL9
LNX1
TDRD10
CCP110


ZNF80
PI4K2B
KLHL15
HSD11B1
PLA2G3
PPAN


CENPO
NAA60
CD300E
RTN4R
GTF2IRD2B
BTBD1


HNRNPDL
IGLL5
MAP2K2
TMEM123
C22orf31
PRKCH


AKR1B10
KDF1
TMEM35B
DGUOK
SAE1
SAMD11


ZSCAN2
NO_MATCH_46
RPL13A
SLC9B1
ATF2
FOXRED2


RASSF2
HIST1H2AM
BMPR2
ASB6
LY6K
HIST1H3F


HSD17B10
E2F6
PDK1
FAM110D
HLA-DMA
NAP1L5


PTGES3
B4GALT3
XLOC_004271
PTGES
SPTSSA
TPM1


GFAP
CNRIP1
RAD51
MBLAC2
C11orf54
KCTD1


MAZ
UBL4B
CYSLTR2
KIAA0141
PTK6
MVD


ARAF
ZFHX3
SUDS3
ZHX1-C8orf76
ZNF644
PPIA


EIF4A1
NO_MATCH_201
NO_MATCH_87
PHKG2
TMEM189
RRP7A


PDE1A
VEPH1
TMEM106B
AIRE
MRPS6
LOC641367


RHOF
ROPN1
THRA
CLDND2
SLC17A4
Cpsf3l


P2RY13
RGCC
SERPINB5
MFN1
LOC105372824
OR2T33


GALNT9
PCDHB4
CCL2
PRKCI
HIST1H4C
RPS17


DMRTB1
C11orf70
SPACA3
LGALS3BP
NSMCE4A
HECTD3


PARP11
TP53BP1
BLK
MLC1
CAMK2A
LGALS7B


CNTF
CCDC84
KLK15
SUPT3H
ANGPTL3
TMEM82


MOB3C
RNF183
KRIT1
TCF23
SCTR
KRTAP19-1


IKZF2
CELA2A
HMG20B
GRIK2
SCYL1
PSG2


PRR3
STK19
HLA-DRB1
PPP2R5C
CLEC12A
GLRX3


RNH1
CXCR3
SNAP29
DGAT2
MZB1
LGI2


CD274
DOK1
NPEPPS
ZMAT3
ZKSCAN4
CLEC11A


UBE2T
TUBA3D
HAGH
GPSM3
NECAB1
KRT81


PEX2
PARPBP
LINC01588
KMT5A
NAXE
TESK2


LIN52
MTHFS
HYOU1
SKA3
C5orf38
WNK1


RPL14
ITGA6
CATIP
NOXRED1
GABRG2
PRR11


IL36B
GJB3
MGLL
OR2A12
NO_MATCH_190
CERS3


ZIM3
CCNJ
MAP4K4
EXOSC7
SYS1
LSM6


OR7A5
PTH1R
FAM58A
TAS2R19
SCEL
CXCR1


NPL
MOS
BMF
SRP14
SREK1IP1
CRISP3


TMX1
CAMKK1
GSTA4
RDX
RPE
DKK4


EIF3I
TM2D3
NOVA1
OR10A2
KCNJ11
MC5R


CCKAR
B3GAT3
DACH2
FRMD3
DRD5
BSCL2


TUBGCP3
TMEM88
RIPK2
GDPD2
SSBP4
XLOC_001866


KRT15
ACSF3
IFNA17
LINC01260
PACSIN3
MCM7


XLOC_I2_005978
HIST1H1E
FGGY
MOB1B
LRRC15
ADGRG1


METTL15
FXN
GPR18
CREB3
KRT71
APLN


NO_MATCH_187
GPATCH4
SEC63
DFNA5
LDLRAD1
PCDHB10


TMED5
KIR2DS4
ADIPOR1
IQUB
C1orf54
CDK6


GCM2
LGALS4
LOC442132
GGTLC2
LIG3
RPL9


ANAPC5
MAPK14
CCR7
FUT9
FSBP
EXOC8


NO_MATCH_48
TLDC2
USP18
NSUN5
EPN1
ANKRD13D


OR14I1
TADA2A
C3orf14
PRAMEF5
TAAR9
MCTS1


CST8
COX14
ADGRE2
ETV5
DDR1
STARD7


AP1S3
TBK1
TAC3
MTHFD2L
MAGT1
GGA2


MYCT1
EXOC5
ZFYVE27
PSMD14
RPS16
GPR52


MAPK14
VPS52
CST2
TPM3
AGA
F2RL2


FKBP14
RADIL
P3H4
EIF1AY
PLIN2
RGR


ANAPC11
EAPP
ECI2
THAP6
EEF1D
EGFR


RAB17
RXFP2
SNN
LGI3
G3BP1
TREML4


PDIK1L
HEYL
UAP1
ILK
SYCN
FHL1


C17orf97
TMEM67
ACSBG1
SLCO4A1-AS1
ARL17A
PUSL1


CRHR2
IGF2
LIPC
MUC1
USP32
MTHFD1L


BBS5
ADGRF1
LOC440570
EVA1B
DDX39A
FAM214B


RGS22
CYP4F2
CST4
CRYZL1
AGBL4
STMN4


C2orf68
MT1E
DDX28
GLT1D1
PCED1B
IL10RA


DBNDD1
CD80
ATP1A3
MAN1B1
TBC1D3J
ZDHHC2


DDX50
TRIM29
ZMYND19
ILK
SALL2
CYP2C9


HARS2
MAGEB2
FOS
TMSB4XP8
ZNF621
PSMB5


DRG1
MET
FGFRL1
TMEM70
FCGR3A
CPVL


PAQR8
BEX5
PF4
MSRA
GPR20
IPO5


PRKACA
SERHL2
KIAA2013
PSMA6
CHCHD7
TFAP4


MOB1A
NR1I3
CALCB
JPH1
LCP1
UBE2R2


TNFSF12
MLKL
NMRK2
EGFR
NO_MATCH_95
MAGEA5


PLLP
TWISTNB
ARHGAP5
UGT2B4
EIF2AK3
OPALIN


CYSTM1
ZNF384
FGB
CSHL1
DXO
HP1BP3


RUNDC3B
ULK3
MUC20
PADI3
SLC6A3
ALOX15


TDRD3
MET
CHCHD6
INTU
SNAI3
ALKBH8


OR3A1
SLC2A3
RIC3
KHDRBS2
SCG3
LZTS2


GPR34
SLCO1B1
Rictor
DUSP1
DGUOK
C7orf49


FBXO48
KRTAP19-7
SIAE
MRGPRG
PGR
AKR1C1


FBXL21
SLC25A36
UBE2Q1
TESK2
HTR5A
ZKSCAN3


VAMP4
GNAL
ZFYVE9
MAPT
IL23R
MTPAP


RNF32
IKBIP
P2RY11
SAMD10
HACD2
LY6G6D


SH2B3
CACNG3
SIRT6
SUCNR1
HPRT1
SERPINA3


HDAC11
ADAM30
EMSY
CPSF4
CARD11
FLT1


CHD9
LRRC40
KCNJ10
GABBR1
FAM168A
PHYHD1


MRGPRX4
PCGF6
PCNX4
ZNRF1
ACKR4
TNNT3


SARNP
RPL17
ADGRL1
DNASE1L1
LRRC20
ACBD6


CLDND1
PPP2R3C
DLEU7
DTD1
ARAF
LYZL1


TK1
RNF170
CRB3
RAB33A
OR2T10
LY86


COG6
SRR
LYPD2
OR2T27
RPS18
MTMR7


DENND2C
HIPK1
FBXO22
PARK2
NEUROG1
CD72


U2AF1
A1CF
BET1
NEK2
SREK1
MBTPS1


TBCA
GRK3
FAM57A
PPP4R3A
TTC6
HRH4


OGN
TUBAL3
GLTP
TMC5
USB1
DVL3


SMU1
SLC23A1
RPSA
STK32C
SULF2
NDUFB6


FGFR1
MTIF3
LCN1
TBC1D9
FCGR2A
ZG16B


LIPH
CHRM3
FBXL8
THEG
NO_MATCH_272
UBE2Z


TRDMT1
RGS20
DYNLL1
SEMA4F
GSG1
ERCC6L2


SEMA6C
COPRS
DEFB128
CCNY
CAMKV
TTC5


LMO2
OR2B2
HBZ
VWA3B
LRRC37A5P
RNF19A


FAM153A
PRKAB2
NRBP1
C5orf60
VPS37B
DPYSL2


NSUN5
LCK
GLB1L2
XLOC_011297
CD70
PDIK1L


ALDOC
RACGAP1
SERINC2
ZNF287
ZNF19
CLDN20


ANAPC16
ISCA2
ABHD14A
COL8A2
ABCB5
SCAP


FAM92B
KRT222
MFSD10
EDNRB
TCP11L1
RPL13AP17


GPR151
ISG20
RSL1D1
FAM222B
NIN
RPGRIP1


SHARPIN
RUNDC1
CFAP161
WDR60
ABHD14B
NO_MATCH_58


MID1IP1
CCNH
PPIA
RRP8
NO_MATCH_213
NDUFB3


PRKACA
KCNC1
ICE2
SMPD1
TNIK
UCP1


LINC01547
BTBD6
FGFR3
RHOT2
CALM3
GPR87


EGFR
KRTAP10-11
DIO1
PLA2G2A
LOXL2
OXTR


ADRM1
MRPL45
MEAF6
ZBTB49
FMC1
XLOC_I2_009136


GPR52
RNF114
STK17B
RXRG
HEATR9
NUMA1


CHRM5
STK16
CDKN2D
CUTA
GNG3
C1QL4


TMEM169
PON1
NR4A1
GRM8
CHD1
RIOK1


PRKAA1
HBG1
RNASEH2B
MVB12A
SLC25A27
ERBB3


COPZ1
FGGY
TBC1D26
FOXP3
HPX
MAPK8IP3


WDFY1
KPNA2
NAT14
KLHDC1
PTPN9
LACRT


PDRG1
KRT8
PRICKLE4
PBK
CSRP3
NYX


SLC25A10
COMT
ZFYVE19
TNFSF13
ASPM
ADCK2


WASL
TMEM39B
EGFR
KHNYN
NO_MATCH_141
PLA2G10


UCHL1
DEFA4
CCL7
Kdr
C10orf71
BMX


MCHR2
SPATA8
ABCC4
CT45A10
KLK3
NO_MATCH_26


SMNDC1
SUPT5H
TAAR2
F2RL1
APOBEC3G
TH


ANXA2
KLK7
CDC42SE2
SLC2A5
POLR2K
LIPE


BOC
C18orf25
NMUR2
KRTAP26-1
AP4E1
AHDC1


CIB4
TBC1D28
TLDC1
MGST3
CCDC57
RAB39A


NPR2
TAF8
GUK1
IFT80
UCK2
ATP6V0C


KCTD17
CIPC
PI3
EREG
CNR1
ABHD4


PARP6
ST3GAL2
PRPS2
HSPBAP1
TMEM86A
METTL13


NO_MATCH_161
SNX3
FXN
SNRPF
CAMKK2
ZNF223


OR1D4
CPXCR1
MGST1
SAMD7
SLC2A6
CAPNS2


STAG3L2
RPL26L1
ZIC3
AKIP1
MGC34796
TCEAL4


FZD4
LRRC10
SGK494
AMY2B
CRYBB1
IDO2


PROK2
C22orf46
KCNH1
CCDC83
ATP1A4
ADGRD2


CC2D1B
SPATS2
CCR7
FLJ13224
UQCRFS1
GSTP1


GLUD1
RLN2
BRK1
CHIC1
AADAT
PRSS2


ALG6
DDAH1
GNB3
USP49
GRINA
KIF14


ASL
DZANK1
PSD4
INPP4B
TRIB1
ADAMTSL1


SLC45A2
SRD5A3
RPS4X
ZNF550
Olfr981
CLRN3


Dolpp1
XLOC_007690
RITA1
ADORA2A
SYTL2
ACVRL1


NPM2
ILK
PCDHB15
CXorf57
SLC6A1
NO_MATCH_5


OLFML3
CCL15
SLC13A5
FAM175B
CDCA4
B4GALT7


FAM96A
TTC39C
ELOA3B
DOLK
PGLYRP1
TLX3


JAML
TTC39B
MS4A1
FAM163A
NOP16
AVPI1


NUDT2
ALS2CR11
CT55
LYSMD2
NT5C
EGFR


MRPL10
RSPO1
ZC3H3
MICU2
CCNG1
NO_MATCH_63


LEMD1
NT5DC2
OR13C5
CFAP77
NO_MATCH_281
OR52N4


MRPL10
NO_MATCH_160
ZNF474
PRELID1
CLDN9
C22orf23


RPL26
TMSB4X
HES6
LRRC55
RRM1
RASSF4


ERCC2
RGS2
TMEM230
MRGPRX2
STK17B
MFAP3L


GDAP2
SF3B3
PSMC1
NDUFB6
IFNA7
KIAA0232


LSM4
SLCO1B1
ZNF346
THEM4
IGFBP6
C14orf105


HRH4
HSD3B2
MOCS3
MSMO1
TXNRD2
SLC5A9


LBX2-AS1
FXYD3
NAGPA
FKBPL
IFI30
MYL12A


LOC105371303
SMIM5
RSPH14
NO_MATCH_82
PAPD7
TAS2R20


NSDHL
LSM14B
MRPL16
ISG20
ACVR1B
MILR1


COL9A1
MPPE1
BRIP1
BRICD5
SYNE4
PRKAB1


TAS2R60
DDX21
MAF1
HIST1H4G
EEF2K
CHCHD3


SLC5A2
DTL
RAB28
TTC9B
TP53RK
NO_MATCH_140


APBB3
ADGRF1
DPM3
UQCRH
QTRT1
MRGPRE


CNPY1
TCF19
TRMT11
NSUN5
CSNK2A2
SGCZ


PRKCI
CDC42EP4
LHFPL3
PRAC1
HYAL3
CFAP46


PGR
NT5C
SULT1C4
OSTN
ATP5F1
SH2B1


LOC107984064
XLOC_I2_000915
SLC9A8
ZNF519
SLC41A3
PON2


TMEM81
C9orf116
CXCL14
PKLR
FAM71E1
RHAG


XLOC_012148
PSMA5
EFCAB3
SPTLC2
EBLN2
CER1


PDZD9
GLT8D1
TMEM216
GRM5
MLH3
SHISA5


FCRL2
XLOC_010007
USP29
GCC2
GOLGA7
HAX1


WBP1
PEX11A
NO_MATCH_219
LIMS1
CETN3
TSSK1B


ARHGAP45
PRMT2
ACTA2
C17orf49
KIT
DRD3


LXN
RMND5A
NDEL1
OTOR
SNRPD1
TSPAN10


CWC15
MYZAP
SLC25A48
FERMT2
F11R
XLOC_I2_001972


LOC107984344
TMEM220
PEX7
CDKL3
CASC4
RBFOX2


SPPL2B
PIK3CA
DPPA2
SORCS1
ZCCHC11
DSCR8


CCR1
BCAR3
SWT1
RBL1
42796
ISYNA1


ZNF26
NO_MATCH_241
CXorf57
PPP2R5D
VCP
LOC107984065


ST8SIA2
TUBA3FP
SIGLEC5
KDR
SLC4A2
LAIR1


HIST1H3G
ACBD7
PF4V1
ITM2A
GCM1
DNAJC14


NCLN
NEU1
ADI1
ECEL1P2
HIST1H2AC
ACP5


UBE2I
MSRB2
MAGEC2
CATSPERB
RBM25
RPL18


BMT2
DGKE
B2M
Eri3
HNRNPF
SPATA19


ADAT3
VPS26A
PRKRA
DTD1
CCDC110
GPR155


PAPOLB
RNLS
DICER1
DCUN1D1
TMX2
CCL17


PLXNA2
GPR174
SEC16B
CD164L2
NMNAT2
LCN15


NDUFAF8
KANK1
LIPA
RBFOX1
GRM7
C14orf177


NSL1
HTR3D
CYP19A1
IL31
VPS41
GPR52


C11orf65
EDNRA
PHACTR1
STK19
GPR27
HAT1


MOS
PTPRO
AXDND1
MPST
ZNF385C
LRPPRC


EIF2AK4
TNKS2
LOC105369201
PRKCH
ERBB3
SLC2A4


TEAD4
DYRK2
MYO1F
ALDH1A2
ZNF462
CX3CR1


TMEM170A
GAL3ST1
LCN8
NTRK1
SIRT6
PNKD


CSNK1G2
CCDC158
GALNT1
C11orf53
ANKS1B
RNF185


NO_MATCH_227
SLC8B1
RPS4X
AGTRAP
UPP2
ADGRF3


COX7A2
AURKC
FIGNL1
IL21R
CLEC2D
TESK2


HLA-DOA
ZDHHC11
CST9
TECR
LPGAT1
SHISA2


TTC33
DNAJC4
NR1I3
TAS2R41
RAD54L2
Akt1s1


OLR1
ADGRG7
JUNB
XLOC_003758
CDC42EP3
CHAD


PFN2
CPSF4L
ADRA2C
TMEM40
NEK5
FCGR2B


SGK494
ANKAR
KIF26A
CFHR4
CBY1
MAPT


TSC22D4
VCAN
JAG1
DLX1
TMEM55A
TRIM27


INSRR
ZNF207
NADK2
AIMP2
RPS6
ACVRL1


GPR63
FASTKD3
CUL3
GPR68
PRKAB1
NPY6R


GPR173
BCAP29
PRSS38
MKNK2
NANS
NDST3


CLCN2
PRPF4B
CDC42EP4
OTOA
AGRN
CDH26


RAB39A
EFCC1
CKAP2
RAB20
TMEM267
CKS1B


FAM71F1
TNNI2
TMEM126B
PAPD7
GRM1
PRPF4B


IPPK
SWSAP1
LNX2
DHX8
CD69
NDUFV3


ELOVL7
PPY
STRN
RAB9A
DLD
BSPRY


UEVLD
CYTH4
ZDHHC1
NO_MATCH_7
PI4K2B
TRIM39


ALG8
RBM15B
KIT
GRIN2A
CALM3
TBXAS1


RBP3
HOXC8
NGEF
SLFN5
DAP
LUZP2


MAPK12
CLSPN
GPR155
ARHGAP12
CER1
FAM71A


S100A8
KIAA1143
IL10RB
RPL13
CYP3A4
CENPS


GMFG
ECE2
NO_MATCH_23
FASTK
CTNNBIP1
SDR9C7


AFF2
PIGN
ATAD3C
CYP1B1
SAA1
DTWD1


TSSC1
FAM104B
HIST1H1T
CDK9
PHTF2
SERPING1


YPEL3
NO_MATCH_198
Ccdc28a
NMT1
PCYOX1L
MOXD1


RETNLB
ART4
PNO1
LIMK1
RHO
AURKAIP1


MRPS27
IL1RAP
ZNF431
Bloc1s1
FLJ44635
NOTCH1


AMMECR1L
TMEM185A
TBK1
FARP2
MRGPRF
ARMC12


TLCD1
TMCO3
RGMA
PLAC1
FBXO6
DSN1


CLEC4M
ALS2CR12
HMG20B
NPR1
RFESD
EPHA2


CDK1
INPP1
ANAPC5
F2R
ZNF616
CFAP47


MEPCE
FGF12
PIK3R4
DIS3
PARS2
NO_MATCH_274


OIT3
MRPL11
GAD1
ADGRE1
STK24
ECSCR


CACNA2D4
GNLY
TIMM21
SDHB
HSPA14
GAR1


ADGRB1
ZNF615
CYP27A1
SPANXC
FAAP20
DAPK1


MERTK
BTRC
TRUB2
DDI1
CD200
FABP9


CNDP2
AK1
LCOR
P2RX1
GRM1
NXPH1


CLCC1
CCDC110
NOTCH3
SLC38A4
KLHDC9
VSNL1


Ttyh1
POGZ
COQ8A
EPHX3
GPR21
UBAP2L


PSG11
STXBP6
ASS1
SSR4P1
SCAF8
CAMK2A


PNLIP
PAQR8
ERBB4
PTK2
MS4A2
EXD3


OR5F1
HHEX
EIF4H
TM7SF3
MATK
USP15


PCP4L1
SYT16
SERPINA1
BCKDK
CACNA2D3
SLC35E3


SLC22A9
CASP3
COA7
EMIDI
PRSS22
GLYATL1


ARHGEF2
AHNAK2
MEA1
TTBK2
MESDC1
DZIP3


NME3
OPRM1
GCHFR
MPZL2
POLR3GL
KCNA1


OR8B4
PCNA
LIN7C
NHLRC2
PSMB3
LHPP


NCS1
CNTNAP3
ZNF575
NXF3
GNB5
STK26


XLOC_I2_005718
RUVBL2
C16orf70
MOGAT2
ALKBH7
COX6A2


POU2F2
CLCN6
KLK12
DNTTIP2
COX18
TALDO1


SNX20
HSPBP1
PRPF4B
SLX4
CCL24
REPIN1


ANTXR1
RANGRF
EXOSC4
BBS1
CHMP3
CD28


CAMKMT
SPTLC1
CHRNA1
TXNDC15
PLCB2
OR13C3


INTU
CYSLTR1
LYPD2
NPDC1
CD3E
CA8


IGFL3
ACKR4
GPRIN1
RTP2
CYP1A1
PPFIA1


ZNF595
OR52B4
ADGRA1
INTS6
HK1
NO_MATCH_200


TNFAIP8L3
CDK10
COA5
FAM118A
RNF166
DEFB106A


TLR10
KRTAP23-1
KIF6
RPL23A
CDK5
ASPHD2


CYB5R1
PHLDB1
SEMA4G
TSPAN17
CDK15
OR2D3


WDPCP
NAV1
SPO11
C9orf85
FGFR2
HERC4


JAK2
FGL2
KIAA1161
ZNF789
NO_MATCH_226
SLCO1C1


PFKFB3
ABL1
ETFDH
SC5D
FUCA1
TRMT10C


DUSP18
ANXA11
IRF3
HACL1
REG3G
KDELR1


NIPAL3
S1PR3
ZNF30
CLDN2
NINL
CERS3


DXO
OGFOD2
BCL2L10
OLA1
PDCD1LG2
NFATC2IP


ACVR2B
HINT2
MCF2L
BANF2
AREG
XLOC_I2_007111


MEN1
SLITRK3
ACYP1
PADI3
DHX33
C11orf16


USPL1
PIK3CA
TFR2
TMED3
DTYMK
TRPC7


RAB40A
TPM4
KIR3DL2
CD160
SENP5
TRMT13


TSPY1
RPS6KC1
CYYR1
TSLP
COPS6
SEC61A2


DLG3
IL17B
NO_MATCH_208
ALPK2
FZD6
FAM189A2


ZEB1
CSAD
PLP1
HMGB2
ASAP3
AMY2B


C17orf75
ZBTB20
SFXN2
UPP1
MFSD13A
IL33


ERI2
CSPP1
USP42
MRPL23
HLA-DMB
UCN3


RAD1
CEP72
BTBD16
CCDC59
RMI1
PRR13


42988
RTN4
TRMT10B
XRRA1
RRP1
INPP5J


MRPL41
TARSL2
PTS
SLC39A2
KCNV2
NPC2


FGL1
CHRNA6
VDR
CACNG7
ZACN
NHP2


NLRP10
IPPK
NKPD1
SCRN3
WDR83OS
MYLK


MSH2
XLOC_009142
TMEM11
PANK1
TMEM222
CSNK1A1L


TPP2
NRF1
HAUS8
PRDX3
TAS2R41
NAPRT


PIH1D2
PUS7L
MAF1
VAPB
DDB1
MEGF10


NCOA3
TSC22D4
BPIFB2
LYSMD4
AFAP1
ARMCX5


ZC3H10
ANO6
FKBP9
VAMP1
ATG4D
MMP10


EFNA4
HTR3D
EIF2B2
HIST1H2BM
TPPP2
OR4N4


UBE2Q2
SPZ1
ACTL6B
TAAR5
COASY
REEP5


FAM20A
NO_MATCH_11
MAP2K2
HIST1H2AA
HIST3H2A
PRB3


DYRK4
MAP3K5
NPIPB9
RARRES2
HHEX
CCDC150


AVPR1B
TSC2
SMARCA5
GSTT1
ACVR1C
LOC102725035


GPR137B
FBXO44
NEK3
UHMK1
COL23A1
NUMB


SPATA31E1
LY9
Fam76b
EGFR
C11orf65
LRRC29


SNRNP27
CHMP6
MACC1
SV2B
RBMS3
RXRB


CLIC5
MIA2
ATP23
IQCH
LOC149950
NRIP3


BLCAP
HSP90AA1
USP25
HSP90B1
SPAG11B
OSBPL8


FGFR3
LIMK2
C2orf48
NME1
ANKRD26
KDELC1


DDIAS
CA14
ERCC5
STOML3
TMEM165
PIK3CA


FPGT
CCRL2
NBPF9
DCAF12L2
FFAR4
DTX2


KCNJ10
NICN1
MRPS24
ALPK1
IGF1R
MCOLN3


KIAA0922
STAM
KLHL9
TTLL4
NTNG1
ACSL3


SLC48A1
ZNF263
KRTAP19-5
MEIS2
DUSP6
TIMM10


MPZL2
KRTAP10-3
YPEL4
OPN5
CD8A
TSPYL1


CCNC
KDR
EPHA3
CNBP
CCL4
INO80E


HPS5
ITLN1
SLC25A39
RTN4IP1
TNFRSF9
GPR15


NOL6
PRKAR2B
ZGRF1
42982
LCOR
KRT26


ANKRD27
TSTD2
ZNF260
FAM19A4
SSSCA1
ZNF738


KCNJ14
CASP1
GGT2
TAS2R9
ANXA2
SLC35G5


MAFB
LINC00895
FAM208A
DNAI2
SORCS3
OR6T1


FAM135B
ULK2
NHLH2
GPR173
CCDC42
HIST1H4A


ZNF610
TOB2P1
SBSPON
ADCY9
ADGRA1
IMPDH1


NCOA3
GNAZ
XPO6
AHSA2
MIR31HG
RPSA


LRRC10
ZNF473
PCDHB1
PIH1D3
LITAF
LINC01105


YIPF4
NRN1
RPS6KB1
LATS1
PDZD4
MAP4K2


NRSN1
PEX11G
XLOC_I2_004840
CRYAB
ZNF574
OR11H12


SHMT2
MPP5
TPK1
HRH3
Fbrs
ANXA2R


MTHFD1L
ALPP
HOMER2
KLF7
STT3A
HRH2


PNCK
ATF7IP2
OR1S2
PDE3B
KCTD21-AS1
IFT80


AQP7P5
HSPH1
RBM15
MET
LIPC
Cdk13


TMEM168
KISS1R
PON1
42803
LHFPL1
TSPY26P


NUP155
KCTD17
PNMA5
TMEM214
UPP2
TBC1D10B


GPR65
WEE2-AS1
HDAC10
GYS1
THY1
ACLY


SPIN4
MC3R
RBM10
FBXO38
C9orf24
PCSK1


CORO1B
LATS2
B3GALT5-AS1
CACNG1
TM2D1
ADGRB3


TMC6
ABCC3
TRIM74
C1QA
LIN37
HNRNPU


LRR1
DLGAP2
DYNC1I2
MCM2
TEX11
TBRG1


PNMT
CCL13
DAZAP1
SLAMF1
PHYHIPL
BAGE2


UNC45A
MMRN1
RXFP1
IARS2
TRAPPC8
CUL4B


UPK1A
STARD5
PITHD1
ABHD12B
LRRK1
SCMH1


GSTCD
CUL2
OGFR
LGR5
SLC37A3
CENPP


DNAJC4
TPK1
PER1
MAPK4
EML1
KIFC2


TUBA3E
FAM171A2
XLOC_006950
NO_MATCH_22
TM4SF18
TNFAIP8


DDR1
PDSS1
XKR8
OR2A7
AK2
HPF1


C1D
CDK20
ERLIN2
HYDIN
CGB8
CXCR6


MBIP
GAGE2E
B3GALT1
CD99L2
RASSF8
NANOS3


ATPIF1
MAP3K13
NUAK2
PIK3R4
AGFG1
OR10H3


RBP4
ZNF839
AOAH
PTAFR
ZNF16
WWP2


GAB2
EMC1
MAPKAPK5
NAA50
DDX6
CDK10


S100B
TNNI3K
TIMM50
ADAMTS5
LRRIQ3
SLCO1B3


LCE2A
RPS26
OXR1
VCX3A
ADGRG6
SLC35D2


HSPA2
LIMS2
ZSCAN29
RIOK3
COL18A1-AS1
FHL2


GPR101
TMEFF1
MDM4
RNF38
LRFN5
SLC16A10


EXOC6
XLOC_I2_015133
HACL1
TRIM37
PNPLA8
YTHDC1


OR1A1
RNF126
BANF1
KLHL32
MIR17HG
CRH


IL11
PHC2
CPA1
AMY2A
KRTAP9-6
CKAP5


MTO1
CMAHP
IFITM1
CHMP5
C11orf49
CASP8


ALKBH3
HSPA2
AGTR1
DNAJB14
A2M
ADGRD2


PLCB2
HRAS
SKP2
PGPEP1
EPHB1
CLDN17


ZNF512B
ADORA3
C19orf12
IFNE
RPRM
DNAJC10


MEOX1
AVPR2
TMEM56
LYPD1
HIPK3
CCDC54


PVRIG
NOD1
TSR1
PDZD8
GABBR2
PTP4A3


RPL7L1
CLEC19A
FGF19
MS4A6A
ZFPM2
HTR2B


SPICE1
ZP1
HINT1
TMEM19
TMEM102
SUZ12


CKB
LPAR5
DGKG
DUS1L
SLC22A16
GPR141


HERC3
ZNF41
CCDC170
TLR1
KRTAP3-2
ERGIC1


NO_MATCH_35
HLA-C
METTL4
ZNF317
UFSP1
OR52B4


C1orf189
ADIG
TRIM10
HTATSF1
NO_MATCH_74
SNX16


PFKFB3
INSR
HK3
ADGRG3
SEL1L3
CELF6


DES
PTRHD1
PI4KA
ZNF782
GYS2
IFITM2


SLC4A5
RTP5
TPPP
PLPP4
NO_MATCH_43
BCO1


CUEDC1
ANKHD1
IDI1
ZCCHC14
HIF1A
NDUFAF7


CBS
RSBN1L
ZWINT
PSMD12
ADAM18
PIK3CA


C3orf36
SLC25A16
XKRX
RPSA
KCNH7
MAML3


PFN4
USO1
TP53AIP1
ZNF804B
WNK1
GPR85


TBXA2R
TNNI3
ZNF140
GYPA
AP3S2
TAS2R50


ZNF280A
WDR63
SIPA1L3
ERAP1
HTR1B
UVSSA


FAM58A
CD59
MAG
BMS1
MYPOP
DIS3L2


INSL3
PTH2R
INTS7
PIK3CB
ZNF625
GPR62


IFITS
CNOT11
DGUOK
BLOC1S6
GTPBP8
MZT1


TSPOAP1
MRPL28
PPP1R13L
MYO1C
COX10
TROVE2


NO_MATCH_6
MXD3
IRF5
PIK3CA
SSX4
TLE2


KLHL20
MCTP1
SOST
SCCPDH
PIGB
XK


PEMT
CFI
CHMP2A
ELAVL4
KANSL3
SLC13A2


RPTOR
RSAD2
IDH3G
RPS21
XLOC_001973
POMC


CAGE1
CACNG1
ADGRG7
NO_MATCH_185
EIF4E2
SPG11


FLT3
PALD1
GPR156
IDH3A
WLS
GPR87


GRM2
AGGF1
ATF6B
DIO2
ETNK1
ARMCX5


CENPL
KMT2E
TMEM68
GPC1
MYO6
PIK3C2G


SHF
KANSL1L
PAQR7
SLC47A1
PRPSAP2
STARD8


MYO16
TXNDC9
PCDHGC3
WBP4
REG1A
PLEKHG5


ATP6V1F
SLC10A1
AK3
PRSS35
ENDOV
DCK


ADGRG6
BCKDK
RET
ADGRB1
KIF21B
TTBK2


DNAJC10
FAM50B
ZNF329
SELENOK
DECR2
HDAC5


RBM12B
C9orf64
KIF22
CDKN2AIPNL
ZNF418
EFCAB11


DST
SMYD1
GGA1
ADAM21
CDK17
PDE10A


FAM71B
LOC100653061
PGC
SLC38A11
PPP1R14D
FNBP4


FEN1
MRPL50
AOC3
SERPINB1
AK4
ASPDH


MAP1LC3C
TRMU
SLC7A3
HMGB1
SETD5
DLGAP5


ZNF423
42980
DHRS4
CFHR3
APBB1
PATE2


ALX1
CYP11A1
NENF
LINC00174
PCDHGA9
CALML3


YIPF6
PIK3CA
WBSCR28
PPP1R27
C3orf52
CSNK1E


ADPRHL1
PIK3CA
FGFR1
PIGZ
C1orf174
FYB


RORA
CDK7
IL20RB
RAB28
CLPSL1
C1QTNF9


SLC10A7
RASGRF1
PALLD
DNAJC7
PODN
HRH3


FYN
FAM135A
CALCA
GEMIN7
STRADB
LDLR


OLFML2B
GDAP1L1
TBC1D2B
XRN2
ASAP2
HYAL4


OR8H1
CDC34
ACOT4
ZNF8
ZNF444
TPRA1


GPR146
MET
NO_MATCH_211
NAA15
DDX54
AP2A2


ACTN4
CLRN1
LOC100653061
TMEM14C
TAF7
RPL14


PNKD
GNG5
HRH1
PRRG4
PRC1
LAMTOR5


TSC1
WDR44
TLR1
TIMM17A
TRMT61B
ATF4


ZNF680
WIFI
ADGRG2
FBXW12
ESYT1
GPR18


RPL8
SLC48A1
ASPRV1
FLT3
CLVS1
L3MBTL2


NANOG
NEU4
MAATS1
CDON
DAB2IP
CLCNKB


PCMT1
FRMPD2
LOC107984056
SORBS3
RPGR
STYX


NOTCH2
PRKACG
FCMR
PRG3
MAOB
PSAT1


RBAK
PHKA2
Nalcn
PIWIL2
ZNF280C
PTH2R


PRIM2
MST1R
MLST8
NAF1
PSMB1
DGKB


NR3C2
VHLL
RAMP1
ACAT1
BTC
IL18


ZNF529
SLC46A1
TAMM41
CLK3
DHX32
OR52B2


KRTAP12-2
KRT13
CDK19
SH3GLB2
CCR3
ZBTB8A


NOL8
ANK1
CCDC26
JAK1
RBBP8
PRKX


NO_MATCH_16
BDKRB2
CPSF6
ID2
INHA
CLDN18


KIF2A
PDCD10
FAM171B
GHSR
ZKSCAN5
ACVR1B


APIP
SEC63
ABL1
IGF1R
SDF2L1
SLC20A2


FLT3
COMT
PIAS2
PDK1
HERC6
PPFIBP1


CFAP43
CLCN5
TTK
CHEK1
SMURF1
NCAPH2


INO80
TPD52
TLK2
STK31
ALG5
HIST1H3D


ABCE1
RPL13A
DNAJC25
IFI16
FBXO28
LOC554223


ARF3
KCNMB2
BHLHB9
P2RY10
NME5
SRD5A1


IGF2BP3
CLK2
CHRNB3
L1TD1
PTGER3
SLC6A14


HNRNPUL1
C11orf87
GRM3
ARHGEF35
ENPP5
PTRF


DUSP26
ZNF410
CHCHD5
RPLP2
FAM134B
SAMD9L


USP7
LOC102724159
RNF5
TAS2R9
PXDN
CD80


FAM184A
NTRK3
CABS1
EPS8
COL10A1
YEATS4


FAM78B
FER1L6-AS1
GGN
CHCHD2
LACE1
TRPM1


OGFR
SLC22A11
TRIM27
CAB39
COPG1
DNAJC6


RPP25
HSD17B8
RAD51B
ENTPD1
AQP2
BPIFA1


LIF
IPO11
IFT122
KANK4
FANCB
ALK


NTF3
RASL10A
PPP4R4
VIM
C11orf72
CDK8


SELENOH
EPHB4
EXOG
EIF3G
RPL15
SEC11A


KIAA1551
SLC5A9
MERTK
HIST1H2AI
ADGRA2
GK


WDR49
XIRP2
IL36RN
HTR4
CCDC97
EXT1


SOCS4
KDELR3
PLCB1
RIT2
CDK1
SGSM3


NFE2L2
TMEM63C
EPB41L3
ZNF83
XPR1
GTF2H2C


CSK
UBE3B
PLEKHG2
SLC10A2
Tia1
SMARCD1


ECD
TNK2
LOC284009
ZNF578
PRPF3
TAS2R14


MAP7D2
TTC14
DIP2A
LDLRAD4
RGL1
CSNK1G1


GHRL
CCDC94
STAT3
CYB5A
PLCD3
TACC3


SSTR2
FLT3
PKNOX1
APOC2
QPRT
DDX21


ACSM5
SEC61G
DIP2C
DSG4
FAM107A
PHF8


RTCB
ADD2
TMEM241
IRAK1
PCYOX1
H2AFB1


BCKDHB
CASD1
EFCAB6
MCHR1
ARAP1
C22orf39


ITPKB
OR1L3
CD74
PNRC2
SEC23B
VTI1B


ARHGEF16
TMPRSS3
NISCH
DPH5
CDC20
MRPL1


ERG
TMEM241
KRT1
OR51F2
AKT1
JAK3


PHACTR4
ELMO1
BDKRB2
SH3BP4
CNFN
DIP2C


HAO1
TTK
ZNF816-ZNF321P
ZNF114
NUP37
LIG4


STK16
ATP6V0A4
MAPT
BRD4
PSMC1
ZNF10


ZNF667
MPC2
LAGE3
CDC27
A1BG
ULK2


USP15
ANKRD18A
PSMD3
IFNG
CEP70
COG2


HAUS6
PCLAF
Mbtd1
EPHA2
RPP40
PRPF4B


CALCOCO2
TAS2R60
VPS54
RND1
ASZ1
VDR


MATN4
PSD2
ZNF770
GPR132
PHIP
RFC1


SYT16
BBS10
GSTK1
MC1R
TMEM248
NXF2


LOC441242
PRPF38B
PCDHA11
LPAR6
PAK6
TGM4


C19orf18
GAS8-AS1
TAS2R31
DCP1A
CSNK2B
ADGRF5


CDC25B
CDK9
SDHA
PIK3CA
CHEK2
C17orf82


ZNF546
KIT
ADGRB2
ZNF781
ASB10
GPRC5D


AK1
RFXANK
SNX7
PNPT1
PRSS57
CD274


EPC1
DLGAP5
FOSL1
PCMTD2
PLRG1
SEMA4A


AP5B1
COASY
CSNK1D
RBM26
SMARCAL1
DTYMK


HEY2
CENPA
NO_MATCH_256
GBA
ARAP3
RYBP


KDM8
PROKR2
ABL1
SLC7A13
LCA5
HENMT1


CDV3
VPS33A
PHF21B
COPB1
ELP2
MAPK9


ZNF211
RNF130
RAPGEF4
ZNF461
SLC35F3
SMIM12


CRYGB
TCAF2
SLC7A2
IL16
WDR66
C12orf10


ZFP2
P3H2
NOP16
MAN1C1
RPL5
ZNF511


RPS6KA3
PRKAG2
ZMYM4
ADGRF5
TNFSF12
DIRAS3


EDA2R
COPS5
SCNN1B
AGPAT3
HSPD1
FLT3


SCYL2
DPP4
KCTD3
NO_MATCH_96
UPK2
PDE7A


MINK1
OMG
KANSL1L
BSND
SLC6A15
NCR3LG1


COL4A3BP
EGLN3
MAPK10
RBM14
FAM134B
SCGB2A2


CPSF6
WBSCR17
CENPX
OR6C65
MET
FBLN2


BRPF1
HDAC3
LOC642249
PLD1
NIPA2
SLC13A4


FCHO2
PRPF31
MAP4K3
PSG9
CUL5
HIPK3


Dock10
KLB
MED24
SLCO1A2
METTL21A
NT5E


OCRL
CSN3
LINGO1
DPPA4
RBPJ
LRRK1


ZNHIT2
IL13
ALPK1
Nrbp2
PSG8
SLC6A7


APH1A
GEMIN2
OR56B1
CCNC
SMARCC2
ZC3H12D


RHOA
FAM3A
HSPA9
TMEM144
ALPI
RNASEH2C


BCL2L12
GAS8
C11orf71
ARHGAP27
EFHC2
PMPCA


OASL
VPS33B
MOGAT3
STK33
NSUN5
DHX36


UBA2
MAP10
CCDC62
NR2C1
EYS
SNX22


H2AFB3
TAAR6
RAB1A
HIPK4
FNDC1
GMEB1


SATB2
DMRTA1
SCYL2
DDX23
LIG3
MAGI1


ATP6V1C2
CTLA4
C1QTNF9B
RRH
HSPA8
LRRTM3


CLK3
APRT
THAP12
RASL10B
PDIA3
MIOS


MT1X
HLA-DPA1
ELK1
TRMT5
PIWIL4
IRS1


SMC1B
USP54
TLK2
EIF3C
KRTDAP
LENG1


SPINK13
GLUL
SLC9A3R2
RBMS2
ZNF266
NO_MATCH_279


CALM2
SH3BGRL2
ZBTB21
KIAA1324L
BATF2
SESN2


LMX1B
LINC00597
KRT4
DRAM1
MCM2
RAPGEF6


TPST1
ECSIT
ZNF175
GAS2L1
AK6
CHRNA3


PLCG2
PHKB
DPH7
MCM7
OR8D4
LCLAT1


OR52L1
ADGRL4
TRIM24
SOCS5
NDUFAF2
ZNF503


C7orf33
PLCG2
KRTCAP2
LATS2
CCKBR
LTN1


RFC1
NR0B2
MILR1
DCLRE1A
NEK11
BFSP1


TPCN2
WDCP
SRFBP1
OXER1
AZU1
APEX2


NME6
GRM5
C21orf58
MASTL
SSH2
LHX4


AMBRA1
LPAR5
CYB5R2
FLT4
TCIRG1
KIAA0895


ATXN7L1
NO_MATCH_28
ZNF556
LCE3D
KRTAP9-3
HAVCR2


KIF2B
CCNC
L2HGDH
CIB2
ABI3BP
FGGY


FGF21
Spcs2
EPHA3
CBWD1
ZMIZ2
EPHA2


PXDNL
FZD6
USP8
IDE
CCDC66
ZBED4


TAS2R45
SLC16A4
DNASE1L3
GRIA1
TGFBR2
HMGA1


HTR2A
ZNF484
NO_MATCH_67
BCAT2
TAS2R4
SEZ6L2


PDE4DIP
DENND2A
GAS6
PPIB
LYZ
PZP


TMEM38B
E2F8
FAM149B1
App
GRM8
ZNF131


MCCC1
ADGRF1
ABRACL
MAS1L
OXER1
OR4D6


ZNF608
CDH7
VN1R2
CADPS
NO_MATCH_8
HIST2H2BE


FAP
SLC35F6
SHKBP1
NO_MATCH_123
GAN
MAP3K14


PPCS
LINC01554
EIF2AK3
NO_MATCH_125
COBL
RIPK4


FBXL4
VCX2
SNX14
CDC7
ZMYM1
LOC254896


GPRC6A
MIS18BP1
FRMD8
ADGRL4
TKTL2
PHOSPHO2


ZNF85
CKS2
DAPK1
SGSM2
CCDC148
STKLD1


ARG2
TRDN
IL12RB2
DDR2
PRPS2
UGT2B7


PROKR2
ZNF268
LGR5
BMPR2
QARS
MYEOV


AP3B2
BRINP3
FBXO11
CSTF2T
PTGER1
DMTF1


ARMCX2
MYLK
NO_MATCH_240
ZNF253
SHOC2
PKDCC


COL4A3BP
MET
TNXB
RASA1
XLOC_013840
LOC100506127


RGS1
DPYSL3
NMRK1
PSMB9
RUNX1
ULK4


DDX27
ELF3
SIX2
RPF2
TAS2R4
GRIA2


ZNF638
PPP1R13B
S100A7
ARID5A
FAM229B
MIA2


LOC81691
ZNF761
STAT3
ETFBKMT
FBXO8
EPM2A


TTLL4
FLT3
PPARA
L3MBTL4
C8orf22
RDH11


SLC28A2
BRCC3
TFCP2
GABRP
RSL24D1
SLC43A3


ELP5
ZNF418
FAM120A
CYLC1
MEF2D
DDX20


VHL
ITPKA
TCF25
AKR1C1
C18orf21
DKK3


PSMC4
CD93
COX4I1
SLC30A1
BOLA1
ATF7IP


NO_MATCH_37
SIX4
ADSSL1
APLF
GPR162
ALOX15B


RBP2
PART1
CDKL2
MAN2B2
FAXDC2
SLC9A6


KLC2
UBE2D2
MUM1L1
CXCR2
CYSLTR2
ERBB4


SLC25A52
MADD
TTK
GSE1
ZNF816-ZNF321P
NOA1


KCNH6
CLK3
BRCA1
CEP95
ARR3
RSPH10B


PITPNA
C11orf1
TONSL
RBKS
MRPL52
ADGRB2


C1orf50
EPHX2
USP4
CSF1
NO_MATCH_238
NID2


ABL1
HNRNPC
SLC22A17
HIP1
UFL1
PPY


SLC26A2
ZFYVE16
AQP7
ANXA6
FASTKD2
RAB9B


TSSK1B
LTBP2
CSNK1G2
FGF3
TMEM213
Zfp317


ITSN2
ZNF35
ZFP37
STH
ZNF343
CORO2A


TASP1
EPHA7
MAPRE2
NPFFR1
SP6
EVL


TLK1
TSPAN2
MYCBPAP
IFNGR1
KIT
WNT9B


MAP4K3
MAPK14
VARS
TSPAN3
MATN2
LPP


UCK2
E2F7
RPS14
ITIH5
PCGF3
C11orf54


C6orf10
COQ7
TMEM161B
GCLC
ERVV-1
PLAT


ENTPD4
ITPRIP
GPC3
RERGL
DNMT3A
GALNT8


FAM160B2
HNRNPCL1
FAM71F2
ZNF311
MCM2
GLIS3


ALDH1A3
PCDHA4
DIS3L
MEP1A
MAGEA9
C7orf31


DEDD
MCM6
NUMB
OR10AG1
PARP6
ICA1


PITRM1
SNRPA1
TRIM3
DPYSL3
FPR2
GPR101


NBPF15
TAP2
DLC1
CDAN1
C9
GSG2


CLCA4
RPS18
TWF2
KIF3A
FAAH2
HFM1


ZNF569
EIF2AK3
MRPL44
PAEP
PLK4
TMEM255A


CCDC178
LRGUK
TMEM92
USP14
RAB2B
LGR5


OR6B2
SLC20A1
SRC
CC2D1B
TAS2R7
SDHD


JMJD1C-AS1
PLCD4
WBP11
PC
KIF3C
TMEM39A


RAB3D
C21orf91
PJA1
ASMTL
ANKRD20A3
LNPEP


PEA15
EPHA7
ACVR2A
FBXL20
DSTYK
LYSMD1


FAM72B
RAB3IP
NDUFV2
SRPK1
OR3A4P
NUDT13


LPAR1
BANP
NAE1
NO_MATCH_73
STX5
AVIL


RNASE4
TAS2R13
SLC22A11
IQCA1
MINK1
CALN1


TAF9
FGFR3
HIST1H4L
RGS3
TMEM63A
ZDHHC6


COX7A2L
Olfr981
SNRNP25
RHEB
TREML2
ZNF107


VIT
ADGRA1
RSPH10B
UBE3B
VPS35
PIP5K1B


TMC7
STARD13
PDE6B
POLI
NCKIPSD
MRGPRX1


RNF111
APEH
ADRB3
NDUFA9
PCK1
C9orf78


SUPV3L1
GALR2
NO_MATCH_50
STRIP1
SNRPB
NFATC1


LEPROT
AASDH
XLOC_I2_013393
ADSSL1
TAS2R7
PCDHGB5


LIAS
FAM102A
KLB
XRCC6
NFE2L3
FAN1


TRIM11
RHOA
LBR
IFT27
KCNIP3
ARPC4-TTLL3


BMPR1B
ACYP2
RXFP1
UCP3
EDEM3
CEP162


HEXIM1
INTS10
TMEM182
S100A12
PROKR1
ZSCAN12


CARD6
GRAP2
PTTG2
ORM2
NLN
NPY1R


C9orf3
NO_MATCH_163
TTLL4
CALCRL
IQSEC1
EPB41L1


PIK3CA
PIK3CA
USP3
CFL1
ANXA4
NDUFAF1


SLC52A2
LRRCC1
ERAL1
PARN
DGUOK
OR2J2


SATB1
PCDHGB1
IQGAP3
ZPBP2
ADCY2
C7


ALG11
COA6
EBAG9
FRMD5
ARHGAP5
BHLHA15


ADCK5
PLCG2
DR1
LINC00242
RPS29
MST1R


GTF2IRD2B
WDR1
DDX11
OR8G2
ZNF44
HDAC6


CPA4
PTK7
HCST
EXTL3
SUMO1
KRT86


EGLN3
RBM12
PIGA
DDRGK1
POLR2J
GPR85


GPAT4
PRDM1
NTPCR
NADK2
DDX59
DUSP28


KPNA5
NME6
MCM9
KIR2DL4
OGDHL
CARS


DCAF4
MYBPH
ANGPTL1
OXSR1
ATF7
BGLAP


JAKMIP1
TEKT1
SLC5A7
LINC00636
ZNF532
ATP1B1


FAM160B1
SARDH
ZNF85
KLHL10
LMBR1L
VSTM1


DYNC2LI1
PAPOLA
ACAT2
BAG6
SERTAD4
ZNF267


UTP23
TCF4
VPS11
ZNF227
LRCH2
VAV1


TLK2
ARMC3
GHITM
EHD2
SETDB2
BRD4


NDN
TM9SF3
PAK4
COASY
BANK1
MLN


CLCN4
ARMC1
KRTAP9-8
TPTE2
ITM2C
NSUN6


OR5T1
SETX
CNOT10
SPHKAP
KIF12
MTM1


GPR139
KRTAP10-1
PCDHA6
CLK1
LYN
ITGAE


FPR2
BMP2K
ZFP41
MCM3
HOXD3
XYLB


MAPKAP1
OR14J1
OR8D1
ZC3H12B
CASC4
SMPX


MAP2K6
FAM111B
DARS
MARK4
G2E3
XIAP


CDK16
BLID
RBM17
TMEM144
SLC38A2
SGK2


NO_MATCH_54
TMEM185A
PRNT
LINC01567
TTC8
WDR55


AKTIP
Churc1
ASGR2
PDE4B
MAST1
XPO1


XPO7
MIER1
BBS7
SLC52A3
ZNF184
JUP


PNPLA6
VPS53
MAP2K6
RPS6KA6
SLC41A1
ZNF138


CXCL10
VAMP3
LY9
HMBS
WDR41
COQ9


TLK2
XPO5
RPS6KA2
NARF
STK10
ZNF43


SLC30A6
Thap12
KCTD9
ZNF420
ARHGEF10L
TANGO2


GYPB
KCNJ12
PTPRA
ZNF12
GNG12
SNX6


PPP2R3B
GRK6
MAP3K13
ADCY4
CLEC4G
HIST1H4I


OR2B3
ZNF77
LOC102724428
LCA5L
OR52W1
TRMT1L


ATP10D
OR1J1
GSK3A
MAP4K1
FKBP4
FSIP1


OARD1
COQ3
GIMAP8
RPS6KA1
ADGRG7
ADGRB3


CKAP2L
ANAPC7
DPP3
42799
ZNF846
MORN5


EARS2
ARHGAP44
GPR141
RAB3GAP1
CHL1
NARFL


TNC
CRHR2
TLR7
PRPH
ARL8A
ANKRD39


RUNX1-IT1
NO_MATCH_145
EXOC1
LRSAM1
ARMC7
UGT2A3


KMO
PLEKHN1
BBOX1
RERG
ZNF518A
ABHD12B


SRBD1
MT3
LPAR4
HVCN1
SKIV2L2
ALMS1P1


SYPL1
IGFBP7
PTPN6
SERINC1
UCK1
SLC2A13


ACADS
NME1-NME2
ECHDC3
NEK4
NO_MATCH_84
CFAP65


FNDC7
KPNA2
USP26
POGK
ACO1
ZNF678


BUB1
PTK7
TSPAN3
SUMO3
CHGB
NO_MATCH_17


SLC2A4
ABL1
CDHR2
TAS2R43
FZD2
LRRN1


GFPT2
FBXO42
FAM151B
PCNX2
GRM7
TSR2


AK8
TAS2R50
USP6NL
CDC42SE1
DHFR2
DYRK2


HIST3H3
WNK1
MSH5
RFX6
SSTR4
CTLA4


DNAJB12
PCDHA12
B4GAT1
TNFSF14
AKR1D1
EML3


GRK2
PHLDB1
UIMC1
CNIH2
LGR6
PUS10


KBTBD2
STXBP3
P2RY11
EPS15
FAM234B
RIOK2


SAMM50
GFM2
SERPINA9
TAS2R60
PDCD4
RUFY2


ACOT12
HDAC8
EPHB3
EGFLAM
PKN3
CYP17A1


PIGO
MAP7
CASK
HSD17B14
KIT
ZNF555


CLDN7
Med1
NEK3
EPS15L1
RRS1
AFG3L2


ZNF572
BIN3
NO_MATCH_149
RBAKDN
KCNIP1
EXOC2


CYP3A43
DUSP1
IFIH1
SIRT2
COPA
ATP6V0A2


C2orf66
LOC102724984
WNK4
CHRM2
ACVR2A
SLC22A1


POLR2B
JAK3
EIF4E2
ZNF300
OR2K2
MRM1


RET
GJD2
FTSJ1
UHMK1
C8orf59
ATRIP


NO_MATCH_33
RAD21
ZNF718
PNMA3
ANO4
SLC5A2


PLA2G3
PIK3R2
PTK2B
BMP1
LRRTM4
SLC52A1


CACHD1
MAP3K6
F2RL2
ERBB4
PDGFRA
ZNF141


SCGB1D4
CHD1L
FLT4
ZNF628
TMEM187
KLK1


UGDH
NO_MATCH_105
GBP1
NO_MATCH_4
GPBP1
GRK2


ATP6V0A1
ZNF37A
PADI4
XLOC_010017
HS6ST1
RNASEL


PCDHGA2
NKRF
DDR1
PRDX5
XLOC_00H64
EIF4A3


PHF14
GPR149
GRM4
NADK
PLEKHG3
HIST2H2AC


DENND5A
PRMT6
RSBN1L
AMPD2
USP53
CDK18


RBBP4
BAG5
YARS
PKP2
FER
MTMR7


DGKG
CSRP1
WDR36
WARS2-IT1
FSTL1
SKP2


MZF1
ANKHD1
ZNF596
BBS4
FAM3C
PTPN14


DDR1
C3orf58
TBL1XR1
ZNF701
MAP3K14
INSR


MATK
C14orf180
PHACTR3
HLA-DPB1
GTF2IRD2B
FAM120A


NHLRC3
PLS3
TAS2R8
ZDHHC13
CHRAC1
SLC32A1


FSHR
ACVR1C
NO_MATCH_71
MASTL
CDK1
SYDE1


PAM16
EDNRB
DPF3
RCBTB2
LINC01553
TGM3


HSD17B4
GLRX3
ZNF276
MRPL19
TSEN2
ADK


VANGL1
ESCO1
ACSBG2
VIPR1
ACTR1B
GPS2


RTCB
SLC2A3
MYDGF
RPS15A
PPM1F
SCRN3


FAM60A
BICD2
TMEM97
DCLK2
RPL27
TVP23B


SUN2
STXBP1
ZNF79
DRD2
RTKN
POLD1


GPR62
TMEM135
Alkbh3
SUMF2
HCAR3
HBS1L


NO_MATCH_225
FAM105A
DAZ1
CMA1
LCLAT1
PFKM


CYBB
CCDC189
PRSS30P
LINC00521
MAPK6
STYK1


SIK3
SCLY
POT1
ACOX2
TMEM156
HIPK4


IST1
SLC16A11
RNF213
HELLS
RAD51C
MDP1


APLP1
ZFP28
HNRNPUL1
UNC93B1
ZNF92
GK


CNOT4
SLC12A8
ARHGAP8
MRPS35
MYLK3
OR6A2


EXOC3L4
TMEM120B
DYNC1I1
HK3
PDIA3
PAAF1


PRDM7
YIPF3
ERO1A
ANGPTL7
UHRF1BP1L
GPR17


SPRR3
CLGN
ZBED5
COLEC12
RPS6KA4
SLC12A4


C20orf144
OR51Q1
PHKG1
EML1
CYB5R1
TTLL12


NO_MATCH_2
SMO
OS9
OS9
CPB2
OR52B2


KSR1
CNNM4
FAM126A
COG7
XLOC_I2_004844
HRH4


ORAI1
FABP3
SLC44A3
NO_MATCH_191
FAM32A
LINC00173


PIK3CG
NPBWR2
RET
ESYT1
NANP
ZNF485


IDH2
KCTD15
P2RX5
GLRA1
CTSE
ADAM2


F2RL1
MECOM
CCDC140
RPP14
CLDN19
TRPC3


AFM
PIK3C3
PSMC3
AGPAT3
TAS2R14
TPRKB


ZMYM3
CAMKK1
CCDC151
ERN1
AAMDC
RPH3AL


MTMR9
DUOXA2
TP53RK
TPM3
MAST1
GLB1


UGT3A1
ATP4B
EPHB6
TTBK2
METTL22
SLC9A9


UCK2
EIF5B
ZCCHC12
FLT3
TRAF6
ATP5A1


STAT6
HLCS
CDK8
SLC2A3
TP63
BLVRA


LRGUK
NEDD9
RHBDF2
OR9Q1
KLHDC4
KAZN


C11orf98
RIN1
ATP6V1D
CS
DISC1
TUFT1


FCF1
GEN1
AFAP1L1
HAVCR1
HS3ST2
AMPH


ADGRF3
SIL1
AMACR
GPCPD1
SPG21
MAPK15


EPHB1
TPRA1
CARD11
SOWAHB
RPA1
FANCD2


MXD1
GLP2R
INHBC
METAP1D
LEO1
TP53INP1


OR4X2
CAMKK1
SBNO1
PRKCQ
OR5D18
DYNC1H1


PAPSS1
ATP5F1
LIPM
ULK3
DMD
SPECC1L


IMPA1
GTSF1L
PAK3
OSGEPL1
MAP10
PRAG1


MAP3K19
MRPL4
XLOC_008362
PDCD6IP
EXOC3L4
STK3


ADCK1
RNF6
ADAM32
XLOC_I2_000394
TAS2R5
RFC4


PDGFRL
SNRK
RABGGTB
KCNG3
FRMD5
MC3R


GLTSCR1L
DNM1L
POU5F2
PCDHA8
CPSF2
KIAA1324


RAB31
KLHL26
NME2
ODF2L
NO_MATCH_3
FASTKD2


NXT2
C6orf58
VRK2
OSM
BRD8
MST1R


BLK
TCOF1
SLC35F5
RHNO1
PTEN
APBA2


PRKX
AK1
BRS3
ALOX5
SLCO6A1
ITPKB


RARS
HBG2
TOMM40
NO_MATCH_61
HECTD2
SEMA6D


SLC6A2
OXTR
RNF34
PPWD1
NFE2L1
SYTL5


MARK3
CYP11B1
CKS2
HIKESHI
ZNF433
MAP2K4


CAMKMT
CNMD
CMTM4
PBX4
ABL2
CAPN9


BUB1B
PPM1A
PLA2G4C
TMEM110
CES1
ZDHHC20


GALNT14
S100A13
NUP210
IRAK4
SLC14A2
OR8B12


TEC
DTWD1
MERTK
TPGS2
CBLB
NXPE3


RAB41
THADA
TFAM
TCHHL1
RAB34
HSD17B7


OR4K2
BMP7
FAM19A2
PCDH20
MAP4K5
TRMT1


PWWP2B
MRE11
PPP3R1
TCTE1
OPTN
NOX1


ZNF660
PNLIP
THEMIS2
CNTN2
RECK
PTH2R


CNGA4
DDX27
FAM208B
CERS4
TUBD1
HTR1E


RPAP3
PAK5
CFHR3
IQCB1
TFE3
ADGRG7


SCYL2
IGSF8
PIP
CALR3
SAMD4A
NO_MATCH_223


LRRTM4
ZNF3
TRAPPC1
ECT2
KIFC3
EPHA1


PAGE4
NDUFA2
TPD52L3
PIP5K1B
RET
MCEMP1


PDGFRB
TTC30B
UGT1A4
PRKAA1
B3GALT2
42989


MINK1
TMPRSS13
PCDHGA6
HTN3
ALG10B
ARG1


NR1H2
LY6G6F
NFATC3
ZNF302
DFNA5
SNCAIP


TAS2R14
CSNK2B
AGTR1
TMEM2
PPP1R12A
SPATA13


TDP1
NDUFA4
TAS2R13
KIAA1524
SRSF4
WDR93


PANK4
DGKG
ZNF331
VPS39
LRRC37B
TAS2R50


PDPK1
PRPF40B
TYK2
MRPL28
RABEP1
COL5A1


SEC23IP
SRPX2
PPDPF
EME1
SLC2A1
MAT2B


XPO5
EXT2
FOXN4
CERK
IL2RB
ACADVL


ADRA2B
GPR31
BUB1
TDRD9
GPR6
ARMCX3


RPS6KA1
TAOK3
DHX38
AQP4
PCSK9
DYRK1B


DRAM2
TAS2R31
ACVR1B
CKS1B
C1orf186
MTERF1


CDK9
PRPF6
C9orf170
SAP30BP
PUM3
PACSIN1


ZFYVE21
PCK2
SLC5A7
SPINK2
ADGRG5
EIF2S2


MSN
DGKZ
CCR8
PER3
ERBB2
MAPK8IP2


ADGRE3
RTN2
FGA
MTMR10
EFHB
LILRB1


SLC22A7
R3HDML
MAPK1
CCDC141
WFIKKN1
OTUB2


CWC22
ADGRE1
MC2R
COPS7B
PCDHGB4
SENP6


CLK2
EXO1
CHID1
LY96
DEK
ATP9B


C1orf101
MYLK4
KCNK7
GPSM1
TCEA1
DHX40


NPHP1
MARK3
MORC3
LRCH3
PFKFB1
OR5B12


ATRNL1
IL17F
FRK
CRTC1
ATM
NO_MATCH_280


KIF7
POMGNT2
ADIG
MIA2
HORMAD2
PFKL


HINT3
DGKK
MX1
OR2D3
VEZT
ZNF260


TFIP11
VASN
NCAPD3
GPR149
RCHY1
DEFB4A


DARS2
KLHL2
GJA4
NRROS
PDGFRA
RPUSD3


SIK2
PHKA1
ACKR3
SQLE
Xkr6
ABCF3


INSRR
SHC4
GALNT7
CHD2
DZIP1
MAP2K2


SS18
PCDHA12
RING1
PRR16
RAB27B
TIMP3


ROCK2
LIMK2
ANKS3
EPHA3
AGPAT2
CPNE8


ADORA3
BSCL2
AP1G2
PFKP
PAK4
SART3


PTK2B
RBM19
SPDYA
MAST3
TLE1
PTK2


C19orf70
ANGPT1
ERC2-IT1
KATNAL1
SLC27A1
SLC22A14


CLK4
DLX4
BMX
MCM2
USP2
VPS25


BCL2L14
MAST2
PIAS4
APP
NPBWR2
ZNF677


MRGPRX4
CDK4
PPP1R13B
USP1
ACVRL1
ZNF786


LOC55338
RNPC3
HIF1A
MAP4K5
RBMX2
RHBDD3


ASPSCR1
DEFB104A
ACAA1
ALG14
ERMN
PYGB


PGLS
MMP19
DTNBP1
NECTIN3
SERPINB3
RBM6


GLB1L3
MRPL3
ZCCHC5
ABL1
EEF1A2
CCDC89


YY1AP1
RXFP3
MSL2
PRKACG
BRAF
ADGRF2


SYK
MAPK7
MCM5
SLC5A11
MGAT3
SCFD2


HSPD1
PPP1CC
FCRL5
SSRP1
TXNDC16
PAGE3


CH507-42P11.6
DHX57
ACSL5
OR52N5
CLVS2
IGHMBP2


GAS2L3
UBL4A
ELL
TRAPPC12
SLC15A1
PNMA2


CCDC40
UBE4A
HTR1E
IGFBP1
SNAPIN
CBR4


FAM234B
GPR183
HDX
MDM1
KLHL12
ZNF513


TUBGCP3
IFIT3
OR51E2
PIPSL
ANXA2
PRAF2


FAM200A
FAM30A
SLC28A2
CAPN1
PRPF19
PUS7L


RPL35
FAAP100
SORCS1
CYLC2
IMMP2L
WDR46


ATAD2
NSUN5
SYK
NEK4
LZTS2
YY1AP1


INSIG2
SORCS3
RHBDL2
CD200R1
SMTN
SP100


TPRG1
CHST15
PPP1R16A
LARS2
ADH1C
FAM98A


ELF4
ACKR3
GPR39
ADGRE5
SERPINE2
CYP19A1


NAA30
C6
ABCC3
KIAA0391
OR2AK2
ZNF670


MAGEB6
ABL1
ZNF124
GRM6
EXOC3
HCFC2


SPANXC
PPP3CA
RALBP1
ERGIC3
AXDND1
GRIP1


GPR101
OGFR
KLC3
ANKEF1
PLCL2
TRPV5


TAS2R43
MTDH
ERBB4
CALM3
LINC00574
TKTL1


ITGA5
MYOD1
CASQ1
SPATA6L
FZD3
PPFIBP2


SLC4A3
HSP90AA1
TYK2
TEX10
TRPS1
FGFR3


POLK
KRT2
CDY2A
PDK3
CEP57L1
ADGRG1


ACKR4
CLK2
HIST1H2BH
PAPSS1
MAN2C1
GLIPR1L2


GRPEL2
NO_MATCH_216
PTK2B
KIF2C
OR52K2
GTF2A2


NO_MATCH_176
RABEP2
NHLRC4
MAPKAPK5
PJA2
MTFP1


HCAR2
GIP
NUSAP1
LINC01312
ARHGAP44
JAGN1


MYL2
DPP8
PSME4
CDH23
VWCE
PCDHA2


TAOK3
NMI
TOR1B
SMURF1
TNIP1
GAREM1


SAMD3
KLK11
ST5
OR10W1
BZW1
DDX39A


STK33
NUDT16
GPR75
ADCK1
ZNF678
ERN1


HCK
ZNF112
SERTAD1
Nalcn
PFKP
RPS6KB1


E2F3
DYRK2
NET1
ZNF791
FKBP9
RNF40


TBK1
SNRK
NLRC4
GLP2R
PRPF4
DTX3L


ZNHIT1
GSTA1
UBE3C
MMP2
POMT1
N4BP2L2


CHRM1
ZNF23
ZBTB48
DHTKD1
CLK2
CTXN1


NTRK3
KRTAP5-6
PRKG1
MTM1
NO_MATCH_231
LCK


TAS2R31
ATP6V0E2
ZNF136
SORBS1
SPAG8
ARHGAP17


FOXM1
EPB41L2
DDX55
SF3A3
WDR91
FTSJ3


PLPP4
LOC105371493
PFKL
LOXL2
PFKFB3
SSTR1


GPSM1
FKBP2
RBM10
ZFP2
P4HA3
AFP


PTPRH
TSKS
MAPT
GOLM1
FZD5
LUM


DHX38
FAM217A
FPR3
ZNF426
ZNF177
CFHR3


ISOC1
NMUR1
PKN3
SPG20
ACVR1
IFI27L1


STK16
SCYL1
CTPS2
DUSP6
IPPK
DDX18


MAP3K6
RIT1
PRIMPOL
OR5C1
PCDHAC2
HSPA12B


STRBP
LILRA1
DNAJB6
CTNND1
ELAC2
FPGT-TNNI3K


KCNJ3
OXGR1
RINT1
BCL2L11
ATP6V0E1
RIC8B


MAX
LMLN
ZNF658
MAP2K5
TRIM5
BVES


SSTR1
CYP2C18
DDX19B
42985
ADCY2
SIK2


MAT2B
CHRM3
PPM1E
LRFN3
RPS6KA1
PDGFRB


RAB3B
TUBA1B
SPEG
SPPL3
BMX
PFKL


NGRN
TRIM15
EPHB1
PANK2
MEIOC
TRAFD1


NR3C1
IL13RA2
PTPN12
TGFBR1
TMPRSS11B
NECAB3


ELMOD3
LTB4R2
ZNF326
IREB2
USH1C
SLC30A4


DYNC1I1
SH3GL3
TRPC1
LOXL4
LYZL6
GPR153


LOC102724334
NKAIN1
SNAP47
USP15
NO_MATCH_234
RPS11


MCRIP2
AP2B1
S100PBP
MAGEB3
OAS2
RPL23AP7


BMX
KLHL23
PRKCD
IFIT1
FMOD
NTRK3


SAMHD1
NPSR1
PANK4
PTPN3
OR51M1
SARS


SPDYE17
PCCA
GPR101
FGFR3
PRKC1
GRHL1


PLOD3
AGT
SLC35F2
CENPC
TACR1
PHKB


Zfp777
ZNF586
UTP3
TGFBR3
TBC1D10A
HFM1


MAP4K2
BCAP31
SLC27A2
C17orf105
ROR1
STX5


SLC2A2
ADAMTS15
CPEB1
BCO1
NOXO1
ADRB2


UNC45B
MYL3
BRD4
DPH1
AFTPH
CALM2


PHEX
LRRC6
PTPRN2
MAPT
GPR75
EMP1


TK1
SPP1
SULF1
PTK7
ZNF219
PFKM


IL12RB2
PYGL
CLK3
CCDC162P
TMEM182
SLC52A2


GNPDA2
ATAD3A
TGFBI
PRF1
PLCL1
HSP90AA1


MORC2
FGD5
SIM2
ENTPD5
TRIB2
GTSE1


REC8
HNMT
GRIA3
Clpb
TXNL1
WWOX


CKB
GTF2E2
SERPIND1
WDR34
DDX18
TSTD2


GNAO1
DNA2
RPL34
CAMK2B
C8A
C2orf15


CD36
NEXN
NO_MATCH_38
RASGRP3
TLK2
VILL


CLOCK
NO_MATCH_246
NCAPH2
DDX41
FAM49B
NKD1


POLR2D
Osbpl6
EPHA1
CTSS
GNAI1
SMYD4


ASIC1
MFSD14C
PPP1R16B
ST8SIA5
UGP2
TPP1


RFX4
SIK2
ARHGEF40
TLE3
TMEM260
MOXD1


ZFP3
JKAMP
CDC20
RTCB
DPP7
JAK3


FAM111A
ZNF214
DSC2
CBR4
MRGPRX2
NO_MATCH_196


ERBB2
CASC1
Tmprss7
IRAK4
MAS1
CEP63


PRB4
TECPR2
KIZ
ETV6
PIGX
DEFB125


GJA1
XRN2
ADRA1B
RGL3
MLNR
HDAC7


NTRK2
NMRK1
KIF3C
CKAP4
FLT4
PIK3CB


PEX6
LLPH
FAM13C
DEFA3
PRAME
PHF20L1


NO_MATCH_89
DSE
TAS2R16
SPTY2D1
E2F8
ELL3


VLDLR
NO_MATCH_244
HIST1H2BA
METTL17
FHOD1
CWC27


SARNP
LASP1
SMARCAD1
NTRK2
CACNB2
SLC28A3


LOC102724023
USP11
LARP1
PARD6B
TESK2
TP53BP2


URB1-AS1
NPHP3
PTER
XLOC_I2_004594
EIF4B
ZNF775


PFKM
EEF1D
IDI1
NPY2R
CHGB
OTC


BIRC2
NR4A2
APOBEC3B
RDH11
PLB1
LILRA3


TBC1D2
PPP3R2
ABCF2
FRMPD2
SLC35A3
NPR2


CORO7
MAPK7
SLFN12
OR10H1
VCAM1
PPP4R2


IFNL2
SYNGR4
OPTN
FZD7
CCL20
CSNK2B


MRPL33
RUNX3
LFNG
STK24
MIA2
TOMM70


LCP2
DUS4L
ACADM
PIK3CB
CRTC2
NO_MATCH_275


TGFBI
C7orf49
LARP1
CSNK1D
FZD7
PDXK


ZFP64
CYP8B1
CD6
TCF25
NEXN
UGT3A2


XAGE3
FGR
ADRB1
AXL
CAPN6
FRMD3


OSGEPL1
DTYMK
PRKG2
FASTKD3
FER
LARP7


DERL1
B4GALT6
SKIL
BBX
DRC3
CHMP1B


NO_MATCH_189
WAC
MYBL1
ZNF645
SNX9
KCTD3


MEF2A
ODF1
HIST1H2BG
PGAP2
DEFB106A
QPRT


ANXA10
FGGY
ZNF394
FAM45A
LAG3
SIRT1


OPRL1
FZD4
RNF20
MPEG1
KCTD12
PIK3CG


NAT10
PKN1
RAD51AP1
LGR6
CCNC
KIAA2013


ACAP3
HIST1H3H
PAK5
ELOA2
ART1
KCNRG


SP4
C10orf67
ZNF34
ETS2
NO_MATCH_62
PPP1R42


XLOC_I2_004840
LOC107986912
NO_MATCH_121
IGF1R
CBLC
NO_MATCH_210


KRBA1
KDR
ADRB3
ARID3A
TRPC4AP
GSG2


DCST1
CNBD1
BPI
CLK3
CARD9
TMEM5


ULK4
ABCF3
GPR139
DRD1
FAM161A
PPP2CB


ATP1B2
FAM114A1
FBXW7
AMOT
GNRHR
MUSK


SLC7A8
FGFR2
SELENOT
SLC35A4
SLITRK4
MRRF


PITPNM3
LYN
PEX6
DPF2
EYA4
PSMD14


KRT24
ATP5B
TCF25
ADPGK
NO_MATCH_27
CEP19


FXR2
CKB
FH
TAS2R39
TRIM6-TRIM34
SMAD1


SLC7A9
GNE
L3MBTL1
PLA2G12B
CHRM3
PPARGC1B


TTLL7
GPBP1
NEK8
NPM1
MAP2K5
MYD88


AP2M1
DPP6
ZFY
LRIG1
PTK2B
RSPH1


NO_MATCH_162
EZH2
GCLC
WWTR1
SLC44A5
USP2


WASF1
RMND5A
ARPP19
PINK1
PPP3CB
PIK3R1


PRKG1
GPR68
GTSE1
OCLN
TLR8
RPL6


CGA
P2RY4
GOLPH3L
TMEM252
TNIP1
TNP2


TAS2R43
ICOS
PPP1R21
GTF3C3
CFAP97
PRRT3


PRAM1
LINCO1711
TPH2
ZNF350
TMEM108
AP3D1


TAS2R20
HP
CASR
SRPK1
MCOLN2
PPIL3


DNAAF2
ZMYND11
STAT4
CORO6
MYO10
ALCAM


TM7SF2
DNAH6
ZKSCAN1
ALAS2
TLK2
CDKN3


DNAJC3
PYGB
HNRNPH1
SLC1A1
ZNF554
EIF2S2


KCNE4
FAM19A1
NSMF
IFNAR1
ZCCHC14
CAMKV


CEP290
CDC45
PRIM1
MAP3K20
INPP4A
SLC23A3


TMEM229B
HNRNPF
CNOT10
ATL1
WDR47
PIGY


ADRA2B
DET1
MMACHC
ADCK2
TGOLN2
PRPF4


TBL3
RPS6
F2RL1
DDHD2
GRIN1
C10orf25


DIRAS3
THOC1
GPM6A
CHRM5
COL20A1
PTGS2


ALDH2
SLC5A11
NUAK1
EXOSC3
TEX30
C11orf24


SNX14
CAMK2A
GSDMB
ZNF213
OR8I2
MGEA5


UBE3C
PAK4
PCDHGA5
CCT5
USP46
RELT


TTC9B
CADPS
ANKLE2
RNF213
SLC28A3
SYNPO2L


CXCL2
AZIN1
BEST1
CCR8
ANKRD54
NO_MATCH_184


SPRR1B
SYK
WDR19
CDADC1
EYA2
MAP3K20


UQCC1
42801
USP33
ZNF783
LMOD3
ZAR1L


CEP76
PRKAA1
RCN3
TRAF3IP1
SYTL4
MTHFR


ILDR1
CAPN13
KSR2
LRRC18
SLC47A1
RPEL1


PNLIP
TNFRSF1A
HNRNPA1
GALNT9
KCNAB3
EGLN1


KNOP1
NTRK2
TPPP
WDR76
BMP5
ADGRG2


XLOC_I2_006010
NAB2
RFK
CDYL2
FAR1
DIP2A


FBXO30
SLC22A14
PTPN9
ZNF567
SMAGP
LGR6


POF1B
LOC107987253
CIRBP-AS1
IGFBP5
MEPE
CDC14A


FUK
TINAGL1
LUM
OSBPL11
PKMYT1
SYNCRIP


FBXL16
RASGRP1
ZNF18
MAX
SPON1
HECTD3


SRSF5
MISP
UBXN1
THUMPD3
TBCEL
TSPO


IFT57
BMPR1B
ATP5H
PAX8
CSNK2A1
USP30


SRPK2
KLHDC4
DPYSL4
ZNF800
NTRK1
SLC28A1


EPHB2
AQP10
NPBWR1
OR2L2
HADHB
C9orf142


ANKHD1
ZRSR2
ZGPAT
ADGRL4
JADE2
PGM2L1


FYCO1
EDNRB
LIPF
LUC7L
DNAJC19
FBXO5


NOP2
G3BP2
SLC3A2
SERPINA10
P2RX1
CHST12


NPR3
SOX5
ZNF34
MAP2K1
TTC19
CSNK1G2


RAF1
TP53BP2
IMPG1
HOXA9
PES1
GADL1


TNFRSF1A
COMP
SUMO1
SPHK1
CREB3L1
SUPT20H


ZNF485
OGDH
OR11A1
RUNDC3A
LPAR4
ATP6V1B2


TKFC
EID1
PDE3A
CRYGS
RXFP1
DRD4


SLC12A1
SELL
PDZD11
ICAM3
ACSM3
CAMK2B


PPP1R7
ANKRD10
PALM2
NO_MATCH_133
LGALS3BP
TBK1


SPARC
ZNF530
LAMTOR3
MFGE8
BRS3
COG5


ZSCAN21
TNFSF14
ARRB1
ZNF224
RXRA
RARB


DCAF8L2
ZNF33A
SHTN1
TRPC4
WDR20
MRGPRX4


EEF2K
MINK1
SLC2A9
GPR87
GPT2
MPND


ARHGEF28
SMAD5
ATP6V0E2-AS1
PCDH9
REP15
OAT


TAS2R40
MOAP1
G6PD
DACT2
GK
GMPR


MTR
TIGD4
TMEM243
PAX7
ZNF449
ALPK1


HSPA1L
SIRT6
ZNF829
CPEB1
TTLL7
PI4KAP2


AXL
POLH
YIPF1
SYCE1
ELAC1
ZNF254


YTHDF3
COL8A1
BMP2K
REN
Myt1
EIF2AK3


RTKN
SCGN
NO_MATCH_264
SOX3
RBM28
RYK


GSC
MRPL43
PA2G4
GATM
SPNS1
NO_MATCH_15


MAP3K7
SYNJ2BP
OR4F16
TTC6
SFSWAP
DCBLD1


NR0B1
ST7
42990
DAPK1
CABP1
ANKRD13D


RPL35
POP5
GCK
FYN
SRP54
PDE1C


EOGT
AGRP
BRD8
ERH
PIK3CD
NO_MATCH_220


HIPK2
APBB3
ADSS
FAM86C1
TOR1AIP2
MAPK9


SULF1
TNPO2
NPR3
C20orf27
RIOK2
SACM1L


OMD
SRC
NO_MATCH_172
MPP3
ZFP82
GRHL3


FSCN3
PEAK1
C12orf60
BTK
PDE1B
SLC25A21


Rassf3
PDE9A
AGTR2
ZNF532
CHUK
OR6B2


NELFA
C12orf40
GRIN3A
NOX5
LDHC
NFYC


NEK5
RARG
CAPN11
ADGRG2
TAAR2
JAKMIP2


PRPS2
PPIL4
C2orf73
ZNF655
DRD4
CXCL8


FAM83B
POMT2
PKN2
NLN
ADAMTS12
ZIK1


NELFE
NR1H3
DYRK3
SSX2IP
ZNF607
UMPS


NO_MATCH_91
PLK2
RASGRP2
TGFBR1
TDRKH
TULP2


HPGDS
AQP9
DYNC1I1
PPM1D
EML3
RNF219


ADORA1
MIEF2
STOM
NDUFAF5
HK2
ZNF544


CERS2
WNT5A
ARHGAP8
ZNF2O2
MOXD1
TRPC5


CCDC38
XLOC_005923
CNR2
SLCO3A1
WNK4
CHRM1


MRPS18B
TRPM8
TRAM1
OSBPL5
CDK16
EIF2AK2


S1PR5
DNASE2B
RANGRF
DEFB119
PSKH2
FBXO25


PTEN
HLA-DPB2
SF3B2
PPP2R2D
DUT
PSMD4


ARMC5
LIMK1
PDZK1
PIK3R5
TRMT6
GGT7


ZNF404
BST2
HMGCR
NOL9
FUT2
CFHR5


BMPR2
HNF4A
LOC101060386
NME1
CLHC1
CCDC186


GZMA
ARFGAP3
FUK
ANKRD44
S1PR3
APPL2


MLPH
PRIM2
RPL21
UBA5
AMMECR1
SCYL3


GUCY1B3
OCLM
CHRM4
VILL
MAGEC2
CSNK1G2


SENP2
CLP1
KLK15
LAIR2
POLR3E
TOR1AIP1


CD1B
FAM209A
RPL22L1
CLINT1
ZNF345
DMC1


ARHGEF7
KCND2
PCDHGC4
ALDH6A1
TAF1B
RSRC1


ZNF333
XPNPEP1
PHYHIP
ACAA2
ZNF558
NO_MATCH_69


PTPRO
KIAA1143
P2RY13
TOM1
AGBL5
CYP4A11


HCRTR2
RASA3
GPR82
Acss2
RIOK3
NO_MATCH_271


BEX1
TNFRSF1A
TSSK1B
CCR4
LCK
SERPINB6


SPHK2
PLEKHO1
MOXD1
PPP1R18
SYK
CDC5L


TACC3
PRKCI
DAPK3
AK9
PDPK1
TRHDE


FIGNL1
MAP3K9
WDR74
ISL1
NPR2
PITPNA


GNE
FOXRED1
PNPLA6
POLR1B
SSBP1
CAPN5


MIIP
NARS
RBKS
MGST3
GNA12
RPS6KA3


GRK3
PAPSS1
EIF2AK2
PRSS1
ADGRG7
ESRRB


NO_MATCH_134
GAB2
NO_MATCH_215
DNHD1
42988
ASXL2


STK11
GRM8
ZC3HAV1
IFNAR2
ADH4
SPATA22


CCHCR1
PPP1R8
DIP2A
NAGK
COQ6
UBE3A


MAPK8
SRPK2
Usp48
POLD4
ZNF253
ZNF334


CHRM5
TCEA2
SIK3
ALKBH5
AGTR2
ZCCHC8


ACCS
SH3BP5L
IGF2BP3
RGS3
NLRP4
PRKCA


CDSN
JAK3
EIF3L
LPL
WDTC1
NPR2


HDHD2
SRP54
UBAP1
SBSN
ZNF622
GRK2


LARP1B
XLOC-013189
PCM1
MRFAP1
NO_MATCH_195
FAM161B


RGS13
KIF5C
WDR1
POTEB3
SRGAP1
UNC45B


FBLIM1
STK3
PAK4
CCNL1
ARV1
TRAF3


GBP6
BRD2
KXD1
LATS1
C3orf30
MAPKAPK3


BICDL2
DTNB
GNAS
GRM2
NUMBL
KLC1


TTI1
GGT5
KRT23
SSH1
RLF
DKC1


PRKX
FXR2
MAP3K14
NSD3
ARNT2
NO_MATCH_108


CYB5R4
POC5
HSPA9
ICOS
PPP1R15A
IRAK4


C3orf62
RPL7
MDM4
C11orf57
C3AR1
ATP6V1B2


SGPL1
DNAJC7
LIPG
IRF8
NO_MATCH_126
FASN


PLK2
L3MBTL3
UTS2
CCDC136
TAAR1
FAM134C


GPR85
TAS2R42
MAPK14
HSPA1B
CMTR2
DDX21


VPS45
MATK
GGTLC1
ZNF695
ODAM
ATG3


TAOK3
TPR
CPT1B
ZC3H11A
AP4B1
CYP4F11


DBN1
TRIM41
C6orf48
TNK1
PLK2
QRICH1


TRPV3
HES1
ZNF146
DAZ4
CD86
HOXC10


MPP5
FSHR
ALPP
INSR
PRC1
ZNF618


RBM47
PLXNA3
GCC1
SSX2
TRIP4
CRIPT


ZNF439
SLC2A11
ZCCHC9
USP37
CRY1
DCBLD2


MMP15
DBNL
MAP4K2
GCSH
DDX11
KLHDC2


RIC8A
DMPK
PCSK9
LASP1
SLC5A7
TSN


ZMYND8
PSMD13
ZDHHC17
HIKESHI
EPHA5
ZNF467


SYNDIG1
ENTPD3
ECT2L
XLOC_013689
PAX3
PDCD1


CLK3
CLK3
MORN2
TAS2R19
RIOK2
MTPN


UTP11
GALK2
ACTR1B
AKT3
ALPP
EBF3


NO_MATCH_51
SLC39A1
NXF1
IGFN1
TIMM29
MFSD13A


TAS2R19
KLHL11
CERK
SLC27A4
PSMC5
TM4SF19


ADRA2A
CRISP2
IL1R2
PCDHGB2
SLC22A5
CDC25A


ZBTB8OS
APP
PFKFB1
GPR156
HIST1H2BC
AOC2


PLK3
TESK2
SLC4A1AP
RHOBTB1
USE1
PLVAP


STAU2
BLZF1
CLMN
EPHA2
LRRC49
LCN2


SELENOI
MRPS17
ZBTB24
HCAR3
AGPAT1
ELOVL5


TGFA
C19orf57
FABP4
FCGR3B
CAPZA2
LRRC14


ZNF577
PPIP5K1
EIF2S1
ZNF273
POPDC2
CELA2B


GLUD1
PTPDC1
POLD3
FAM71B
BMPR2
42982


PPP4R1L
EEF2KMT
KCNK15
ABCA9
FUZ
SLC35A5


EEF2
C19orf44
FBXO24
ULK2
SEMA3C
CTC1


HMMR
TFDP1
GLOD4
ZBTB14
LLGL2
NR1D2


NUP37
SPHK2
MAPK6
CDIPT
PCK2
YAP1


MPZL2
ASIC4
PRICKLE3
CPNE4
BTBD10
DNAJC14


CDK18
LOC153684
TM9SF1
MSI2
MAPK8IP1
EDNRA


CLK3
MS4A10
CA5A
STK38L
PREPL
MDM1


RIPK1
OSGEP
HSPA6
XLOC_014105
ERBB3
MANF


KLC3
DRAXIN
NPSR1
YTHDF1
ZFAND4
GNS


PMM2
STAG3
KLHL36
KRTAP22-1
SUN5
XLOC_010072


BAALC-AS2
TIGD5
OR5M11
SLC26A2
TMEM177
PASD1


RSPH4A
SLC2A2
NTRK3
DDRGK1
GLP2R
PRPS2


LRRN3
KCNS3
OPCML
MAP4K2
SRPK1
CDC23


VIP
EML4
RASSF6
OR8B8
ACSF2
SH3D19


MC2R
KRT6C
RBM5
C17orf47
EXOSC3
NEK6


MPHOSPH6
RNF182
KRTAP8-1
CHRM4
PDZRN4
SLC52A2


SLC35A5
DCTN2
ZBTB12
GPR25
PNLDC1
KRT7


STAT5A
ORM1
KIF3C
PPBPP2
DLG5
DSCR8


AVPR2
PRPF39
SERBP1
TLK1
PTCD3
UBE3D


PAK5
PLK1
MFAP1
PPOX
CNOT3
TCF7


RNF139
PRKAG2
CELF5
SDCCAG3
KCNA6
NEDD1


DMTN
SNX32
IMMT
VPS50
BLK
RHBDL2


THUMPD2
CLK4
NCOA4
MAPK10
OPRL1
REXO4


SLC35A5
DPH2
HPGD
MAP4K4
ABCD3
UMPS


IL18RAP
PRKAA2
SEC22C
CFAP57
ZNF764
BAZ2B


HDGF
MAP3K8
LINC00477
BTN3A2
ATG16L2
TMCC1


TRIM65
CCDC81
GAPDH
ILVBL
ZNF645
GPD2


KIF12
XPO5
PMPCB
BMPR1A
HIGD1A
ZFYVE26


PCSK5
BIRC8
TYW1B
Aak1
FLT3
CDKL3


STK25
FADS2
EPSTI1
U2AF1
CMIP
CXorf21


HK1
ATP5A1
BMPR1A
RABGAP1L
ZNF415
NO_MATCH_132


C3AR1
RWDD1
ZFYVE1
PCK1
PRKCZ
OPN5


DLG1
CLASP2
LRRC19
CCDC112
MLX
ZNF76


ESR1
SPRED1
VN1R10P
IQCC
CALCR
CISH


FAM213A
NAP1L1
GPR85
ZNF837
ATOH1
CTCF


PLTP
EP400
WDR76
CAPN8
EPB41L1
ZNF75A


UBAC1
C11orf58
DONSON
COMMD4
ABCB6
HTR3A


PHF20
KIF9
MRGPRX2
NPY5R
MAP2K7
CLIP3


PFKL
SLIRP
SLC28A3
CDC123
SMCR8
IP6K3


TBX22
YES1
LRRK2
PAIP2
RSL24D1
CNDP1


FGG
RNF31
PALM
SPDL1
NTRK3
HOXA1


USP10
ZBTB39
GALNT1
MSTO1
TBX15
ATPAF2


HOXC9
GPBP1L1
XLOC_I2_006797
FOXO3
PHF21A
Ube2o


AHCYL2
DHX30
ST6GALNAC2
SRD5A2
GPR61
MESP2


SYK
ARHGAP17
CHPT1
PCOLCE2
CYTH3
NO_MATCH_112


ADAMTS1
ZNF599
AK9
NCF2
SNW1
NMD3


FADS1
BRPF3
C22orf34
SLC41A2
OR13A1
TRIM44


CKM
IFNL3
MCM7
RHOH
FZD10
ADGRE2


CNBP
POLE2
RBM48
PPP2R2C
PICALM
FAM43A


FANCC
PDK1
ZFP91
OR7C1
42980
GANAB


NO_MATCH_124
KIAA1324
IL13RA1
TUFT1
POLR2M
ZNF257


MCMDC2
RARS2
CRTC1
ARHGAP22
MAJIN
GFOD1


SLC2A13
NDUFB11
OVOL2
TCF4
KIAA1257
RGS22


ACVR2A
PRMT1
RBM46
PRKCQ
SEMG1
ASS1


OXCT1
CNOT9
HDAC1
EFTUD2
PDK2
TCF7L2


DAB2
HIST1H1C
IKBKE
ILF3
NEK10
INTS4


POU5F1
IKZF3
ZC2HC1A
NCOA5
GAD1
ACTBL2


EXOSC10
RYK
CCNG1
STYK1
NOP10
CDK5R1


MVP
KIAA0319
ARHGEF25
MAP2K3
GPAM
PSKH2


ZNF225
NADK
HTR2B
GPR139
OGFOD1
CMKLR1


ATXN3
PPIL2
MKNK1
KNG1
RPS6KA3
MAP3K7


SPERT
SASS6
SLC2A2
PAMR1
XLOC_001272
MRPS15


GRAMD1C
SUFU
ZNF613
LYSMD3
CHRFAM7A
LMO2


MINA
SREK1IP1
SSX2IP
MYOC
TLR2
GRM7


PIK3R5
ENTPD2
KIT
GAA
PAK3
AASDHPPT


CKMT1A
EYA1
PRKCB
ORC6
PRDM4
NO_MATCH_154


NO_MATCH_102
HEATR1
MLLT3
TOB1
CBX6
FGFR2


VDAC2
PDCD6IP
MAPK11
FZD10
OSBPL3
MAP2K2


TSPAN1
HDAC6
DNAJB3
LRTM1
SOCS6
SPRED2


RFX3
DUSP19
KCNN2
SORD
MYO3B
HADHA


SMIM8
KIAA0319L
LSR
SCARB1
JAM3
RSBN1L


SEMA3E
XLOC_I2_006166
PRAME
FAM114A2
NUDT16L1
BTF3


PPP4R2
LHCGR
CCL22
EPHA7
GCLC
RNF135


SNX25
SFPQ
ZGPAT
SSR2
42984
TOR1A


SLC26A11
CYP3A5
TEPP
RPS3A
BMP10
NPR2


TYW3
FOXA1
ART3
TAC4
ASGR1
C9orf43


PSAT1
NT5C3A
UTP4
GPR78
SULF2
TMEM39A


PNN
NSMCE1
IFT81
FAM150A
GPKOW
MAPK4


MARVELD3
DPH6
MCF2L2
RIOK1
TOMM34
B3GNT5


CAPS2
CFB
HLA-DRB1
FYN
HIST1H1A
LSS


TFG
HIF1A
FBLN7
ARHGAP28
TRMT1
GTF2H1


ADPGK
PLPP3
DHRS9
VAT1L
TSEN54
GPR35


CYP20A1
SLC26A2
SULF2
LRRFIP1
SDHD
AMHR2


NO_MATCH_103
EEF2K
IFI27
OR8G5
KIFC2
GNA14


GLTSCR2
CLSTN2
GPBP1L1
CYP39A1
HTR3E
SPIN1


RLN3
RHBDF1
KLHL31
PHB
NMB
MEIOB


TSNAXIP1
NRP1
CTDSP2
SPESP1
COLGALT2
FAM83F


JOSD2
PDGFRL
SPRTN
TMEM42
EPS15L1
GSDMC


JAK1
FGF7
GMCL1
SERPINH1
OPRL1
SNX7


RBBP5
PYGB
STXBP3
AKIRIN2
PIN1
USP44


PDXK
AKT1
ARRDC3
PMF1-BGLAP
INPP5E
NO_MATCH_19


LALBA
HS1BP3
RSU1
MME
DGKE
DPYSL5


ICAM4
COPS4
OR2H1
CCR3
TCF7L1
SAMD4B


STAU1
HSPA1B
CDC73
PPIL2
BOLL
TBXA2R


SEC61A1
FGFR1OP
CDK11B
TMEM14B
FGFR3
BABAM1


KIFC2
LRRC37B
ZNF57
B4GALT4
CDKL1
URI1


ZCCHC10
PAK2
GPR26
RANBP10
SUCLG2
HLA-F


TRO
ARNTL
SLC18A2
ADORA2B
EFHC1
ADSS


NR1I2
GPR151
CST11
DGCR8
TMEM45A
RRAGC


METTL25
DEFB121
CDC7
ALG10
CCDC91
STRADA


ACSM1
NDUFAB1
SLC17A1
ABAT
IKBKB
PLEKHG6


OTUD3
TRAM1L1
SNU13
HOOK1
PSG5
INPP5D


FASTKD5
BTK
MYNN
PPP2R3C
STRADA
NSUN2


GPR119
SYN3
CPPED1
KLHL36
FGF9
EPHX1


NR3C1
CA2
ELMOD1
RACK1
SYTL5
PPP1R2P9


ZBED1
PCDHB5
NO_MATCH_174
SLC26A9
SP1
XLOC_009028


XLOC_003546
ERO1B
ZNF561
MTHFR
HSD17B10
Olfr981


MAS1
ZNF366
CLIC3
AIFM3
ETAA1
TRAT1


DDR1
NO_MATCH_262
TNK1
OR4C12
TNFRSF14
ACVR2B


NO_MATCH_36
TCEAL5
GSPT2
GAPDH
HTR7
PUF60


ACPP
MCPH1
GPC4
NUMB
APOBR
RBM4


GPBAR1
PAPSS2
TXLNB
CXCL11
MB21D1
HDGFRP2


WSCD1
RHOBTB2
NO_MATCH_175
VPS28
PIGP
MCM10


EIF2S2
IRX2
NUAK2
DCAF8
CX3CR1
MAP3K20


KRAS
REC8
ETFA
PDXDC1
CCR8
ANGEL2


ADA
SULT1A3
MKX
CCR5
SULF2
KLHL4


OR51B4
TNNT1
SRPK3
ARMC10
CCNI
MAST3


C7orf25
PGD
IFT22
MOXD1
PUF60
ADGRE5


PTER
CDKAL1
AP3M2
ZNF232
EFCAB7
RHOD


JADE3
BMP4
SIRPA
ZNF264
COX7A2
GNG13


ZC3H12A
CIDEA
RNMT
CHKB
Rbp1
KRTAP4-12


TYRO3
FCGR3B
BMP2K
SCAMP1
NO_MATCH_21
NR2C2


KAT5
SRRT
DKC1
TIMP1
GABRA4
SCYL3


COMT
PCGF5
MTMR14
OR8G5
SCPEP1
TXNDC5


FFAR1
CHRNA7
THRA
HCRTR1
KIF12
TEPSIN


SYCE3
DLAT
ALAS1
NGDN
DEDD2
NPSR1


MAOA
MAP3K11
NOL4
QSOX1
PDHA1
KRAS


ANKDD1A
ENKD1
DNAJA1
CCBE1
ZNF792
MITD1


UPP1
USP5
BLMH
SCYL1
KIF2C
JSRP1


PRMT6
RANGAP1
SERPINA7
MAGEF1
GNL3L
PAPSS2


DNAH17
CHGA
Csrp2bp
TRAF5
KPNA3
CSK


CCM2
EDIL3
PCGF1
PPWD1
COQ8B
COPS5


KCTD13
FTH1P3
C17orf80
WLS
USP54
HSD17B11


BMPR1B
DGKA
MAP3K5
TSPAN6
P4HA3
PROKR2


DDX53
IL2RG
S1PR2
MIER1
TCAIM
DCLRE1C


NT5DC2
NBN
DHX57
BAIAP2
DDX39A
RGMB


CALY
FAM46D
NO_MATCH_56
MPZ
HCK
TMPRSS11A


PHF1
IRAK4
ENTHD1
VRK1
BRINP2
ARHGEF10


TSPAN18
SMO
VIPR2
UQCRC1
TAGAP
MRGPRE


ZNF454
SMG6
S100A2
TFR2
GNAI2
PLAUR


FAM124A
USP12
RCVRN
NO_MATCH_117
SFN
VIPR2


GABBR2
NSMAF
VMP1
TIGIT
RHPN1
SNTG2


ABTB1
NDUFS1
GPATCH2
INTS5
ZRSR2
FOXB1


ROR2
SCP2
ITIH3
SEMA4C
ADGRG7
RABL6


ZNF266
USP27X-AS1
PRR3
FUT8
PCDHGA7
ATCAY


PDE1B
DNASE1L2
WSCD2
AURKB
SNAPC5
GSTK1


MAS1L
SLC38A6
DBR1
TNK2
SERPINA12
SLC25A13


ACVR2B
FES
RGS6
RNF144A
GPNMB
PLEKHA8


ABL1
HOXB13
ATXN1
GPR101
SLC2A5
CERCAM


LMOD1
PEPD
EPHA7
STK38L
SMG5
HNF4A


SIRT1
AP1M2
GPR161
DIDO1
GPR4
DRAM1


LDHAL6B
EIF2AK1
OSBPL5
CLEC2B
PPARA
VEGFA


SPOPL
MAPKAPK2
GDI2
GPR6
PRKACB
MID2


NO_MATCH_239
MATN4
RASEF
PARP15
MS4A15
ARSF


WAPL
TBC1D22A
NECTIN3
GPR157
ATG4C
OR13G1


ORAOV1
CFH
BTD
TMEM14B
ZNF286A
CDH8


SLC43A2
PATH
HTR1A
TAB1
PRH1
ACTG1P17


TLR3
NPRL2
NO_MATCH_92
KRT31
GLMN
KLRC4


LIPG
BOD1
MSL3
PTK7
ADCY2
NEK8


AGFG1
TK2
PNPO
NOP58
CYTIP
OR2G6


SSX2
GNPNAT1
HUNK
TRAF3IP1
USP48
SDF4


FRMD5
PRKACB
CLEC4E
C6orf141
TRIM21
ATP6V0B


MAGEE1
TUBE1
FSCN2
ASB9
STK11
LINC01561


DNAJC11
HIST2H2BF
ST7L
SAR1B
DCTN6
RNF214


NOL12
HDHD2
BATF
EYA2
ATP13A4
FAM81A


MST1R
NEK11
CLK4
TOR1AIP2
CDH17
CNNM2


CBARP
PRKD1
PNLIPRP3
SDHB
GPER1
NPR2


PLEKHA8
NR2C2
SH3KBP1
HAS3
GDF9
ALDH1A1


ABCB8
ADRA2A
ETHE1
IGF2BP2
TCP10L2
NO_MATCH_18


RPS6KA5
LMNA
FAM83A
CDKL3
EYA3
GPR89B


DNAJC7
ACBD4
WWP1
CTTN
FGF17
HLA-DOB


MAPK13
XLOC_I2_014804
C1orf162
NAT10
ZC3HC1
UGCG


RTN2
VWA9
NR2C2
APH1A
CNST
HSPA9


PHAX
CLK2
RPA4
RMND5A
ZNF341
AHCYL1


URGCP
SLC22A1
PSME1
SLC46A3
NECTIN1
BTN3A3


NAA38
KCNK2
COQ5
SMAD3
OR2B6
ADGRE3


MYLIP
SOX14
RPL8
PLSCR3
PIGG
OR51B5


BCAM
PHKG2
ALG1L
NTRK3
CLEC14A
ANAPC15


CMTM2
LARP4B
SERF2
CPNE9
RNF32
WIPI1


Hkdc1
ZSWIM2
SLC35G1
GPAT2
NPBWR2
BZW2


NO_MATCH_192
XLOC_I2_004840
TBC1D23
HIP1R
STK32C
ZDHHC23


UTP14A
FLOT1
ZCCHC9
LIX1L
TPCN1
NO_MATCH_119


EWSR1
CENPT
MT1B
XLOC_010217
SLC22A7
LPCAT4


IGLL5
MPP6
TAGLN
NSUN7
HEXIM2
PLK1


GPR4
FEZ1
HLA-DRB1
ADCK1
RAI1
NO_MATCH_94


CTSD
PPP1R12C
DRD2
P2RY10
CNDP1
CCNG2


MEF2A
LAMTOR3
CALCA
SLC28A1
ACTG1
BPESC1


TMEM129
CREBRF
ZNF486
TULP3
ZBTB1
TSNARE1


RCHY1
LONRF3
COTL1
TOR3A
SPATA2
KSR2


SMARCE1
HHAT
GYPA
IKBKE
ATP6V1B1
CCDC17


SYBU
HEATR9
ERVK3-1
GLYR1
HIGD1A
UGT1A10


PIK3R1
STX11
HID1
HAGHL
COG3
EPHB3


NUDT15
LYN
SLC2A1
IL1RAPL2
GPR55
PRKCD


BCAS1
FAM106CP
GPR22
PRKAR1A
TLR5
C16orf92


EPHA4
NPY1R
NCOA4
CDKN1A
UGP2
NR2C1


GPR132
CPED1
OPN1MW2
ANGPTL2
WDR18
RPAIN


SPRTN
RFWD2
REL
LINC00852
PRUNE2
KCTD19


MAPT
ADARB1
NPHP1
PTGER3
EEF1B2
ATAD3B


COQ8A
ARHGAP20
GOLGA7
RSG1
C3orf20
PTGR2


BCAN
P2RY2
ADSSL1
DTNA
ZNF490
ESRRG


SEC22B
MECR
MAP3K8
C3AR1
GRPEL1
HTR3B


KCNN4
GNL3
BTAF1
ZBTB45
COG4
C5AR2


MARS2
Ddx17
GABRR2
NLK
USH1G
MAP3K3


CPSF7
PSEN2
EIF3L
MKNK2
AKAP5
FZD9


KIAA1683
CDH13
PITRM1
POM121
TNFRSF17
FKTN


PANK3
PDPK1
PDLIM7
GCK
CDKN2AIP
MED31


GTF2A1L
EPHB6
SNX4
TPO
DMPK
DCAF4


CTNS
RMDN3
RBFA
CD63
TUBGCP2
IKBKE


PAK6
CEP44
SLC22A4
RBM24
BRS3
IRAK3


APP
PTGES3L-AARSD1
IFI6
CRY1
TPT1
C4BPB


RORA
CCDC14
NR1H2
TLDC1
TAS1R3
BMPR1A


PRKAA2
MARS
FN3KRP
NEUROD2
DNAJB4
SCYL3


MYH7
PSMD5
SCARB2
GLDC
PANK3
HMG20B


CDK5RAP3
RTN4
ACAD9
DHX37
ZNF134
NO_MATCH_221


ILF2
TGFBR2
NRBP1
PPARG
VAMP3
ANXA1


NSA2
SLC35A1
SLC26A5
SERPINB13
REM2
FARSB


CMKLR1
PGM2
FAM98A
AMPD3
AK6
CD27


PPM1G
LACC1
CHEK2
DAXX
RHBDD1
MT1A


RABGGTA
MRPL47
LPIN3
CCDC122
ACVR1C
TUFM


CES1
HTR2C
UGT1A1
LMO3
LRRTM1
XLOC_I2_008203


SOAT1
PTPDC1
RTFDC1
RSPO3
CASP5
ASB6


GALK1
GNA15
ATXN7L3
TSPEAR-AS2
LUC7L
DNAJC3


EIF3J
CDR2
XLOC_I2_004840
TMEM33
C1orf109
PCDHB16


TNNI3K
CXCR4
KPNA6
ADRA1D
TTYH3
C14orf39


DAO
DUPD1
PRKCE
ST7
FAM20B
SOAT1


TRAF3IP2
TRIML2
DNAJB8
ACSM5
NPY5R
SPTLC1


ESRRA
VASP
GC
PRPF31
GRM4
ALPI


ZCCHC7
SLC25A25
TSTA3
B4GALNT2
CDK14
GDI1


CDK19
CAPN2
LGR4
PRKAG2
C1QL2
TMEM257


NRCAM
ACKR2
ICMT
NR2F1
STK19
ANXA1


CHRM1
AK5
ADRA2C
RPP21
FOXN2
GALK2


ABHD8
KCNRG
JUNB
ENTPD1
SLC26A1
SLC33A1


ENOPH1
ERICH5
HOMER2
DENND6B
GSK3B
MIER2


MAPK4
TMEM121
COMMD5
SULF1
CHRNA9
LTB4R2


ARHGEF3
LPL
KMT5B
SPDEF
CDK18
TMIE


CDHR3
AMBP
ADGRE5
SLC6A20
UGT1A4
SLC29A4


FERD3L
RNF146
USMG5
Atr
FYN
ZSCAN9


EMD
C1GALT1C1
GNL2
PDLIM3
GK2
FIS1


KIAA0825
LIMK1
GRPR
KATNA1
ZNF276
NEDD9


AGO3
PEX16
NO_MATCH_242
MAPK9
RBMX
USE1


STK25
DYNC2LI1
ENOSF1
MYBL1
ARHGAP26
CSNK2A1


LCE4A
TAS1R3
PRDX4
CBX7
ESR1
NT5C3A


PPP1CA
SLC39A3
PSMD3
OR2W1
MELK
ETNK1


TMEM204
NAT10
ZNF563
UGP2
GBP2
TKT


SPRY2
LSM14A
HTR2C
PDE10A
ITK
CERKL


PRKAR1A
MRPS27
GPR173
TOMM5
ZNF324B
SEMA4B


SPSB3
CHST11
NO_MATCH_150
SRPK2
ALDH3B1
MEOX2


SYVN1
ASB3
UST
PPP1R2
CALR
ASIC4


ARSG
XLOC_I2_009464
RHBDL1
ELMOD2
SUGCT
ARPC1A


GFOD2
LYPD6
ECE2
TPRA1
CXXC1
TACR1


TSHR
LRRC31
MRPS5
GNA15
XLOC_I2_004840
ULK4


CSNK1A1
HIRIP3
MFAP3
RNASE2
SRSF12
ZNF101


SLU7
PCSK9
RCOR3
LY6E
POC1A
HNRNPK


IRAK1
MAP3K13
ACAA1
UTP14C
FGF5
ARPP21


CCT3
ALG12
SHOX2
LIPG
EVI2A
CRCP


ZBTB6
TFDP3
LINC00115
ZNF821
TPMT
MAPT


CYP51A1
DDR2
SLC39A1
KIF16B
BCAP31
GJB7


KIAA1429
HLA-DPB1
HLA-DRB1
KISS1R
KLHDC3
TMED8


BPHL
RGS11
BIN2
NCEH1
ELOVL2
HTR2B


TRAF2
KIF1B
MTA1
TRIM16L
VMA21
ST6GALNAC3


BMX
DPP7
SLC29A3
PRPH2
ORAI1
PPIF


POPDC2
FBXL5
ANKMY1
INPP5K
NO_MATCH_164
TMEM209


RNF5
JUN
VKORC1
TAS2R38
DUOX1
FMO3


STK24
PTGER3
PRKCE
IL20RA
MRPL51
MTMR12


NPR1
RABL6
KIAA1683
GPR137B
PAK4
ZNF274


MCRS1
SUGP1
TRIM59
TMEM14A
EYA1
KCNG4


STS
PAPSS1
RPS2
TF
ZNF582
TMEM200A


PHIP
CCNA2
CEP72
NELL1
ANOS1
TRAK2


NO_MATCH_235
DGUOK
WNK1
NUDT8
GATA3
TMPO


TRMT61B
ZNF512
RORC
ALDH3A2
RHOT1
OPN4


MCAM
KIR2DS4
PIWIL1
CINP
GLB1L3
PCDHA9


CNP
POLR3C
CSH1
PHTF2
MVK
AFF4


ZMAT1
ZNF250
TFRC
TEX43
GALNT2
RIPK2


ICK
PDCD2
ZDHHC22
CREG2
SARAF
ACAD11


YIPF5
PDCL2
KCNK1
KCNJ1
C15orf57
DNAJA4


STRC
FCN1
MEIOC
CAMK1
CDC25A
ING3


WDR89
DDR2
CTAGE1
CDKL4
ABCF3
GPR12


DYRK2
NDRG2
OXTR
ASB17
GRAMD1B
GPR107


LOXL3
PCMTD1
HRASLS
ZNF219
FZD7
TBX18


RAB11A
NFATC1
POLR2F
HRH1
NOB1
ACTL7B


TNFSF13B
GLIPR1L1
RGSL1
POC1B
TMEM14B
CCDC28B


SAMM50
C12orf50
S1PR4
ZNF695
APOBEC3F
SLC34A1


CDKN1A
ZNF416
TAS2R45
ZNF559
GPR4
TAL2


SLC35D1
P4HA3
ZNF2
CYP4V2
LRPAP1
IGF1R


GPR88
GCKR
TSGA10
FGFR2
PCDHB3
IRAK2


MAGEB10
TFB2M
TUSC2
BCL6
BUD13
STK26


B3GNT2
LACTB
ID1
DCAF15
PRKCB
PTDSS1


PGLYRP4
SMARCE1
SYT12
SULT4A1
CEACAM8
AMT


HTR6
ADAL
HTRA4
ZBTB18
UBE2S
RPL3


HNF4A
GPBAR1
AUH
HSP90AB1
UBE2S
RNASE6


MBNL2
SSTR1
GLYATL2
DFNA5
CLRN2
C12orf4


RPL15
HECTD2
CAMKV
FRS3
TMBIM6
SLC9A3R2


MAP2K6
BMP15
C16orf58
SOX2
OR56B1
PCDHGC3


FAM13C
MTG2
TSSK2
CD24
GNL2
DNAJA3


DENND1A
TBCK
KCNG1
RPS3
ADAMTS18
EPN3


BRCA1
CRHR1
PLK3
LRP2BP
CORO2B
DFFA


C17orf53
SLC4A1
SYCP3
MAPKAPK5
EEF2K
PAPSS1


ZDHHC7
PTK2
CETP
COX7B2
NFIB
ABI1


SLC25A33
CDK4
PCDHGC5
VDAC2
ARIH2
DDOST


ZNF512B
BRAF
CCDC120
POU3F2
AFF4
DACH1


HSPB8
UVSSA
APLNR
XLOC_000477
AKR7A3
RPRD1A


TGIF1
EIF3E
ADORA1
GPR162
HBM
RPS24


C16orf72
NO_MATCH_178
SLC13A5
AKT3
XLOC_I2_004129
HIST1H2BN


SLC9A1
MYRIP
DRD1
TCN1
TRIM28
PLXNA4


VSX2
ACP6
MLLT10
PDXK
COX7C
MAK16


LOC102724428
GATSL3
NEUROD4
SLC2A13
CEP83
MRGPRX2


C6orf118
FAM71B
DNAJC11
ZNF200
GPC5
CENPQ


ACKR3
RFX2
BROX
GPR161
TAGLN2
SLC34A2


CASQ2
SH3BP5L
H2AFZ
BRSK1
SIGLEC6
NR1D2


PTCD1
REPIN1
DDB2
NBPF19
PFKL
PPEF1


ZNF296
DENND6A
MGLL
S100A6
NO_MATCH_222
ZZZ3


PTPN5
SPOCK3
RABGEF1
PXN
GIT2
PDHA2


TFAP2A
RPL3
FLJ25758
CNPPD1
P2RY1
PAK5


GALNS
ZNF133
LIMCH1
RAD23B
TKTL2
TIMM23


SIGLEC10
GNB4
UMODL1-AS1
GOT2
FLCN
CLEC1A


NDRG1
OR2F2
MCCC2
FCER1A
CLK1
NTS


GALR3
NAP1L3
FGFR2
DNAJC28
CSNK1E
ADORA1


OLFML2B
CD55
SLC35B1
FANCG
PLA2G12A
UFD1L


MARK2
WDR20
CFAP36
HSPA8
TRNT1
PTGIR


CCDC86
UHMK1
TAAR1
UNC93A
EPS8L1
TBCC


PRM1
EPHB2
GPR3
C1R
XPC
FDFT1


SSX5
ACVR2A
NO_MATCH_199
C17orf102
CAMK2D
TRPM8


SRSF10
GPLD1
FOXRED2
HEY1
ZCCHC12
CTSV


NEBL
NO_MATCH_113
KRT81
EPHX1
STPG2
ABHD18


CDH16
TM4SF5
HDDC2
TOR1A
C1orf228
FAF2


NO_MATCH_255
METTL16
RFPL2
SCTR
LRRIQ1
LMBRD1


TTYH2
SFXN1
SNX12
SULT6B1
PRKD3
HNRNPK


NEK7
SBF2
NO_MATCH_115
UEVLD
IWS1
PRTFDC1


MYL6
DNAJC8
JADE1
TRABD
ZBTB22
LIN7A


KLHL34
GNB2
FLOT2
ARHGAP11B
SOX10
FAM217B


GPR89A
AAK1
P2RY2
PTPN2
C17orf75
ENPEP


DCAKD
EEF1E1
ACER3
GIPR
GOLT1B
OR12D3


MEDAG
IRAK2
IP6K3
NO_MATCH_39
CD33
ZYX


HNRNPD
XLOC_I2_008259
CRAT
ICMT
SNX1
MTHFD2L


RFTN1
PRKAA1
CACNB4
ZNF248
IKBIP
UPB1


MPP7
BCCIP
MAS1L
CYP2W1
FIBP
CEP55


DDIT4
HGF
OR5K2
PXK
SARS
ATP5C1


ZNF653
CCDC186
ARHGAP22
DCTN1
ZCRB1
DUSP22


GALR3
TTPAL
DUS3L
ESR2
NUDT9
ATF6


MPP2
CPOX
GAGE12B
MID1
PAGE1
ITGA4


APPL1
RPS6KA4
PBK
OR2C3
EZR
ATXN7L1


ARNTL2
USB1
TMEM200B
CENPN
FAM226A
SLC7A8


AP3S1
NUDC
HNRNPF
SHPK
MRPS25
CDC37L1


NELFCD
CUL1
ABTB2
NOCT
ERVFRD-1
CHEK2


HAS1
RASGRP4
PKD2L2
TTLL2
PPP3CC
PSMD7


SLC9A3R1
SLC18A1
GPR108
EPHA8
PPIE
RAF1


CXCR5
CPLX1
TACC1
ADGRE1
UBASH3B
SFRP1


AKT3
TMEM115
SNX24
KIF25
ANKRD1
PTPRE


CDK17
GCK
GOT1L1
TSPYL6
MLH1
SDCBP2


PMEL
CYP20A1
SLC35F1
CBSL
PLEKHG3
ZFP2


MRPL46
GGPS1
P2RY12
HSD17B12
LATS1
CWF19L1


GRIN1
TEX28
TFDP2
STK33
DDX19B
SKA3


RUFY1
CDCA7L
CCDC155
IRAK1
SLC13A5
PINX1


CSK
LMNA
DHPS
KLKB1
C10orf120
PCID2


CD53
PPIE
POU2F1
AKT3
PROKR1
CCDC127


SLC43A1
ZNF114
PDK2
TBC1D14
BRD3
TACSTD2


MCCC2
Prpf39
CYP4X1
TUBB1
IZUMO2
LOC102724428


ETNPPL
RAD17
KLHDC9
THEMIS
PTGER3
ZNF85


FAM221B
SYAP1
DYRK3
LMX1A
TYRP1
LAMP2


GUK1
HS3ST3B1
MAPK7
ASTE1
GPR161
LTV1


MORN4
Tardbp
PARVG
SIDT2
IL23R
HOXC4


TSGA13
PMPCB
TCP11L2
MOXD1
LCK
NDUFA7


INTS12
GPR107
OTUB2
NO_MATCH_217
SLA
RENBP


EIF2AK4
TMEM199
P4HB
PRLHR
PRKCE
DDX49


GMIP
RSL24D1
ZNF132
S1PR5
ZNF341
TGFB1


PRAMEF15
TPH2
NAGS
COMMD2
CFAP100
PSMB4


TBR1
MICA
DUSP10
MAP2K7
ACKR3
YWHAE


RAP1GDS1
CXCL11
CLEC4M
SLC16A13
SVOP
ITPRIPL2


IL10RA
ASB7
AGK
SLC25A1
HPS6
BCL7A


HTR1B
SERBP1
PRR30
AVPR1A
NROB1
LIAS


C1QTNF6
IL10
CSGALNACT2
CNTN5
OSBP
PHC2


ACADSB
STK38L
MED21
TMEM139
SLC4A8
PPP1R14C


AMDHD1
DVL1
NO_MATCH_265
CEP170B
GID8
CCDC121


C5orf34
JPH3
DHDH
NME7
SPPL3
GPR45


PLXDC2
ZBTB49
CPA5
EDIL3
KCND1
CCDC114


RAD51D
ACER2
TRAPPC5
MRPS7
MRPL32
ANXA2


ACTR3B
BEGAIN
ATMIN
PPA2
CIRBP
RPS6KL1


KLHL40
LIX1
SAFB2
RCL1
ATIC
LBHD1


BIRC8
DKK1
NO_MATCH_20
ADGRG5
DNAJB14
LGALS8


CCND1
MEX3B
PSTPIP2
OPN1MW2
PTMA
SLCO2A1


CYB561
BRSK2
VDAC1
ABLIM1
LMBR1L
MRPL39


FAM221B
PSMA4
FGFR1OP2
DMP1
MGAT4B
TEKT3


IL17RE
PAK5
TRH
ADAM32
EYA3
CTNNA3


CDK7
LOC107984086
MALSU1
GTF2F1
OR6C1
RACGAP1


PPARD
GRM6
PRC1
TOX4
FN3K
ENO1


CAMK2D
GUCA2B
GUSB
MAPT
PLPP5
C10orf82


GTPBP3
AHCY
UXS1
CD83
LEPROTL1
RSBN1


LRRC27
STK25
PKIG
VAC14
TBC1D23
MRFAP1L1


IKBKB
ZMYM5
GPS1
PRKCI
SMAD2
ACOT7


ZRSR2
GPR52
EPS8L2
GCK
DFFB
C15orf41


CSNK1G3
DCAF4L2
ZNF566
XLOC_I2_007271
ROM1
PTH1R


ARFIP2
ADPRH
TRAK1
PAK6
GDF5
CLPTM1


WEE1
CECR1
FAM151A
HGFAC
GYS1
DCLRE1B


CD28
TANGO6
STX10
CUTC
RNASE9
HSF1


GBA3
TEK
CCND2
GTPBP2
SSC4D
REPS1


PTEN
STK17B
RDH12
KLF12
SIRT7
TCAP


HERPUD2
DEFA6
ASIC4
NO_MATCH_276
MAGT1
SIPA1L2


CYB561D2
NLRX1
PGAP3
ARL15
PRSS1
VIPAS39


TMC4
KIF6
EBNA1BP2
SMYD3
FAXC
RNF168


RPL13A
PGD
RPL36AL
ELOVL1
KLF4
GPR135


TRAP1
MAPK13
SH3YL1
DNAJB9
GRK3
U2SURP


NEK2
DDHD1
EEPD1
RNF217
DCUN1D2
ADRB2


TAS2R1
SARS2
SLC22A23
TKTL1
CALCOCO2
PRRG1


SPACA1
ZNF3
VDR
N6AMT1
MAP3K2
PITX2


GKAP1
G6PC
ZBTB38
LOC102724334
NQO2
WDR62


ACSBG1
YY1
ARHGAP18
NO_MATCH_252
CLEC1OA
CSNK2A1


NME7
LINGO4
C10orf88
WWTR1
CRAMP1
DSTYK


FGF7
WNT7A
OVOL1
GATAD2B
RABL2B
BFSP2


PBK
CLK2
PDAP1
TFB1M
PSMC2
TMPRSS2


CTBP1
UBE2D3
CCDC36
GPR26
CCDC105
DEGS1


BTN3A1
HDAC1
ALDH8A1
RAC1
CSNK1G1
RPL3


ECEL1
PTAFR
HUNK
ACVR2B
AKR1C2
OR51E2


KLF2
HHIPL2
RASSF3
PABPC5
FAM3A
P2RY1


FZD9
FRMD1
PDHX
RNF113A
RNF180
PRR23B


SULT1E1
MMP8
TMEM134
EOGT
GNAS
SRC


TWF1
ZNF548
LAX1
FRK
PRKCB
EMC2


ENSA
TCF3
DACT3
MIR650
THRB
KIF24


GPR78
THRB
TMTC4
AAR2
TRIB2
CHRM1


RIN2
SF1
PTGER3
FSCN2
PLG
PPP2R2B


MIP
HLA-A
AGTR1
DIDO1
SERPINB11
TGFBR1


COL21A1
MAP3K8
CCR4
NO_MATCH_143
CHAF1B
SDCBP


MAN1B1
GRB2
SHC1
DNAJA2
STMN2
SETMAR


S1PR1
WASF2
CA4
GRAMD1C
EDDM3A
SMAP1


NAPB
ARHGAP15
ARHGEF6
TESK1
ARSK
XLOC_I2_004840


UQCC1
CLK2
IFNA4
PDHB
HLA-DQB2
SSTR4


COQ8B
No_MATCH_127
TSSK2
FAAP100
DRC3
PSG1


MICAL2
KRBoX4
ICA1
IRF2
RARA
EHMT2


ANXA7
SLC22A13
LZTFL1
NO_MATCH_173
TSHB
KRT6A


ZNF71
OR51E2
BCL7C
PTBP1
UBQLNL
NECTIN2


TMEM161A
GLE1
IL7R
LOC554223
GTF3C5
PDGFD


SNAPC2
METTL14
NMRAL1
PLXNB2
SCNN1G
CBWD5


NUP88
IRAK3
SNX16
SYTL3
DYRK2
FGFR2


EIF2AK2
SPA17
MEI1
RIPK3
EZH1
ADAT1


LRRC8B
STAT6
TANK
ASNS
UPP2
ZNF98


NEK6
NTSR1
LZIC
C14orf37
TRIT1
PNOC


GIPC2
EVA1A
C4orf47
CLEC4F
TBC1D25
TMEM79


CBFA2T2
PRODH
PGRMC2
ZCCHC10
OR7A17
MAP4


PPAN
PDLIM7
FOS
LINGO1
PKN1
HTR6


NR5A2
HEBP2
NPM1
PIGF
WTAP
PPFIA4


ZNF32
TAS2R39
WDR88
CEP57
SLC22A24
SCO2


DNAJA4
FBXo16
TGDS
HIST1H4H
TES
PGM3


CCDC142
ZNF30
FAM153A
LIMK2
RORB
SLC1A7


HAL
FMO1
THAP2
PTGES3
LRCH1
CES3


ZNF98
NAP1L2
CAMK4
SLC35F1
SLC52A1
ENOX2


TAS2R7
TSPEAR
GBAS
SORT1
HARBI1
GALK2


PDLIM5
MAPT
ATP1B3
COPS2
FBP2
SLC25A38


DPEP3
ESRRB
GPR176
TMEM236
UBL3
PDK3


GZMM
BCAN
C6orf223
SLC25A18
PoLR2G
FANK1


XLOC_I2_006014
ADRA2C
CCNH
SEC31B
TMCO3
ETV1


ZNF285
GPR183
GEM
WDYHV1
CXCR1
P2RY8


UPK3B
PPM1D
NUP160
HNRNPCL2
ZNF689
RBM4


ADH5
GAL3ST2
FGFRL1
TMC8
SLC52A1
COQ3


SUV39H1
RoS1
ATG13
STAMBP
PRR7
TRMO


PPAN
SEC14L1
SCAMP2
FZD10
RRAD
GOLGA8B


SAMD4A
NDUFV3
ZBTB44
RFC5
GAPT
KIFAP3


TXNRD1
NLGN4Y
NO_MATCH_59
XLOC_I2_015194
GPD1
SPAM1


NME6
ACKR3
CFAP53
SCTR
YIF1B
PPP1R15A


TMSB4Y
MRPL38
GALK1
CNOT7
TMEM184A
ITPK1


PRICKLE1
NDUFA9
NR2F1
NEFM
IRAK3
WDR27


ACTL6A
ATG4A
SMYD2
ZKSCAN1
NO_MATCH_70
DCPS


ARAF
RNF5
HSPB8
SCOC
QRSL1
EIF4A3


PTGIR
SH3YL1
KCNJ13
OLAH
GCLC
AIFM2


NELFE
MTERF3
LRMP
CGGBP1
FAM98C
TAAR3


RILPL2
HLA-DRB3
CCR3
RIMKLB
TTLL9
C8orf37


GJA3
DLGAP1-AS1
DRD1
CAMK1D
SRSF3
SMCHD1


CKM
HLA-DRB1
SLC25A11
HOXB6
TMEM101
KIF1BP


SEMG1
ARAF
ALDH3A1
CCDC138
FMR1NB
NOLC1


B4GALT4
TNFAIP6
EHD1
MESP1
PAX8
LCE3C


RBM23
NR5A1
SRPK3
EGFL6
KBTBD7
PHKG1


NO_MATCH_32
SSX2
FBXL19
BTBD18
PROSC
FAM71D


GPRC5A
XLOC_005142
NR2F6
ARID3B
CTBP2
XLOC_I2_015600


PRKAR1B
PNMA1
PENK
GNAZ
SFRP2
RAB23


NO_MATCH_243
CXCL13
PLEKHB2
MPP1
EGFL8
MTERF1


TMEM263
LRTM2
RABEPK
PDGFRL
ERVW-1
NT5C3B


NAPSA
ABHD5
RIMBP3
CCT7
CMSS1
KL


NADK2
SUMF2
MAGIX
JMJD6
ETV7
ZKSCAN8


KERA
AGFG2
FAM117B
C14orf79
CPEB4
SNRPC


HAGHL
F2R
APOA1
LIMK2
CDCA7
LRRC36


IRAK3
SPANXA1
NO_MATCH_107
ELMOD3
GINS1
STAT5B


CCDC96
ADAP2
DEPDC5
CRY2
CNKSR1
PIGK


IDO1
CPA1
MYLK2
ST3GAL3
SHC1
L3HYPDH


PIF1
SLC25A44
FBXL12
XRCC4
RPS6KA4
LONP2


GPN2
FBXL3
ZNF772
EEF1G
LECT2
MPP2


SSTR3
FAM133A
NKD2
ESM1
CCDC65
EIF3E


SMARCB1
CCDC6
UPF3A
GLP1R
BRAF
C8B


PDS5B
EXD1
CHN1
FBLN5
ATG14
TNFRSF10D


CCAR2
NR4A2
ETNK2
CAMKK2
CCDC102A
RPL13


GRPR
CD79A
FFAR3
PPP1CB
TMEM206
CCRL2


OSGIN1
EBAG9
VBP1
ACTRT1
MRGPRX1
ARMC9


ENO3
HM13
TERF2IP
RNF220
RNF8
Prkd2


MIR4697HG
SSTR3
NR1H2
HIST1H4F
SLC40A1
IL22RA1


CELA3A
SERPINB11
EPHX4
PNKP
HINFP
LAPTM5


UBE2D3
P2RY8
CD1E
CDX2
VRK1
FOXD4L6


SLC35B3
EVA1C
CRY2
CAPNS1
BYSL
PSAT1


AHCYL1
C5AR1
RPAIN
NXF5
STRN3
SLC39A6


C16orf46
ROR1
ATP6V0D1
CXorf66
MYLK3
PRKAA1


TRIM52
MTFR2
MAGEB4
MTFMT
LINC01555
CANT1


LOC100653049
TEX101
PDGFRB
BTN3A3
RASL11B
NMUR2


CD8A
C10orf107
NTRK1
DCT
SFXN5
PSMG2


SMARCD2
ZNF414
OR6W1P
STK25
MMP7
CD151


MYOZ2
PIGQ
GNAL
PRKCB
CSNK2A2
KRR1


KCNG1
CBWD2
CLASP1
EIF2AK1
LNX1
CSNK1E


SWAP70
MDH2
DHRS4L2
POLE3
CCER1
SSX3


VEGFA
CDK5RAP1
GPR87
PILRB
COMMD3
LSM3


HLA-E
ZNF230
NR1I2
KRR1
CLECL1
HLA-B


DAZ2
S1PR2
PRKCZ
CYSLTR2
NDUFA12
XLOC_011321


EXOSC9
CRISPLD1
MUC15
AGO1
PDIA4
KCNG4


DSCR3
PUF60
ZNF212
APH1A
BTBD8
SNAP91


TXNDC11
NFYA
TAF8
BRD3
VRK2
FAM153B


ITGB7
KCTD6
BRAF
PDIA6
PRKCG
DHDDS


TRIB1
POLA2
CLU
PLXNA4
WDR54
INSL5


FOXJ2
NBPF8
SLC45A3
SFR1
FBXL15
UNC50


ONECUT1
MPP4
TBC1D31
EIF4A2
HMGB1
ASH2L


DVL2
KISS1R
KIAA1147
TSSK6
CCDC137
FHL5


PDK4
ASPA
OSGEP
RPH3AL
NUDCD3
ZNF816


SLC45A2
BRAF
CACNB3
CBFA2T2
EPHA3
RABGAP1L


RBM4B
GDF10
S1PR2
ALOX5AP
APOA5
NUDT18


GKAP1
LETMD1
CYP3A7
AP1M2
EEF2KMT
TSGA10IP


TMEM192
IDS
POTEB3
C8orf44
SELPLG
CDK1


TRIB2
FCHO1
BTBD9
TRAIP
SP8
LGALS3


DCLRE1C
PCSK9
KCNK9
UCK1
TNFAIP2
QRFPR


HDAC1
CLDN7
LRRC15
ELF2
HPCAL4
FAXC


B4GALT1
MS4A12
WNK1
LRRC28
STRADA
KCND3


SHTN1
TAPBPL
PRELP
HIPK2
SLC29A3
MORF4L1


TBC1D28
KCNJ5
PLPPR1
TMC6
SLC25A23
DDR2


TMEM207
IQCF2
PYROXD2
LARP4
CSRNP2
ST6GALNAC6


HLX
EIF3E
HS6ST2
ACTA1
ATM
RALGAPA2


MS4A13
TARP
MKNK2
TUBG1
FDXR
ERF


CPZ
BHMT2
TXNIP
NME5
CAV3
BEND3


UMPS
ASCC1
GPR19
TIGD3
FAM3B
FRMD6


CCDC96
TRIP11
TPRA1
STARD3
DAPK2
GPR19


F2RL3
SSH2
CETN1
CHAT
MPV17
TBC1D7


DMRTA1
SLC29A4
TEX12
UBE2A
ZNF774
USP22


SLC37A4
MKS1
STARD3
CGB8
OR1Q1
TBCK


ABCC11
SIAH1
ACVR2B
SPINK1
KCNQ2
RP2


CSNK1D
DBH
ELOVL6
NO_MATCH_100
NUP210P1
ZBP1


FAM188A
GPR174
GOLGA4
ALKBH1
LMBR1
PIGR


GRM8
PPP2CB
MADCAM1
PARVA
LAMPl
OSTF1


IL13
TRIP6
AKT1
NIPAL1
CALHM2
ZMAT2


KCNK13
TASP1
HLA-DRB5
VASH2
IGIP
PRAMEF10


NEK11
OR5AK2
HOXA3
STK17A
LCORL
TNK1


GDF3
MRGPRG
SERPINI2
LCMT2
GIMAP7
DENND2D


CMAS
TSHZ3
TRIM62
ERMP1
PSMA1
LYZL2


WARS2
HNRNPLL
OPN3
RPL19
GPR157
ZNF354C


C1orf106
SPG7
NDRG2
FAM127C
SPATA1
SELENOF


MICU1
ENPP6
SPATA4
DYRK2
FKBP3
PIP4K2A


PPARD
EIF2B4
NFU1
MFF
TNK1
IFRD2


HOMER3
PPP1R12B
GCAT
RBM34
IL12B
GABRA5


GCNT2
GCSAML
TRAF1
CDKN3
ARFRP1
GOLGA6L9


ACTG2
GABARAPL2
ZSCAN22
HPD
SALL4
HTR5A


FOXP4
PNLIPRP2
CNNM1
TPPP3
THSD4
PRKCZ


PCBP3
NAPA
PSEN1
GRB2
Fgd6
TP53I11


OPRK1
NAPG
CCDC7
NOXA1
DMBT1
RBM3


RIOK1
ZNF587
P2RY8
RSRC2
NR1H4
MAP2K3


SSTR4
ARHGAP36
AGXT
TGM3
KLK3
DNAJC10


RRN3
CSNK1G3
PGLYRP3
PID1
GDA
TMPRSS4


ACSM5
AKT3
GPR84
MYL6
MS4A7
DIRC2


TRIM60
GPR21
GCNT3
BTG1
PTPN2
PRKCA


FAM193B
PLAU
CPA3
NUFIP1
BRMS1
TMED6


ADSS
MLPH
KYAT3
HMCES
PHACTR2
TMPRSS11E


C3orf36
RIC8A
FEZF2
DENND1B
PGK2
OR1E2


OR2T2
CHRM2
GPR17
GRK2
TMLHE
GRM4


CPNE7
LPAR6
HTR3B
Atp11b
SGK1
PANX1


APTX
CDK16
KCNC4
NPY5R
VPS4B
FOXP2


KIR3DL1
PRKCA
CLEC1B
CA10
CHRM3
GPR119


SLC39A11
ZNF252P-AS1
ALDH3B2
MELK
Srgap3
EMC7


SLC35D3
RTCA
FNTB
NUP58
TTC23
NUP85


Laptm4b
MATK
TMEM45B
SNAI1
LPAR3
GPN2


LGMN
FLJ37201
ITGB1BP2
RPL32
RPL35A
RPL6


Rnf150
NIM1K
CCDC12
SPATA7
MOGS
PYCR1


CHRNA3
RIC3
DNAL1
ZNF155
COX11
IP6K2


RTP4
TSPY10
CXCR6
ASB8
OPN4
GPC6


CSPP1
DHRS7B
ABCA8
DPAGT1
RAB3A
GPATCH2L


NFIL3
FANCM
NFIC
MLYCD
GPR141
FAM234A


TCN2
LOC105379861
ACAD10
RWDD2A
GNB2
LOC55338


ALDOA
SNUPN
CXorf67
RAET1E
CEP70
GRM4


YWHAB
Rasl10a
SYF2
NUFIP2
GRM3
CCDC13


CHRNA3
EXD2
LYZL4
NAMPT
CHMP4C
AHCY


GBP7
PGRMC1
TBRG4
GBP7
IL21
ENO2


CCR1
TMEM9
CETP
ADCYAP1R1
PHKG2
SMPD3


SYT2
PCLO
DECR1
CHSY3
TWF1
FAM196A


NDUFA5
SSTR5
PRLHR
GPA33
ANKZF1
PI4K2A


FEZF1
CNIH1
HTR3C
EDNRA
CSNK1G1
REEP4


OSBPL2
SPRY1
AMZ1
WIPI2
GCGR
SLC11A1


TKTL1
ATP5F1
HERPUD1
MURC
ROGDI
HOMER3


GPR15
SPATA12
CTGF
CCDC17
ZDHHC16
CD209


DIXDC1
SCGB1D1
PLAU
HSD17B2
ZNF517
DMPK


FERMT3
XLOC_007477
ZFP36L1
IER2
DYX1C1
PMM1


C3orf62
GINS2
CASP7
CXorf40A
APOC3
CYP24A1


BEX5
GCGR
HEXA
LRRC32
UBE2Q2
IRGM


PIH1D1
STMN3
KCNAB2
UBTD1
NPRL3
ANKS1B


ILVBL
DTX3
TWF2
PPIB
IL26
VWC2L


HMX2
C9orf106
RARS2
ACRV1
TRAM2
CHUK


ADRA2B
TAF1D
DYNC2LI1
MGME1
PDGFRL
PIAS4


XXYLT1
ARL6IP4
DVL2
SLC5A8
NO_MATCH_34
EPN3


ATP6V1E2
42987
AKR7A3
UXT
ZPBP
LSP1P3


PSMA4
NOL10
DNAJC17
IYD
HDAC3
DYRK4


MAPT
LCMT1
P2RY6
NO_MATCH_207
ARHGEF19
CYC1


PACSIN2
ESRRG
SNF8
TMEM43
ATP5G1
RPS6KB2


LSMEM1
TTC7A
DCAF11
CYP2B6
ARRB2
Fam122a


KAZN
LAG3
RND2
HEMGN
LRRC74A
FBF1


CCRL2
FRA10AC1
BIN3
VAMP5
RORB
COQ8A


SFRP4
PFKFB3
MT1H
NR4A1
WDR83
NAGK


LINC01600
ATF6B
TTK
GUCD1
CLYBL
FBXO39


OR10J5
NEFL
SRSF9
TMEM27
NEUROD6
PPIL4


DCANP1
RPH3A
TLE6
PAICS
MTCH2
P4HB


LDLRAP1
MYCT1
STBD1
CASS4
ATP5S
RAB6A


NAT9
TRIM9
PITPNB
BCAS1
ATG16L1
PHB2


LILRB5
EDNRB
DDI1
TBC1D13
ALDH1L1
SSMEM1


HHLA3
PLBD1
ZNF747
YAF2
KCNQ1
HMGN1


MFSD7
RPS6KL1
AGER
PRKAG3
C2orf49
GMPR2


TOM1L2
NOTCH2NL
VNN2
TMEM50B
AFMID
NO_MATCH_47


KANSL1
MLF1
GGTLC1
RPL14
KIF16B
WASF2


MED11
PRCC
NO_MATCH_257
COX4I1
STAP1
CLEC3B


ZBTB43
ADRB3
KLF3
SLC37A2
IL10RA
PACRG


VPS4A
YWHAG
SLC25A6
TUBB4A
C1orf127
PATZ1


ERLIN1
ZNF720
RAD23A
RARRES3
TAF7L
HTR1D


SLC18A1
GSK3A
DYRK2
STRADA
NTF4
CHST13


ADRB1
ZNF75D
KLHL32
ARC
WBSCR22
SIRPD


GABRD
DEGS2
BSND
NIF3L1
TRAPPC13
MSC


TUBA4A
TRMT44
P4HA3
WNT16
ESRI
NT5DC1


SENP1
SERBP1
GJB4
RAD51D
GSK3A
PFKP


SPATA1
TAAR5
PSMD3
TNFSF8
C16orf78
YES1


RCN2
TRIM50
C17orf51
XLOC_002741
MTNR1A
GHRHR


CCR6
PPP2CA
EGR2
NOTUM
42984
PLPP2


THAP4
RIBC2
ABI2
C2orf73
RIMBP2
PELI3


NUP62
PIGC
GBGT1
FIBCD1
ANKRD26P1
OLR1


DDX39B
C19orf47
FNIP1
SMAD4
HAX1
LOC100128554


EEF1B2
USP39
PSMC1
GPRC5C
HLA-F
GCK


MTNR1B
ANKRD29
RPS14
GPAA1
CHIT1
PDE1C


MARK2
NPY2R
PAK6
NATD1
OXSR1
SEC22A


TXN2
AMN1
C8orf34
DNAJC15
XPNPEP3
SSNA1


CAMK2B
NO_MATCH_224
CXorf58
FRMD8
C6orf89
CYP7B1


LRRC25
CDK18
COG8
LAMP3
OTULIN
KCTD8


OR1A2
SYT17
DGCR2
SRSF7
VPS53
IFIT3


NCR3
HARS
TRAPPC10
SNX15
ACVRL1
RAB24


SYT9
DTL
ALDH18A1
FGD4
RASGEF1A
SIGLEC7


CPLX2
HSD17B12
MAPT
XLOC_I2_005687
CDK20
SEMG2


PIK3R3
LARP6
GATAD2A
OXT
EYA4
PTPRR


CDK5R1
GABPB1
XLOC_012729
RAB11FIP4
GPR18
NSMF


LIN7B
CCDC102B
PHLDB3
NDUFB6
SLC25A42
ROR2


SLC2A14
HLA-DPB1
ACBD5
TRIM2
B9D2
NO_MATCH_55


TRA2A
PPP1R15B
DHRS13
C15orf48
RNF14
P2RY1


NR1I3
HIST1H2BD
AKR1A1
RIMKLA
MAP2K3
XLOC_001087


CD300A
MSMB
PSTPIP1
AGO2
BFAR
MUS81


PODN
DGKA
POLG2
NPM1
GNA11
FA2H


PSG6
PGK1
ADORA2A
FFAR2
CALML4
CRTAP


GMPPA
PHB
BARX1
CCR10
PCDHB7
CCDC185


FAM189B
C20orf96
LACTB2
DHODH
HCCS
STX4


EPB41L4A
ZNF333
FANCE
RIPPLY1
ARRB2
PNPLA2


ARMC6
SENP8
GTF3C4
TUBB2A
TUBB4B
XLOC_I2_014048


C6orf222
OTUB1
PCBP1
TYRO3
MFSD8
CAMK1G


PFKFB1
SMOX
CXCR3
MASP1
KYAT3
MAGEE2


CYP4B1
KRT18P55
TYMSOS
PPARG
MAPK11
NPY


MRPL13
TUBA1C
DLK1
AVIL
PSRC1
SPIRE2


ADIPOR2
TMOD1
LOC107984064
CDK20
SPATA5L1
CAMK1


BIVM
SLC23A2
CAPG
ALDH1L2
TAS2R8
FZD5


BHMT
GRIK2
KCNC4
TNS4
ACP7
CCR9


SET
DCUN1D1
IKZF1
ZNF26
AAGAB
LOC107986810


KCTD4
HNF4A
AQP1
PGD
UBE2M
ACSL6


CD59
PHYH
FLVCR2
BNIP3L
C9orf153
SLX1B


GPR182
ZP2
KRT20
LCN10
ADSS
PRKX


SETD9
PLIN5
PPAT
KATNAL2
USP15
CACNG5


HLA-G
GAST
ACOT1
AK3
OOSP2
ASB16-AS1


CSNK1G3
AEN
PLPPR2
MKNK1
RNF125
TPMT


RFX5
CNGA3
CENPK
LUC7L2
TCTN1
CYP46A1


SEMA4B
CORO2A
KHK
SRPK2
NFAM1
MRM1


CDC73
ASTL
CNIH4
COQ8B
MMP14
FAM216A


METTL7A
IL20
TACR2
PRKAB1
MC2R
CELF5


C7orf31
CDK2
GNAI2
EMILIN3
CNPY4
KCNMB1


SLC2A12
TEX35
TP73
SNRPD2
CCDC181
CCL28


RHPN1-AS1
TEX29
CCT4
CHRM5
Vps16
XLOC_I2_005179


XLOC_013643
CHMP5
COCH
C16orf71
ACADL
SPPL2B


CDK2
ATF1
P2RX1
ZNF446
SUGP2
ZKSCAN8


MITF
MAMDC2
MREG
HTR5A
FGD2
HYI


WDR18
CTSD
METTL10
RWDD2B
CAMK1D
PTGER3


CHRNB3
MLLT6
PLEKHA1
PIP5K1A
CYP4A22
LTB4R


VWC2
STAU2
NXT1
UBXN4
ZNF843
PBX3


CLEC2B
S1PR5
C5orf51
SUN3
PMPCA
NAPSA


ANKRD46
SULT1B1
LRRC41
GPR68
RNF128
CHIA


STIM2
SLC10A6
TNFSF18
RALA
PDE4D
PTGER1


MKL2
SLC13A5
Pds5a
SLC30A5
CCR9
HSCB


SLC6A11
PI4KB
GYG2
PRM2
VDAC3
TACR1


OR2T10
FBXO21
INTS4P1
SMPD4
FUT8
GABRQ


CYSLTR2
POMGNT1
MAP3K15
SEMA4B
THG1L
CBS


FAHD2A
ZBBX
LGALS13
STK38L
CDHR4
FMNL1


SOD2
UGT3A1
PRRC1
RGS9
STK26
HRH2


SLC29A2
CXorf38
HIGD1A
GPR119
CRIP1
SCD


TADA3
PINK1
RNF126
HIST2H4A
NO_MATCH_182
POTEB3


CD247
CAPG
TGOLN2
ACSBG1
NECAB2
TAS2R5


MOCS2
PPP2CA
LPAR5
ABT1
JPH4
DAP3


TSSK1B
TXNDC17
IL17RD
CCDC90B
WASF3
P2RY12


PRKD2
MIOX
CD300LF
UCMA
CNP
PCAT4


FNDC11
AMBN
PCYT1B
KCNK5
DNM1
NO_MATCH_111


PYCR2
IRF9
PAN3
PELO
GIPR
SSX2


TDP2
SPATS2L
SNX8
RBBP7
KLK13
BAD


SP2
SLAIN2
SPATC1L
CRYL1
HMGN1
GPX2


MYL10
PRKAA1
CDK15
ANAPC15
WEE1
STK32B


SNX32
TRIM39
CHRNB4
C16orf59
GPR37
SYT6


SLC13A5
KAT2A
CDKN1B
GADD45G
PCK2
AGTR1


HSPB7
MON1B
C8orf86
DRG1
LCMT1
SYTL1


DUSP10
SKP1
NEK6
TMEM30B
MSANTD2
ACKR2


PRPF18
PBXIP1
ZAP70
DUSP6
ROR2
BMP3


SLAMF6
BTF3
SNRPA
NAA40
DYRK2
HIST2H2BE


PPARD
RSPH9
KCTD5
CCDC47
KEL
MIF4GD


S1PR1
MOXD1
SNPH
RPL37A
SCN1B
POLR2I


VASH1
SNRNP35
MFSD4A
SOHLH1
C21orf59
KRTAP12-1


CDHR5
FOXI1
SMOC1
HNRNPH2
AMOTL2
RIOK1


HOMEZ
TMEM266
MTX2
LRRC4
GNAT2
TVP23C


SERPINE2
STN1
MPI
ISCU
VEGFC
TBC1D22B


H2AFY
UBE2E2
LYPLAL1
CXCL1
GAS7
RNF13


CCRL2
TRIM13
PIN4
NME1
RRAGA
IGSF10


METAP1
VGLL3
KRT38
SPAST
ABHD13
ZBTB42


FNTA
SSC5D
SGK2
HMGN3
CDCP1
IP6K1


CST1
PSMD9
PPP2R3B
NEK2
CDK1
RAB3C


FDX1
DMKN
BRWD1
ARL13B
CXCR4
CATSPER4


KCNN1
THAP11
CELA2B
CDCA3
SLC37A2
DENND1B


SLC2A4
CCDC174
TRIM28
HSD17B7
GPR21
TRMT112


CYP2J2
SQSTM1
MRPS26
GABRA3
PHF13
RCN1


OXA1L
CD79B
GNAI3
KRTAP9-6
LRRC4C
TMED5


LYRM1
POP5
NR2E1
NDUFA10
MARVELD2
PDCL


SGO2
KCNA7
PTDSS1
CCNB1IP1
RIPK3
NEUROD1


CXorf56
CCL19
SLC39A5
NKAPL
ARL4D
TRIB1


THAP4
OR2T4
CKMT2
HNF4G
FUNDC1
SMAD7


RNF181
LCE1B
CLCN2
ADORA2A
HRG
STMN1


ZFYVE19
Lztr1
HAVCR2
HSPBP1
FAM76A
WBSCR22


EYA2
OR5L1
SERPINB4
WSB2
VSIG8
EFHD1


EXOSC5
CSNK1A1L
RNH1
OPN5
DNAJA3
PHLDA3


NR1H3
AP2M1
UBA7
TMEM171
VASH1
LGALS8-AS1


MAK
PRDM5
CKMT1A
AKT1
KLKB1
SCAMP1


FAM209B
P2RY14
TFF2
LYPD1
ZBTB24
PCYT2


DNAJC1
TRPT1
HP1BP3
SGPP2
TRIM17
PIGM


ANXA9
RPS10
ABHD16A
CDK6
P2RX2
RGS8


EDN3
EFNA5
ADCYAP1R1
TSPAN14
TNFRSF10A
MINPP1


KRT72
MYL12A
PPIA
GIMAP4
ATG9A
FOXG1


KIR3DS1
RPS20
DOK6
AKNAD1
CFDP1
MFSD2A


IL6R
ZAP70
RHOJ
PHKG1
SELENOT
NR1H4


PPID
SYNPR
LOC107984065
RMDN2
GABPB1
GEMIN8


UTS2R
ABCA11P
ICAM1
TSSK3
CA9
PDE4D


TYW5
FN1
CATSPERD
FLRT1
CD2BP2
RBM33


PPP2R1A
ARSI
CIDEC
ADRB2
GABPB2
LNPK


CRHR1
BAIAP2L2
MAP2
CAPNS1
TSSK2
TMEM176A


DPEP2
GSTA2
IQCF3
PARP16
AVPR1A
RP2


BRF2
TAAR9
PANK2
MSX2
TTYH2
MLNR


PHC3
DECR2
MSANTD3
TPM1
BTN3A3
PCED1A


IMPDH2
CSNK1D
INTS4P1
SNRPG
GSK3B
TAS2R38


DCTN1
RANBP3L
PELI2
SSX4
RSL24D1
GPER1


CSF1R
PANK3
CPNE1
CDK1
GORAB
LPAR2


TNFSF9
LZTFL1
BCL6B
CEP41
REEP6
KCNC4


DHFR
SPC24
SLC39A7
VSTM2A
NCALD
RNF175


KCNMA1
IL4
P4HA2
UBR2
CAPG
SEPHS2


HAUS7
PMP2
RAB43
MTFR1
ADCK5
SLC47A2


OR5M8
LDHD
SMPD2
CCDC34
CYP2C9
FOPNL


CXCR6
PI16
ZNF221
CS
ATF4
POLR2H


TESPA1
GPR25
XLOC_014209
PHF7
LINC00467
DMKN


C9orf78
P2RY13
B4GALT2
SLC25A32
ITGA9
BUB3


KHK
TEN1
MMAA
LCTL
PGRMC2
ARHGAP29


ATG10
TMEM95
CCKBR
LAMA4
FABP1
TMEM179B


Pkdcc
AP1AR
CAMK1G
DLX2
TUBAL3
RPL28


ITM2C
MIF
CD99
ZSCAN5A
DPMI
DAZ3


MRPL12
NXPE1
KCNA3
GALNT5
THUMPD1
OLFML2A


NFIX
CMBL
GTF3C2
ADCYAP1
SURF6
XLOC_011808


CSNK1A1
MUSK
OR2F1
KLHL7
KRT8
SLC39A8


RAB29
AIF1
PRR20A
AIM1L
MTHFD2
SCHIP1


CX3CR1
NIM1K
SPATA2L
PIP4K2C
SS18L1
POMK


PCYT1A
SNX17
DPYS
PPP2CB
S1PR3
MRGPRD


GPRC5B
DHRS1
CCT8L2
COX7B
NGB
CRX


MRM3
CIB1
TOMM20L
AMHR2
AZIN2
STC2


OR52I2
NUP43
FMO9P
MSX1
TRHR
AK5


NO_MATCH_251
MORN3
H2AFX
ADORA2B
FBXW11
GGACT


HOMER3
GHRHR
ODF3
PDXK
CPA5
DUSP26


ETNK2
TSNARE1
GPN3
BAG4
PPIL1
SNRPD2P2


NPY5R
ATG13
ATP6AP1
GCNT1
ATAD3B
POLD2


SIVA1
MAPK15
CHRM4
RELB
GATA2
NOL7


SYT5
TRIM49
XLOC_I2_006624
RRP36
DCLK3
KIFC1


PRSS23
PIAS3
AEN
VRK3
OPN1SW
CCNI2


EIF2AK2
GALNT1
HIST1H4B
XLOC_I2_001669
CIB4
NPBWR1


PPCDC
STK17B
ARL2
GPR142
C7orf69
42979


NIPBL
MGRN1
HTR3E
PTGER4
C1orf87
RDM1


TRPM8
CRACR2A
TRIM69
MAST2
ARFGAP1
MB21D1


SLC24A5
TREML1
RSL24D1
FTMT
CORO1A
FERMT1


RARA
NME4
XLOC_I2_004840
SLC16A14
SMR3B
GFER


CCDC134
FA2H
TMOD3
BCKDK
C1orf43
SRPRA


CERS6
ALG3
IL2
F2RL3
PRR15L
DYNC2LI1


NO_MATCH_180
TCTEX1D4
GPR37
MAP3K12
MRPS31
HAPLN4


PRRT2
MAPK9
LGALS9B
PHF23
CALML5
CMC2


SP2
CPA2
HSD17B11
PHC1
ATP6V1G1
CAMKK2


CLDN10
SLC6A13
NDUFS7
PEX13
CCDC92
CD1D


PSMA1
LPAR2
RBM42
C19orf73
DCTPP1
CPOX


DUS1L
GPR156
NONO
XLOC_I2_000791
MRPL2
MAK


TSPAN31
FAM9B
42795
BCL10
CSH2
SLC36A2


EIF3H
SLA2
TMEM98
MBLAC1
SCARA5
LOC105379861


PRPF40A
TNNC1
DCUN1D4
FOSL2
TKT
KCNA5


PRKCZ
NAALAD2
SERPINB2
APOA2
LPL
SHMT2


TAB1
PEMT
PHTF2
LRRC3B
SYNGR2
TMEM230


KRT80
OXGR1
HEPACAM2
NTSR2
SPDYE4
RNF115


MAS1
CDK1
MAP1LC3B
KLK6
INSL6
MC1R


AURKA
GPR18
RPS4Y1
NO_MATCH_53
LAP3
GSTM5


TOLLIP
SDC1
NO_MATCH_93
NSFL1C
USP30
NR2E3


FKBP6
TRIM4
ARMC8
MAPK12
DYNLRB2
SNX18


PATE1
TTC25
GALNT6
NEURL3
NKAP
EMILIN2


TESK1
ASB16
WDFY3
EEF2KMT
ANKRD12
SNIP1


MRPS34
DUSP15
OR56B4
SEC14L3
GPR157
TTLL1


PRAME
SHBG
FAS
C12orf43
IL20RA
COX4I2


POLDIP3
DIABLO
DCLK3
NAA16
DGUOK
NUP35


EPB41L4A-AS1
XLOC_I2_009833
HTR1B
NOL9
C10orf111
C16orf58


PPM1K
GRAP2
TEAD2
BUD31
CA1
TPST2


ZAP70
TARBP2
IFNLR1
HAGHL
GNAL
NASP


ATAT1
PDS5B
SPDYE1
SCGB3A1
HTR1F
SRMS


C6orf201
DPY19L3
SPIB
SESN3
RAP1GDS1
OAS1


CREB5
SLC6A2
VKORC1L1
WRAP73
C1orf198
DOK4


P2RX1
CEBPE
NUDT9P1
F11
TRIB3
MAPT


HIST1H4E
SLC5A10
INHBA
TMPRSS6
FPR3
PIP4K2C


DPPA3
LINC00588
ECI2
PRR13
WISP2
CYP27C1


PLA2G16
CAPNS1
ABCG8
TIMMDC1
NO_MATCH_228
COLEC10


ANXA8L1
PSMD10
TCEANC2
SECISBP2
GPR171
CSNK2A1


IMP4
CCDC130
LIN28B
CCR5
FBXO2
TGM2


DOK3
DAOA
MC1R
SPIN3
PRPF38A
KDSR


WDR48
ZC3H14
KIFC3
TPM4
FLT1
TSSK1B


ADH1A
DTYMK
RUSC1
AZGP1
THAP1
CIAPIN1


C8orf48
HOXA6
SERINC2
EPHA6
GATA3
TMEM59


HHIPL1
ACTB
Usp32
RNF141
PEA15
SSX2


GPR82
NO_MATCH_254
DHDDS
MSL1
GALK1
DCAF8


PLOD1
LRRTM2
CFL1
PTH1R
NPR3
C20orf141


DIP2A
PRKAG3
FCER1G
GBP4
PAFAH1B2
AKT2


HIGD2B
THBS3
KITLG
IL20RA
NUDT22
TTLL6


RWDD2B
WRAP53
DAPK3
SIGLEC12
F2RL1
FFAR2


PNPLA1
TTC41P
CCDC82
BTN2A1
MFSD5
RSPH3


PMP22
FUT3
AVPR2
CIDEC
HSD17B13
OTUB1


ESAM
TOR3A
SMG8
ROR1
TMED7
GBX2


DYRK3
TAAR2
TGIF1
ZDHHC4
NSUN4
CFHR2


ENDOD1
PPP1R2
CHMP7
CNP
DNAJC5B
UBE2J2


ABLIM2
KIAA1456
ALG2
XPA
ABHD4
GNMT


UNC5CL
C11orf49
ACTR1A
KRT19
LPCAT2
OR14C36


ZAP70
FAM212A
SDC2
FUT10
CDK5
KCTD6


KRTAP5-9
SAR1A
SH3GL1
TRAF3IP3
AQP12B
FAM181A


OR4D10
C1QBP
RAC3
COX20
GRB14
POLR2E


RPL11
HS1BP3
COG4
MRM2
ACD
LIMK2


TXLNA
ATP13A1
CDC20
FOXN3
SLC39A4
TCL1A


NO_MATCH_83
TCAP
ECH1
NXT2
C14orf28
OR2B11


PTGIS
KCTD14
ZCCHC11
SNRPN
MLLT6
CYB5A


ST3GAL4
IFT22
COPE
PLA2G2D
PLD6
NR1H4


SELENOM
DAP
FSD1L
RAB33A
ATP6V1C1
TADA3


SDHAF2
EEFSEC
CLDN3
LCN12
Sgsm1
AURKC


HAGH
COL2A1
ATP6V0D2
SLC29A1
MMP3
SUB1


DPF1
STRAP
SLC1A5
CCL3L1
NO_MATCH_248
NO_MATCH_118


LOC102724652
PCDHGC3
PRKCI
PIGT
JADE2
C14orf119


GPR135
SLC35G2
TADA1
LGALS12
CRYBA1
EXOSC1


BDNF
MED4
SLAMF8
JTB
SLC25A18
STK25


NO_MATCH_273
ST6GALNAC5
MAGED2
GABRE
GIPR
FLOT2


RBM18
GNAI3
ISY1
RNF166
MIA3
CD3D


SRM
PIFO
CNN2
ORMDL3
TMOD4
ELMO3


BVES
CCDC78
SLAIN1
EYA3
FBXL15
CSNK1A1


THRA
IFI27L2
MAPK13
RPS6KL1
HSDL2
DTYMK


TRIM62
CDK16
RBM42
MORF4L1
FOXS1
LHCGR


RBKS
MAPK1
ZBED8
PMS1
NR4A2
HMCES


PSMB1
PNKP
IFNW1
HIST2H2AB
MAT1A
NXPH4


DUSP10
TYRO3
ITPK1
ACVR1
GGH
CNR1


FBXL17
PIP5KL1
CCDC146
FAM189A1
NOV
MUM1


TCP10L
TMIGD3
APBB1IP
ADRA1A
KHDC1
STK38L


FBXO4
DLX5
TGIF2LY
TDO2
DRD5
APOL1


KIRREL
RIPK3
C19orf45
CCDC107
REEP2
FNDC3B


FAM126B
MPP1
WDR5B
C5orf22
CD14
AP1S2


ATF3
EML4
TSC22D4
PRDX3
TUBB
TCERG1L


OTX1
LINC01620
MAPK3
NUF2
BLVRA
TACO1


ADK
PSMB4
LMAN2
TMEM167B
GRK7
SPHK1


RPL10A
ZADH2
TMPRSS4
TRIP13
S100A14
ZNF641


CCDC183
ATP5E
ACOT8
MEMO1
SUOX
LIN28A


VN1R4
RAB15
SDHAF1
HLA-C
ZFC3H1
SAYSD1


PLEKHO2
RNF32
IQUB
ARNTL2
PAQR8
CYGB


DFNB59
CD82
THTPA
ASB11
HIST1H2AJ
LOC100130950


DUSP4
ALDOC
CDK1
CBLN2
SQRDL
LYPD4


DNPEP
RAB11FIP1
VWA2
CAPN3
RPS2
FGF10


TRIM27
RDH11
XLOC_I2_005151
PCBD1
SGSH
ECHDC1


MAGOH
CHST4
SEC61B
AIG1
VDR
VPS36


GDE1
NR1D2
RNF133
TSC22D3
MC4R
GHSR


Egln2
WARS
GM2A
TPRG1L
LMO2
ANKRD49


GABPB1
CDK5RAP1
DBNL
LOC102724813
C1orf43
PARP12


GPR22
B4GALT3
KIRREL3-AS3
GPR139
TMEM116
NMNAT1


OSER1
ZC3HC1
CCDC43
APIP
CADMl
HTR3C


CHRNA7
HAUS1
EPHA6
STPG3
TWF2
ETNK1


NO_MATCH_151
SLC25A29
FDPS
C1orf115
GPR12
APLNR


HOXB7
EID3
SSFA2
NO_MATCH_116
PTPN18
NO_MATCH_168


STOML2
DCAF10
GATA4
TBC1D21
ADAD2
GATAD1


PNKP
KLC3
IL6R
PIGZ
PPM1L
S100A1


SORT1
POLM
PMVK
NPRL2
PAK1IP1
OTOP1


SAMSN1
OPRM1
FAM135B
PRELID2
GPR12
Hkdc1


PPP1R1A
TACR1
PLCXD2
SULT1A3
GTF2H3
TK1


CEP104
GTF2H5
SPATA4
KLHL18
HFE2
RPL38


ABAT
TRIM55
CHST8
MAPK8
TMEM143
CDK4


RAN
ANKRD53
FLJ33534
GCSH
DSTN
ADORA2A


LPCAT1
UCP1
TMX4
SSX1
PRKCE
SLC17A3


HMGB4
SLC25A6
SERPINB8
HSF5
GSTM1
TTC23L


ZSCAN1
MSX1
CYTL1
POLDIP2
CYSLTR2
ZNF581


SH3GLB1
SLC41A3
ZBTB47
CALY
MICB
GPR32


TTC28
GPR61
SCRN2
AUNIP
CAMK1
DNAJC27


PRKRA
BTN2A1
NPB
ABLIM3
SRRD
AK5


NAA30
CLEC10A
UFC1
LOC102724151
HEXDC
OR8D2


CYB5B
MRAP
VNN1
CTSG
GNGT1
OR1Q1


ELF2
KLK14
PPP2CA
ST8SIA3
TMEM11
TNFRSF1B


PIP4K2A
FN3K
SERHL2
TSPAN11
XCR1
RPS6KB1


NR2E1
HM13
AHNAK
GSDMD
CD5L
PAH


NO_MATCH_77
SLC35C1
CKM
TCTA
LRRC52
TEF


ZMYM6
CHMP2B
SEC13
SFN
Arnt
NTN5


BTG3
NAA10
NO_MATCH_90
PORCN
TXNDC12
CHI3L1


AAAS
RSPH3
DOCK8
INHBE
BCL7A
PRSS45


CDC42EP2
ALPL
LYPD3
AGMAT
ACSF2
EIF2B2


LOC652276
ADAM22
DUSP3
TPD52L3
RASD1
SLC25A14


XRCC3
GET4
CASP14
CD38
FFAR3
CATSPER2P1


HNMT
GOLGA2P11
MOGAT2
FABP6
MTHFD2
TRIM49C


NCF1
OPRD1
ADSL
ZFAND3
GPR83
MMP23B


SETD3
KLRC2
PEX3
RCC1
HNF4G
VNN1


C19orf53
ACTL8
TBC1D20
MPPE1
XLOC_007668
BTN2A2


CEPT1
MOB3B
TAC1
SHMT2
LRRC56
EMC3


NPY
RPL31
LOC401296
TIMD4
AEN
SGCD


MYADM
HTR1F
TAT
NPY1R
GPR3
LOC107984086


F10
SSX3
GMFB
ARL4C
KRT18
TMEM106B


GPR108
SPANXN3
SDHC
MRGPRX3
SPOCK1
LOC338797


FAR2
LYPLA1
KCNE1
NUBP2
STX1B
AMIGO3


OCM
BRINP1
GALM
CAMK1D
IL26
MRPL48


ARHGEF38
CSNK1D
TMBIM1
ZNF707
UBAC2
LANCL1


UBL7
ZCCHC24
OTX2
RSL24D1
IKBKG
GXYLT2


ANGPTL4
GOLGA7B
FOXR2
NO_MATCH_188
CA8
LOC107984058


BTN3A1
LRIF1
SLC22A12
FCER2
SOD1
CDC25C


DOCK5
FBXL19-AS1
RPL13
RBKS
SDHA
PI15


SLC35G1
VEPH1
ATP5I
NEK6
PDXK
MOK


SFXN3
TWNK
C2orf50
GPX1
RPP38
RAB34


TNNC2
RPUSD3
TCTN2
LMNTD1
HS6ST1
RBM4


RPSA
H3F3B
ALPPL2
C12orf74
CSHL1
BORCS6


NXT2
SPSB2
HSPA4
HBEGF
GLP1R
STX17


RER1
Sec31a
CDK5R1
HACD4
CSNK1A1
PROC


SKP1
TPM3
DUOXA1
CBX8
OPRK1
IL17A


SFT2D1
CREB3
ZNF343
CSNK1E
DYRK4
MAB21L1


CCNJL
ERCC1
CAMK2N2
BCAT1
NO_MATCH_49
EIF6


MPPED2
CBR3
OLFM4
IFNA1
SH2D2A
TMED2


U2AF2
P3H3
OR1M1
XLOC_I2_000048
FBXL2
NDUFA10


C20orf197
TFEB
CRNN
CPNE5
LGALS14
RAB14


AKR1B1
GPR162
PCMT1
FAM78A
STUB1
PMEPA1


ZNF428
MRM3
SLC6A5
OLR1
NUDT14
PIP5K1A


MAPK10
ZNF2
EFNB1
RAD9B
PGRMC2
STYK1


STAC
MAFK
SGK494
AHSP
YIPF2
TNFSF10


ARIH1
SMPDL3A
THOC7
SRGN
OR2D3
TESK2


MYCBP
IFNB1
PXYLP1
DYNC1LI2
PPM1K
FUT2


RPS13
STX1A
FBXO17
RGS18
FNDC5
BOD1L2


RPLP0
SFTPA2
MS4A4A
NCK1
OR51E1
TXN


TCF4
TPD52L2
EEF1G
SCAMP3
C1QTNF4
MB


FAM109A
GMPR2
EMC9
ZFAND3
GPR63
HIST1H2BO


PKMYT1
PCGF5
CXCR1
RASD2
LAMP5
FN3KRP


XRCC3
MANSC1
ANLN
C6orf106
ZNRD1
XLOC_I2_009493


MBTPS2
NO_MATCH_282
GPR3
FFAR4
CRYBA4
ANTXR2


TEKT4P2
TPRA1
LAMTOR4
MTFR1
RSRC1
DRD2


PTTG1
ESR2
DCK
GIP
TMPRSS5
SPRYD4


KCNS3
SELENBP1
DYRK1B
RPA2
ELOVL3
ASTN2


IRAK1
DAD1
MSI2
RPSA
APOC3
PNKD


EIF2S3
COQ8A
GSTM4
ALDH3B1
PGK1
AVPR1B


NO_MATCH_41
GLO1
TPK1
IP6K3
KLK3
OTULIN


C12orf65
PTRH1
GABARAPL2
TIGIT
RPUSD4
KIR2DL3


PSTK
NO_MATCH_205
UQCC3
FGF1
TACR3
IL34


SRSF2
NO_MATCH_170
C12orf66
TACR3
PI16
MYH7


UBXN1
OR56A1
POC1A
RGN
GPSM3
ZNF320


FECH
SPANXA1
PTX3
PRRG3
SSX2
KRTAP4-2


DDAH2
TAS2R40
LYZL4
KLHDC10
ELOF1
PIGV


AGFG2
ALX3
CCR6
ODF4
MYL1
OR2L13


DCAF4L1
ZBTB26
ECHDC2
TRAPPC2L
NDUFS3
CYP19A1


AREG
KIF9
DPYD
C14orf80
POLE
FAM219B


PMS1
HTR3C
HLA-DRB1
IL1RN
PMPCB
TMEM234


HDDC3
TP73-AS1
PAF1
ENSA
CYP2B6
RAP1A


Spire1
LAMTOR2
SPIC
CERS2
CSH1
ETNK1


KDELR2
SLC38A7
TAAR3
CYP46A1
PRSS37
MCUR1


KLHL3
HSFY2
RBM17
TEX33
TUBG2
HNRNPC


CARNS1
TYRO3
NHLRC1
C1orf21
CLIC2
WDR53


KHK
PRSS58
SGK2
AURKA
ZNF576
HTR5A


ARFGAP1
UBOX5
PRKX
NAA20
MED10
CAMLG


TIGD6
BMF
PYCR1
ATP6V1D
FGFBP1
CLIC4


DLX3
POU6F1
SYT14
CNR1
CT45A3
C3orf49


CDX4
NABP2
OPN1MW
PLEKHS1
OR13A1
CDC42BPG


CSN2
DCAF15
PRL
KLK1
MARK4
ANKRD23


RLN1
ZNF397
CD68
CD4
ARPC1B
RIDA


HEMK1
ELF5
HCAR1
CCDC50
MAP3K11
ABHD10


ZNF585A
GPR83
TADA2B
LPAR2
SAAL1
NO_MATCH_177


OR51E1
SULT1C2
HOXB-AS3
DIAPH1
PIGO
KYAT1


CSN1S1
NDUFA4L2
ATL2
PDIA5
TOM1L1
TUBGCP4


KLRK1
TICAM1
C16orf87
CAMK1
CD80
NO_MATCH_106


PCED1A
PDIK1L
POP7
MAP3K12
CLEC17A
GHSR


TMEM186
ZNF497
SLC22A23
INSR
C19orf57
IQCC


FPR1
ADH7
POLR2A
PNP
AURKA
UGGT2


ECSIT
MRPS24
ZBTB32
APIP
ZNF785
GPR84


NR0B1
NR2E1
SSMEM1
PPIF
NME7
UPK1A


IMPAD1
GNPTG
USP28
BPNT1
POLR1D
C11orf63


PKLR
IP6K3
LOC105379861
MEIS2
KRT79
LRRC46


TEX26
GPRC5A
ID3
TMEM184C
KIAA0513
PTGDR


PLD4
SLC8A3
IFT43
B3GNT3
MAPK15
UQCRB


MRPL18
ANKRD55
NTMT1
FUNDC2
ENAH
COASY


PDLIM1
MBP
TMEM87A
LRRC39
EEF1AKMT1
RPS8


SYP
CAMP
SERPINF1
CCR10
NKG7
NAALADL2


ZMIZ2
PRKACA
MAPK15
ATP1B4
MECP2
EXOSC8


RELA
PTPN18
RBM11
SECISBP2
RPL14
SLC38A5


DEF8
PRAF2
MTHFSD
PTGER2
CDO1
SNRPB2


CSNK1A1L
MYLK2
PPM1M
TMCC2
R3HDM2
LRRN2


CDX1
AKAP9
C2orf54
DNAJB12
SPCS3
CNN3


PSMB4
TIMP4
FTL
BTNL9
ASPH
YAE1D1


TRIM43
ANKRD22
NPPA
ARHGAP6
CPSF4
TGIF2LX


SLBP
SFXN1
TEKT5
OR51E1
TIRAP
GP6


ZNF169
TRIB3
CD52
ARPC4-TTLL3
SLC25A15
IL20RB


CHIC2
MAB21L3
PGK1
ACKR1
CHMP4A
CYP2E1


SLC22A7
PIK3IP1
SLC13A2
STARD7
GPR108
USF1


GAGE5
ACOT13
ROPN1L
ZNF254
DAPP1
EMP3


SUCNR1
NMUR1
TTC1
P2RY2
F3
LOC541473


RNF2
PLIN3
SLFN5
SPATA32
CATSPERD
GSAP


XLOC_I2_009464
TMEM185B
MVK
GPX4
NO_MATCH_14
GPR84


DCTN4
GIMAP5
RPL3
ZFC3H1
PHPT1
GLOD4


NMUR1
ADTRP
FAM151B
ADAT3
TMED9
Mok


MC1R
CXorf40B
FUT7
DPM1
ACAT2
HTATIP2


CRIP2
RHEB
DYRK3
FDFT1
GATA2
ZNRD1


AMZ2
MAD2L1BP
WT1
ADAMTS4
DUSP12
B3GALT4


RPLP0
CDRT4
IRX6
STRADB
STK17A
KLRF1


ZNF830
TYR
FLAD1
IKZF5
VRK2
GPR6


TPGS2
TSSK6
VIPR1
NFYB
MTMR14
DNAL4


CCR6
PRCC
DUSP14
LINC00526
RAB34
TEAD1


SLX1B
FBXW4
ZNF626
HMOX2
CHRFAM7A
IL20RB


HOMER1
LNP1
LINC00482
SAP18
GALNT10
HNRNPA2B1


AIF1L
ESD
C19orf38
PPP1R14A
HYAL3
HAND2


GPR37L1
FBXO27
PNCK
PSME2
OPN1MW
TGFBR2


USP47
MOB3C
CHIT1
TMEM176B
HNF4A
ARHGAP32


APCDD1L
NMRK2
RXFP4
VTN
GPR84
PQLC2L


C2orf27B
CLEC12A
PBDC1
GPR160
MRFAP1L1
MRPS18A


RABL2A
WNT10B
GCLM
RIMS3
AQP11
AIDA


BBS10
PAQR5
CDNF
RARB
CALM2
ZC4H2


SGCA
KRTAP10-7
KRT73
OR8A1
IRGC
TIGAR


HVCN1
ZFP57
TPD52L1
C8orf46
HLA-DQB1
WDR25


TMEM140
SYNE3
NCOA7
KLHDC7B
CHMP4A
AIM2


SLC46A2
GPR151
CBR1
CYB5D2
VASH2
EP400


CLASRP
MOCS1
PRKACG
STAU2
CEP170P1
ZNF169


MTCH1
AKR1C4
NO_MATCH_153
LMO1
RASGEF1C
HS3ST5


CYP1B1-AS1
ATP6V1G3
GRB7
IL15
BAX
RPL14


S1PR5
MTRF1L
ADORA2A
PRH2
POLL
FSD1


TRIB1
LINC00260
MKRN3
BET1
GRPR
ASF1B


SH3BGRL
FADD
A4GALT
NUDT21
SPINT2
TSSK2


SEC14L3
RAB1B
ZNF684
TIMM17B
RAB2B
RPS17


SPATA45
KLHL14
KLK3
SNX12
FUCA2
OR1A1


NO_MATCH_104
NETO2
OBP2A
EIF3F
HRH1
MTFR2


XLOC_I2_011954
HBE1
ZNF562
AKR1A1
ATP5L2
ACAT2


NO_MATCH_30
GPR25
TMCO6
GALE
CYP1A2
CDK10


PM20D2
TRUB1
PCNP
AK4
NKX2-5
DKK2


RNF25
ADORA2B
FGF14
SF3B6
PTGFR
IRF3


DNAJC5
FFAR4
C11orf42
PGLS
SMIM12
FAM192A


METTL1
HHIPL2
CTSL
UBQLN2
DDX51
NO_MATCH_270


MRPS2
AKR7A2
STARD3NL
CCDC106
PDE4DIP
INVS


NUDT4
SELENOP
SBDS
DGCR8
AK4
RNF43


DRD3
NUDT1
KCNK17
CRHBP
SPATA24
TFF3


RAB7B
LMCD1
RBM15B
YIPF7
DOK2
GPAA1


MCCD1
CD48
NEIL1
LINC01465
MAPT
DENR


BAG2
PSMG3
GIN1
MXI1
EPYC
BCAS2


PGK2
AKR1C3
KNSTRN
UHMK1
TMEM177
MRPS23


HNRNPA0
TESK2
SLC25A5
ODF3L1
FANCD2OS
NO_MATCH_146


CCR9
RGR
SLC25A39
VPS29
MGAT5B
SPNS3


MORF4L2
GPR1
LIN37
SCGB1D2
PPM1N
MVB12A


NO_MATCH_260
NEU4
NKX2-3
ZFAND6
POLR2L
RET


SPC25
TSPAN15
ASCL4
SETD4
MC5R
SCAMP3


ZNF277
MAPT
SLC5A12
Dmc1
THEM6
GPR152


EXOC3L2
HLA-DRB4
ARF1
FPR1
BTNL8
KIR2DL2


COX5A
HAPLN3
PCBD2
SPSB1
C1orf210
GPR182


BCL7C
LARP1B
PCGF2
PGLYRP3
LINC00982
CDIPT-AS1


WNK1
GPR137B
PVALB
F8
FGFR4
PACRG


FBXO6
UROD
DLL4
TNFSF4
NO_MATCH_186
RHOF


KRTAP9-2
THEM5
KDELR2
RTKN2
NO_MATCH_197
DHRS12


SPANXB1
GNRHR
TXNDC8
NTRK1
ZNF580
MRPL20


TEKT4
BPIFB1
OR6K6
STK11
CAPS2
NO_MATCH_24


OSTC
TMEM183A
IDH3B
FAM170A
PVRIG
PBLD


NO_MATCH_194
PARP11
UTS2R
LPXN
PYHIN1
MS4A3


DPEP1
BLOC1S5
HTR1D
TFG
PSMB7
FTL


PAX8
ST6GAL2
CELA3A
TTC9C
CLEC18A
DSCR4


CSTA
C1orf94
GTF2H2C_2
C11orf52
CDIP1
TMEM100


C6orf136
OR13A1
HIST1H2BJ
COMTD1
HTR3E
CCDC103


NCOR1P1
LHX9
MAFF
ZNF692
GPR39
CCDC43


SPATA2L
MGST1
PPIG
HLF
UBXN2A
CRCP


WDR45
APOBEC4
GPRC5C
XRCC2
TRIM61
TIMP2


PRPS2
OPRK1
SYT11
SURF4
DYRK4
PNMA6A


MYL12B
PTH
FAM102B
BLOC1S2
AK4
CDKN2C


MRGPRG-AS1
TIPIN
NO_MATCH_1
ZCCHC13
TEAD3
NCOA1


HIF1AN
C1D
GSG1
RAB6B
C5orf24
SURF2


RCSD1
MMAB
CEACAM3
FAM136A
IL17A
LINC00471


ITGB3
RAB3IL1
TUBA1B
SPAG9
GNGT2
NAXD


PI4K2A
XLOC_I2_011911
FAM53B
TSPAN7
RAP2B
ARMCX1


HOXD4
NUPL2
S100A9
GPR171
CCDC71
NEGR1


NIPSNAP3A
CXCL5
IZUMO4
EDEM2
LINC01559
RPRM


PYCARD
ZFP36
RELA
SLC12A7
RALB
DEFA5


ZSCAN32
GLYCTK
MYL5
CYR61
RNASET2
CIR1


ARSJ
SPRY2
TRIB1
HOXB1
KTI12
CABP4


DESI2
IDNK
PELI1
LRAT
FABP7
ZMAT5


MAP3K12
Trim72
TMEM150A
DPY19L2
NT5E
FAM19A5


ZNF542P
BCKDHA
OR51G2
ACMSD
AES
XLOC_I2_015213


SNX21
MRPL47
MRGPRF
LOXL4
TMEM18
YBX2


PAQR5
WISP2
AP5S1
DALRD3
NO_MATCH_13
PHB


ARHGAP5-AS1
TREML2
GNB1L
WASHC3
MUSTN1
C1QC


PHF19
CYP17A1
UQCR11
GPR152
ATF5
FAM122B


PEF1
CCNJL
CHMP1A
PTMS
SLC19A3
LRRC61


UBE2B
S1PR4
RDH13
RAB17
RASSF7
NO_MATCH_169


MPZL1
CTSZ
GALK1
TMUB2
GALNT6
TSSK3


DMRT1
SMPDL3B
GPR176
MYBPHL
SCRN2
DRICH1


VMO1
HOPX
NRAS
SLC1A7
EGFEM1P
COPS3


AKT2
ZNF521
Mok
MZT2A
GPER1
MAPK10


SCP2D1
PTPN23
SLC10A1
TCTEX1D1
ZNF593
DIO3


STEAP1B
HPSE
SLC35C2
TMEM55B
BSCL2
CRYBB3


WFDC2
PNCK
TIAL1
EPPIN
ETS2
NO_MATCH_206


SKA2
HIST1H3F
CHKA
GDAP1
TGM1
PDLIM5


PANK2
GPANK1
GPIHBP1
SF3B4
HOXD10
PAFAH1B3


TARP
R3HCC1L
PLAC9
ZBTB25
SPP1
C22orf31


Timm8b
UBXN11
NUS1
INPP5K
ASB9
MT2A


SELENOV
AGTRAP
TMEM41B
TTC32
AGR3
MAB21L2


FCRL2
NAPRT
HTR3A
ALDOB
REG4
SCAND1


CD2
HLA-DRA
BTN2A2
TSFM
TBPL2
NIT2


TBC1D3H
AURKC
POGZ
CRB3
CTRB1
APOM


ARPC5
CLEC7A
ZNRF4
PDCD5
PKMYT1
IL36A


GABARAP
FAM219A
NDP
HAPLN2
AURKC
TAAR2


DEFB129
KCNMB4
PFDN1
OGFOD3
CSH1
HSD3B7


TTC21A
ASTN2
CSNK1A1
KLF10
RDH5
RPE65


RHBDD2
TIMM10B
RNF41
SH3BP5
SERPINE1
ERLIN2


RAB40AL
PTP4A2
TMEM51
CHST10
RCE1
XLOC_I2_004853


CSRNP1
CYB561
GABRR1
IFNG
DHH
NYAP2


ELK3
GRN
TTC31
PMF1
HOGA1
SNX11


CAPN3
XLOC_I2_003293
DNALI1
TtLL5
SNCG
KIR2DS1


PDCD6
DNAJC12
RNASE1
EGFL7
EAF1
TAPBPL


DUSP21
RPS14
SLC22A23
WISP1
VSTM4
CCDC114


CCR2
CCDC74A
C21orf62-AS1
SLC25A37
MLST8
SDC3


GPR68
LGALS9C
CEACAM7
P2RY2
STYK1
VGLL2


ANKRD33
KRCC1
BAIAP2-AS1
ABHD15
ART3
NEK10


DPH7
CLEC5A
CLN6
DTYMK
EIF4EBP1
OLR1


ECE2
SFT2D2
PRNP
C12orf45
ZG16
EMG1


LYRM2
HLA-DQA1
PSMB2
FPR2
GPNMB
PIP


PPIAL4C
FKBP11
JTB
OLIG3
SSH3
ZSCAN16


C2CD2
ZNF550
NO_MATCH_247
NSMCE3
ATP5L
THRSP


IL5RA
NO_MATCH_120
F2RL3
BOD1L2
IL32
PSMD8


ICAM2
GPR148
RPL13A
HYAL2
LEFTY1
EBP


HSPB6
CHRD
MCUB
SOX15
NMUR2
DRD3


GSTO1
SERPINA5
DIDO1
PKMYT1
GPX3
GSKIP


FN3K
KCNJ15
MMS19
OR13J1
GPBAR1
TMEM51-AS1


GTF2I
SRPRB
ADGRG3
TUSC3
ROM1
ANG


AP1S3
TSPAN33
GUCY1A3
ADAM17
RNF144B
GTDC1


PAGR1
BDKRB1
NO_MATCH_157
CRP
CLK4
HS2ST1


EIF3K
KLHDC8A
IGFL2
RNPS1
RABL2B
CCDC74B


RFFL
TIMM50
FNDC4
VGLL4
FIBIN
CPLX4


LPAR6
SGK3
C12orf10
NO_MATCH_114
GEMIN8
TTC4


PSG1
RAB26
SIN3A
CORO1C
NOSIP
MED20


UBTD2
DHRS3
GPX1
IHH
GJB6
MAX


SERP1
CHI3L2
RPL15
XLOC_I2_010511
TIAF1
KCNIP2


TCTEX1D2
TMEM86B
MED20
NPTN
ZNF385B
OR2AE1


COBLL1
SEMA4G
IQCF1
TMEM51
BTNL3
PCBD1


SND1-IT1
CXCR2
SLC47A1
ZC2HC1B
XLOC_010930
EID2B


PHF19
BGN
ALG13
MRPS16
TNFSF11
ALG2


SPN
TMEM89
RGS4
IDI1
KDELR3
MAPK3


HTR1D
RGS5
SLAMF9
RET
DCAF10
GPR18


SEMA6C
PMVK
XLOC_I2_015196
HCFC1
ZNHIT3
SERINC4


CCM2
FAM103A1
GRN
STC1
TXNDC9
C1orf94


ACKR2
PCSK9
MTRF1L
SURF1
DCAF12L1
PIPOX


TMIGD1
PRDX6
LRRC71
NDFIP1
DUSP4
RTN4RL1


CCL13
TAS2R3
NR0B2
POGLUT1
CDK5R1
MT1E


TMEM44
PRPS1L1
RABIF
PDIK1L
UBL5
IMP3


PLPP6
CCDC51
CLEC3A
SPAG7
TSSK3
GH1


NO_MATCH_31
NO_MATCH_269
GNRH1
SPATA3
SLC1A7
TPD52L3


LAT
NO_MATCH_267
RASAL3
SLC22A18
S100A9
DUT


CD300E
MMD
SPSB4
FASLG
DCK
LINC00314


OR2T4
Scrn2
PRPS1
PTK6
STAC3
C17orf78


APEX1
DHRS1
GRIN2B
RFK
GP6
FCRL1


GDE1
KRTAP1-1
ARSA
SLAMF1
LOC107984065
MAP4K3


GCSAM
PSCA
DPY19L2
TM4SF4
LRRC37A
FAM177A1


RNASE11
M6PR
HYPK
ARF5
ZCCHC16
FAM46A


P2RY6
NFKBID
XLOC_005712
LDHAL6A
TCTE3
NME1


CCL16
SCNM1
BDH2
NRN1L
NAIF1
C15orf59


VIPR1
YOD1
NPFFR1
APOD
DYDC2
ASB4


MIR1-1HG
TRIB1
42802
DCD
TMEM261
TXNL4A


TMEM107
RPL23
AKT2
LSM7
OR6V1
SMAD9


SMIM19
GPR162
EFNA1
PIANP
ZNRF2P2
DKFZP434K028


NDUFB2
SYT3
CLDN14
IP6K2
ACKR1
EIF4EBP3


KCTD21
P2RY4
FAM122C
VSIR
Tmem208
TM2D3


HBQ1
GP6
SUN1
B3GALT5
ATG10
AURKA


RAMP3
BORCS7
CTAG1A
KIF26B
HRASLS5
KRTAP19-4


HSD17B6
WDR6
NR4A1
FOXP1
FXYD3
TBX20


FCGR3A
PISD
SERPINA3
NPBWR1
C3orf38
VMAC


NFE2
INSIG1
HSD17B7
URM1
ITM2B
GAGE1


CSTL1
HEATR1
PTGER2
GPRC5D
GNB5
HCN3


FCGR3B
TDGF1
RPL37
DSCR9
SLA2
HN1L


C1orf123
PTGER4
SLC51A
RUFY4
QRFPR
C8G


RPL28
TWIST2
NXNL2
SRI
FAM63B
HIST1H1T


RAD9A
ZNF524
FAM213B
ISG20
SLC25A30
HBB


XLOC_I2_006425
TAF9B
TMEM37
POFUT1
HTR3A
RWDD3


IL3
SDR39U1
COMT
STK32A
Prrc2b
PRKAG1


TBP
NO_MATCH_165
Clk3
SNAP23
PDLIM7
PHTF1


S100A9
GINS2
STAG3L4
U2AF1L4
CRADD
LINC00508


CLDN12
WDFY2
SCIMP
APEX1
B3GALT5-AS1
P2RY14


MIS12
RNF138
SFXN4
UBD
SERP2
RNF212


ORAI2
RPS16
KLK5
KRAS
CCDC33
GPR157


GADD45GIP1
ZFHX2
MYL6B
SGF29
TAS2R13
GEMIN6


POP4
LOC650293
SPATS1
NRBF2
LHFPL4
IL6R


NUPR1
FAM8A1
MIF
RPS3
UQCC2
AURKA


FFAR1
PRUNE1
NINJ1
ELP6
CLSTN3
EMB


HYI
ODF3L2
CRKL
EDF1
AANAT
CCDC102B


SMAGP
TRHR
PRR22
MLC1
COA3
SERBP1


PHKG2
SMN2
LGALS1
PYY
PDCD1
MRPL43


NO_MATCH_266
DHRSX
PARP16
AHSG
SLC25A17
APTX


SNX27
PFN3
NO_MATCH_64
ZNF672
RBPMS
MBD3L1


RGR
KYNU
OR10H2
NME1-NME2
TPM3
MVD


SFR1
TAS2R42
ZDHHC12
LSM12
NAAA
TSACC


SAT1
PKD1L2
MAP1LC3A
CD300LF
MAPKAPK3
RPS2


SH2D1A
QPCT
CMKLR1
SSBP2
WNT9A
CLIP1


AK2
PDCD1
C8orf74
NO_MATCH_110
SEM1
GNG4


TYRO3P
ARL2BP
RXFP4
OXSM
TNFSF11
MLLT11


ZNF324
DEFB134
THAP8
RAC2
MTCH1
EBAG9


NPFF
MPG
DCN
TMEM107
GALNT12
XLOC_I2_009500


AICDA
HN1
PI3
OR6B1
CISD2
PLPPR5


RPP25L
Naa10
SPANXD
UBA6
GPR152
S100A3


TMEM174
YIPF1
IL7
RIPPLY2
TPRX1
HIST1H3H


Rpl36a
FOXS1
PTH2
C1orf158
OPN3
HYAL1


CDPF1
FCGR1A
FOXR1
TEX264
RNF24
SFTPB


NO_MATCH_129
GGCT
ATP6V1G3
UQCRQ
C7orf34
CNPY3


GH2
DEDD2
MTAP
CROT
ZNF718
KLHL35


IGFLR1
FAM167B
OR6N1
INIP
TREM1
FAM198B


S100A2
PNPLA1
NO_MATCH_122
PRR5
C11orf57
OSMR


SCN2B
MRPL30
SCRG1
PRKRIP1
WFDC5
DUSP3


GFRA1
OR2A2
ADCYAP1
ZNF544
C16orf54
IPMK


RHOQ
UFM1
SMDT1
RAB8B
TMUB1
RARA


SIK3
FBXO32
TXLNGY
SLC25A22
BLVRB
OPN5


LAG3
C1QB
MAPK3
NO_MATCH_99
WFDC9
FTCD


XLOC_012726
TAS2R60
GPR142
NRSN2
HMP19
SEC11C


C17orf64
ENY2
STK35
NT5C
SERTAD3
ZSCAN31


CHRDL1
NRP2
NAT8L
LRRFIP1
SOCS2
XLOC_I2_007111


TMEM55B
BIRC7
NTRK2
RGS8
SECTM1
NRG1


TPO
KLF6
AK4
NDUFA1
CHRNA1
ST8SIA1


PTGDR
EHBP1
ARPC4
REEP1
GPR34
IFT20


MRPS18C
ANAPC10
PNPLA5
SPACA9
COX5B
HIST1H4I


MCHR1
TMEM35A
RAB40B
C1orf74
ANKRD42
ZPLD1


CCL8
PQLC1
FAM174A
HSPB11
XLOC_I2_010863
MRPL57


TAF12
KRTAP13-1
UNC119
CH25H
PAGE2
GINM1


KCNK4
CYB561D1
A4GNT
DLX6
TMEM171
TMEM31


PLPP6
CTLA4
OAZ1
ANG
SUB1
NO_MATCH_78


C8orf58
RCAN3
PLA1A
CHCHD1
C15orf53
KRTAP15-1


G6PC3
XLOC_I2_009492
GNRHR
XCL2
CLDN4
SMCO4


DUSP7
TTR
SMIM21
TMEM239
LRP1
TUBA1B


CENPW
AP5B1
LURAP1L
TEX36
PRKAG1
UBE2J2


PDE6D
PLAC8L1
DMRTC2
ACOXL-AS1
C2orf76
NO_MATCH_171


ATP5H
DERL2
KIRREL3-AS3
FAM189B
KRTAP13-2
FXYD7


FKBP1A
DBNDD2
MRGPRX3
PTPN22
SCGB2A2
CCDC24


NPFFR1
C2orf88
IL9
TIMM22
EPO
CIB1


FADS2
ATP5D
XLOC_013551
VSIG2
OR2A4
STPG3


CELA2A
ERBB3
GPR148
DNPEP
ZFPL1
TEX261


THAP7
BHLHE23
LCN6
NDUFS6
CDCA5
CCL5


LOC100653061
PARM1
KLK4
TPST2
FOXA3
FCGR3B


CELA3A
NDUFAF5
RPS10
HIST1H2BN
ATP6V0C
INO80C


DUSP13
PERM1
FDX1L
CNOT7
CELA3A
RAB7A


LY6D
PEX11A
SEC22C
OSR2
ATP23
SOSTDC1


EMC6
NO_MATCH_136
APOC2
PAGE5
KIF19
VAX2


HIST1H2BK
GOLT1A
IL36G
PHF5A
GNG11
HOXB5


GSTA4
SLC10A3
OR6M1
RUSC1-AS1
LOC151760
RAMP2


C1orf105
CELA1
CCDC126
OBSL1
XAGE2
BIN3-IT1


RNASE7
GP9
EIF4E
KLHDC9
FAM46B
C12orf49


MRPS11
LOC400710
MRO
SYNGR1
ST20-AS1
DPF1


DUSP9
ATP11B
TESMIN
TMEM14B
NKAIN4
LINC01657


FXYD3
LINC01667
MARCKSL1
NDRG1
HSPBAP1
GPR20


GPR146
UBE2V2
GZMB
NINJ1
MUM1
CLDN6


ISOC2
PTGDS
XLOC_I2_006955
MTMR11
HTR3D
LOC403312


MAIP1
CYSLTR1
NFKBIB
SUMO1
OPCML
CRYGC


SFTPA2
CA13
TACR1
ATP5J
CXXC4
42796


CCDC69
NPBWR2
LHX6
SPATA25
TREX1
NXPH3


RPL27A
PLA2G4D
MRAP2
OVCA2
FAHD2B
LINC00346


KCNE5
C6orf226
NTM
ZDHHC16
TTC9B
NO_MATCH_159


OSTM1
XBP1
IL23A
FAM74A1
NINJ2
LOC107987001


TACR2
AXIN2
HSBP1
HIST1H3A
CDK3
FXYD6


PILRA
APLNR
DEFB127
C8orf33
APBB2
KLK10


CDC42EP1
ABHD17A
RXFP4
C6orf120
CCDC189
ACY3


BATF3
KCTD7
COQ4
NO_MATCH_109
HOXA5
SSTR2


Trim41
NTF3
FAM180A
AGPAT2
VAMP2
OR2T27


LDB3
KLRC1
FDCSP
HOXD9
LOC146880
PCBD1


RD3
TMEM17
LRRC28
TDGF1
MAGEA1
ANAPC13


GHSR
GPRC5C
TEX264
MORC2-AS1
CXCL6
RNF152


NO_MATCH_44
STX12
NO_MATCH_167
IFNL1
HMGN2
GPR180


MEX3D
TBXA2R
NO_MATCH_139
AQP5
PLA2G15
UBE2D1


POLR2E
TM6SF1
C11orf68
RAMP3
DCXR
SFTPC


NDUFAF4
SLC35E1
FRMPD4
Ccdc28a
ROR2
CSF3


C19orf48
SLURP1
SPINK7
TGIF2
NECAP1
GZMH


CKLF
FAM218A
PTGES2-AS1
LOC105376844
ZNF300P1
CRYGA


VAMP4
FAIM2
LACRT
LIMD2
CTBS
KRTCAP3


NGF
GTPBP8
YKT6
NO_MATCH_142
SLC10A3
SDHAF3


MT4
OR6B2
CER1
PEX11B
LINC01587
TMEM51


SWSAP1
RPS27L
TSSC4
PTPN22
PNPLA4
LEFTY2


EIF1B
XLOC_013281
SCGB2A1
AMTN
SLC31A2
SPATA46


MPDU1
LYPD1
FABP2
FGFBP1
KIF25-AS1
PLP2


PSMF1
C9orf24
NFATC2IP
GALR2
IFNA2
ATG12


LOC107987205
IFITM3
DLK2
KLK2
C1orf64
HOGA1


CSDC2
ACYP2
C10orf55
IFNA5
DIRC1
CDA


GNG7
FAM124B
REG3A
KRTCAP2
IMPA2
TMEM136


TRIM35
CCL26
KRTAP3-1
GULP1
HIST1H2AJ
LINC00479


XLOC_013643
ATOX1
















TABLE3





RNAseq of OCI-Ly1-R vs OCI-Ly1-S




















SYT11
PARM1
MAP1A
GPM6A
ROBO2
RGS16


AOX1
CDK6
IGKV1-5
RP11-539I5.1
BEST3
TRIM46


PLCL2
GLUL
YES1
P4HA2
CD48
NOL4


IGLC6
GATM
PYHIN1
TRO
C7orf72
DZANK1


TLR7
CRYBG3
RP11-284N8.3
SGCB
PLEKHO1
KCNA3


MIAT
BACE2
FCRL1
KIFAP3
DOCK10
KIF5C


NPL
C14orf132
FSD1
SLAMF1
NRP2
SOX4


SLC12A8
CD69
MORC4
SPIRE1
CNKSR2
VANGL2


ST20-AS1
KIAA0040
HMHB1
QSOX1
TNFRSF21
GALNT2


NAP1L3
LY9
CEACAM1
RP11-544M22.13
AMICA1
LRP6


BMPR1A
CDYL2
CYP2U1
CBFA2T3
KCNMB2
SIGLEC10


PRAMENP
OPTN
ATP8A1
STX16-NPEPL1
BEX2
ADAM22


PDE4DIP
SNED1
ANKRD50
LINC00649
ZNRF2
NFATC4


ADAM19
TRAM2
ARHGEF6
CTSH
FAM198B
CD1D


NPNT
PAPSS1
TWSG1
PELI1
IGF1R
ADARB1


HEY2
RAPGEF5
RP11-196G18.23
C4orf36
CENPL
TP73


ARHGAP30
RAB39B
AFAP1-AS1
LAMC1
MED12L
CTD-2561B21.5


MEF2D
MSANTD3-TMEFF1
PBXIP1
PCDHB15
PRCC
S100A10


MEGF11
UBE2E2
NBPF9
CDC42EP3
MAGEA3
TRAF3IP3


PRAF2
GLDC
CTD-2517M22.14
DNM3
WHAMMP2
LRRC8C


ZBTB38
COL18A1
DNAJC12
RCSD1
ATP8B2
CHST15


LINC01138
SMCO4
MSTO2P
SLC25A24
CD80
NRG3


CBLN3
PEA15
CCDC74A
MEX3A
SESTD1
TSTD1


TRBC2
WDR35
NPIPB9
LDOC1L
ASH1L-AS1
MCL1


NBPF11
RP1-152L7.5
TMEM2
ABCD2
DTD1
RIT1


RP11-876N24.1
NUDT17
AGMAT
SNX27
ATRNL1
RP11-796E2.4


DUSP12
ADPRH
NFATC2
RPS27
ACP6
CHD1L


TRPS1
SUCO
RNF2
ARNTL2
WDR17
TMEM256-PLSCR3


PHLPP1
ASAP3
MEST
DYRK3
ITGA3
SLC9A9


ADAMTS6
RP11-16K12.1
NBPF19
PCDHGC3
CAND2
CADPS


NETO2
FAM163B
PYURF
NBPF15
CDC42SE1
ACBD6


AC006978.6
DLEU1-AS1
TET2
UBQLN4
VPS72
HACE1


SLC18B1
SF3B4
MPP1
ETV3
MAGEE1
YY1AP1


RASGRP1
IQGAP3
MGST3
RFX5
RNASEL
FZD3


SEC14L2
HIST2H4B
KLHL20
PRDM5
UMODL1
IFI16


RP11-495P10.1
ARHGEF2
PIP5K1A
MRPS21
GORAB
MPC2


CICP16
PPOX
ADIRF-AS1
TNFRSF13B
CEACAM21
SIAE


PMF1
FCRL5
SLAMF6
TADA1
ILF2
ENSA


METTL18
PROX1
LINC00869
CTIF
TSC22D1
RP11-514P8.8


NBPF12
GPR89B
PDZD2
SCYL3
VAMP4
CCR7


SSH3
SETDB1
NUF2
HAX1
FCRL2
QKI


B4GALNT1
SGCE
AXIN2
VWCE
RGL1
LBH


CKS1B
UBE2Q1
NBPF14
SLC25A44
PIGC
MYEF2


VPS45
PYGO2
PRUNE
GPATCH4
PITPNM2
COLCA1


S100A4
BTNL9
BTLA
ARNT
AC074289.1
AZI2


DTX3
ZC4H2
TMEFF1
CARD16
COPA
NME7


PMF1-BGLAP
CTA-293F17.1
HDGF
IGSF8
SEMA4A
POGK


RP5-940J5.9
APLF
MRPL9
WI2-1896O14.1
PELI2
USF1


XPR1
TTC3P1
CYP2R1
CCT3
LRP4
RP11-44F21.5


ZSCAN9
RGS8
BBS9
RAB3IP
PSMD4
RPRD2


HEG1
PRKCB
PFDN2
LINC00921
FAM102B
PTPN12


RELL1
BCL11A
PRELP
MTURN
UBASH3B
ANXA2


POLR3C
AC006129.2
AFAP1
SLC26A1
IRS1
C1orf112


ADAR
PI4KB
PODXL2
C1orf220
ANP32E
LRRN3


STAMBPL1
CREBBP
PIK3CA
PLEKHG2
FAM167A
FMO5


FIG4
PLK2
APBB2
SPA17
ARHGAP21
PSMB4


TPM3
MARCH3
ISG20L2
RHOU
CH17-472G23.2
CDHR3


PHYH
DCAF8
NCSTN
GON4L
PKP4
MYO5A


HELB
ABI2
ZNF845
PMVK
ADA
SELL


TIPRL
PEX11B
GFOD1
CGN
HIST2H2BE
PCGF5


ZNF831
SHC1
LINC00441
RUSC1
TBC1D3G
APCDD1


FAM175A
DEDD
UFC1
ATP6V1G2
USP46
RMDN2


PRDX6
SCAPER
FOSL2
ZBTB37
PARP15
PDGFD


RP11-404F10.2
MSTO1
PSD3
CCSER2
GGT7
ZNF641


RP11-196G18.22
PPP1R3F
NPAS2
RGS3
TSEN15
CLK2


RP11-294J22.6
GATAD2B
RASSF6
SLC39A1
PRPF3
CARD11


CFAP73
RP11-458D21.5
CH17-472G23.4
TICAM2
AHDC1
RASGEF1B


EDN1
SGMS1-AS1
XXbac-
SNAPIN
SHOX2
NFKB2




BPG252P9.9


BIN1
XXbac-
RP11-543P15.1
INTS3
ATOH7
EVI5L



BPG154L12.4


DUSP10
TUBA1A
CHST6
SLK
CYP1A1
RP11-337C18.8


FER
ITPRIP
ELL2
KCNMB4
HDAC4
LMO7


PDE4B
CAMK4
UBAP2L
FLAD1
RAG1
RASGRP3


GPR155
BCL9
CA8
BLZF1
PRKAB2
GBAP1


PIAS3
CERS2
MAST4
JTB
SCAF1
ITK


NIT1
PRRC2C
FCRLA
CCDC167
CREBL2
VPS54


RNF144B
RP11-296O14.3
DCAF6
HIST1H1C
CCNB3
LINC00461


SSR2
DAP3
RAB9B
SLC19A2
FCGR2B
PCDHGA12


APH1A
NBPF20
RP11-175B9.3
INPP5F
SMG5
MPZL1


GCSAM
CHTOP
RNF115
APOA1BP
SH3BP5
BCAT1


MAP2K6
RP11-134O21.1
UAP1
IGLC3
ABCB4
PAPSS2


CTTNBP2NL
CTD-2368P22.1
DDX54
CRTC2
ATP1B1
GOLGA8N


RBM8A
LPP
TNFSF8
AFF1
PEX19
CASP1


CTC-490E21.11
XXbac-
POGZ
STARD3NL
SCNM1
SEMA3F



BPG283O16.9


ZBTB7B
RP5-1028K7.2
RP11-87G24.2
CTD-2036P10.5
TIAM1
MIR3180-1


RFNG
PCDH9
RALGPS2
ATG9B
KRTCAP2
PRDM15


ID3
RP11-830F9.7
AC009299.3
C1QTNF6
RRNAD1
TOR1AIP2


RFWD2
CRISPLD2
ILDR2
TARS2
MEX3B
SYNE1


NPHP1
ARHGAP17
IGLV3-27
KCNJ1
SETD1A
GPR89A


ALDH9A1
SYBU
GBP2
MRPS14
PEG10
SNTB1


CD84
GAS5
GABPB2
IL23A
CMAHP
LRIG1


LYSMD1
PLG
RP5-1068E13.7
SPOCK2
NOTCH2NL
AGO4


CACYBP
GARNL3
FCRL3
ABHD6
AC240274.1
MPP2


METTL13
LAMTOR2
CTC-436K13.5
EFNA5
TAGAP
NBPF1


ATP8B1
RP11-452N17.1
USP21
GNG2
KIAA1211
AC091132.1


C3orf52
PCDHB14
CEP350
RP11-1070N10.3
CSGALNACT2
LINC00624


MTM1
CEP70
SFXN5
EFHC1
TMEM79
GIMAP2


SNAI1
ARPC5
DENND4B
CP
LINC00863
IGHG1


PTPN4
ZNF71
STX6
RP3-428L16.2
RP3-455J7.4
SPHK2


TMEM14A
GPR137C
CACYBPP2
CTSS
ARHGAP5
RGS5


UCK2
ABL2
MAP7D3
TUBB2A
STK38L
KCTD17


HCST
MRPL24
RP11-132N15.3
C11orf49
MICA
NYNRIN


DPYSL2
LRP5L
RP11-156K23.3
OXTR
YPEL1
MIF-AS1


FBXO16
IPO5P1
DUSP6
RBMS1
ARHGEF38
CUZD1


LYPD1
C1orf43
IRF4
DDAH2
NANOS1
ZNF653


RECK
PXYLP1
ARL3
PFN2
PTRHD1
ASH1L


ZNF80
TMCO1
CH17-189H20.1
DLGAP1-AS2
RP11-77P6.2
GSPT2


RP11-363E7.4
NPIPA5
RIC8B
TCAF2
RP11-843B15.4
PPP2R3B


PPP2R3B
SRGAP2B
AIF1
MYL12B
MLLT11
STOX1


MYO3B
LRRC1
TSC22D1-AS1
SRGN
UGT8
PRRT3


PLEKHA3
SMG7
KCNH2
GPD2
KYNU
ARL4C


NBPF3
FMNL1
EDEM3
KIAA0907
SYDE2
CYTH4


ROBO1
FAM157A
WDPCP
CACNA1C
LRRC16A
PCNXL2


SDHC
C3orf62
AP3S1
EGR1
CCDC141
TRMT1L


MYOM2
RP11-564D11.3
RP11-428K3.1
MOB2
LRRC70
TOLLIP


PRCAT47
SYNE3
CCDC122
RPGR
TMCC1
FRMD3


IGLC2
ICA1L
CORO2B
F11R
ANKRD36BP2
SWT1


SLAIN1
C9orf72
CMTM8
BDNF-AS
ATF6
EFNA4


PCNX
MAP2
ZDBF2
FCRLB
FDPS
PPFIBP2


WDR86-AS1
DYRK4
SDCBP
INPP4A
CRNDE
PHF21B


GOLPH3L
SETBP1
RGS5
ZNF521
PDCD11
SLC36A4


EFNA3
TCEAL4
SCAMP3
CACFD1
CECR1
RP11-67L2.2


HIST2H4A
FAM189B
ABCA6
AGK
ITPR2
HABP4


ZBTB8A
LCMT1-AS1
CTD-2162K18.4
FILIP1L
AFAP1L2
TMTC2


ZNF493
SEMA6A-AS1
LLGL1
KLHL25
SCIMP
ZNF511


SFR1
IVNS1ABP
RP11-160O5.1
OSER1-AS1
SLC14A2
AC005795.1


RELB
ABHD12B
CEP126
TPST1
C2orf48
ACVR2B


RP11-734K23.9
GBA
AP001062.7
PKIA
ADAMTS7P4
PLA2G4B


TRIM8
MREG
ATG4C
FAM72D
RP11-422P24.12
WASF1


NBPF26
LRRC37A6P
POLR3GL
TRPM1
ABCA5
CH17-353B19.1


AC245100.1
GALNT18
STX11
BBS5
RNF144A
SNURF


PEPD
ENPEP
TCP11L1
ARMCX6
ACSF3
TNFSF4


ZNF90
DDR2
AIM2
ACER2
CAPSL
FGGY


SOAT1
RP11-471N19.1
ZDHHC2
MAP3K1
TSPYL4
NCF2


GNA12
IKZF5
MAN2A1
RP1-178F15.5
EXOG
CNIH3


PNMA1
MFI2-AS1
RP5-1098D14.1
HIST1H3G
CSPG4P12
RPS6KC1


MINPP1
RP11-326G21.1
DARS2
BTBD9
PDCD4
TGFB3


SYNGAP1
AC099342.1
GLYATL1
TOM1L2
S100A6
RIMS3


PANXI
RP11-887P2.3
CCDC17
ZC3H12B
BLNK
CDKN2D


PHGDH
NCK2
LGALSL
PYGL
ST3GAL5
ASB8


BORCS7
RP11-876N24.2
GADD45A
BCORP1
RP11-290F5.1
KIZ


RP11-337C18.10
TNFAIP8L2
NUGGC
NBPF10
SLC50A1
TOR3A


TUFT1
MTSS1
TAF9B
USMG5
RPS6KA2
NOD1


ADGRB2
BDH2
FCGBP
RP11-437B10.1
ANKH
HS6ST1


KLF5
ANKRD34A
ITGB8
DNAJA4
FANCC
RGS10


DUXAP8
CCDC28B
RP11-336K24.12
CBX1
ANKRD20A2
LPP-AS2


CAMK2B
STAT5B
JARID2
SAP30
USP27X
CALD1


H3F3AP4
IL17RA
CLGN
DRP2
ZNF780B
TBCK


RP11-105N14.1
SMIM24
S1PR3
FAM72C
PACS2
USP2


DUS3L
SCRN1
MCF2L2
ANXA11
CCL3L3
ATXN3


ICK
ATP6V0E2-AS1
ACTN1
DGAT2
TCEAL8
JAZF1


TNFRSF17
RP11-73K9.2
LHX4
ACKR3
SPRED3
EML5


SRGAP2D
AHR
RPLP2
FBXO15
ZNF687
SSBP2


MSRA
CFAP157
DHX9
SFT2D2
SLC25A28
SASH3


RP11-53B2.6
LL22NC03-N64E9.1
HBEGF
NPHP3-ACAD11
UHMK1
RP11-159H10.3


GKAP1
FAIM
LPIN2
SIX4
PNOC
BTD


OPN3
FZD5
DUSP8
RP11-126K1.6
MAD1L1
KDM5B


GLMP
LINC00278
FAM219A
ADAM32
PPP5D1
TCAF2P1


PIANP
KLF9
ANKS1B
KIF20A
FZR1
TNRC6C


JAG2
ERMN
RAB25
PJA1
RP11-774O3.3
RP11-522I20.3


CDK5R1
AC021106.1
GNAZ
ZDHHC8
SETP9
LRRC47


TLE1
JAK1
MTMR2
NEDD4
DHRSX
DHRSX


ENC1
HK1
SLC30A1
PCGF1
CTD-3222D19.9
PLEK


ZDHHC14
IL10RA
BCL2L2
NT5C2
FOXD3-AS1
BOLA1


SNHG8
DPF1
ARPP21
TXNIP
ZSCAN12P1
HIST1H2BJ


MGLL
B9D2
RP11-56M3.1
DOPEY2
EYA2
SMARCD3


LIX1L
GHITM
CMTM7
SSR4P1
CBX6
SLC10A5


CNR1
SUPT3H
RP11-352M15.2
BTRC
PKD1P5
IRAK1BP1


BRSK1
KATNAL2
CD160
SCN1B
YPEL2
WDFY2


HDAC5
RPS13P2
LINC01102
RGPD6
CORO1A
MICAL1


RP11-363E6.4
CTC-436K13.1
TCAP
RCOR2
STARD10
IGKV4-1


RNASEH2C
GTF2IRD1
TNNC1
ARMCX2
RAB23
AC006946.16


ARHGAP44
TAF8
SNX24
RAVER2
RP11-365P13.5
KLHL32


SLC9B2
MED12
VARS
APBB1
RPS6KA4
GLTSCR1


LEF1
NPIPA8
IFI27L2
GSAP
RGL4
TMSB15B


KCNN3
PITPNM1
PTEN
FSD1L
CALCOCO2
PCDHGA10


TMPRSS13
RCN2
ZNF583
SBNO2
GAK
GGH


AP001372.2
POLD1
RP11-1415C14.3
ZNF862
RGS13
IMPA2


PIM2
AC093724.2
ZC3HAV1L
RP3-382I10.7
DCAF15
CTA-390C10.10


GSTO2
SLC25A29
AOC2
NUDT4P1
NUDT4P2
PIGCP1


IFIT5
ZBED1
ZBED1
RP11-542M13.3
CD247
UCHL1


RP1-111C20.4
AC007040.11
KIF16B
RP4-647J21.1
VAV3
NAP1L5


PRR29
RP11-278C7.3
PIP5K1B
TERT
PAQR6
DLGAP1-AS1


C3orf18
SEMA4C
RP11-875O11.1
GVINP1
RARA
RP11-620J15.3


FLNA
RP11-119F19.5
GPC1
KIF13B
OAZ3
THUMPD3-AS1


SRP54-AS1
VILL
PPP4R1L
TAPBPL
SH2D3C
GALNT1


CDK18
ZSCAN16-AS1
RP11-29H23.5
AC019118.3
ASPHD2
ULK1


SLAIN2
CD1C
PTBP2
GRAMD1A
CARD10
HCN2


PPM1H
RAB37
CSRNP2
FAM120C
CBX4
RP11-10K16.1


ESR2
RP11-196G18.24
LINC00667
CERCAM
RP11-422P24.11
CTD-2270L9.4


FNBP1L
ZNF230
NDNL2
MYH3
SENP3-EIF4A1
SYNGR3


TIGIT
PLTP
AC129492.6
RP11-93K22.13
BRF1
HNRNPA1P7


H1FX-AS1
AC006128.2
ARID5B
SORT1
CFAP20
GAB3


TESK2
VPS9D1
CLCN5
BANP
POU4F1
AL365181.2


C10orf76
RHBDF2
USP46-AS1
GABBR1
TAGLN2
RP11-121L10.2


HIST1H4H
HIST1H3H
RP11-216L13.19
RP11-706D8.3
PDE11A
PPFIA3


PLGLB1
ST3GAL4
NDUFS2
STARD5
DUSP5
ABCB1


EP300
PRSS16
MED25
SMARCC2
NATD1
RBM12


ASMT
ASMT
EVL
FZD2
TOR1AIP1
CCDC61


RP11-91K8.4
CAMKMT
LINC01226
ZNF516
TAB2
DMWD


ZBED3
RGS2
THAP8
PPP1R13B
RP11-641D5.1
LPAR4


RP11-398C13.6
CBX2
KCNMB3
CTC-378H22.1
PPP1R14BP3
ENTPD1


LIPT2
TOMM40L
RP11-611O2.3
MAP3K14
KEAP1
RP11-673C5.1


ISL2
ERAP2
AKR1B1
WAPL
TMEM265
DGKD


RNF146
SNX22
UBQLN4P1
C1QTNF3
FAM110A
DLG4


RP11-21K12.2
SPRED1
CYP4F29P
KLHL7
ZNF571
A2ML1


METTL25
PIP4K2A
IL16
ZC3H4
GPR19
ARHGAP23


TTTY15
ZNF443
RP11-571M6.7
IER3
ZMYND11
PRC1-AS1


FERP1
GH1
CELF2
RUFY2
RP11-403I13.8
KLC2


CCDC191
FOXP1
RP11-36C20.1
FAM24B
CHD3
TEX41


SH2D2A
MAP1S
RP11-706O15.5
GOLIM4
MXRA8
DPM3


TSPAN18
ACBD7
CBX7
HIST1H2AC
TMEM254
TMEM170B


EHMT1
ZNF850
RP11-35G9.5
BZRAP1-AS1
DEPDC1B
GUSBP9


RP11-404F10.6
C4orf32
CDC42BPB
GABARAPL1
RP11-481J2.2
SPATA7


TOX2
EFNB2
MAGED1
USP11
POU2F2
ATP6V1B1-AS1


KLRC2
AICDA
ZNF438
HIVEP2
MMD
RP11-197N18.7


ACRC
RP6-74O6.2
CYB5R2
LENG9
LINC01559
MTCL1


GLUD1
C1orf198
PGBD1
PLPP1
GLTSCR2
ZEB2


NUDT6
B4GALT3
CTD-2336O2.1
CH17-373J23.1
RP11-771K4.3
FCGRT


SCN4A
HIST1H2BD
PSRC1
CTD-3203P2.1
IKZF3
FAM153B


AC004623.3
ARL4D
RP11-277B15.3
ALDH16A1
CALHM2
TIGD3


AC116366.5
HIST1H2BL
FAM195B
MARCH9
PHC1P1
FNDC5


RP11-464F9.1
TPM4
RBM11
HIST1H2BC
ITGB2
LINC01481


PHC1
MAPKBP1
AC010642.1
ST6GALNAC6
JADE3
HORMAD1


USP12
TGFBR2
C22orf34
TYK2
IGF2BP2
ANO6


DKFZP434I0714
RP3-486I3.7
HSF2
GALC
CTNNA1
MYO1G


FAM156B
TTC24
FAM89A
HIST2H2BF
KIAA0355
SSX2IP


LTBP1
FOXD2
CTD-2270P14.5
PAK1
GPATCH2L
RP11-1280N14.3


HECTD2
XPNPEP1
PIK3R3
RP11-76I23.7
ZNF385A
DNAH11


RP11-328P23.4
KIAA1614
KCNC3
XXbac-
ATRN
NCEH1





BPG299F13.17


DHFRP1
ZNF765
ARL10
FAM20B
RP11-367G6.3
RFPL4AP1


TMEM67
SIT1
CTD-2521M24.6
FAM45A
KRT18P34
RABGAP1L


IDS
MYLK3
RP11-1079K10.3
TAF5
FAM212B
ANG


PDK3
CA5B
RP11-1070N10.6
ZNF559
LIPE
C11orf24


TP53BP2
H1FX
AKIRIN2
TOP1MT
AB019441.29
KBTBD11


AC093642.5
SRRM2-AS1
AKT3
CAPN10-AS1
FAM215B
GPR161


RNF19A
RAD51B
MANF
PKD1
ABAT
OVOS2


RAB11FIP2
PKD1L1
ZBTB42
CTC-490E21.14
ACTN4
KCNIP4


CCDC112
RP11-133K1.7
SBF2
RP11-20I23.13
RP11-10N23.2
RP11-553L6.2


RP11-111F5.8
BAG3
FAM174B
LIMK1
RPL23AP21
SORL1


TNRC6B
EHD1
RP11-967K21.1
KIF11
OGG1
HPSE


HLA-DQA1
RP11-53B2.3
KCNA2
EGR2
RP11-500C11.3
SNRPEP4


C16orf74
KLHL6
RAP2C
GPR55
CGRRF1
C11orf84


GS1-358P8.4
PDE6D
DOCK4
RP11-175K6.2
TMEM216
ZNF439


MAP3K4
TCF7
RP11-67C2.2
ZSWIM5
FAM168A
R3HCC1L


CCT8P1
TCF3
ACACB
STK39
EGLN1
LDB1


CA14
DIRC2
L3MBTL3
LLNLR-245B6.1
WDR27
FKBP7


RASGRF1
EXOSC1
PAFAH1B3
RP11-312J18.5
MIR34AHG
XXYLT1


ANKRD13B
RAP1GDS1
CTD-3222D19.12
PRKCA
KCNK12
SLC1A2


ZBTB39
ELL2P1
TUBGCP2
UBE2C
RP4-570O12.3
EHBP1L1


NELL2
FAM161A
HEBP2
KCTD12
LINC01297
RP11-175K6.1


RP1-178F15.4
CEP170P1
S100A1
IRF6
RAB11B-AS1
FTO


B3GLCT
CTD-2287O16.5
RP11-343C2.12
ZNF35
VPS41
IGLC7


HGS
CUX1
GOLGA2P7
RP11-797H7.1
PTPRU
OGFR


CBX8
AC241585.2
RAD51
ALDH18A1
SAMD4A
ZNF708


FST
RP5-940J5.6
NUTM2A-AS1
AKAP3
PDCD2L
EPOR


KIAA0319L
AC072062.1
DDX10P2
ADGRL1
ARHGAP19
ZNF816


APITD1-CORT
RP1-193H18.2
ANKRD6
TRIB1
MARCKSL1
MX2


LOXL2
RP11-517A5.5
ANTXRLP1
CDC14A
PFN1P8
RAB3B


PIPSL
EGLN2
RP11-467H10.1
RP11-468E2.5
RNF25
IQCD


MYB
SIX5
CTC-453G23.8
MT2A
AKAP5
AP003068.23


RP11-110I1.14
ETV6
MSANTD3
CD2BP2
MURC
LGALS1


RAG2
ANKRD24
RAP2A
ATL1
RP11-696N14.1
MTX1


SLC35D2
ZNF93
SYT17
C4orf3
OVOL2
NR5A2


ZCCHC18
BIRC3
ZFP30
RP11-761N21.2
WBP5
EVC2


RALGPS1
UMPS
MRO
CTBP1
YPEL5
KMT2B


FAM221A
CTD-2562G15.3
RNF24
APOC3
PPP2R2D
KATNB1


OTUD7B
RP11-286N22.6
OVAAL
IGLV10-67
RP11-753C18.12
GNA11


RN7SK
SPINK2
NAGK
RP11-34F20.7
RP11-573D15.9
GLRX


ARHGAP25
TIAM2
CEP55
TRIM17
BCL6
AC144449.1


AP001432.14
MZF1-AS1
METTL12
IKZF1
FABP5P7
ZNF177


CD244
KCTD1
CTB-31O20.4
SAMD9L
RP1-267L14.6
NLK


LYRM4
APOC4-APOC2
TRIM3
HMGN3
MARCH2
CAMSAP1


SPATA5
THEM4
CTNNB1
RP3-467N11.1
MYL12A
ASB2


PCDHGA1
PPP1R26
RP11-506M13.3
CABLES2
MAP3K14-AS1
CAPS


U47924.6
RAB31
FAM57A
KIAA1024
BCL2L1
TTC31


RP11-757F18.5
FGD2
RP11-196G11.1
PHC3
UXS1
KMO


CTD-2545G14.6
EAF1-AS1
CIB2
GTPBP1
NUDT4
ARID1B


FTX
CCNYL1
CASP9
ALG14
CH17-174L20.1
SNORA59B


MAPRE2
RP11-713N11.5
CASK
MARS
TSPAN11
RAB11B


C2CD3
CLDN4
RP11-466A19.8
RUSC1-AS1
ZNF136
KCNK9


CCDC186
BBIP1
B4GALNT3
MSI2
RRN3P3
FAM222B


SPOCD1
RP11-308D16.2
PSIP1
ZFYVE27
SGK1
ERCC1


TUBB3
LINC00854
KCNJ16
ST3GAL3
CREB3L4
TAPT1


CTD-2583A14.10
LINC01311
RP11-87G24.6
FZD8
TLDC1
NOLC1


ZYX
RP11-328C8.4
ALS2CR12
ST13P3
C18orf32
AVPR2


DNMBP
TBC1D23
KHNYN
PTPN9
RGS20
RP5-894A10.6


NUDT22
RP11-131L12.3
EIF1B-AS1
C2orf42
RNF41
SETP14


TFDP2
CD5
CTB-50L17.8
NOMO3
C1orf226
SPATA13


C17orf53
EXTL3
RAB11FIP3
CTD-2319I12.10
SLC39A10
HIST2H2BD


FLOT1
RP11-566K11.4
SON
CAPN10
GPLD1
ATP2C1


LINC01054
RP1-223E5.4
BAIAP2L1
RP11-624M8.1
CNPY4
RRP12


RP11-466F5.8
TMEM129
LEPR
MICE
MTA3
TM9SF3


CXorf21
FUT8
RP1-153G14.4
U1
ZFP82
CEND1


ZXDB
SLA
AF011889.5
PGM2L1
PLEKHM1
TPM1


RP11-378A12.1
BMI1
RABL6
RPLP0P6
AGO3
C6orf1


RP11-26J3.4
NRL
Z84812.4
DDA1
LY86-AS1
TTC3


C14orf79
RP11-1319K7.1
MIF
AC006129.3
AC009303.2
KIF15


CYB561D1
UBE2FP1
CRHR1-IT1
KDM1B
KCNAB2
SPIN1


HOXC4
FMOD
SSBP3
RP11-532F6.3
AGAP7P
GBF1


KIAA0430
DDIT3
HIST1H2AI
MPZ
C5orf66
TUBB6


TPH1
LIN7B
AC006548.28
RP11-848P1.9
HSD17B7
TSC22D2


ARHGAP12
FAM53A
POU2AF1
SEPT7P9
PHF2
LINC01480


FCGR2C
IL20RB
ACSBG1
RP11-172H24.4
HOXA6
ELL3


CTC-343N3.1
WDR1
ZNF730
DMRT1
RPL22L1
ACE


RP11-347I19.8
LGI4
KPNA5
SMAGP
RP5-890O3.9
SLC35E4


CALCB
AC098614.2
FKBP1C
FAM35A
ZNF75D
FAM104B


CTXN1
RP11-111M22.2
RP11-135F9.3
MCF2L
RP11-367J7.3
POLRMTP1


SEC23A
VLDLR
VAT1
KLHL22
SEPHS1
CTD-2020K17.1


ZNF22
EDC4
SHMT2
WDFY1
EPB41L2
RPL12P28


CTSK
DUSP28
GPANK1
KDM5D
AC020571.3
CKS1BP3


ZNF473
KIAA0513
MICU3
TRIM32
SLC26A10
RP11-452F19.3


EGFL8
AIP
GMDS
HELQ
IGLV5-45
RP11-158I13.2


GPR63
BPGM
RP11-862L9.3
BTG3
KATNAL1
TMEM206


LINC01296
TELO2
ZNF137P
ERC1
CTD-2373J6.2
RP11-17P16.1


DENND5A
ENOX2
VAMP1
GOLGA2
REXO2
GAS5-AS1


IQCJ-SCHIP1
MIDN
GMPSP1
AC090957.2
FOXC1
SLC2A8


RP11-542C16.2
MT1X
NAALADL2
ADAM10
ADAMTSL4
CLDN12


MIR600HG
RP11-50C13.1
TIGD2
PRKD3
MSANTD2
C16orf62


RP11-461A8.4
PDE5A
SRP9P1
HOMER3
GGT1
HES6


WFDC21P
LINC01024
RP11-158K1.3
RAB27A
SCML2
SLC25A53


RP11-475C16.1
PSMF1
NFYB
TOMM7
RP11-495P10.10
KLHL17


RBM8B
ZNF772
ASPH
RP11-864N7.2
VIL1
IL2RA


ATG2A
MIS12
PAK4
GGACT
KIFC1
SLC7A7


RP11-474I16.8
AIM1
PDE4D
RCAN1
POTEG
HIST2H3D


PPP2R1A
PABPC1P7
HIST1H2BK
CTB-55O6.12
RALGAPA2
FBXW8


RPS6KA5
POLR1A
RP11-147L13.13
ACADSB
CBX3P9
CAMSAP2


ATP7A
CTD-2267D19.3
RP11-162G10.1
REM2
SUV420H2
HMGB2


ZNF561-AS1
CTC-523E23.11
LA16c-306E5.2
EIF2AK3
PDIA3P1
STAT2


RP11-393I2.4
RP11-465L10.10
AP2A2
FYN
DENND5B
RC3H1


RP11-1023L17.1
CTD-2291D10.4
DHPS
ASPRV1
AF001548.5
RASAL1


AC073869.20
RP11-29H23.6
LAMB4
RP11-399J13.2
RP11-307C12.12
RGS12


RP11-155G14.6
RP11-203L2.3
ASS1P12
MROH6
XYLT1
CCNY


HIST1H2AG
PLEKHG4B
EEFSEC
LTBP4
IKBKE
CTC-444N24.6


ACOT7
GS1-114I9.1
HMGN2P5
RP11-631N16.4
RP11-422P24.10
RP11-881M11.4


SIPA1L1
Sep-07
RP11-927P21.5
AC079610.2
FBXL14
KIAA1551


YEATS2-AS1
LINC00936
TRAM2-AS1
LINC00630
ANGPT2
MLLT4


RP11-229E13.4
PCGF6
MATR3
SF1
FAM214B
AC129778.2


KIAA1107
KIF20B
IL12RB1
IER5
ARL8A
GTF2H4


VGLL4
RPGRIP1L
CACNA2D1
EHD3
C5orf30
ANKRD16


RGPD2
CTC-351M12.1
EFNB1
LINC00672
FBXO27
ITFG1


C11orf42
MRFAP1L1
HMGN4
THG1L
PPIP5K1
ATXN7L1


TMX4
MGRN1
ABHD4
FLT3LG
ELOVL7
PRX


TP53INP1
ZEB2-AS1
RP11-2E11.9
AC020743.2
TNS3
RP11-46H11.12


RP11-650L12.2
LL22NC03-N14H11.1
KRT8P12
UQCRFS1P1
RP11-359J14.2
CLPTM1L


RP11-104F15.9
ALLC
ASAP1
NAP1L1
PBX3
FBXO46


RP11-705O1.8
DDX26B
RHEBL1
CH507-513H4.4
CH507-513H4.6
CH507-513H4.3


IGLJ3
MVP
GPT2
GOLGA2P10
FAM50A
RP1-292B18.1


RP11-88E10.4
CASC3
SNRPGP2
KBTBD2
RP11-264E20.1
AZIN1


RP11-226L15.5
FBXW4
AL162151.3
RP4-669P10.19
RP11-638I2.6
WDR60


HCG18
RP11-552M11.4
RP11-142C4.6
UBE2S
RGPD3
PCDHGB1


CDC42EP2
ZNF28
TVP23A
RP11-35G9.3
ADAM9
GDI1


CTD-2116N17.1
MTHFSD
CUEDC2
GABPB1
RP11-1035H13.3
RP5-882C2.2


PDCD4-AS1
SLC2A13
SOS1-IT1
EXOC2
Sep-01
SOX2


FAM43A
AC016700.5
RP11-6N17.4
AKAP7
ZNF844
EMC3-AS1


AGTPBP1
EIF4BP6
TRIM28
SMC3
ADORA2B
B3GALT4


TPM3P9
IL22RA1
BACH2
HNRNPA0
ZNF629
PRKD2


RP11-321N4.5
STMN1
LINC00163
PIGM
KLHL11
PRKCE


CUTC
THBS3
AP3B1
PHF19
KLHL7-AS1
DHX16


TRIM22
KDM1A
FAHD2B
C9orf64
RP11-968A15.8
RP11-893F2.18


KAZALD1
PKN3
ATP6V0E2
EIF5AL1
HIST2H3C
HIST2H3A


RP11-739L10.1
AC011747.4
CTC1
CD5L
ZNF711
OTUD7A


MYPOP
RP11-798M19.6
PRH1-PRR4
RP4-635A23.6
RP11-443B20.1
RPL18AP3


PTP4A3
TDRD3
AP2B1
PHLDA1
PIK3AP1
POLR2J4


SLC25A45
ATXN10
RP11-1246C19.1
RP11-484K9.4
OTUD1
RCAN2


ATP2A3
RP11-830F9.6
LL0XNC01-237H1.2
KIAA1614-AS1
PDZD8
PLXNA1


KCP
WRAP73
DYNC2H1
RPSAP15
SLC25A27
BUB3


MTERF2
LRWD1
ZC3HC1
FITM1
SAFB
DACT3


RP11-180M15.7
TTC5
PPP1R16A
TPT1P9
TMEM136
CXADR


AL513523.2
RN7SKP80
GNAS-AS1
RP11-187C18.3
RB1CC1
PFAS


RAB26
EFCAB2
RP11-1191J2.5
STEAP1B
RP11-330H6.6
RP11-441O15.3


RP11-211G3.2
RPP30
RYK
MATIA
SAP30L-AS1
ABLIM2


PHF8
CDCA2
XYLB
GLI4
PGAP1
KIAA1324


CHFR
BNIP3L
SNW1
USP49
CWF19L2
AP000251.3


ZNF513
PAPD7
KCNJ2
AGAP3
RP11-111F5.2
TTC8


SMG1P4
SLCO5A1
TXK
CADM1
AC007389.3
AC007386.2


TOP3BP1
MEX3C
RP11-403I13.5
RP1-41C23.2
FAM65B
POLH


YPEL3
POLM
HCFC2
CARD6
AEBP1
CYSTM1


COPS4
RNASEH2B
ZNF407
CLDND1
TCEAL1
LEF1-AS1


SLC35E2
CD81
RP11-57H14.4
TMEM117
CORO2A
RP4-765C7.2


HAUS5
SLC12A2
PIGN
CD52
RNF220
C9orf163


INTS4
BEND4
TCTN1
RP3-424M6.4
CNNM2
MLF2


IL2RG
CRLF1
PCNXL4
PABPC3
KLHL24
BRICD5


THAP3
RP11-530A18.1
RBKS
SUGCT
RP11-343H5.4
RP1-150O5.3


BFSP2-AS1
C7orf60
SIRT1
SAV1
TAF6
KMT2E


GDPD1
ZNF804A
WWP2
MCPH1-AS1
NR1I3
TRPC1


C17orf62
NT5DC2
EMC3
PCGF2
TTLL4
RP11-262H14.4


C11orf95
EIF4E3
CDIP1
AC015849.16
RP9
BTAF1


AC093673.5
FN3K
SNORD17
RP11-65L3.3
INSIG2
SLC44A2


RITA1
NRDE2
DCBLD1
RP11-146F11.1
AC138035.3
NUP50-AS1


FCHSD1
TRIM24
RP11-594N15.3
CPNE2
ADAM1A
RP11-15F12.1


AHCYL2
STXBP5
PDZK1
RXRB
FIZ1
HERPUD1


MAGI2
PRR12
SLFN5
HCLS1
ETV4
PGAM1


AP001347.6
POLE4
SPAG4
CDKN2AIP
RP11-652L8.4
PRICKLE3


RP11-182L21.6
TES
WSB2
TBL1XR1
MORN3
HOXA7


PWP1
SLC27A2
FAM213A
RP1-34B20.21
RP11-380I10.4
MARCH5


ATAD1
CTC-281F24.3
CRB2
FRMD6-AS1
CDKN2C
TMEM185B


RP11-29G8.3
NTAN1
CRMP1
RP3-395M20.9
RP11-295H24.4
MCTP2


RP11-253E3.3
RBBP4
CCDC77
SUMO1P3
PI4K2A
RP11-20I23.8


LANCL1
BMP2K
PAQR3
FXYD1
INCENP
L3MBTL1


TAB3
TM7SF3
NUDCD3
CCNJ
HJURP
CHDH


CTC-425O23.2
ELAC2
RP1-241P17.4
PEMT
CCDC168
ITGA2


AC090804.1
AC009542.2
CAPN5
TOM1L2
RP11-5O17.1
FCHO1


UBQLN2
P2RX2
HIP1
ZSWIM7
RP11-713M15.2
CD3E


PPP1R14D
LINC00894
Z83844.1
SNRPGP10
ABCG1
BLOC1S2


SCPEP1
CTD-2287O16.1
PDPK2P
ZSWIM8
MAPK8
ZNF555


TNKS2
RP11-932O9.7
ZNF157
FLNB
CSNK1G2
FANCI


TRIM7
PDCL3P5
RBM12B-AS1
ARHGEF26
GPR31
DYNC1LI1


SOGA3
AC109486.1
BAIAP3
RPS10-NUDT3
EML4
CEP97


MAGEF1
RP5-1136G13.2
RP11-651P23.4
BMPR2
LINC01560
ZXDA


COMMD3-BMI1
CTC-523E23.5
ZFAND2A
WDR86
GRIN2C
TMEM65


FOXD4L1
CTD-2227E11.1
ITPR1
C5orf42
TUBA3D
CH507-396I9.7


RP11-139H15.5
RHOH
FBN1
MFSD2A
PARN
HILPDA


LCLAT1
AC058791.1
SEMA4G
SLC35A4
MAGEH1
ANKHD1


ACOX3
C1orf56
GTF2IP4
LINC01144
PDS5B
SGOL2


RP11-138C9.1
GABRB2
CYLD
C7orf26
IGKV3D-7
ST13


ZNF615
RP5-894A10.2
OTULIN
ZNF10
SIGIRR
HIST2H2AC


EFTUD1
RP11-324E6.10
TBC1D27
PPL
RP11-566K11.5
RNPC3


GTPBP3
CSTF2T
NCOA5
RP3-508I15.18
AC016831.7
HARBI1


RTKN2
BCL3
ARNTL
IL24
LAX1
SAFB2


RP1-47M23.3
RP11-61K9.3
RP5-1159O4.1
C2
RP13-608F4.5
GLCCI1


SNX8
SPI1
IGF2BP1
CENPV
AC010547.9
FIP1L1


BEND3
RP11-22N19.2
RP11-53O19.1
PCGF7P
AC021224.1
KIAA1586


RP5-961K14.1
RP11-412D9.4
SH3BGRL3
ZNF384
CNPY2
SLC6A9


ZNF878
EHMT2
SMAP1
PRCD
CFDP1
MFN2


XKR7
HERC3
FLII
DEDD2
SH3BP1
ZNF496


RP11-490B18.6
PITX1
CENPW
ZNF580
RP11-320L11.2
TLE4


RPL23AP97
DGKQ
NELFA
CTB-119C2.1
ZNF605
FBXO32


RPL15P3
HPS6
VAV3-AS1
ZADH2
AOX3P
RP11-61F12.1


CASC4
SUGP1
PPP1R10
MAPK8IP3
RAD52
RPLP1P6


NCOR1
PPP1R2
HPS1
RAB43P1
OR6L2P
ZNF343


FAM120B
KCTD7
ASMTL
ASMTL
SNHG5
GCN1


DSE
TMSB10
ZNF529-AS1
ACTR1A
ZNRD1
KIAA1683


LRRC37A16P
DENND2C
RP5-1126H10.2
GMEB1
TMEM151B
FAM193A


THOC3
ADRBK1
ZNF321P
CDK2
TFIP11
TMEM133


AC008522.1
UTP14A
PKMYT1
AC002310.14
SUMO2P17
ACMSD


ASB16-AS1
LINC00282
AC092835.2
TMCC2
QDPR
KIF21B


MIR3142HG
STXBP4
SAXO2
RP11-196G11.3
RP11-83J16.3
TOX


LINC01096
CTDSP2
IL17RB
ARRDC1-AS1
BAZ2A
TTC32


RP13-616I3.1
AC004540.4
ITGB3
SAMD12
EPS8L1
ALDH3B1


FCRL4
AKTIP
GPSM3
LINC01206
ATXN7L2
AMBRA1


CTD-2647L4.4
PTCH1
KATNA1
TNFRSF13C
DNASE1
DUXAP9


SPTBN4
RP11-326I11.3
CLOCK
ZNF623
KAT6A
STOML1


RP11-649A18.12
ZNF888
RP11-114O18.1
PRKCQ-AS1
INPP5D
RP11-44F14.7


ZNF140
AK9
CITED2
NCOA2
BX255923.2
ZFP92


SERPINH1
SEC31A
CLIP3
ZNF451
TTLL13P
OPRD1


EMILIN2
RP11-177C12.1
AKNA
RP11-33O4.1
RNU12
AC005776.1


CTD-2527121.15
RPS6KA3
STX18-AS1
IGKV1D-8
RSAD1
IL10RB-AS1


INTS6-AS1
UBE2D1
RP1-28H20.3
GPATCH2
RP1-8B1.4
SLC4A11


ATAT1
RHBDF1
PRKCZ
IFI27L1
CLPP
KHDRBS3


HNRNPA3P12
SCAND2P
IGKV3-20
RIPK3
EZR
UBE2F-SCLY


RP11-351D16.3
RP11-168J18.6
CTB-25B13.12
GOLGA8Q
OCRL
RP3-399L15.3


CASC5
RASGRF2
PLAGL1
CTSF
ZNF226
LINC01431


GNRHR2
MAGED4B
LAPTM4A
PEX10
CTC-564N23.2
SLC27A3


ZNF37BP
RP11-344P13.6
GK
KCNH4
RFX2
AP1S2


BACE1-AS
RP1-179N16.6
SAMD15
AKAP8L
SNHG14
AC007969.5


CTD-3214H19.6
GNG3
E2F6
ASB12
FUOM
SKI


MOSPD3
GTF3C1
RP11-271K21.12
LINC00324
PAF1
LRRC37A9P


C14orf28
SEMA4F
RP11-135J2.3
RP11-596C23.2
HCFC1
PJA2


RP11-173A8.2
NBEA
MAP2K4
NLRC3
ADM
ZCCHC3


DUSP8P5
ERCC4
ZBTB1
COLGALT2
RP5-942I16.1
ARFGAP3


YEATS2
DNAJC4
RP11-588H23.3
CASP7
SRI
RP11-479O9.4


AC068580.6
RFWD3
LINC00237
VPS13B
CTC-575D19.1
ARL13B


LA16c-3G11.7
FANCG
EIF3A
MCM4
TSC22D3
HUS1


ARHGAP11A
RCHY1
TMEM163
TIGD1
LINC01087
KLF12


CCDC24
WIZ
MTRNR2L8
PSMB8-AS1
RP11-134N1.2
PLEKHM3


HIST2H2AA4
PHOSPHO2
PARP1
VEGFB
RP11-746P2.3
RP11-722G7.1


SPDYE2
SNRNP35
C9orf24
RP11-68L18.1
ZNF432
TRMT2A


IGHV4-59
N4BP2L1
AC005339.2
TIFA
DDX50
LRCH3


RP11-430B1.2
RP11-211G3.3
RP11-15H20.6
CUL1
ZNF670-ZNF695
TSHZ1


TRANK1
EID2B
MCM3AP
P2RY8
P2RY8
WDR76


COX6A1P2
WDR13
ZBTB18
PLK1
ZNF518B
CHUK


RP4-568B10.1
AC006547.13
ZNF598
KIAA1147
PRPF31
HAPLN3


MAST3
RP11-332H14.2
CTD-2342N23.3
ZFAND5
ZRANB1
ZNF271P


ERICH6
GZMM
RP11-325K4.2
RP11-403P17.6
RP11-204L24.2
SNAP47


TSHZ2
KCNK15-AS1
TAS1R3
UROS
THRIL
MBD4


TAS2R12
RP11-91P24.6
RP11-475I24.1
RRM1
ENO1P1
STARD13


HSPA8P3
CHIC1
FAM45B
TTL
PHKG1
RELA


RP11-53B2.2
PCDHB12
ZNF749
FUT8-AS1
PLEKHG1
ANO8


GAPT
HTATSF1
ARHGDIA
VSIG10L
MAGED2
RP11-863P13.4


ZNF20
AC079630.4
NOC3L
SIN3B
RP11-91G21.1
SIDT1


ZNF133
RP13-103211.7
KIF2A
AP002884.2
RP4-800J21.3
C1orf50


HNRNPA1L2
RHOC
RP11-244O19.1
E2F2
CCL4L2
MKI67


RP11-1378G18.1
ZNF416
SLC24A4
CASC2
STYK1
RP11-298I3.5


LDHAP4
RALGAPA1
DNMT3A
LINC00294
LMLN
LINC01011


DGKZ
RP11-298J20.4
DMAP1
CAMLG
ZNF552
RPS28P7


AFG3L2P1
ARL11
HMGN2P4
NPIPA3
RP11-171I2.5
ZNF441


MIR181A1HG
BAHD1
FAM27C
TTK
ZFAND3
RP11-408O19.5


AC002398.13
MED22
ALPK1
IDE
RN7SL738P
RN7SL172P


CTD-2530N21.4
POU5F1
HNRNPKP4
POU2F1
COL5A2
RP11-110I1.13


RPL23AP2
ABLIM1
ITGA4
CTC-559E9.5
ZBED5
TRMO


OSBPL9
SIPA1L3
MAPKAPK2
HLTF
RP11-643M14.1
DIAPH2


IFT52
CECR2
GPR137
MCMBP
KCNE5
CTB-31O20.2


ADD3
HMCES
ZBTB5
PTBP1
TRPT1
LRRC8E


TMEM235
TROAP
MCIDAS
RP11-850A17.1
RP11-192H23.7
MAP2K4P1


TFAP4
LINC01089
TNFAIP3
GNB5
CMB9-55F22.1
RDH16


EMC2
C12orf57
SCRN3
SCAMP1
AP001619.3
IPO9-AS1


FAUP1
ECM1
ZNF331
KCNIP2
SSUH2
TMPOP2


EEF1A1
CORO6
UTY
NDUFB8
RUNDC3A
AC079250.1


CTC-444N24.13
RP11-359K18.4
KLHL26
CERKL
RNF20
DSTN


PDK2
RP11-567J20.3
LGMNP1
AC004076.5
FUNDC2
TONSL


ATP7B
RP13-554M15.5
RP11-195F19.5
MDFIC
PLXND1
KMT2A


HNRNPCP2
ANKRD44
DDX24
RP11-75L1.1
LINC00426
SNHG6


RP11-428J1.5
ZER1
RABEP1
NR1D2
COL5A1
INO80C


RP11-727F15.11
CDC20P1
SEC24D
GJB7
TEX29
ZNF624


LIG1
KCNQ5-IT1
EXTL3-AS1
FKRP
ATP1B2
CTC-205M6.1


CTB-13F3.1
FOXN3
RP11-670E13.6
C11orf30
NPM3
SP9


ELF2
GRAP
PKIG
AC092159.2
LA16c-60H5.7
AP4M1


LRRC8A
ACSBG2
ABCD3
RP11-690I21.1
LRMP
RP11-588G21.1


CTD-2555O16.2
NT5C
MED31
TBL1X
TRDMT1
TBC1D5


ZNF277
IFT27
SEC23IP
RP11-353N14.1
HELZ2
RP11-166P13.3


FAAH
ZNF707
ZRSR1
PRRC2B
BMP6P1
PELP1


RP4-798A10.7
JUN
RP11-726G1.1
INTS10
RP11-540A21.2
CAMK1D


OBFC1
RP1-172N19.5
GTF2IRD2
RORA
TIA1
CTD-2339L15.3


ERLIN1
LINC01483
HNRNPCP7
LTBP3
SPCS2P4
LRRIQ3


RP11-640L9.1
NUP62
CTA-373H7.7
CTD-2165H16.4
IRF2BP1
AHSA1


LIG4
LACTB
CDYL
AC006994.2
AC064850.4
RNF31


RP11-706O15.1
GALNT8
MYLK4
RAB43
TRIM41
AC096579.13


C9orf131
CMTM1
WDR11
LSM14B
LIMD2
PARPBP


AK6
DOPEY1
CLMN
CRADD
PTPRO
NCKAP1L


RP11-375N15.2
CA11
PTMAP5
CTD-2349P21.5
RP11-368I7.6
RP11-1228E12.1


RP11-159D12.6
RP11-677M14.7
RPS11P5
RP11-315O6.1
RP11-793H13.3
TMX2-CTNND1


GOLGA6L10
FAM98A
TRIM2
RP11-424N24.2
KB-1980E6.3
AL022393.9


FNTB
TMLHE-AS1
ADO
DLL3
CTC-559E9.8
ZNF248


FKBP1A
PNRC1
CCNG2
SKA2
GAL3ST4
SLC52A1


AC159540.2
WBP2
DOK3
PRDM11
RP4-781K5.2
SLC44A1


RP11-139H15.7
RASAL3
IL4R
TSPAN9
RP11-167N5.5
RP11-114M5.1


DTX4
TRIM26
HIST1H2BE
OGDHL
DLG1
RP11-379K17.4


HNRNPUL1
DDX46
ZBTB8OS
TAF7
E2F1
VPS35


RP11-227G15.12
IGHVII-22-1
APBB1IP
WDR41
TUBB
CH17-264B6.3


PAICSP1
RP5-994D16.9
LINC01250
RACGAP1
CTC-332L22.1
GPR153


ADD3-AS1
NUTM2B-AS1
LIX1
F8A3
RP11-794P6.1
MAP10


SOCS4
RP4-758J18.2
FBRS
AC004381.6
MRPL43
LINC01305


SLC13A5
FAM63B
LINC00235
HIBCH
AC009120.6
CTDSPL2


RPL32P3
PUDP
ANKRD12
PGP
METTL7B
RP13-494C23.1


SMARCA5
RP1-60O19.1
CHRNG
NDUFS4
SFMBT2
PGK1


NISCH
RP11-4L24.4
ELMO2
RYBP
DCTN1
SNX11


RP11-345P4.9
TSNARE1
PTCHD2
TEC
CTD-2527I21.14
SEC63P1


MYBL2
FAM107B
AC012358.4
AC007041.2
IQCB1
YWHAZP3


BTBD10
RIPK1
PIAS1
MKL1
NBPF2P
ZNF16


RP11-505K9.4
CTD-2033A16.2
RPS2P46
XRCC6P2
RP11-252K23.2
PPP1R12C


XXbac-
PRKAR1A
BBS1
MBD6
RP11-411B10.2
PDLIM1


BPG27H4.8


AC097662.2
GNMT
PPP2CA
SOX7
RP11-93H24.3
HMGB3P22


SCNN1G
PPM1L
TSSC1-IT1
SCMH1
FAM153C
LDLRAD2


RP11-525A16.4
RP11-36B15.1
CTD-2116N20.1
CTD-2162K18.3
SLC9B1
GNG5


RP11-380B4.3
ZNF274
SYNPO2
CXorf65
RP1-265C24.8
LMO7-AS1


AC007191.4
MOB3B
STAM
RP11-727A23.4
SUMO4
RP4-742C19.13


RPL23AP65
RP11-293A21.1
SENP7
RP13-766D20.2
DRAM2
GTF2H2B


ITPKC
FAM3B
AC097461.4
RP11-11M20.4
RP11-415J8.3
IFT172


CKAP2L
KIF4A
CTB-58E17.1
SART1
AC000068.5
RP11-454F8.2


PRH1
SMAD1
FIGNL1
GPD1
LEMD3
MYL6


RPS12
AC078942.1
KRTAP5-AS1
SLC45A4
NDUFA3
SIMC1


FEM1A
TNRC6A
PPP1R3E
RP11-686O6.2
CCDC142
METTL4


MDM4
AMBP
PSMD2
ASNS
ZNF329
HIST1H2AB


SYNPO
CEP164
AKAP2
GSTO1
RP11-553L6.3
TMEM177


TMEM263
AC006449.2
EIF3CL
RP11-823P9.3
N4BP2L2
MAGED4


ZNF428
KRBA1
MSL3
ATP6V1E2
RHOQP1
RP1-203P18.1


MAGOHB
IRAK3
SLC4A8
LL0XNC01-7P3.1
ANKRD52
ZNF510


RP11-1334A24.6
MAFK
ANKRD20A11P
PEX14
TKFC
FOXO3B


RP11-707M3.3
TIAL1
SKIL
ACSL1
IKBKAP
SLC38A4


TDRD7
GPRIN1
WBP1L
KCTD9P2
TRAC
FPGT-TNNI3K


CHSY1
RP11-78J21.7
RP5-968P14.2
ELAC1
NAB2
BCL10


FUT1
KCTD6
ZNF610
RP11-456K23.1
DAXX
CEP63


LINC01578
C21orf2
TNNT1
RBM17
LRP8
PHC2


AKT2
TRIM36
EEF1A1P5
SP2
CBLL1
AMPD3


DTX1
ZSCAN20
PXK
FANCL
SC22CB-1D7.1
RP11-156P1.3


SH3BGRL
RPL12P37
MORF4L1
RP11-603J24.7
AC004156.3
RP11-467D6.1


UBE3D
CSNK1G3
SUFU
RP11-334C17.3
RHOBTB3
DLEU2_6


HTRA3
TGIF1
CTC-559E9.4
FITM2
INTS1
SOX6


AC005307.3
ARHGEF3
PSTPIP1
HIST2H2BC
FBXO28
C9orf47


GSTCD
ZMAT1
ZGPAT
CIRBP
RP11-446E9.1
WDR48


CCNT2-AS1
RP3-406P24.4
RNF170
PI4K2B
RP11-230C9.2
TAGLN2P1


LIPA
RP11-53B2.1
PLA2G16
APTR
NSFL1C
AC027601.1


STK4-AS1
LINC-PINT
FAM86HP
RP1-257A7.5
HIST1H4C
PLEKHA8


INTS9
RNF6
CTD-2619J13.19
HCG25
RP11-667K14.4
LYPD6B


PER2
AXDND1
PELO
ZNF350
HIST1H2BO
DCAF12


PEX3
RP11-134D3.1
EML2-AS1
CTD-2371O3.3
HIPK2
U62631.5


KRCC1
ZACN
ZNF738
IL17D
SART3
RIMS2


SYNE4
LINC01012
WDR47
RP11-325I22.3
STAMBP
RP11-96K19.4


AP001462.6
LA16c-329F2.2
RP11-763B22.4
FGF11
KLF10
ZNF621


RWDD2A
APOF
PSMC3
RP5-1182A14.7
ST13P5
PARP11


CTC-325H20.4
C10orf111
GS1-44D20.1
DLEU1_2
ZNF131
RP11-61J19.5


SKIV2L
LL22NC03-27C5.1
KIAA0101
MCM10
ZNF227
SLF1


AP001258.4
BRAT1
ZNF688
AC002550.5
RP11-634H22.1
VPS28


GOLGA8O
AP000936.1
JPX_1
HIST1H2APS4
RP11-429G19.3
AC083949.1


AC012363.7
RP4-669K10.8
KRT8P46
IGHG2
CENPN
FZD6


RP11-573M3.3
RP11-818O24.3
VKORC1
MTG1
LDB3
TNS4


RPL41
TJP3
RP11-863K10.4
MINA
RP11-178H8.7
POTEH


TDP1
TRIM37
PPIG
CIDECP
CTD-2256P15.2
SNX32


RP11-111F5.3
DHX32
RPL13A
LINC01058
LMNB2
SLC7A6OS


RP4-555D20.2
RP11-20I23.10
RP13-650J16.1
GDAP2
RP11-296A16.1
AC092641.2


DGCR2
RBMXP2
ST7
CCDC102B
TBX19
CTD-2184D3.6


MYLK-AS1
ZNF581
ZNF799
SLC25A25
WIPF2
AC112497.1


HIST1H3A
C4orf33
RHOA-IT1
ZNF252P-AS1
YTHDC1
RP11-166B2.1


SLC35G1
LINC00115
RP11-313P13.5
UBR4
C15orf41
PLA2G6


PPP1R15A
HIST1H3I
CTD-2561J22.2
GNPDA2
ELP5
ZFX


RP11-481J2.3
RP11-401L13.4
DCAF13
FLJ37453
NEK7
TCEANC


CFL1
HEATR5A
SND1-IT1
DNAL4
ZNF710
RP11-140I16.3


TCEB2
RP11-746M1.1
CIT
RPL37
AC010733.5
MUM1


TOP2A
ANKRD30BL
KB-1608C10.2
GALNS
EMX1
RPS4XP16


C7orf55-LUC7L2
CBX5
MAN1A2
KCNG3
AARS
PSMD1


C22orf23
MEX3D
RASA2
AC092798.2
BORCS5
TBCB


RP11-407G23.5
PACSIN1
RP11-216B9.6
TUBBP1
ZFP62
CTD-3105H18.16


POLRMT
POM121B
TMEM234
AC113404.1
PBRM1
RALY


FNIP2
CTD-2293H3.1
GNAI2
ERCC2
POP1
FOXK2


CTD-253719.18
NAGS
CTD-2161E19.1
SNUPN
MESDC1
TMEM182


RP11-181G12.2
ZNF512
SCARF1
PARD6G-AS1
Metazoa_SRP
AC012358.7


SIPA1
ZNF322
RP11-261P13.5
GPX3
TRAK2
ZMYND8


NRGN
CAPS2
PCDHB10
RP11-338I21.1
RAD21
CTC-428H11.2


MERTK
AK7
MTMR4
COMMD3
HOMER1
FRA10AC1


RP11-958N24.2
BEST4
CTR9
RPL26P30
LEO1
RP11-463O9.9


PSTK
CTD-2006C1.10
AC073043.1
TRIM21
KIAA0319
DLX4


TMPO-AS1
KIAA0586
ADAMTSL4-AS1
KRT8
MCPH1
TNFSF10


RP11-582J16.4
PHACTR2
LSM11
AC084219.4
RASAL2
RP11-134G8.6


DGKA
ECI2
CTC-436K13.6
KCNH1
RP11-398K22.12
TRPM2


RP11-85G18.6
CKAP5
LDLRAD4
C14orf169
DHX37
IGF2BP3


SHF
RP11-29B2.6
RP11-417L19.6
LINC01497
RP1-92O14.6
NBPF8


CTD-2550O8.5
ZKSCAN8
EPC2
DHTKD1
ABCA2
SPRY3


SPRY3
HIPK1
UXT-AS1
PKD1P1
EAF2
RP11-714G18.1


DECR1
RP11-677M14.2
ALKBH8
WDR33
ATXN7L3
AC005546.2


UGDH
PLIN2
AC011290.5
RNF111
CTBP1-AS
MIB1


RP11-195C7.1
RP11-16N11.2
LMO4
HIRIP3
CTD-2033C11.1
MDK


HLA-DOA
FOXD4L6
BRD9
ARL1
PRR3
UBE2Q2P2


CKLF-CMTM1
HNRNPA1P59
ING4
NUP93
ZNF175
NUP188


AAK1
AC010900.2
GLRX5
RP11-750H9.5
ZNF740
TMEM55A


APPL2
HIST1H2BG
USP39
MAP3K5
MFAP4
AC005062.2


MAFG-AS1
RP11-32B5.1
ZNF213
SNRPN
RP11-287D1.2
GPR156


TRAFD1
TBC1D3D
PRRT1
ITGB5
ADNP2
FBXO10


AUTS2
TRMT112
ANKRD33B
SLC47A2
DIP2B
RP11-54D18.4


RP11-356M20.2
AP001437.1
ESYT2
L34079.4
UBR5
RP11-81A1.6


GTF2E2
PRICKLE1
ANKAR
SUSD5
CDRT15
RP11-341N2.1


LNX1
C10orf88
TBPL1
HSPBAP1
ASF1A
TRMT6


PTMA
PKMP3
RFX3-AS1
AC063976.7
BGLAP
H3F3A


RP11-242D8.1
RGMA
RP11-301O19.1
EXT2
RP11-571M6.17
MRPL55


SMAD5
SPDYE8P
CAPN14
STS
COG4
TAF1C


PTPDC1
TNXB
CKMT2-AS1
RN7SL23P
SAMD4B
PIN4


PADI2
ZNF285B
TRIM38
GABRR2
RP11-131L12.2
FAM173B


VWA5A
RMDN2-AS1
RP11-715J22.4
HPS3
ANKRD36
TRIM44


TEAD3
RPS2
RP11-114F3.4
ITPK1
EIF1AXP1
KRI1


DYNC1H1
RP4-621N11.2
MAGEB6
PDE7A
BCR
LRRC7


HIST2H2AB
CGGBP1
FBXO43
RP4-536B24.4
PGM2
LMNB1


RP11-677M14.3
AC093484.4
BLOC1S5-TXNDC5
AP4S1
CDK7
RP11-524F11.1


TBC1D3F
FOXP4
RP11-792A8.4
CLK2P1
NLGN3
RP11-386I14.4


RP11-552F3.10
TREX2
EMILIN1
TTPAL
NET1
SOD1


FAM60CP
DLEU2
CTD-3222D19.4
LIN54
RP11-128A17.1
RPSAP58


RP3-402G11.28
POMK
HELZ
IGIP
KANTR
ZFP91


EML3
NXPH4
VN1R83P
FBXO5
RPS2P5
CDON


CNIH4
NPM1P6
CAP1
DUBR
HMGB1P1
EBF4


CNOT2
CHRNB2
PAQR8
LINC01278
AC007950.2
RP11-158I9.5


HIST1H2AH
FNDC3B
RP11-154J22.1
RP11-358L22.3
DPYD
RP11-449H3.3


DND1
SCX
HNRNPH3
RP11-830F9.5
ITPKB
METTL9


KIF3A
KLF6
AC016292.3
PBK
RP11-43N16.4
CTD-2630F21.1


AC069513.4
FAM222A
LA16c-431H6.6
EIF4E2
BCL9L
DLGAP5


RP11-67K19.3
PRKAA1
SNRPA
GIT1
AMDHD2
RP11-533E19.7


TSSK1A
FAM220A
SUV39H2
ZBTB2
RAB13
RP4-773N10.4


ATPAF1
BLOC1S1
TMEM110
GLYATL1P1
ZNF316
CTNNAL1


ARRDC2
TESK1
SPAG9
ZNF142
C17orf67
RP11-53B2.5


PTPN23
RP4-569M23.2
LRRCC1
RP11-5G9.5
SPATA25
FKBP9


JAKMIP2
CCDC12
KDM2B
TERFI
SLC26A2
SYF2


IL12A
SERINC4
CRTC3-AS1
STK40
KHDC1
PCBP2P1


HSDL1
CPAMD8
ZFAND1
RHBDL2
STAG2
RP11-65B7.2


ADM5
RGS1
WDR34
RP11-195B21.3
DPY19L1
CEBPB-AS1


WDR70
EBF1
LDHB
RP11-294J22.7
HLA-J
ZNF808


ZNF174
MGST1
FAM19A2
ZNFX1
CTC-457L16.2
CTC-248O19.1


XRN2
RP11-283I3.6
CD58
MAPK6
CTC-487M23.5
HDAC2


SLC7A8
RP11-147L13.11
CHD4
ZNF425
HDAC9
FBXW5


HYOU1
AC009948.5
HIF1A
PDIA2
PLEKHA6
CTD-2532N20.1


F2RL3
LL0XNC01-116E7.2
MBNL1-AS1
ROPN1B
HNRNPR
MATR3


NCBP2-AS1
KIAA0226L
HIPK3
NACAP1
RHEBP2
RRAGA


KCND1
PURG
CTD-2384B9.1
GDF11
C17orf49
FCMR


PATZ1
DGKG
RP11-181C21.4
EVC
LUZP1
H3F3C


EP300-AS1
RNF186
UBC
PGM1
CTD-2619J13.16
CEP295


ZDHHC13
RP11-356N1.2
CTD-2201I18.1
SH3GLB1
RP11-2C24.9
CES2


RP11-532M24.1
UBR1
NR1H2
RP11-762I7.5
AKT1
AC074117.10


FAM175B
ZNF562
C18orf65
CDT1
RP4-734G22.3
RP11-540B6.6


RPL7P21
RP11-78O7.2
RP4-801G22.2
RP1-29C18.9
RP1-45N11.1
ZNF544


AMH
SNCAIP
LINC00638
AC083873.4
NXPE3
ALOX5


TLR8-AS1
WBSCR16
RP11-727A23.5
NFE2L1
RAB6B
CRELD1


ACRBP
SOX12
RP11-51F16.9
IKZF4
ARHGEF19
TMEM135


RP4-612B15.3
GOT1
FUBP1
CKAP2
GPR61
ZFP36L1


CATSPER3
COX10-AS1
RP11-29H23.7
BCRP3
CXorf40B
HOMER2


AC093323.3
NPIPA1
KIAA0556
ARHGEF10
CMB9-55A18.1
CTD-2012K14.5


GLT8D2
RP11-119B16.2
AF196970.3
RP11-849F2.5
RP11-21M24.2
GZF1


SNHG25
ENY2
FAM172A
NUP210L
TCF19
ILK


SDF2L1
IGLV1-44
MED17
RP11-165J3.6
POLR2I
PCNT


PGBD2
ARFGAP1
ZNF286B
CTC-301O7.4
MTERF4
C2orf68


PPRC1
NT5DC3
POC1B-GALNT4
HHAT
TTC4
AP000275.65


PET117
THSD1
PIK3CD
KIAA0895
ZNF250
MAD2L1BP


RHEB
HIST1H1B
SLX4
Sep-06
RP11-1023L17.2
NSMAF


AC004906.3
NAMPTP1
SLC3A2
AC079922.2
GREB1
ARSB


HERC4
MTCP1
SLC35A1
ACTBP2
CTB-109A12.1
C1orf53


SCAF4
SFXN2
RP11-164P12.3
CTC-398G3.2
SP1
RANBP3


PTK7
EZH2
RP11-4L24.3
PARP10
CENPE
CALCOCO1


MNAT1
AC020951.1
CD99L2
MAP7D1
CACNA1A
ZBTB14


MEA1
MTA2
KDM5A
CNOT4
RP3-466P17.1
NPAT


RP11-111M22.5
SATB2
SCD5
RP11-384P7.5
PROSER3
CSRP2


EDRF1
JUND
ROM1
RNVU1-15
LRP10
RAF1


HNRNPA3P11
PPP4R1
PIH1D2
HDAC7
HGH1
CTD-2639E6.9


RPL12P4
GAPDHP62
STK32B
MFAP1
CTD-2555A7.3
RP11-10L12.4


EML2
KLHL31
RP11-45M22.2
RP3-469D22.1
CTC-273B12.10
HNRNPUL2-BSCL2


WHAMM
RBL1
TCN2
CYP2E1
DHX29
ZNF594


LEAP2
AC019097.7
ACIN1
KIAA1324L
RP11-360F5.3
HECTD3


EXOC5
B3GNT2
RP5-1028K7.3
RP11-178C3.2
RPS2P55
AMPD2


RP11-540O11.1
TSSC4
HIST1H4L
SPC24
SNX18
CASP2


C19orf57
USP38
AKR7A3
CTBP1-AS2
ZNF48
MKKS


FSTL1
ZBTB17
TOP2B
CAT
HMGN1P38
RBM12B


NDUFV2-AS1
NUFIP1P
MUS81
FAM13A
SDF2
RP11-24M17.4


MSH6
AC007463.2
RP11-115C21.2
RP11-893F2.14
HMGB1
COL10A1


RARB
AP001412.1
POLR3B
PFKP
BCL7C
SDHAP2


TCTEX1D2
SOCS2P2
RP11-392P7.1
ACP2
ARSA
AKAP12


TMTC4
SENP3
CTC-429L19.3
RP11-368J21.3
RP11-325L7.1
ANKRD17


GS1-279B7.2
PRPSAP1
ZNF654
AP5B1
WDR83
RP11-274A11.4


ALS2
C19orf44
GPRASP2
FAM204A
RNVU1-14
TPM3P8


RHPN1
TLN1
RP11-203J24.9
RP11-646I6.6
KDM3B
CEBPG


PGGT1B
GSTM2
SNRPG
PLK3
RP3-402G11.25
C10orf71


CLEC2D
SCML2P2
RP11-110H1.4
AC002059.10
RP11-395N3.2
SERINC2


RP11-568J23.5
JMJD6
HOOK3
SUPT5H
CCNK
RNF139


UBBP4
NEIL3
CEP128
ZBTB12
RP11-248J18.2
CCDC81


RP11-421N8.1
CNGA1
CCDC138
SNX10
PITHD1
ZBTB33


RP11-176H8.1
BTBD7
RP11-1348G14.8
RP11-264B17.3
RP11-75L1.2
AC096772.6


PCAT14
PMS2P10
LINC00665
AC011330.5
H2AFV
RP11-435O5.7


PTMS
RP11-62C3.8
RP11-10L7.1
LILRB3
SLC22A20
MSANTD4


TADA2B
PSMD11
PSMC1
TMC3
NPM1P25
AL023875.1


MTIF3
RP11-75C10.9
STOX2
PRR19
DPCD
HIST2H2AA3


BIK
DOK1
ATG4A
TMEM191B
RP11-526D8.11
DNAJC25-GNG10


ZKSCAN4
KCNN4
L1CAM
ACO1
PRNP
AP001469.7


OSER1
PRR13P5
PTPN18
COPB1
UBE2I
TVP23C


PIK3CD-AS1
RABEP2
TRNAU1AP
PPM1E
C9orf66
MYH7B


ATG10
KIF22
DLEC1
CDKN1B
IRGQ
RFPL3S


RP11-425D17.2
LINC01023
RP1-56K13.3
SPEN
CNOT10
NCK1


HERC1
ZNF609
NKD1
CDH12P3
CDH12P1
CTPS1


CCDC74B
RP11-466A19.7
MTHFD1P1
RFFL
MTMR6
RP13-941N14.1


CTC-429P9.2
PDZD11
CENPBD1P1
RP11-701H24.8
RP11-498C9.12
ZNF468


RBMX
PLCE1
RP11-429P3.5
GPR83
SOCS5
CTD-2619J13.9


RAB8B
SERHL2
PRDM2
CTB-55O6.8
ZSCAN2
LINC00265


NUCKS1
CROCC
PP2D1
SP3
ZSCAN16
RP11-574F21.2


TAF4
NOTCH2
LNX2
RNPS1P1
IL4I1
DBF4B


XYLT2
SMARCA4
RP11-566E18.1
RP11-83N9.5
SPSB2
PRKCH


CTD-2207O23.3
RP11-276M12.1
CTSB
TMEM18
TXNL1
PHBP9


SYT12
WNK2
PIP5K1P1
SERAC1
MED19
RP5-983L19.2


R3HCC1
UBXN2B
C5orf56
ADNP
GS1-114I9.3
GSK3A


RP11-33B1.1
ARMC6
CORO7
ASB3
WAS
DHX30


ZNF781
MRPS6
RP11-90B9.3
ZFYVE1
RP11-656D10.3
MAPK1


PLEKHM2
HNRNPA3P3
DGCR8
HIST1H4I
SERPINF2
RP11-536K7.5


ZMYM5
IGLV9-49
DVL2
GLRX3
RP11-542A14.1
RP1-41P2.7


SMG8
FAM122C
RP11-701H24.4
SP4
RAB21
MKRN2


ZNF649
TCF4
COIL
RP11-439L18.1
ZC3H13
C8orf59


CCDC174
CTD-2323K18.1
RP11-773H22.4
C1DP1
PALB2
ZNF608


TCTN3
TPRN
PCDHGA9
HSPA8
RBM22P2
TCEA2


SNORA73A
SHOC2
POLA2
TPT1
SRSF3
AC004987.9


AC010492.2
ZNF767P
KIAA0391
SMG7-AS1
NPDC1
RP11-401P9.5


C4orf19
C2orf44
BLK
VPS37D
ANKRD13C
PAIP2


MCM3AP-AS1
AGO1
DNAL1
LPAL2
SPIB
MDH1B


RNVU1-6
RBBP4P1
LIN9
ADHFE1
ASAH2B
RP11-361L15.5


Clorf116
PUS7L
KDELR3
CYCSP34
ULK4P3
RP11-446E24.4


CTD-3105H18.18
PDE3B
RP11-572P18.1
TBRG4
PHACTR2P1
RP11-275F13.3


ZNF524
RP3-337H4.8
RP11-325L7.2
RP11-275I4.2
NFYA
EEF1A1P11


UBE2W
CCDC66
GDE1
INPPL1
ADAM20P1
LINC00152


RP11-255H23.2
PTGES3P1
RP11-977G19.11
ZNF101P2
SUPT20H
B3GNT8


KRT18P4
RP11-6L6.4
RNF103-CHMP3
CHD2
ZC2HC1A
CPQ


ZFYVE21
NUDT1
LRRFIP2
VPRBP
C17orf107
AC018462.2


RP11-111K18.1
TTLL3
CD226
LRRC14
DPH3
GTF2F1


ZNF281
RP11-182J1.12
SRRD
DGCR14
PCAT6
CYTIP


RALGAPA1P
OTX1
SMC4
TINCR
HTRA2
SLTM


VLDLR-AS1
PEX1
KATNBL1
CT45A11P
C10orf2
AP1M1


CTD-2666L21.1
SMG1P2
ARHGEF11
NIPSNAP1
C2orf76
ZAP70


BAAT
RP11-144L1.8
C6orf226
TNRC18
ARL6IP4
RP11-177H13.2


FAM160B1
ATG9A
ATP5E
RNVU1-4
KSR2
LLNLR-304A6.2


GAPDH
RAB11A
CYBRD1
ATF4
RP11-213G2.3
CTC-436K13.3


ABHD5
SGPL1
LPCAT4
SH3TC1
ST13P6
CTD-2382E5.6


COX7CP1
AMMECR1
RP11-276E15.4
UCN
RP1-86C11.7
RP11-667F9.1


SCNN1B
PAFAH2
CTD-2547G23.4
SSBP3-AS1
ATIC
RP11-1391J7.1


BRPF1
CTD-2357A8.3
KLHL5
MYNN
NFYC-AS1
INSR


SENP6
LYPD3
PPP1R12A
RP11-390F4.6
MYBL1
ARHGEF25


CEP112
RP11-667F14.1
RP11-338K17.5
CTD-2192J16.15
RP11-304L19.11
SCAF11


BRD4
FSIP1
PAIP2B
RP11-135L13.4
AC007952.5
RP11-533E19.5


AC006538.1
AC002056.3
RP11-11N9.4
DOCK2
SHFM1
RNF214


FAM229B
RPL35P5
OSGEPL1
ETS1
AC094019.4
TGS1


PKM
IDH1-AS1
NHEJ1
RP11-108M9.3
CAMSAP3
RP11-147L13.8


RNF185-AS1
APC2
RBM22
KCNQ4
FAM161B
HMGB3


RP11-344B23.2
PPP2R5C
RP11-520H14.7
LRRC29
RP13-465B17.4
RP13-465B17.4


HSP90AA5P
TTC34
RP11-10A14.9
ARMCX5
OSGIN1
ANKRD36B


RP11-755F10.3
CTC-487M23.7
AP000350.6
DUSP1
CCDC113
ZBED6


STKLD1
OGFOD2
GHET1
COL7A1
COX6C
RBM14


UBAC1
RP11-927P21.1
TCL1B
LZTS2
RP3-395M20.12
TUG1


HIST1H4J
RP11-297L17.6
FAM170B
KLHDC3
RP11-394I13.2
INVS


ENAM
GSK3B
NCOA4
AC009506.1
FAM111A
HNRNPA1


CHMP4BP1
CDKL4
RLTPR
AF131215.8
TBC1D15
RP11-147L13.14


CFP
GDPD3
EEF1A1P19
KDM3A
NCLP1
RP11-553D4.2


RP11-390F4.3
SOCS1
PLCB2
KCTD9
ATP2B1
RP11-463O9.1


PCDHB9
CDKAL1
SMARCE1
TTC25
SV2A
RNF7


TBCC
PRL
AC110615.1
ALG12
RPPH1
AC092301.3


ECD
RP11-629B11.5
SLC39A8
MS4A7
CH17-258A22.4
UTAT33


IL6R
USP27X-AS1
COMMD10
RNF145
WDR20
CRNKL1


MLLT6
TMEM139
SCFD2
ZNF782
ZNF786
TP53RK


RP11-173M1.5
STIP1
LINC01420
WNT5B
HMGN1P36
CLASRP


MORF4L1P1
CDK5RAP2
BIRC2
AC090286.2
AC006116.22
ZNF529


ADGRG2
PPP1R9B
RP11-297B17.2
FUS
ATG5
RP11-307L3.2


CTB-161M19.4
RP11-649A18.5
NAMPT
TUBB8P2
TRIB2
RP11-961A15.1


RP11-118H4.1
TACC3
RPL24P8
RP11-849F2.7
RP5-875O13.7
NPTN


ANKRD10
LIMS2
TPX2
RP4-545K15.5
GTSF1L
CROT


RP11-153M3.1
HMBOX1
DIP2A
GOLGA6L9
RUBCN
ZNF225


GLYR1
CTD-2047H16.4
UBA2
EXOC3L1
MYH10
HMGA1P2


PSPC1
PHF6
RP11-528A10.2
AC002550.6
ITGB1BP1
SEC16B


LINC00640
HLA-B
SEC61G
DMTF1
TSPAN10
RP11-968A15.2


DEXI
EHMT1-IT1
NUTF2
UBN1
SNRNP200
C19orf43


AC006042.7
STRN4
FHDC1
TPGS2
RP11-359E3.4
SLC4A9


RNF122
CLIC6
ATF3
RP4-665J23.4
CSPG4P10
NPIPB8


RP11-350N15.5
C5orf60
TBC1D10A
KIF18A
TMEM231
RN7SL192P


PDP1
AC010091.1
ID1
CTA-313A17.2
SLC39A6
TRPC5


PRMT2
RP11-1023P17.2
SPRN
TIGD5
RP11-488I20.9
ASAH2


RNVU1-3
RAB41
ZNF417
CTD-3131K8.2
RPL12P12
COPG2


MANEA-AS1
PRAP1
ARMC5
ACTR10
C4orf46
NOS1AP


TMEM189-UBE2V1
RPS20P14
NSMCE4A
NDUFA1
CENPI
PCK1


H1F0
ZNF557
GLYCTK
PPP3CB
KRT18P5
NOP2


RPS4X
RP13-415G19.2
PDE1B
RNF8
CYP1A2
PKI55


AE000661.37
FBXL5
AC073052.1
PNISR
RP11-142C4.4
DDX41


RP1-221C16.8
KB-1836B5.1
TECTA
RP11-551G24.2
RAC1P2
PPP2CB


ALMS1
RP5-1091N2.9
RP11-493E12.3
RP3-497J21.1
RP11-651L5.3
PECR


GPC5
RIOK2
TMEM56-RWDD3
VPS8
RRP7BP
PBLD


MAP3K11
LYN
RP11-159G9.5
ARG2
CWC25
IL7R


GLTSCR1L
RP11-894J14.5
MRPL52
LINC01176
BCAR3
TUT1


BTG1
IRF2
CEP72
B3GALT1
ZNF559-ZNF177
DSTYK


PRPF18
FGG
NGRN
TRIOBP
IGLV2-8
USP28


RP11-463D19.2
RP11-216M21.1
SF3A3
NUTM2B
CTD-2124B8.2
AC005224.2


AL589743.1
C3orf38
SUMO2
CFAP58
DYM
U2AF2


ABCC11
APBB3
AC074391.1
KANSL1L
RP5-1184F4.7
GTF3C5


CLASP2
RP11-407G23.2
LY75-CD302
MBD3
AGAP2
RHOQP2


AP001258.5
KRBOX4
SMN1
RASSF7
TEX21P
ST6GALNAC2


RHBDD1
YEATS4
RPS24
DAZAP1
HPS5
C22orf24


RP11-108M9.5
AC027612.1
GSDMD
SERPINA10
MAZ
RMND5A


RP11-492M23.2
NRBP1
DNAAFI
NUTM2G
RP1-286D6.5
GUSBP2


RP11-279O9.4
HSPD1P1
RPL21P110
RARA-AS1
HAGH
MAPKAPK5-AS1


TRIM59
IL11RA
GGA2
EPHB6
FSCN3
ZNF346


NR1D1
RBM15B
ZPR1
AC007279.2
EBLN2
ZDHHC16


CSRNP1
VPS18
ZBTB11-AS1
RPL12P1
RP11-632K20.2
RPL23AP64


RP11-514O12.4
SOCS6
AC079767.4
AC073333.8
SUCLG2P2
RP11-206L10.8


BAD
TMSB4X
DOCK3
C10orf12
KIAA0141
UBL3


IGLV4-60
KCTD10
SUDS3
RPS23
RPL26P19
RINL


SFPQ
E2F5
ZNF566
RP11-87G24.3
ANK2
SNX6


RP11-541N10.3
SRP72
RP11-385F5.5
RP11-536L3.4
CTD-2541M15.3
ELMSAN1


ZBTB4
MBTD1
DCUN1D2
IPO8
CDK2AP1
CMTM6


HIST1H3F
RBBP9
SPATA31B1P
SAR1B
RP11-108M9.6
CDR2L


ZBTB24
ARRDC1
FKBP1B
AC079742.4
TAF3
FGD5-AS1


CTD-3203P2.3
RP11-155D18.13
RP4-545L17.11
KCNH8
UHRF1BP1L
C1orf74


HPN
TSTD2
C9orf85
ACAP1
AC004383.3
RP11-344N10.5


S100A13
SLC41A1
ENSAP2
EFCAB12
DYRK1B
CNOT3


POLR3D
CDC23
DNAJC19P9
RFTN1
RHOT1P1
PDZRN3


RP11-297C4.6
YKT6
UBL4A
EPHX2
CTC-338M12.6
CH507-9B2.5


RGPD1
LRFN3
RP11-140K17.3
SF3B1
LRRC75B
FBXO18


SH3PXD2A
SLC4A5
HMGXB4
RP11-160E2.11
TCAF1P1
RP11-475O6.1


RP11-572O17.1
CHST12
SPARCL1
ZC3H3
RP11-112J1.1
UBE2E3


PAPOLA
LINC00539
RP11-313D6.3
ZNF85
WARS2
CLDN11


RP11-147L13.2
STAM-AS1
RP11-680H20.1
EIF4HP2
RP11-434H6.6
AVEN


ZNF442
AC000078.5
RP4-675C20.4
XKRX
PFN1P2
BMS1P22


EBAG9P1
ZNF574
KB-1980E6.2
AC062028.1
ULBP2
RP11-25K21.1


CFLAR-AS1
RP1-283E3.8
RP11-371A22.1
RPL23AP42
CHD5
CTD-2319I12.4


NAT14
C1R
GABARAP
TPRA1
COPZ1
WHSC1


RP11-810P12.7
CTD-2054N24.2
GLRX3P2
CHD6
ANP32A
TRIM52-AS1


PAFAH1B1
AC004069.2
RP11-369G6.2
DHX8
OR7E7P
FZD7


CCDC88B
RP4-814D15.2
RP11-347C12.12
SMAD1-AS2
CTB-31N19.3
CECR5


HIST1H2BF
BRMS1L
CSF1
C2orf27A
LMF2
MGAT5


C4A
HNRNPK
XXbac-
RP13-580F15.2
ALDH4A1
ROCK1P1




BPG294E21.9


ADH5
BRAF
RP11-542H15.1
MAPKAPK5
RP5-875H18.10
KDM2A


CTD-2341M24.1
WWC3
MKL2
MGEA5
RP11-560J1.2
PARP2


RP11-727F15.9
FKBP8
C8orf76
TIGD4
DDB1
KHDRBS1


FAM9C
PCM1
MBNL3
UBA6-AS1
LCP1
SLC16A9


USP1
CTD-2027I19.2
RPL13AP25
PAN3-AS1
CD38
FOXD4L5


CCDC144CP
C14orf93
TEX10
BOD1L1
AC068831.10
CTU1


RP11-373N22.3
CTD-3220F14.3
SERTAD1
LCORL
FTLP3
MRPL1


RBM19
PDCL
AC024704.2
C1orf95
ZNF121
RPL31


PPP4R3A
PTPRF
FAM234B
ZNF207
ZBED8
RP11-104N10.1


KPNA2
TSTA3
AP000442.1
FKBP5
KLHL42
NUSAP1


FLJ21408
NUMA1
RP4-756H11.3
RP5-1092A11.5
ZNF532
RP11-426C22.4


PHACTR1
C16orf89
GNRHR
CDK3
AC147651.4
IGHV4-34


CAHM
RP11-85A1.3
ADRM1
RP11-133K1.11
MCM2
RAD54B


ZNF232
CC2D1A
TMEM238
TNFRSF25
NONO
LINC00623


CHCHD4P3
AC073254.1
TOP1
SUPT6H
HSP90AA1
DDTL


LINC00933
BICD1
FAM118B
RP11-96K19.2
RPA1
PPP1R35


SLC28A2
NUDCD1
RP3-322G13.7
CRTC3
RBP5
C9orf40


CAPN15
N4BP1
ZBTB22
ALG11
MYO9B
CTD-3113P16.11


POLR2C
SCARNA2
SUMO2P1
RP11-245J9.6
YIPF5
ENO4


CTD-2231E14.2
AC097713.4
COQ5
IFT43
CSTF2
RP11-144G6.12


GSDMA
SLC25A43
UQCC1
PSEN1
THEG
C1orfl32


MORC2
SKA1
ZNF8
CACNA1C-AS2
MECR
RP11-173P15.9


MMP25
GPX4
C2CD5
TARS
RP11-98J23.2
ZNF275


GNB2
CTB-47B11.3
RP11-178L8.4
EHBP1
KIF1C
AC093838.4


RPL5P18
ZNF33B
TCF7L1
PEX2
RGS9
GAB1


ALCAM
RP11-366M4.11
WDR44
DTL
ZNF565
ATF4P3


LA16c-360H6.1
SCYL2
MOK
RP11-157P1.4
ERMARD
RPL35AP


PRRC2A
MIOS
UBE2SP1
SELV
MPRIP-AS1
RP13-16H11.5


AD000864.6
GATSL3
GPSM2
CCDC97
CTC-425F1.4
CRP


CDK8
CPSF6
RP1-37M3.8
IGLVI-70
RP4-583P15.14
MMS19


SESN3
AC006509.7
RP11-562A8.4
HSPA8P7
ERBB4
TUBB2B


MKLN1
GBE1
NUB1
RP5-1125A11.7
RSPH14
PPP1R1B


ARHGEF18
CHAD
RP11-160H22.5
ZSCAN32
RP11-379H18.1
RP11-285J16.1


CDC25C
RAB39A
AP000476.1
LINC01372
FAM21A
NDC80


TP53TG1
CACNA2D2
CISTR
ADRB2
CLSPN
RP11-428J1.4


MMP7
MGMT
PDK1
UBA6
TMC4
NUDT5


ZNF778
SLC37A2
PARL
TRAPPC1
RP11-87H9.5
ITGAL


BEND3P1
XXbac-
SAA1
RP11-464F9.22
ORC6
CAPRIN2



B476C20.9


AC007256.5
PRMT7
CHAF1A
FAM71D
MGAT1
ZNF233


GMFG
IGLV3-19
UTP18
SMNDC1
FOXD4L3
TMEM123


PIGY
WDR89
RAP2C-AS1
PITRM1-AS1
APOE
CLTC


IGKV1-12
SPECC1
CH17-437K3.1
RRM2
MIATNB
HIST1H2AK


ANKRD11
RP11-466H18.1
TTC37
SEMA4D
KCTD21
ORMDL2


CEMIP
GPR39
PLEKHM1P
CTC-471F3.5
IRX5
TMPO


ZNF345
KCTD18
CAMK2D
PRKCQ
TMEM86A
SNORA63


RP11-96L14.7
TRIM39-RPP21
NDUFA4
LINC01251
KLRC4-KLRK1
BTN3A3


SEL1L3
NUDT3
IGLC1
USF2
HEATR5B
SAE1


CTD-3138B18.6
MIER3
GPATCH11
OCIAD2
CTD-2192J16.22
AC104134.2


RP4-620E11.8
CTCF
RP1-43E13.2
RP11-57K17.1
CCDC80
RP11-21L23.2


C5orf28
BCCIP
ZNF280C
GAA
RP11-119F7.5
EFCAB5


RPL24P4
CIC
SLC38A2
RP1-168L15.6
MMACHC
C8B


PIFO
ERAP1
GAN
FHL3
ZNF672
AC009060.3


LRRC40
PLPPR2
FCHSD2
GOLGA8IP
RPP38
TBC1D9B


KIAA0196
HIST1H2AJ
DNAJB1
SPATA3-AS1
IGKV2D-30
SFTPB


CDCA8
RP11-334E6.3
HMGB1P5
ABHD17B
AC142472.6
MTND4P15


CMBL
RP11-1105G2.3
LMBR1L
CIZ1
ALDH1L2
POMGNT1


AC138969.4
ALOX5AP
ONECUT1
ARID1A
BMPR1APS1
HS1BP3


PRKY
RP11-385F5.4
SMIM5
TTLL11-IT1
FANCD2P2
ZNF3


FABP1
PPP1R12B
DHODH
ATP10B
TRIP4
GIPC1


RP4-761J14.10
THUMPD2
CCAR1
LRRC42
TBC1D10B
MEF2C


RP11-61A14.4
RP11-331F9.3
PLCD4
CPM
SMARCC1
KIF23


NIN
PHKB
NBPF25P
RNF139-AS1
GUSBP4
IGKV3-11


MIR497HG
RP11-332H18.3
AC068831.6
CTD-3252C9.4
HSPA5
NCAPD2


COMMD7
AC004471.9
CDC26
ING3
APC
SPTB


SERPINB6
ZNF449
RP11-94I2.4
SETD5
HOXA3
SSRP1


RPL7AP10
BBS10
RLF
KLHDC4
RP5-1073O3.2
KIAA1524


AC005682.5
AAED1
MED23
CTD-2649C14.2
RP11-326I11.4
C17orf89


CROCCP4
RP11-289I10.2
DSCR9
IK
EIF1B
RP11-22B23.1


RASSF1-AS1
DDIT4L
TARDBP
TMEM108
HNRNPM
TTC7A


ZDHHC17
XXbac-
RP11-290F24.6
YIF1A
AMN1
BUD13



B444P24.13


DDC
LSP1
AC006994.1
SBSPON
SHKBP1
KB-1592A4.15


RP11-84C10.4
RP11-329A14.1
CTA-246H3.11
AOX2P
EIF3FP3
ZSWIM3


RP11-46J23.1
CTC-524C5.2
LDAH
MYO1H
RP11-644F5.10
GPR108


YTHDF3
UBB
WTAP
NPM1P37
RAD54L2
TRUB1


RP11-662J14.2
HNRNPC
CDS2
ANAPC7
RP11-545M17.1
ZNF706


SFXN3
CLECL1
RP11-264B17.4
RP4-753P9.3
ARL6
HIF1A-AS1


CD79A
GPR146
AC138035.2
RP11-108O10.8
RNU1-28P
RNU1-27P


RNU1-1
RNVU1-18
RNU1-2
RNU1-4
RNU1-3
U1


U1
SIAH1
SCNN1D
RP11-798M19.3
FHL1
RP11-313J2.1


RAB8A
SYK
PUS3
LRR1
KIAA0232
RBM39


RP11-396C23.2
SMG9
PAQR7
RPSAP54
RP11-113D19.9
CTD-2619J13.14


SCARNA5
CCDC127
RP11-534L6.3
DNALI1
RPS20
ZMYM1


ANKRD46
GALNT7
PDE8A
TMEM64
YTHDF2
RAB5B


RP11-615I2.6
PARG
RP11-174O3.1
KRT10
UBQLN1
IGLV1-40


POLL
RP11-35J23.1
RP11-215A21.2
RP11-126K1.8
MOSPD1
AC002117.1


SCRN2
CTD-2260A17.1
NEXN
RP11-252C15.1
RNF40
CTC-499B15.5


G6PC
TP53
GCC1
MAP3K9
ZNF517
RP11-298I3.3


PTMAP2
PHF3
CCDC9
SLC25A1P5
GLUD2
RP11-152H18.3


CHGB
CLINT1
ATP5G2
TIGD7
AC025335.1
KB-1208A12.3


RP11-297C4.1
RP11-305O6.4
RNF38
UNC5CL
TERF2
KANK3


HNRNPA2B1
AC078899.1
RP11-517B11.7
MARK2
RP11-44N11.2
RP1-118J21.25


RP1-63M2.7
RP11-785D18.3
RNF103-CHMP3
CMSS1
RNU2-63P
ARL15


HEATR6
CTD-2021A8.3
MAFA
GPR174
CTD-2270P14.2
HYLS1


RER1
RP11-252A24.2
SLX1B
MBIP
FIBP
TOLLIP-AS1


ZNF43
ASNA1
ZNF419
LRRK2
C5orf34
TATDN1P1


PODNL1
CTD-2006C1.2
RP11-286N22.8
CTD-2540L5.5
SELK
SIM2


AC073046.25
RP11-816J6.3
DDX3Y
FAM46D
TEF
TINF2


FSIP2
RP11-717D12.1
SEC31B
PCDH11X
RP1-159M24.1
SCARNA16


C9orf147
KIAA0922
PTK2B
RP11-552F3.9
DCLRE1B
PHF1


UBE4B
RP11-730G20.2
RP11-253A20.1
ENTPD1-AS1
RP3-508I15.22
RP11-386M24.4


TAX1BP1
RP11-304L19.13
OPRL1
C19orf68
DBI
WASH4P


AC022210.2
RP11-361L15.3
SPC25
ZEB1
ARL5B
POLR2J4


YBX3
PLXNA3
RP11-805J14.5
LINC01003
CTD-3199J23.6
CTD-2192J16.26


AC007405.6
C15orf38-AP3S2
PHEX
RP11-365F18.6
C10orf95
NFE2L2


ERI2
SNRPFP4
NPM1P39
RP11-343H5.6
BTBD10P2
ASCC3


IP6K2
KCNN1
MLKL
ACYP2
RP4-784A16.2
CPSF7


RP4-539M6.22
PCSK5
ARRB1
TRAF2
CCP110
EEPD1


VCP
NME1-NME2
RAB28
AC020743.3
PLS3
NOTCH3


EPC1
PCCA
CNOT6
IGFBP4
PCBP4
RP13-942N8.1


SCRG1
GMIP
NUP155
RHOG
VDAC1P2
RP4-724E16.2


GNB1
YWHAQ
SLC16A7
LINC01183
H2AFY2
RP11-480G7.2


RPS19BP1
NUP153
TNFRSF10A
CAPZA2
POM121C
LINC00310


ZNF211
RP11-724O16.1
SVIL-AS1
ZNF273
RP11-173A16.2
RP11-712L6.7


RP11-170K4.2
RP4-583P15.10
RAD9B
PCLO
RP11-455F5.6
C2orf49


CTD-2524L6.3
RP4-622L5.7
PBX1
AP001469.5
AC083884.8
CERS1


LINC00954
LRRK1
ZNF569
RP11-245C17.2
DHX40P1
RP11-455I9.1


RUFY1
DSCC1
ARL6IP5
RP11-459F6.3
IGHEP2
ZPBP2


WDR62
RFX3
EIF4A3
PRMT9
AC079448.1
MAT2B


RP11-285G1.14
MTCYBP18
LL0XNC01-240C2.1
RP11-68I3.10
INTS12
SLC7A5P1


TOE1
RP11-574F21.3
ADPRM
AC007566.10
FNBP4
CDCA7L


RP11-495K9.5
CHD7
NNMT
RBM10
CTC-277H1.6
FAM98B


DNTTIP2
ZMYM4
RP11-843P14.1
AC007906.1
FAM168B
RP4-756H11.5


SLC4A1AP
RP11-108M9.4
ZNF607
TESPA1
RPL21
G6PD


RP11-164H13.1
PRAME
ARHGAP6
KIF3C
AC006129.1
AFF2


NHLH1
SAYSD1
FNTAL1
KIF14
BMF
RP11-3P17.5


TRMT12
AC006116.13
DDX20
RP4-803J11.2
SPPL3
ZNF408


RP11-147I3.1
ZNF776
CTB-50L17.10
RP11-22OI1.2
ARRDC3
CTC-529I10.1


RPL39L
EIF3EP1
ZHX2
AMER1
RPL26
RP11-353N4.6


MDH1
LINC00526
ATXN1L
ZEB1-AS1
MINOS1-NBL1
TTLL9


ZNF143
RNF219
TSC2
AC005775.2
ZNF337
NINL


AMBN
CCDC7
CTD-2544H17.1
RECQL
APOLD1
RP11-532F6.5


SALL2
ACTR5
CAND1
AP005901.1
SPSB3
RP11-305M3.2


GOLGA3
RAD23B
SLC25A47P1
YWHAZP4
PSMD14
C1QL4


ESPL1
SNX30
NBEAP3
RP11-463O12.5
RP11-35G22.1
RP5-1042K10.14


NDUFA9
MXRA7
RP11-10L12.2
RP1-283E3.4
XXbac-
ABCC1






BPGBPG55C20.1


WIPI1
CRIM1
FRG1BP
RP11-173E2.1
ZNF431
CCDC157


CPNE1
HUS1B
CTB-4E7.1
ALAS1
DIAPH1
PBX2P1


RPL10AP6
AGPAT1
ORMDL3
CDC5L
NPM1P29
SPATA9


RP11-490H24.5
RP11-347C18.1
RP5-1142A6.9
RMRP
TNKS1BP1
CTD-2313J17.1


RP11-10N16.2
MSNP1
RWDD4
EPHX3
ZNF385C
RP11-368N21.5


RPS23P8
MED1
C11orf68
RP11-177C12.4
CTD-3075F15.1
RP11-488C13.7


SLC35B1
HLCS
RN7SL832P
RP11-613F22.6
EID1
RP11-295H24.3


RP11-231G3.1
AMIGO1
CPSF3L
REPS1
RP11-138I1.2
QSOX2


SMG6
MAP2K7
AC015849.13
IER2
SYNGR1
KLC4


SFMBT1
RP11-256L11.3
WTIP
TAS2R50
RPS29
RP13-516M14.2


AC097495.3
CTD-3138B18.5
ANO1
C17orf100
TRAIP
ABALON


SRPK3
EIF1
PDIA4
PFDN4
SPIN4
TNPO2


ALDH1A3
RP11-449P15.1
SH3D21
KATNBL1P6
LGALS3
SCARNA7


USP51
RP11-552C15.1
LASP1
XRCC2
SORBS1
CCDC15


MED9
PDE1A
AP000866.1
KB-1125A3.11
ZNF865
ACTL10


NCAPH
RP11-68I3.4
MORF4L2
CTD-2184D3.7
MZT2B
MMP19


RP11-370B6.1
HYAL1
PTGES3P3
AP000577.2
ASCC2
Sep-05


LINC01346
TMEM191C
SPATA20
RP3-512E2.2
EFNB3
AC108479.2


PRDM10
TRAPPC12-AS1
RP11-69L16.5
ZUFSP
RAB33B
BAK1P1


GPA33
MMRN2
TXLNA
CUL4B
RP11-715J22.3
ZNF32-AS1


FAM134A
RPL34
ZFP64
CSNK2A1
IFITM4P
RP11-259G18.1


FAM180B
RP11-173B14.4
EXO1
RP11-158M2.3
MLEC
AATBC


RP11-862L9.2
TBC1D13
ZFAT
USP9Y
FLJ13224
PCDHGC5


AC018766.4
RP11-486G15.2
SLC25A18
IPO5
RAB6C-AS1
QPCT


RP11-414C23.1
RP11-288K12.1
NDUFA5P11
COX7C
CSTA
CYP2D7


CTD-2369P2.5
TMEM200A
MGAT3
ZNF184
RP11-755B10.3
AC012368.1


EXOSC10
HPCAL4
RP11-347C18.3
FLVCR2
RP11-546K22.1
NFKBIA


RP11-679B19.1
AC017074.2
FRRS1
RP11-482D24.3
GJA9
PHAX


CXXC1
RXRA
SUZ12P1
ZNF627
CPSF2
LINC00657


TTBK1
PLEKHA3P1
LRRC37A
RP3-375P9.2
SLX1A
HUWE1


RP11-70L8.5
CBX3
PLCB1
ABHD3
RP5-1057120.6
RP11-455G16.1


GTSE1
FPGT
RAB11FIP5
RP11-131M11.2
FOXO4
RP11-1137G4.4


CSDC2
ZBTB8OSP2
RP11-548H18.2
EIF4G2
DYNLRB1
BBS12


TVP23C-CDRT4
RP11-572M11.3
ARID5A
MEGF8
GLYATL1P4
NFKBID


CTD-2509G16.3
RP5-1024G6.5
RP11-12D24.10
EVI5
RP11-550I24.2
IGHMBP2


APOA2
CPEB3
RP1-20N2.8
RUNDC1
HS3ST3B1
THOC5


DCLRE1A
RP5-875O13.6
AC137932.4
GNAS
CTD-2035E11.3
METTL21A


SMC2-AS1
PPP1R18
SLC39A13
FAHD1
PROM2
RPL10


PLEKHG5
AC018755.17
AMD1P3
CYP26A1
CCDC107
AC007325.1


ATAD3A
RP5-827C21.6
TTC28-AS1_2
SNX2
PCBP2-OT1
HSD17B1


CCDC71L
MAP4K3
STK16
CSPG5
CNOT8
NDUFS5


AP004290.1
FGB
PARGP1
DEPDC4
RP11-981G7.6
CDKL3


ZPBP
RP11-923I11.3
NADK
CENPJ
RPL7AP60
RP11-325L12.5


IGKV2D-26
CFAP45
NPIPB5
AC003090.1
GUCA1A
TCOF1


SH3KBP1
CDKN3
ZNF846
LL21NC02-1C16.2
RPLP1P11
CCL3


ZNF571-AS1
ALDH5A1
SMAD7
RP11-950C14.7
RP11-347C12.4
RP11-345J4.4


DBN1
GS1-590J6.3
RP11-209D14.4
KLF3
HNRNPDL
CYP2A6


LONP2
MTF2
MTCO3P11
PMS2P2
CPT1C
ATF7


TRIM34
GTF3C3
TTC39B
RP11-752D24.2
RP11-468E2.1
KDM4A


KAT2B
RP11-44N11.1
PAPOLG
PSMA3-AS1
ITGB2-AS1
ANAPC1


SHISA9
AC090498.1
TTC22
OVGP1
BICD2
RP4-569M23.5


AC009120.3
IGHM
DROSHA
STK31
HELLS
CASQ1


RPS3AP2
DNAJC13
LDHAP7
ZNF543
PRDX3
TTC16


FAM20A
RP11-57A19.2
TWISTNB
SLC38A1
WAC-AS1
FTH1P11


MSMP
HNRNPD
AC004556.1
RP1-20B11.2
AC073842.19
TMEM204


PRELID3A
RP11-388C12.8
SULT1A3
RP11-287F9.2
IFFO1
AC016734.2


ZNF436-AS1
SPON1
RPL10P15
KRT18P28
P3H1
RP11-548H3.1


MARK3
CTD-2246P4.1
AC090587.4
HADH
STK26
ARX


ENPP5
DCAF5
LRSAM1
NPIPP1
CCT2
AURKC


SEC14L5
PSMD9
SIRT4
CDC42
FAM218A
ELK1


RP11-49O14.2
RPL6P27
SRF
RP11-435O5.2
RP11-847H18.3
CTD-2591A1.1


KLRK1
RP11-777F6.3
HSPE1
SUMO3
HOXA1
MDM1


NSG1
SMIM10L1
FGA
HEIH
ALDOB
ZKSCAN1


AF129408.17
CHRNE
Metazoa_SRP
RPS6KL1
HCP5
UVSSA


HSPE1-MOB4
LRRTM2
FDPSP7
RP11-440L14.4
RP11-314A20.1
FGF13


FBXW7
TFAP2E
RP11-671J11.5
NARFL
MTMR1
F8A1


RP11-531F16.4
USP7
AC093074.1
DNAH10
UBE2F
LINC01374


GAB2
ARID2
SPNS3
KCNK13
EIF1AY
CDCA7


TSKU
AC005606.14
CDK9
PHF23
PPP5C
BTNL3


RP11-282K24.3
RP11-134D3.2
CTA-223H9.9
DCUN1D4
HSD17B4
EPM2A


NDUFA13
AC000123.3
RP11-482M8.1
RP11-192H23.5
FTH1P3
ETV2


RCBTB1
SEC13P1
AE000662.92
LIMS3L
EIF4A1P7
CDC6


CAMK1
RP11-464D20.2
ZNF385B
RN7SL15P
KDM6A
SOS2


RP11-730K11.1
RP11-152N13.5
SNRPGP15
TWF1
RP5-956O18.2
TUG1_1


SAP130
LINC01119
DEPDC7
AC022007.5
CTC-260E6.2
RPL13AP5


HMGN2
TRIP12
RP1-39G22.7
GRIPAP1
NXF1
PHLPP2


C18orf25
FAF1
RPL12
RP13-753N3.1
RP11-48G14.3
VPS50


UPK3BL
TADA3
C1orf174
EID2
RP11-195L15.2
C11orf58


TRNP1
RWDD3
RP11-350J20.5
NDUFA12
CTD-3220F14.1
DYNC1I2


ZNF519
TNPO1P1
RN7SL381P
AC093166.1
RPS11
NUDT2


SNRPD3
PPA2
CLPTM1
CTD-2192J16.20
CFL1P5
ATG16L1


ZMYND19
ZNF236
SMC2
CYP3A7
ENHO
RPL39P3


ATXN7L3B
CAPN3
BUB1
RP1-257A7.4
CLIC4P1
KDM5C


FAM83D
UBE2G1
GRTP1
GIT2
TCL1A
CTD-2235C13.1


SRPRB
GNB3
AP1G1
FEM1B
U2AF1L5
RP11-54O7.1


DYNC1LI2
KLK1
SYT7
C12orf29
SRA1
RP5-935K16.2


SRBD1
AC079807.2
DBNL
C1orf54
RP11-583F2.2
DNAJC16


RP11-571I18.5
FRMD8
RAN
COPZ2
INO80B-WBP1
POC5


IRF3
RP11-589P10.5
RP11-420A23.1
LRRC46
CTD-2555A7.1
RABL3


HNRNPA3P5
RIMBP3B
C6orf62
RP11-95D17.1
AZIN1-AS1
RP11-346C20.3


SPAG16
RP11-460I13.6
PAIP1P1
CRABP2
RP11-368P15.3
TOPBP1


SNX18P12
TMEM183A
RP11-662J14.1
USP14
SPATA4
CTC-493L21.1


SLC25A39
HNRNPA3P6
RP11-839D17.3
STUB1
HMX2
TRERF1


XRCC3
RP5-836N17.4
ABHD13
TRERNA1
RP11-181C3.1
UBE2Q2


MEIS2
RBM42
C11orf80
SYCE3
RP11-64K12.4
MALT1


IGKV2-29
C6orf132
GCLC
GDI2P2
RP11-408P14.1
RIMKLBP2


RP11-1157N2_B.2
ZFYVE16
FLJ31104
CASP8AP2
GPC6
LINC00304


GNE
FTOP1
FGD4
BBS2
RP11-669E14.6
RP13-33H18.1


PPM1J
FXR1
RP11-520A21.1
AC004837.5
ATE1
UBL5


NAALADL1
STRADB
CDK13
PTPN2P2
CSNK2A3
STIL


CTC-490E21.10
S100A14
NRIP1
RP11-640N20.4
ST6GALNAC4
ADH1A


NMT2
CRYZ
CTD-2006H14.2
TSPAN6
CTC-296K1.3
KCNJ11


TRPM4
RP11-367J11.2
EXO5
TOPORS
ATP8B3
GGT5


RP11-659E9.4
RPL8
RAE1
CTA-280A3.2
RP11-706P11.2
RAB6C


P2RX7
PNMA6A
CLMP
RP11-793H13.10
AC005780.1
RPL3


COX10
FAM27B
GTF2IRD2B
HSD17B10
SC22CB-1E7.1
TUBA3FP


ZFPM1
TUBB8P12
KNTC1
RP11-240G22.4
BRF2
ENTPD7


RCN3
FAM179B
H2BFS
STAU2
RP11-247A12.2
MESP1


KDM8
RP11-1193F23.1
POLDIP3
PI16
PEX11G
CNOT7


SERPINB9
AL133243.1
RP1-315G1.3
RP11-434D9.1
CALM2
ANXA4


METTL10
RP11-889L3.1
SNHG7
RFC4
RPS15A
EFCAB7


VPS53
CCDC88A
PTTG1
BDH2P1
RP11-365F18.3
CICP22


RP11-390E23.6
NGFRAP1
COX6A1
SCG5
CFAP53
GAPDHP38


SNAPC2
RP11-148O21.2
RP11-501C14.5
RTEL1
TACR2
RP11-961A15.3


PPP2R3A
ANKRD65
RPS9
H2AFZ
SLC26A4
NT5CP1


PLCD1
RPIA
PSMD10P1
SUCLG2-AS1
SPAG5
ARFIP1


CTC-448F2.6
RP11-257K9.8
SLF2
HNRNPH2
RP11-494O16.4
SLBP


MCTS2P
MIA
EEF1B2P3
RP11-824M15.3
RP11-74D7.3
RP11-175D17.3


GTF2IP1
TMEM221
PIGH
CCDC14
CTB-33O18.3
RAD51L3-RFFL


RP11-214N9.1
FTH1P7
BAZ1B
RP11-758H9.2
VRK1
ZNF784


EIF4EP1
RAB2B
CRY2
ZNF506
RP11-391L3.5
SPINK13


QRSL1P3
RASGRP2
SEL1L
ARHGAP32
CTD-2659N19.9
RP11-977G19.12


RP11-326K13.4
FGFBP3
RP11-474P2.4
ZDHHC11B
GINS2
HSPE1P3


CTD-3037G24.3
PRPF6
ZMYND12
XXbac-
RP3-394A18.1
RFC3





B135H6.18


AC008592.3
NDUFA9P1
AC007246.3
RP11-758M2.1
RP11-656D10.5
NDUFS6


NFIL3
RBMXL1
CCDC28A
ZNF630
IGHV3-72
RP11-461L13.3


RPS3AP5
APCS
ACTR3B
PAM
METAP1
SMPD3


RP11-571I18.4
RP11-88I18.2
CTD-2370N5.3
USP32
SDHAF1
RPS15AP16


VEZT
CHST10
CAGE1
AC012513.4
RP11-326C3.16
MFSD3


URM1
CYP39A1
RP11-204C16.4
MAP4K1
PKP3
CLEC4A


IFI6
TMEM159
CIDEB
RBMS1P1
RP5-943J3.2
MCM6


SOX2-OT
GPR87
FRMPD1
MED21
GTF3C6
ABCC9


CTD-3105H18.8
RPL10AP2
FOXD2-AS1
TLR4
GPN1
RTCA-AS1


AC115617.2
ZSCAN21
RP11-110J1.2
RPS18P9
DHX40
AC109829.1


TRIM6
FXYD3
CCNB2
AC016739.2
HACL1
GPR65


GRWD1
TTLL11
HNRNPL
CHAMP1
RP3-437C15.1
BHLHB9


NEURL4
CDC42P4
TRAF6
UBD
CHL1-AS1
ING1


C12orf65
LINC01554
CTD-2145A24.4
ZBTB40
RAB3GAP2
RP11-457M11.5


HM13-AS1
CDCA3
PHBP6
DIAPH3
AUNIP
RP11-122K13.12


SPATA5L1
TATDN1
SGOL1
NPLOC4
ARHGAP18
U1


ROGDI
ARPC3P1
BACH1
NOS3
RP3-388N13.5
KIF2C


ARL14EP
RP11-318C24.2
TTR
RP5-864K19.4
CTD-2235C13.3
ZNF212


RP11-665E10.5
RPUSD1
CTD-2554C21.1
RP11-629N8.5
TERF2IP
CD109


NR2C1
SCLT1
MAX
TMF1
TEX22
PEBP1P3


MYH15
PIP5K1C
CTD-2325M2.1
AP003391.1
SET
RP5-1047A19.6


MAN2A2
RP11-575L7.4
YBX1P10
BABAM1
RSRC2
COL1A1


FKTN
RP11-566K19.5
BZW2
DHDH
CLUHP3
MGC16275


RP11-261P13.6
TNFAIP1
TEP1
DDX11
PKD1L2
FAM35DP


FBXL19
JOSD2
RPS18P12
CTD-3099C6.11
C17orf80
HEXDC-IT1


VPS51
AC144652.1
U2AF1L4
MAPRE3
RP13-270P17.2
ZNF436


CSTF1
RP11-351C21.2
RAB3GAP1
CTD-2583P5.3
CARS-AS1
RP11-700P18.2


NEDD8
SETD6
ACADVL
ATP2C2
FAM185A
CDC14B


SPECC1L
RP11-345J4.6
CTD-2619J13.8
CWC22
SMU1
TMEM5


SCP2
EIF3D
ERF
XRCC6
RP4-536B24.3
SNF8


CCDC90B
SAP30L
RP13-20L14.4
GLYATL1P3
DNAJC14
RP11-517I3.2


CTD-2537I9.12
KAT7
SPAG7
RP11-203F10.6
BNIP3P5
C2orf81


TUBB4B
RP11-795F19.5
BSDC1
RP11-196B3.3
CCNA2
CTD-2619J13.13


SNX12
FTH1P16
RP11-817O13.9
AARS2
E2F3
CD2AP


RP1-234P15.4
SDK2
GUSBP11
ARL6IP1
PPIAP16
RSF1-IT2


RNF187
HTT
CDC27
RASD2
FOXO3
HPRT1


MAPK7
RP11-727A23.10
ADCY1
RP5-1056L3.3
ANAPC4
LINC01266


NRAV
TMEM19
AC009950.1
GLMN
SNX6P1
NAA60


EIF3L
RP11-317N8.3
NDRG1
DNAJB7
RP11-311P8.2
RP13-582O9.6


PSTPIP2
AQR
RP11-12A20.7
C12orf4
NRD1
NRBF2


CTD-2215E18.1
RPS3AP47
RP11-87C12.5
CNFN
IQGAP2
ZNF652


AC015987.1
JAG1
RP11-251G23.2
RP11-98D18.15
TAS2R4
SFSWAP


STX17
SNORD3B-1
HHIP
LTA4H
CCT7
RPS19P3


RP11-315I20.1
STX8
APOB
GLIPR1L2
MIS18A
AC007308.7


SNX9
GSKIP
RP11-219B4.3
CTSV
ARMC8
AP1AR


AC015971.2
IFNGR2
NAT16
CHCHD2P6
PNRC2P1
ZCCHC6


FAM35BP
RP13-93L13.2
CTD-3220F14.2
CTD-2509G16.5
RGS17
SCAF8


REPS2
KLHDC2
RP11-435J9.2
CCNI
KCNT1
CTDP1


DVL3
CHMP4B
RP11-1017G21.5
MAGOH
DTX2
SHISA3


CHL1-AS2
FAM109A
KLHDC8B
RP11-235E17.2
TWF2
CRTAM


RP11-262H14.5
TTYH3
AC114730.11
FBXO7
TMEM74B
NRF1


RP11-376N17.4
RP11-191L17.1
AXL
BCLAF1
DPH3P1
RP11-5C23.2


C9orf116
ZNF444
KAT6B
RP11-406H23.2
YOD1
CSAD


LDHA
CASP3
VPS13D
IARS
TCP11
ICA1


RP1-101A2.1
RPARP-AS1
PPWD1
MRM1
CTD-2510F5.4
AC004453.8


ATP1B1P1
SFI1
TPRKBP2
CBFA2T2
LPP-AS1
LSM8


RP11-417F21.1
RP5-890O3.3
TMEM266
TRIO
ARHGAP22
AP000569.9


CFH
AC009120.11
HAPLN2
OSCP1
NXT1
AC068831.16


C6orf48
SLC25A5-AS1
DYNC1I2P1
UBAP1
CYFIP2
NNT


DMC1
ZCCHC5
INIP
CTB-50L17.16
MAPK9
KIF7


STAG1
PTPRN2
RPS7P3
FSCN2
FAM189A1
RDX


FBXO22
RP5-881P19.7
TSPYL1
SLC30A9
PREP
ITPR1-AS1


SPACA6P
SEC16A
TRMT2B
CCDC144NL-AS1
LINC00479
COPG1


RP11-797A18.6
KBTBD4
RP11-34P13.16
HAVCR2
RP4-796I17.5
RP11-214K3.21


EIF4A2P1
ACTL6A
MOGS
DNAJB9
BX842568.2
RP5-940J5.3


RP11-61L19.3
RPL28
CDS1
CAPRIN1
LINC00958
RP11-160E2.19


SERF1B
RP11-481J2.4
PPP1R36
RP11-275I4.1
SLCO3A1
YBX1P2


UQCRBP1
PRKX
USP6NL
OAF
GPRC5A
UBXN7


TMEM39B
BMS1
UBXN2A
RP11-334L9.1
LAGE3P1
FBXO11


ATR
STXBP1
RP4-680D5.2
SAPCD1-AS1
AC006116.20
DNAJB2


BRD3
PHLDB3
ARMCX4
SHPRH
CEP76
TSNAXIP1


RABAC1
RAB40A
TOP3A
FERMT2
CTC-308K20.1
DEPDC5


RPL39
RP11-524N5.1
PXT1
FHOD1
RPL23A
GAS6-AS2


RNLS
RP11-511H23.2
ZNF709
RP11-422P24.9
PSMB10
ZNF891


RP1-293L8.2
FBXO30
RP11-15B24.5
TMEM8B
HSPE1P2
BRD1


KLRC1
RAB9A
NDUFA4L2
AD001527.4
BCL7A
ARID4A


AC007228.9
ZFAND2B
GRAMD4P8
ATF5
B3GALT6
RP3-406P24.5


RP11-73K9.3
ENO1
GGCX
UBXN6
RAB18
AC007773.2


HOXA-AS3
NELFCD
RARRES1
ZMYM2
RP11-456H18.2
C14orf80


AC078899.3
CACNA1I
PLCG2
SIGLEC16
PIK3IP1-AS1
NUDT7


DUOXI
AP000295.9
HSPA14
ATG101
SYCP3
RPL15


ACTR6
NDUFB1
CCNF
ZNF92
RP11-298E9.7
EIF4A2P2


ZNF718
SYCP2
ITGA7
IMMP1L
KCNQ1OT1
CRHR2


BRD2
LINC00222
NCOR2
C1QTNF9B
FOXP1-IT1
LINC00334


BST1
RP11-70C1.3
JADE1
ERCC5
CTB-167B5.1
TBC1D3B


MRPS17P1
RANBP1
CASP16P
CTD-2378E12.1
RP5-1115A15.1
UBE2N


RP11-483I13.5
ACVR2A
HCG11
ASPHD1
RP11-473C18.3
FAM103A1


TAB1
FAM162A
RGL3
MC1R
RP11-104G3.2
ADORA3


JAKMIP3
RPL10A
SKP1
ZNF32-AS2
RPL36A
CH507-9B2.2


RP11-333E13.2
AC016683.5
C21orf62
RPTOR
RP3-439F8.1
FNDC9


ATP11B
CCDC91
KLF15
CLLU1
RP11-91K11.2
AC092573.2


FAM73B
ERBB2
RSRP1
C9
NGFR
AC098826.5


CCDC92
CICP7
RP1-78O14.1
ZNF195
TMSB4XP6
AC008746.12


RP11-613M10.6
LURAP1
SQRDL
ECHDC3
CXCR4
TMEM8A


URAHP
SMIM10L2A
RPL13AP7
FAM105A
RP11-521L9.2
FAM196B


NRXN2
SEPT7P2
TOX4
ZNF189
ENTPD8
RP11-43D2.2


SEPT4-AS1
TMEM184A
SMARCD1
YBEY
PSMA1
PCDH1


DDX6
RP1-140A9.1
FAT1
MSL1
RP11-15N24.4
RP11-92K15.3


USP54
MED6
TBC1D8B
PDCL3P4
RP5-1068H6.6
WIPF1


RSPH1
FUT2
PLBD1
RP11-1415C14.4
ATRX
TRPV3


RIN1
C1QB
DPH7
SERPINA5
C16orf87
CAST


WASL
PXMP2
RP11-147L13.15
CFHR1
SETP3
PNKP


AC012074.2
PPCS
RCCD1
RPS5
NDUFA2
MEF2B


CTC-281F24.1
DICER1
UGT3A2
TMA7
NEK5
DLEU7


ABCA17P
DAP3P2
RP11-848G14.5
SERPINC1
BYSL
ZNF766


RP11-138I1.3
RBP4
DEFB1
CTC-459F4.3
ZNF160
METTL15P1


INTS7
TRIM5
PITPNC1
RP11-367N14.3
RP11-37N22.1
KRT8P33


ATP2A2
ANP32AP1
G6PC3
RP11-523O18.7
AC114730.3
RP1-225E12.2


RP11-541M12.6
RP4-751H13.5
RP11-278A23.1
C1QTNF3-AMACR
SRSF6
RP11-157K17.5


ELF1
TYMS
RP3-467L1.6
RP11-391L3.1
RP11-849H4.2
CYB5A


BRD7
LINC00959
PCED1A
RP11-631N16.2
RP11-92K2.2
DNAJC21


RP11-510M2.2
RP11-188D8.1
LEMD2
PEX6
LBX2
TTC9C


ID2-AS1
FAM225A
RP11-42I10.1
FNDC3A
RP11-11N7.4
VN1R82P


PPP1R8
TMEM223
PCDH12
PIK3CG
RP11-38M8.1
TRIM27


RP11-148B6.1
CDK2AP2
RP11-195F19.29
SRSF1
ELP6
SNRPGP4


RP11-817I4.1
FAM149B1
PGRMC1
WNK3
RP11-227D13.4
USPL1


HIST1H2BH
AC012456.4
KCNK7
AC005481.5
RP11-445F6.2
SMIM13


RP11-264I13.2
RP3-416J7.4
PCBD2
CTD-2270L9.2
RP11-687E1.2
RP3-508I15.10


GINS3
RP11-554E23.2
F2
RP11-565F19.2
RP11-618G20.1
ITGBL1


LL0XNC01-250H12.3
CTD-2561B21.7
RP11-223I10.1
RP11-15H20.2
CILP2
RP11-74C1.4


AP000343.2
VN1R74P
IFNL3P1
RP11-105C19.1
RP11-54G14.1
RP11-648K4.2


SPO11
FBXO17
NLRP11
FAM171A2
RBSN
RASA4DP


AC000068.10
GLYATL2
RING1
AC005355.3
RP11-27K13.3
EIF4HP1


ATP2B2
MATN1
EP400
C20orf27
C9orf129
LINC00896


FKBP2
RPS19
CTNNBL1
PRDM12
WIPF3
IP011


HIF1AN
AC004623.2
ABHD17AP1
HSF4
CTD-3025N20.3
PACSIN3


ENG
DDX27
HMGB1P24
CLIC4
ICE1
AK4


HCG17
AC108868.3
ZNF626
SLC44A5
RP4-595K12.2
PRR29-AS1


ARHGDIB
EYA3
ADAMTS20
RP11-343C2.10
GAS2L2
ATP6V0A2


DUXAP8
TIMELESS
RP11-299H22.6
PDE6B
ULK3
LDHC


LINC00882
RP11-66D17.5
LIG3
RP11-379F4.4
CTD-2562J15.4
AC007036.6


RP5-844F9.1
SUGT1P3
UBE2H
ASH2L
LPAR5
ALB


SYT15
CHRNB4
AC105339.1
ZNF527
MYH11
SEC24B


RNF224
AL590763.5
CTB-31O20.8
OTUD5
RP11-295D4.5
C1orf21


PHIP
SREBF2
ITIH2
FAM53C
SEC62-AS1
CTD-2015B23.2


VMAC
RP1-140C12.2
RP11-394B2.1
RP11-109E12.1
TEN1-CDK3
AC104534.3


FOXJ3
CTD-2310F14.1
AC092881.1
RP11-96D1.6
CTB-133G6.1
SMARCAD1


RP11-44F21.3
AC005037.3
RBPMS2P1
ATP11AUN
USP48
LINC01543


ATP11C
TRIM35
MTND6P5
LEFTY1
RP11-715F3.2
RP11-230C9.4


HMGN1
PLAC9
RP11-80P20.3
TAS2R43
RAB10
DHRS9


GRID2IP
SUMO1
MAPK8IP1
RHOT2
LINC00476
RP11-31F15.2


SNRPEP2
GAPDHP65
EIF4ENIF1
RP1-30M3.6
UPRT
TGIF2P1


RP11-106M3.3
GGCT
bP-2189O9.3
MANSC4
SMURF2
RP11-512M8.11


ANXA5
RP11-354M20.3
NFASC
FLU
RP11-84D1.1
ZNF12


SIAH2
RP11-142C4.5
CGNL1
PTOV1
CCNB2P1
BRD7P4


SEPP1
AP000640.2
AMZ1
RP11-401P9.4
HIST1H4B
EEF1A1P30


RNF207
CCR9
SETX
RP11-462D18.2
AC006539.3
AP4B1-AS1


RP11-22P6.2
AHCYP2
AP3D1
C3AR1
PSMA5
IFFO2


FMO1
ATRIP
CTHRC1
PPP2R3C
EIF5A2P1
MSH2


RP1-159A19.3
MED16
AC096558.1
ORC1
GALK2
SKIV2L2


FAM231A
RP11-18B3.3
GSDMB
CNTNAP3
BCL2L2-PABPN1
HDAC8


PATL2
CTD-3065J16.9
IFT74-AS1
UGP2
SLC10A7
RDH10


HSP90AB1
PSMC1P1
TNFRSF1B
PPM1D
FGF7
RP11-872D17.4


ZCCHC7
STAG3
CHP1
RP11-225H22.7
RP11-572M11.4
RP13-1032I1.11


RP11-956A19.1
AC007283.5
RP11-223A3.1
HOXC-AS2
CCT8L1P
RP11-483I13.6


GAR1
BOLA2B
RP11-305L7.7
BMS1P20
RP11-996F15.5
RP11-488C13.1


RP4-555D20.1
DHX15
RP13-991F5.2
MRPL3P1
GPR84
RP11-299P2.2


RPL7AP6
FAM132A
RP11-284A20.2
P2RY4
LONRF2
RPL13P4


KLK14
RP11-314N13.10
SLC11A1
NFKB1
CSDE1
RPL21P10


FHL2
AC007405.4
FAM207A
AGGF1P2
SLC5A12
CAP2P1


RP11-73E17.2
OSTC
RP11-25D3.1
OTOA
RP11-146E23.2
NUP43


YTHDF1
ZNF252P
DDX25
MFSD2B
RP11-182J1.3
DNAH10OS


RP11-352G9.1
AIM1L
EFCAB6
DISP1
WRNIP1
EBF3


TOR1B
RP1-122O8.7
TSR2
AC239868.1
RP11-434I12.5
SNX18P13


IGHG3
ALAS2
RP11-605F14.2
SRGAP1
TAS2R31
ZFP1


AC004490.1
LINC00598
NCBP2-AS2
RP11-317B17.4
RP11-79N23.1
SUN3


AC093495.4
GABPA
RP1-309F20.4
FAHD2A
RHEBP1
CLUH


SLC2A7
SF3B2
RP11-454E5.4
RP4-705D16.3
RP11-647O20.1
LINC01297


NCAPG
HSFX2
CTD-2547L16.3
TPM3P6
RP11-49I4.3
AF224669.3


CFL1P1
AL109761.5
EIF4EBP2
CTD-2621117.3
RP11-48B14.1
RP13-131K19.6


NACA2
HTR5BP
TP53TG1_1
CH17-13I23.3
RPL7P17
RP11-430C7.2


HSPH1
RP13-317D12.3
RP11-118E18.4
GEM
CTD-2575K13.6
PRDX3P2


TET3
SMC1A
FAM69A
SMTNL1
DFFBP1
RPL7P4


RP11-638I2.4
FUT3
RP11-693M3.1
RP11-215P8.2
TMEM168
RP11-244J10.1


TRGV5
SH2B2
ARID3C
ECHDC1
JAM2
RP11-466F5.6


TBC1D30
CRYM
MLH3
CEP85
SIGLEC5
CTC-436P18.1


CTC-559E9.6
SPATA45
VTA1
HEPHL1
HNRNPCP4
RP11-370I10.12


DDIAS
SNRPE
CCM2
RP11-219B4.7
KIAA1211L
AL133493.2


RP13-270P17.1
B3GALNT2
RP11-74E22.3
STEAP3-AS1
RP11-567M16.3
RP11-273B20.1


RHOXF2B
HIST1H2BM
AC019172.2
CX3CR1
MED20
PDE6G


RP11-310P5.1
SYNCRIP
RP11-234B24.2
RP11-108P20.2
RP11-235E17.4
ING5


RP5-827C21.2
HNRNPA1P48
MFSD6
RP11-345P4.6
RPS7P4
RP11-1102P22.3


RHOQP3
ICMT
OPN1SW
RP11-358B23.7
MAGOH2P
RANBP9


PRSS8
RP11-1017G21.6
RP11-417N10.3
YY1P1
SGSH
GFOD2


BATF3
MORF4
UPF3AP2
CIAPIN1P
EBLN3
RP11-157H4.1


RP11-474B12.1
KRTAP5-7
ZNHIT6
SLC2A2
HIGD2B
SAA2


RCC2
RP1-256G22.2
ERP29P1
MEGF9
RP11-396C23.4
C1QBPP2


RP11-126F18.2
TRAM1
RP1-127B20.4
MED28P7
RP11-217B1.2
ST6GAL1


LIMS1
PRELID1P3
ST8SIA5
ACTA2
MAP2K3
NIT2


INPP5K
NTN5
OLFM5P
AC005154.7
RP11-477I4.4
CTD-2047H16.3


SLC25A22
AC010980.2
CAMTAI
AP001429.1
LHX3
LINC01358


RANBP6
RP11-488L18.3
NDRG3
ARPC4-TTLL3
PDPR
C14orf2


RP11-220I1.5
CTD-2262B20.1
RP11-128A17.2
THOC7-AS1
SDR42E2
ABCC8


TBK1
AC079753.4
MID1
DHX34
MTND4P9
BSN-AS2


RP3-467K16.4
RPS4XP6
RP11-254F19.4
SRRT
LINC01314
RP11-51J9.5


CECR5-AS1
P2RX4
ZC3H7A
RP11-1348G14.1
C10orf55
KB-318B8.7


TRIM62
RP11-146F11.5
RP11-48G14.1
RP11-392O18.2
RP11-102G14.1
MORN1


LL22NC03-22A12.9
GTF2IRD1P1
RP11-506H20.2
RP11-372B4.3
RP11-365O16.6
METTL21B


SREK1IP1
ACTR1B
RP4-777L9.2
RP11-367N14.2
CSRP3
COMMD1


NDUFB11
C3
LINC01252
RP3-514P16.1
EIF4BP2
HIF3A


RP1L1
HNRNPA1P54
GAL3ST2
PIN4P1
ISY1-RAB43
RP11-849H4.4


CNOT6LP1
RP11-51L5.5
RARRES2
RP13-383K5.4
AC009970.1
LINC01410


PNPLA6
RP11-701H24.3
CTD-2623N2.11
HGF
U91328.19
RP5-875O13.1


NCKAP5
BTN2A1
CTD-2179L22.1
LINC01301
TRAF3IP2
RP5-1031D4.2


RPS15AP11
LAMA2
ZNF507
HNRNPA1P61
ACTA1
SLFN12


BARD1
RPL32
GLOD4
RP11-104H15.8
IPO8P1
SETP22


LL0XNC01-116E7.4
RHOT1
RP11-715J22.2
WDR45BP1
CTB-96E2.3
GOLGA6L3


EIF5AP3
CTB-175E5.7
HNRNPA1P4
CTD-2308G16.1
MED24
SMG1P1


CTD-2002J20.1
TMEM74
RP11-567C2.1
RP11-57G10.8
RP11-452L6.1
AC006145.4


LINC00652
PIKFYVE
LINC00641
TMEM97P1
RNF103
RP11-192H23.6


C15orf61
FOXL2NB
EEF1D
ANGPTL5
SECISBP2
CNDP1


LCK
F13A1
ZNF296
RP11-299G20.2
RP11-20B24.6
RND2


RPS18
CTC-308K20.3
GAPDHP1
AP000925.2
DHX35
EFCAB9


COL12A1
ZNF833P
RP5-1173I20.1
ZNF117
TCF12
AP000354.2


RP11-894J14.2
CFAP69
CTD-2349P21.11
GPR173
NIPAL1
CTA-407F11.8


TEX12
CSF1R
MRPS31P5
FEZ1
C19orf35
RP11-791M20.1


AC020594.5
RP11-703I16.1
AKAP17A
AKAP17A
RP11-338E21.1
AL928742.12


CTA-972D3.2
RP11-643G16.3
WFDC2
DUSP22
CTSL
LINC00239


RP1-121G13.3
EEF1E1P1
MYB-AS1
VTI1BP2
ANKRD20A17P
GCNT7


CTA-440B3.1
UTS2
RP1-182O16.2
RP11-37C7.3
ZNF354A
RP11-597M12.2


HP09025
CTC-510F12.2
RP4-736L20.3
MITF
UBE2CP1
CTD-2583A14.11


RP11-58O9.2
CNTN2
KLRC3
CNTROB
NUP210
RP11-696L21.2


DLGAP1
CATSPER2P1
HMGA1P3
RP11-303E16.9
PDXDC2P
CDC20


DGCR11
DPP8
RP11-723O4.7
RP11-452G18.1
RP11-425D17.1
RP11-62J1.3


FAM133B
AC084809.2
VEZF1
SNAP25
RP1-5O6.4
CAPN6


SNAPC4
SLC9A7P1
FAM167A-AS1
POT1
SYCE1L
RP11-302B13.1


CDH26
HABP2
ZNF646
AK3P3
RN7SL809P
C15orf48


PPIAP22
TRBC1
RP11-430C7.5
CCNL2P1
CD200
GOLGA1


FBXL20
RP11-713N11.4
RP11-119H12.4
SIDT1-AS1
RP11-148O21.4
HNRNPUL2


RP11-572O6.1
RP11-350J20.9
RP11-2C24.3
RP11-252I14.1
ELP2
RP11-263F14.3


RP11-2H3.7
PLB1
DGCR5
RP11-91A18.4
KIAA0368
PCNXL3


HNRNPA1P66
THAP5P1
JARID2-AS1
AC016629.3
PLEC
RP11-109E24.2


AP2A1
NXN
VPS29
RP11-77M5.1
NME2P1
UBE2E1


GPKOW
RP4-730K3.3
ZNF644
KRT18
GBGT1
POLR1D


BDNF
EIF4EP2
FABP5P3
TRAPPC4
CTSC
EIF2B1


RP11-162A12.2
RPLP0
RP11-363J20.1
ACTG1
PRPF8
C9orf41-AS1


BASP1
TCEB3B
RP4-761J14.9
MYO1E
CTC-523E23.4
SNHG15


SARS
FBXL12
RP11-1228E12.2
SLMAP
PCDHGB6
SNHG9


GNG10
RNF216
RP11-445P19.3
RP11-285F7.2
TARSL2
PDXP


CICP5
ALG1
SS18
NUP107
CTC-287O8.1
RP11-1060G2.2


TUBE1
CTC-435M10.12
CYP4F3
TH2LCRR
RP11-460N20.7
TTLL7


KIAA0825
CTA-212D2.2
RP11-266K4.14
CTA-113A6.2
ZBTB20
RP11-11M20.2


EIF2B5
KRTAP5-8
XRCC5
RP13-614K11.2
DBP
AC005562.1


ITPA
CAPZA1
PEBP4
RP11-439A17.9
RN7SL219P
ZNF691


NACC1
RP5-1000K24.2
GNAT2
RP11-167N4.4
RP11-357N13.2
OVCH2


OLA1P3
RP11-346E8.1
IFT80
ITPK1-AS1
CYP27A1
FAM92A1


RPS3P2
SGMS2
GRASP
PLK4
COX7BP1
SHISA7


ATF4P4
SPAG5-AS1
RFPL4AL1
RP11-1277A3.1
AC013264.2
RP11-116K4.1


RPEL1
RPS4XP3
AL022578.1
BAMBI
HNRNPF
PTCD1


RP3-324O17.7
MAGI3
RP4-713B5.2
IGHV1-69
RP11-9L18.2
LINC00487


RP11-173P15.10
COPB2
RP11-96C23.11
TMEM59L
RP5-1074L1.1
RP11-277P12.10


TGFBR3
TLR8
CFI
TIMM17B
H1FNT
RP11-557C18.3


HNRNPA1P35
AC005624.2
AC124914.3
RP11-248M19.1
TAS2R10
RP11-734E19.1


IGHV3-79
UGT2B7
ATP2B4
UQCRB
RHCE
CTC-338M12.5


RP11-553L6.5
EVI2A
RP11-188C12.2
KCNE2
NUP214
PLAUR


CHMP1B
RP11-368I7.4
GS1-393G12.14
PLIN4
HMGB1P10
RP6-109B7.4


RP11-524O24.2
PTOV1-AS2
KEL
GTF2IP9
RP11-1277A3.3
RP11-989E6.10


RP11-108F13.2
CCT6A
C9orf91
SUPT16H
DGKH
MTA1


FBXL8
BNIP3P39
AL591893.1
RP11-102M11.1
CCL2
RP3-510O8.4


DCUN1D3
RABGEF1
RP11-680G24.6
XXbac-
CRACR2B
SUCLA2-AS1





BPG308K3.5


AC008132.13
RPSAP47
HM13-IT1
RP11-89H19.2
CSNK1A1
RP11-142L4.2


FAM47E-STBD1
ZNF280D
ID4
MEAF6
SERPINA7
ACBD3


IRF8
HNRNPA1P2
IL1A
SNORA53
ARHGAP15
DNAJC19P5


BMP3
RP11-109P14.9
RP11-130F10.1
LENEP
NDUFB8P2
GSG2


RP13-16H11.8
PLEKHA8P1
PFDN1
RP3-337O18.9
ALOX12B
ACTL7A


RP11-413H22.3
AC073283.7
SLC7A2
STIP1P3
PTAR1
NDUFB3


ARL13A
TK2
NPHP3-AS1
RP11-289H16.1
INO80
TACR1


C7orf73
FBXL13
FAM104A
AK2P2
RP11-523H20.3
ANGPTL4


RN7SKP110
ATP6V1G1
RP11-71H17.1
RP3-395C13.1
KIF5A
SLC13A4


RP11-973D8.5
RNF183
AC002310.11
CTD-2371O3.2
SNORD94
RP11-126K1.2


IGHV1-69-2
RP11-1012A1.7
LINC01364
RP11-133N21.7
TAS2R3
RP1-90J20.8


YRDCP2
CTD-2252P21.1
STX1B
RP11-544A12.8
BEND6
SERPINA1


RP11-55K22.2
RP11-67A1.4
PPP4C
RP11-46A10.8
ZNF253
PANDAR


ENTPD4
BACH1-IT2
FMN1
PPFIBP1
VIPR1-AS1
RP11-178C3.6


ADGRF3
RP11-272L14.2
AC139100.4
MRLN
AC006486.9
RP11-501C14.7


DDX47
OSR2
WI2-89031B12.1
UNC93B3
RP11-611O2.1
IGBP1-AS1


RP11-98G7.1
NTSR1
LPAR3
JAZF1-AS1
LUCAT1
DYX1C1


MIR3180-4
FAM209A
CTC-523E23.1
RP11-342K6.3
RP11-229P13.23
PEAK1


RP11-709D24.6
ST3GAL5-AS1
ZNF733P
AF131215.3
RP11-415J8.7
TTLL12


UBE2D3P1
KIAA1429
ODF2
RP11-708J19.3
FTX_5
ISOC1


DIMT1
MINOS1P2
EIF2AK1
AC007560.1
PPIL6
TMSB4XP8


SNORA41
SNORA17
SRD5A2
RP11-981G7.1
AIRN
AC011738.4


RP11-613M10.9
ZNF835
RPS26P52
RP11-95M15.2
RP11-568G11.4
RP11-474D1.2


RCC2P6
GBA3
RP11-375O18.2
RP11-423E7.2
RP11-536C10.10
ARL14EPL


OR13I1P
EIF5P1
GCC2-AS1
PGGT1BP1
LINC00824
RP11-314A15.2


RP11-12G12.7
FCAR
LINC01605
TMEM14B
TTC17
HMGN1P4


RP11-535C21.3
RANP8
UBE2E1-AS1
RP11-403I13.10
RN7SL55P
CDC25A


COPS8P2
RPS8P10
RP11-983G14.3
RP11-173A6.2
THAP2
RP11-123M21.2


ZNF649-AS1
RP11-582E3.6
AC004837.4
AMN
RP11-298O21.7
RP3-403A15.1


RP11-454K7.1
ATP6V1G1P4
CTD-3193O13.14
SDHCP4
RP11-15F12.3
AC079305.10


RP4-666F24.3
NAA38
RN7SKP249
AC007292.4
RP11-521C20.3
CTA-280A3_B.2


IGLV5-37
CTD-2265O21.7
RP4-764O22.1
SUB1P1
RP11-374M1.5
CTD-3193O13.13


LOC100421166
IGLV4-3
RP11-1365D11.1
PARK2
RP11-167N4.5
RP1-34B20.4


RP11-285A1.1
BCAN
RP11-382A20.7
RNASEH1-AS1
FALEC
TEAD4


AC073343.13
RP11-393N4.2
CTD-2534I21.8
GALNT10
RP11-680H20.2
RP11-120B7.1


RP11-290L1.2
RPSA
RP11-292F9.1
RP11-367E12.4
KIAA1671
TEX35


CHI3L1
RPL5P23
FRK
NTN3
RP11-33E12.2
RP11-358B23.6


FAM117A
RP11-329J18.5
AC092651.1
EMP1
SRP54
HTATSF1P2


RP11-109E24.1
SNX14
KIAA2013
LLPH
AC008280.3
AC091878.1


CAPZB
AQP1
C6orf52
RP11-425A23.1
MESTIT1
MTND1P9


LPXN
FICD
PAGE2B
RAPGEF4
ASPN
MORN2


BCL2
RP11-345I18.4
MRC2
ZNF335
REM1
RP11-16C1.2


DRAXIN
U51561.1
TMEM176B
PFN1
CTD-2007H13.3
NUP210P1


BTBD1
TNC
MYRFL
RP5-1024G6.7
TRPC4AP
RP11-673E1.3


CCSAP
ANKS3
EEF1B2
LINC01287
SLPI
AC024937.2


RPL21P4
RP11-367J11.3
XX-FW81066F1.2
RP11-545M17.3
CTC-329D1.2
RP11-43N5.1


TMEM176A
UFD1L
RP11-186B7.7
HOPX
RPSAP61
CHRNA7


CDC42BPG
SPRED2
COX17
RPS2P45
SARDH
LINC00861


POLR2A
MAMSTR
RP11-1136G4.2
AMMECR1L
AC005042.2
LMTK3


AC005307.1
IST1
GRID1
TMEM154
SNORA73B
AC016738.3


RP11-253I19.3
RP11-18H21.1
TMEM140
CTD-2410N18.5
UBALD1
KIF18B


ADAD2
DHX36
RP11-762H8.1
CDH24
KLF7
DCST1


AS3MT
RP11-693J15.5
CCDC73
CNTLN
RBM20
RP11-484L8.1


POLR1B
LINC01555
NSF
BTF3L4
RP11-530C5.2
TPT1P4


CTA-963H5.5
TMC3-AS1
CTD-2329C7.2
EEF1A1P4
RP11-365H22.2
RP11-707G18.1


NPIPB3
CAMK2N1
SNRPCP3
RP11-731J8.2
RP11-597D13.7
GS1-259H13.7


RP11-1017G21.4
NKAIN1
RP11-495P10.5
SNPH
RP11-677O4.6
STAT5A


LINC00909
PGM3
MICU1
RP1-20C7.6
HIST1H4F
RP11-440D17.3


PPIF
THAP9
RP11-764K9.1
NSUN5
TNFRSF12A
BIN2


TRADD
GRAMD2
HIF1A-AS2
HNRNPA1P36
RPL18AP2
AC008074.3


RP5-867C24.1
RP11-83B20.1
ARHGAP5-AS1
STARD6
AC109333.10
CHCHD7


RP11-455F5.4
NUTM2D
AC011816.1
FAM90A1
PABPC1P1
AC132217.4


CTD-2600O9.2
EYS
HSD17B13
RP11-197N18.8
SGF29
TMEM170A


RP11-321F8.4
RP11-511H9.3
GRHL1
NEK1
MOAP1
RP11-522M21.3


ANPEP
DLEU7-AS1
COBLL1
RP4-791M13.3
NPAS3
HEYL


SEMA6A
EHHADH
TMEM236
DTNBP1
RP11-798G7.7
GOPC


ZNF205
RN7SL211P
KRTAP5-2
AP003068.9
RN7SL181P
RP11-1100L3.7


AC012314.8
CTD-2528L19.3
SLC1A3
CDC7
RP11-15B17.1
PPP1R2P3


RP11-265N6.2
PTX3
RP11-61L19.2
HYI-AS1
CLTA
H19


SEPT14P12
RPS12P20
FAM209B
DMRT3
AL357140.1
CTB-12A17.2


ZNF83
MCM5
WDR5B
SYVN1
RP11-285E23.2
MRPS34


Sep-10
ENPP7P12
FGF18
HYDIN
RP11-204M4.2
RP11-315D16.2


SETP5
KLHL15
STX17-AS1
EFTUD1P1
TMEM45B
BLM


RP11-763B22.3
ACTB
RP1-274L7.4
ZNF549
SATB2-AS1
ERV3-1


SNRPB2
SPATA6
RPS12P31
RP11-129K12.1
RP11-271C24.3
MN1


RP11-814H16.2
TRIM72
FAR2P2
AC100830.4
ETFDH
GK-AS1


C7orf49
PIK3C2B
ADAM11
PYM1
CAV1
PHBP13


THOC6
DEF6
CCDC58P3
OSBPL5
FMR1-AS1
CHTF18


RP11-23P13.4
PLAA
SPATA6L
LAS1L
RP11-64B16.2
ZNF720


CDH1
SETP20
PRDM8
RPL37P23
RP11-353K11.1
MCM8-AS1


CDH4
LYPLA1P3
TGM4
AC006004.1
C11orf94
CLP1


RP11-130C19.3
RP5-1042K10.13
HCG4P3
TFCP2
PDE1C
YIPF3


R3HDM2
AC013470.6
RP11-193F5.4
SHISA4
RPL4P4
RP11-537I16.2


ENAH
DDX52
PIR
FOXD4
RP11-45M22.4
CROCCP2


RPL21P116
RARRES3
RP11-166N17.1
RP1-53O8.2
KRT8P50
LINC01342


EMP2
RP11-206F17.2
GS1-393G12.12
ELMO3
CYP26C1
CTC-510F12.7


RP11-24C3.2
RBX1
MAP1LC3B
RP11-666A8.8
CTD-2008P7.6
GTSF1


RAD51C
STK33
DGCR9
ABHD14A-ACY1
AMZ2P2
PDCD1


CTD-3214H19.4
CTD-2095E4.4
SLC17A5
OR6B2
FMR1NB
ITPKB-AS1


GC
LL21NC02-1C16.1
AC007238.1
RBBP4P4
RFTN2
HDAC6


NKX3-2
PRKCI
FRAT2
PCDHB13
RP11-406A9.2
ZZEF1


CSDAP1
SNRPD1
ISX
RAB2A
KLF3P1
AC097721.1


DDX5
WBP11
CSNK1D
RP11-402D21.2
RP4-639F20.1
ZC3H12C


RP5-1031D4.3
AC025918.2
RP11-80H5.9
RP3-412A9.17
AC004967.7
APOH


LINC01444
CCNE1
AP1B1
RP11-17M16.2
EDC3
RP11-305B6.1


CST3
ETF1P2
LL22NC03-23C6.12
RP11-603J24.5
STXBP5-AS1
RP11-271M24.2


CXCR6
RP11-390B4.3
RP3-403A15.5
LINC01298
ANAPC10P1
CTD-2292P10.4


MEPCE
RP11-403P17.3
NCDN
POLR2M
RP11-778D9.4
ZNF480


NFE2L3
MED8
CKS2
EPS8
CTD-2192J16.11
TEX19


AC007386.3
SMCHD1
RTN4R
SLC4A1APP1
RP11-527H14.4
RP11-386G11.3


RP11-630A13.4
AC017053.1
ANXA2P2
AC015688.3
SNRPF
UPF3AP1


TMEM178A
AF127936.3
CDCA4P4
ZNF75A
COL3A1
MRPS16


PTENP1
RN7SL449P
NIFKP6
RP11-430L17.1
SMPD2
UTP3


RP11-686G8.2
CCDC42
ANKRD62
EEF1E1
WBP2NL
CTD-2135J3.3


ZNF512B
LANCL1-AS1
MT-RNR1
MPZL3
CENPQ
OR1F12


VPS33A
CYP4F2
KCTD20
EIF4A1P4
TUBBP5
PPP4R2


ADH1C
AC018737.3
uc_338
SLC25A3
PPIAP6
SCARNA9


MEI1
RASSF2
AP000265.1
RP11-455J20.3
RPS15AP10
RP11-156L14.1


RP11-432J22.2
PCSK1N
TMEM169
ZKSCAN7
CDK1
LARS


CH17-302M23.1
RSL24D1P6
TTC21B
RP11-91P24.7
TSKS
HSD17B14


CTC-303L1.2
RPS19P1
COG3
RP11-597D13.9
RP11-34P13.3
GAS2


NMRK1
PCBP2
PTPRS
AC020915.2
MDS2
MAST4-AS1


PABPC1
LINC00668
RPL12P8
PKN2
CTD-2514K5.4
RP11-195E2.1


DNMBP-AS1
CTB-179K24.3
GUCY2C
RP11-386I8.4
AC139103.1
AP006285.2


RP11-903H12.5
RAB4B
CTB-35F21.1
WRAP53
LBP
GOLGA7B


RP3-330M21.5
MTF1
SUPT16HP1
CTD-2555A7.2
COL17A1
UNC119


ARPC3P2
TAF5L
CTD-2647L4.5
NODAL
CTC-436P18.5
SLC2A3P1


RPL34P18
BRK1
RP11-77H9.6
ESRRAP1
HHIP-AS1
RP11-2E11.5


MAEA
TBC1D10C
RPL23
WDR53
RN7SL316P
ZNF526


JKAMP
RP11-321F6.2
LUZP6
AC005682.6
SERINC5
RP11-511P7.5


AC128709.4
MUC5B
NAP1L1P2
RP11-525K10.3
RP11-977G19.14
AHCYL1


EIF4B
TOMM70A
RP11-435O5.4
SUCLA2P1
ILF3-AS1
CTD-2256P15.4


RP11-423F24.3
COX20P1
PHF13
RP11-840I19.5
AC009502.4
RPL35P2


ZNF37A
SNX25P1
TMEM240
RNF169
DDX39B
PDCD7


AC079117.1
RP5-837J1.4
BACH1-IT1
AC113188.2
HIST1H3C
AP3S2


ZNF586
EDAR
OST4
CTD-2135J3.4
SMARCE1P6
FGD6


ADTRP
RP11-420K14.3
RPS7P7
SLC35F2
SIAH2-AS1
RP11-156E8.1


SLC36A1
TRIM29
FAM107A
LA16c-361A3.3
ASB9P1
RP11-1102P22.2


RP11-9E17.1
RP11-774O3.1
ZNF814
CLCN3
ORM2
AC106782.20


CENPA
ZNF267
TGFB1
KBTBD3
RP11-278A23.4
XXbac-







BPG116M5.17


ZSWIM1
FAM58A
XPO7
RP4-751H13.7
GDA
SAA2-SAA4


LINC00648
MYL2
RP11-1197K16.2
RP3-355L5.5
FEN1
AC004980.9


RTN4RL2
RP11-216N14.7
TFP1
FAM151B
RP11-17G12.2
EIF5AP2


TMEM261
AC009302.2
RP11-567M21.3
RPL4P5
HINT1
UGT1A6


RPL34-AS1
AJ003147.11
AAR2
ERI3-IT1
CTD-2008E3.1
HSPA4L


AC009487.6
RP11-286E11.2
U1
ANP32C
RP11-890B15.2
RP11-2C24.4


DDX12P
SF3B5
CCDC88C
OR11H7
DDX19A
AIDA


RP11-529H22.1
ZNF595
COMMD2
AC005578.3
HNRNPUP1
FXR2


FGR
C1QTNF9B-AS1
RP11-379F4.8
VIPAS39
PHLDA2
ANLN


XXbac-
CXCL12
RP11-94C24.13
IGHGP
RHBDL3
C8A


BPG170G13.32


TTTY10
CENPF
PAX5
ANAPC10
RP11-97O12.7
CTD-2104P17.2


HOTAIRM1_2
CTD-2517O10.6
ZNF106
LRRC75A-AS1
NOM1
CWC27


uc_338
RP11-3J10.7
ARR3
MELK
TCEAL3
SKA2P1


COL6A3
RP11-6B6.3
RP3-508I15.21
MFSD7
AC144530.1
ADAP1


GPR182
CTD-3222D19.8
SKP2
CTC-260E6.6
PIP4K2C
AC012531.25


RPS6KA2-AS1
PEX16
COL4A4
CTB-54O9.9
PRELID1P1
POTEKP


RP1-197B17.3
ADCY10
TMEM160
TRMT1
RP11-347C12.8
C3orf67


LEMD1
BEST2
ZNF202
SLC6A16
FBXL16
BAALC-AS1


CDK19
CD14
ALDH1A2
RP3-417G15.1
TMPRSS5
BTF3P10


UNC45A
ARHGEF7
Sep-03
Telomerase-vert
DACT3-AS1
AC000068.9


ARHGEF9
RP11-43F13.3
SPATA1
IFNA21
IGKV1D-43
CRACR2A


BNIP3P22
SPRY1
HP1BP3
RP13-467H17.1
PPP1R27
UBA3


TSC1
RP11-1069G10.1
DIRC3
VAMP2
RP11-196G18.3
RP11-330M2.4


ALDH1L1
PRKRA
LINC01037
RP11-10J21.4
AC018890.6
ZNF721


EIF2A
WDSUB1
RP11-461L13.5
FAM60A
ZSCAN22
FAM207BP


GS1-25M2.1
DUSP5P1
DENND2A
RP11-343B5.1
PHLDB2
B2M


HNRNPA1P10
RP11-65N13.8
PTPRR
SNORA52
HSPA8P9
RP11-402J6.1


MYL4
AC009228.1
MYL6B
HOTAIRM1_5
NKIRAS1
BHMT


MIIP
RP1-29C18.10
RP11-421L21.2
DAGLA
YPEL4
AP000253.1


CTD-2062A1.2
TSHR
RAB28P5
CCDC151
PLXNB1
PKMP1


RP11-18I14.11
TANC2
LOH12CR2
FZD1
RP4-669P10.20
RP11-972P1.7


AC114776.1
MRPL51
MAN2B2
NSMCE2
MRGPRG-AS1
NAT1


RP11-2H3.6
ZNF669
SLC35E2B
CNPY1
COL4A3
CTD-2007L18.5


RP11-44N11.3
PNN
FBXW2
RPL31P11
TARBP2
FFAR1


RP11-266K4.9
SH3GL1P3
RN7SL78P
ZNF365
CCDC152
LA16c-390H2.1


STRIP1
KCTD4
SRPK2
RP11-197N18.2
SHROOM1
USP50


SCNN1A
IPO7
RPL7AP25
MME-AS1
TRIM56
ENGASE


KHSRP
KB-1615E4.3
RP3-337H4.10
UQCRC2
ATOH8
CCDC121


HLA-DPA1
FAM60BP
HPS4
RP11-409C19.2
APBA1
MZT2A


FAM166A
NPM1P21
TNFSF12
RP11-474P2.6
NEK2
DLEU2_1


ROBO3
LVCAT1
RP11-466A19.1
WDR91
KDM6B
UPF3B


RP11-56D16.8
LRRC75A
RP4-798P15.3
KRT18P37
NPIPA7
RP5-1086K13.1


FAM78B
CFAP52
RP11-34P13.7
RP11-537H15.4
LCMT1
Sep-02


IGLJ2
PPEF2
NEUROD4
MAMDC2-AS1
IGF2
RP11-424M24.5


RP11-227B21.2
MKNK1
ASS1
RP11-677M14.5
SERBP1P6
BFSP1


RP5-837I24.1
FGF14
CTC-428G20.6
CHRD
HMGN1P37
ETV5


AC025442.3
RP11-27I1.4
PAPPA
C1RL-AS1
LARP4P
AP000302.58


HIST1H2AL
ALG1L13P
GXYLT1P4
CWC15
RP3-369A17.6
NANOGNBP3


Sep-04
CHRND
AP001059.7
ZNF382
KLHL14
SPP1


SLC35E1P1
CEP89
ADSSL1
ZNF234
RP11-187C18.4
PVRL4


TRIM54
ADGRB1
ZNF180
RP11-274B21.10
RP11-573D15.3
MTUS2


C21orf91-OT1
HES7
MARK2P4
CPNE6
RP11-446H18.6
LINC00659


AC015969.3
CLU
SNAI2
PHF20L1
RP11-848P1.4
AC016629.7


MAP1LC3B2
ZNF30
RP11-227G15.2
CD81-AS1
ZC3H15
CTAGE3P


SLC22A7
DCT
METTL17
CEP250
CLEC18A
CHTF8


TPR
NFX1
ZWINT
FAM134B
RP11-339B21.13
CNPY3


RP11-294N21.3
CCDC154
RP11-631M21.7
ATN1
DYNLT1
OSM


LAMB2
RP11-60A14.1
C3P1
FTH1P5
RNFT2
BMS1P16


RP11-44N22.3
GPC4
RBMS2
LL22NC03-80A10.6
RP11-229P13.25
NR4A2


AC007383.4
RP5-944M2.3
NTRK1
TBX1
RPL7P14
EIF4A2


ASGR2
EXOC4
RP11-477J21.2
SLC47A1
RELL2
HLF


RP11-53B2.4
TBCA
OR13E1P
CBLB
RP11-1136G11.8
RP11-128N14.5


CECR6
RP11-732A19.5
AP001631.10
CH507-152C13.6
ABC12-49244600F4.4
Metazoa_SRP


PRPH
ERH
GAREM
H3F3AP6
RP11-382D8.3
HMGCS2


DNMT3L
RP11-47A8.5
DBH-AS1
RP11-618K13.2
PCTP
RP11-823E8.3


GNG13
RP11-90M2.5
RP3-441A12.1
GPS2P2
USP13
TCEA1


AC023128.1
KB-1027C11.4
LARP7
KCNMB2-AS1
RP11-227G15.11
GTF2A1


GTF2B
PAX8
PMS2
MYO1F
CCNDBP1
ZBED4


SLC7A11
EIF3G
CD248
ZRSR2
CHCHD2
KRT8P39


DLG3
EIF4A1P2
PFN4
RBM4
DZIP3
NCLN


IGLV2-23
CTB-43P18.1
ADAM20
EXOC6
RP11-136K7.2
RP11-290D2.3


UGT1A7
BGN
C20orf144
RP11-22B10.3
BPNT1
PPP1R11


DLG1-AS1
TMEM150C
APEX1
SRSF5
PSMD3
NRG2


ATF1
RP11-689P11.2
CNGA4
PGM5-AS1
MT-RNR2
MEP1B


AC108004.3
CTD-2081C10.1
EOGT
FA2H
AC003006.7
AC110781.3


RP13-46H24.1
RASGEF1A
RPS25
CCT5
RP11-57H12.5
RP11-219G17.8


RP11-153M7.3
CXCL8
AC069368.3
C17orf78
PSMD10
U1


RP11-661A12.7
U1
BTBD8
KLHL18
STK4
NECAP2


CTAG2
MR1
CCNO
CTC-242N15.1
TONSL-AS1
C10orf91


LRRN2
CDHR2
OR6L1P
RP11-160N1.10
RP11-156E6.1
ZG16B


SLC39A9
UTP15
CTD-2199O4.3
FAM83E
GALNT15
CUL2


RP11-395I6.2
TMEM17
RNF208
BCAM
PLEKHA7
CTD-2O35E11.5


UBA1
RP11-136K14.2
EPPK1
TNFRSF8
AIRE
CXorf58


CREG1
LA16c-60D12.2
CTD-2083E4.6
PLA2G12AP1
RPS2P4
PPP1R3B


FAM83G
CTC-459F4.1
ADH4
NAT10
RP11-30L15.4
FKBP10


MZB1
TIMP2
STX7
SMAP2
SLC22A1
HIST1H2AD


TMEM165
CIR1
BHLHA15
LINC01398
DCAF7
GEMIN2


PPP1R14B
DPYS
TSSC2
AC099535.4
POLR3E
RP11-565J7.1


PIGB
AHNAK
BUB1B
B3GNT5
ZNF429
AP000350.5


C14orf166
SMIM3
BAGE2
XRN1
ITFG1-AS1
SNORD10


KDELC2
PPY2P
AC017104.3
AC005754.7
AC009963.3
IWS1


AC217773.1
ZNF221
RNU1-106P
FTX4
RPL39P34
TCL6_3


RP11-318C24.1
SURF2
TLL1
UQCRHL
HIF1AP1
RP11-98F14.11


uc_338
ITIH3
CACUL1
LACTB2-AS1
RP4-635E18.6
IGLV3-24


RP11-284A20.1
CH507-42P11.2
KIAA1522
RP3-406P24.3
SNORD91A
LIPH


RP11-885B4.1
RP13-225O21.2
RP11-571I18.2
RP11-1250I15.1
MTCO2P2
RP11-262M14.2


RP11-739N20.3
RP11-1212A22.1
RP4-758J24.4
RP11-589N15.2
SNORA70
Y_RNA


SNORA10
SNORA5A
SNORA14B
SNORA40
SNORA24
EXOC3L2


FARSA-AS1
GIMAP1
IRS2
PCDH19
AF127936.9
DSG3


RP11-454H19.2
MRC1
RP13-147D17.3
RP11-218E20.3
PCDH10
SCN7A


ANKS4B
TNN
PIEZO2
MPDZ
RP11-471M2.3
MBL2


PCDHB3
CNNM1
LPA
GRK7
ANKRD35
DUSP27


RP11-416I2.1
RP11-1099M24.9
RP11-728K20.2
ABCG2
AC005014.5
SNX19P3


CYP7A1
RP5-1186N24.3
CDCP1
P2RY13
CCR1
AC092198.1


TNPO1P2
AGBL1
PTPN5
MAPK4
RP11-555J4.4
RP11-976B16.1


RP11-805F19.3
RP11-30P6.6
TEDDM1
SLC26A8
RP11-641A6.5
AL360294.1


RPS21P4
UBE3AP2
SACS-AS1
RP3-326I13.1
RTP1
ERVV-1


AC104024.1
RP11-1036E20.7
RP11-497D6.5
KCNIP3
MRE11B
GAS7


RP1-167G20.1
RP13-870H17.3
AC018742.1
NTN4
RP11-525E9.1
ZNF33AP1


NKAIN2
AC121251.1
CTTNBP2
LINC00052
FUT5
TDRD9


AC009313.2
FIBIN
TSLP
SULF1
CECR3
GFRAL


RP11-325E14.2
CTNNA2
RP1-28C20.1
RP3-347M6.2
CTD-2383M3.1
SLC17A8


ENTHD1
MMP2
CAP2
VSIG8
MTND5P6
ZNF501


APOBEC4
NPTX2
SNRPFP1
RP11-367H5.8
CYP2G1P
CTD-2587H24.5


CCT5P1
LHFPL3
PGLYRP2
FAM149B1P1
PRKACG
CCT6P2


MATN3
LL22NC03-84E4.8
CTB-113P19.4
RP1-269M15.3
RP11-8H2.1
SPTSSB


RP11-405A12.1
bP-21201H5.2
NMD3P1
C11orf96
REG4
KCNG2


TCAM1P
RGSL1
EEF1A1P7
TUBB8
RP11-494M8.4
RP11-513D5.5


MKRN9P
FNDC4
FKBP4P1
UCA1
HSPB2
PSMC1P4


C2orf27B
GNAI1
RP11-403B2.10
RP11-334E6.2
FEV
KRT18P23


KRT8P26
ZSCAN5B
TMPOP1
RP11-249L21.4
AP000688.14
ODF3L2


TARDBPP2
RP11-157G21.2
IGFL4
TMEM119
FRMD6
EIF4A2P4


LINC00525
POU4F3
RP11-157F20.3
C1QC
HNRNPA1P23
ART1


ACTBP7
CHODL-AS1
ST13P2
AF131216.5
PTCD2P2
ACTG1P16


OR2AE1
USP12PX
RP5-1039K5.16
OR10A5
KRT18P33
GTF3AP2


PGGT1BP2
LDHAP3
KRTAP9-2
PABPN1L
GYG1P3
FAM170B-AS1


KRTAP9-3
SPDYC
DMRTC1B
IFNA5
OR7E28P
RP5-907D15.4


CT45A3
HOMER2P1
RP11-144G7.2
RP11-1079K10.4
NAT8
NCR1


SLC25A38P1
CTD-2199O4.1
OR10AB1P
MIR4500HG
RP11-1260E13.3
KRTAP5-10


SLC25A5P5
CLDN10-AS1
RP11-332G1.1
RP11-286N22.16
SDCBPP1
RPL5P3


OR7E31P
RP11-152F13.10
RPL5P17
RP11-415I12.3
C19orf45
MRGPRG


CDA
RP11-466C23.5
AC009506.2
AC068196.1
RP11-18F14.4
MIR99AHG


RN7SL812P
RP11-1112J20.2
RP5-1039K5.17
PPIEL
AP000318.2
RP11-141P6.1


AC084149.1
RPS4XP13
LINC00629
RPS4XP7
RP5-903G2.2
CTD-2008P7.3


PDZK1IP1
RN7SL787P
RP11-344B2.2
FRG1EP
RHOXF1
AC084193.1


RP11-287D1.4
AC073869.1
AC012493.1
LINC01326
NCAPGP2
SNRK-AS1


RP11-350E12.5
RP4-816N1.7
RP11-20I23.7
SNX18P26
MTND4LP14
RP11-799B12.4


HNRNPABP1
TPM3P7
SLC8A1-AS1
RN7SL753P
RP11-798K23.5
PGAM4P2


RP1-230L10.1
RP11-73M7.6
RP11-440L14.3
RP11-603B24.2
AC009784.3
VTI1BP1


GYG1P1
RP11-354P11.4
CTD-3157E16.2
RP11-436D10.3
RP11-77K12.1
XXbac-







BPG252P9.10


RP11-485M7.3
TRPC4
ARMC4P1
LYPLA2P2
RN7SL513P
RP11-553K23.2


Metazoa_SRP
RN7SL411P
RP11-151G12.2
AC008427.2
RN7SKP130
DPYD-AS1


CTD-2196E14.8
RP11-518L10.5
RP4-655L22.4
RP11-74E22.6
RP11-3J1.1
ERVH-1


VTI1BP3
C17orf98
RP11-516C1.1
ZNF197-AS1
RP11-114F3.2
RPS5P3


RP11-100N21.1
RASA2-IT1
RP11-564A8.4
CTD-2086L14.1
RPS3P6
NPM1P32


RP11-477G18.2
CYCSP11
SUB1P3
CTD-2288O8.1
TLE1P1
AC113607.3


RP11-662B19.1
RP1-292L20.2
TCEB1P28
RP11-573G6.9
RPS9P1
AC006116.24


CCL19
BNIP3P19
CTD-2256P15.3
RP11-77K12.4
RP11-697H9.3
CHCHD2P2


RP11-708L7.6
RP11-263K19.6
RP11-698F20.3
RPL9P33
RP11-383C5.8
RP11-177J6.1


AJ239321.3
RP11-455P21.3
RN7SL154P
CTB-50E14.4
RP11-566K11.7
RP11-490E15.2


RP11-930O11.3
RP11-108B14.4
RP11-394B2.6
POLR2G
RP11-474B16.1
RP11-413H22.2


RP3-472M2.2
LINC00400
RNF138P1
RP11-526K21.2
PTMAP3
RP11-770J1.3


CTC-435M10.10
RN7SKP203
RP11-365D23.4
RP11-13N13.5
RP11-60I3.4
RP11-543G18.1


CTD-2568P8.1
FAM184A
ARF4P4
RP11-15A1.2
AC005593.2
TPT1P6


Metazoa_SRP
RP11-15I11.3
RP11-295M3.2
RP4-680D5.8
AC093106.5
AC108463.2


PIGUP1
AC111200.7
LLNLR-259H9.1
DAZAP2P1
RPS26P15
RPS26P31


H2AFB2
IGKV1-33
RPL12P30
RP11-451N19.3
RP11-568J23.4
RP5-1092A11.2


RP13-820C6.2
RSL24D1P1
RP11-774O3.2
PLCXD2-AS1
RP1-4G17.5
IMMP1LP1


RP11-719K4.3
RP11-996F15.4
RP11-3K24.1
RP11-90E9.1
RP11-73M7.9
RP11-181K3.4


RP5-1029F21.4
OR7E62P
CTD-2529P6.4
CTD-3065B20.2
RP11-342M21.2
AC005757.6


RP11-54O7.11
CTD-2182N23.1
IGLV10-54
ARHGAP22-IT1
RPL23AP18
RPL10P3


RP5-1115A15.2
CTC-209L16.1
GS1-69O6.1
RP11-665C16.8
RPL34P31
RP11-363I22.3


CH507-39O4.2
RP11-259O18.5
RPL31P63
IGKV1D-39
RPL23AP88
RP11-595B24.2


H2AFZP4
RP11-625L16.3
RP4-771M4.3
MAGOH3P
AC090952.5
RP11-54O7.2


RP11-74C13.4
RP11-493L12.7
RP1-41C23.4
RP5-1087E8.3
CTD-2566J3.2
RP11-807G9.2


RP11-517O13.1
CTC-498J12.1
C1orf189
RP11-148O21.3
RP11-253M7.4
NUCB1-AS1


RP11-571M6.18
CTD-3105H18.9
RP11-3L10.3
RP11-791G15.2
RP11-350D23.4
RP1-102G20.2


RP11-666A20.4
RP11-188P17.2
RP11-344P13.1
RP11-713D19.1
RP11-313P22.1
AC093159.1


RP11-532F6.4
RP11-154D3.1
CTD-2527I21.9
RP11-483M24.2
RP11-244B22.7
RP11-230F18.6


RP11-312B8.1
RP4-585I14.3
RP11-474G23.2
PNPLA5
RP5-836J3.1
CTD-3193K9.3


AC005616.1
RP11-697E2.12
PRUNE2
CC2D1B
NDUFAF5
BHLHE23


GTPBP6
GTPBP6
POLR2D
SMYD2
MMP1
NR2F1


MPPED1
F7
TBC1D22B
RP11-307C19.2
KCNJ2-AS1
ALS2CL


RP11-247L20.4
DIO2
RP11-359E7.3
RP4-555D20.4
RP11-1100L3.8
RP11-158I9.8


RP11-366M4.1
COQ7
CTC-428G20.1
ABLIM3
PLA2G5
GCNT3


INE2
LINC00846
RPSAP6
ARHGEF5
RP11-463O9.2
RN7SL328P


GOLGA8F
C19orf33
RP11-876N24.3
RP4-633O19_A.1
RP13-349O20.2
FCN3


RP11-745L13.2
DNMT3B
RN7SKP163
CCDC173
ATP9A
RP11-10O17.3


ATOX1
AC139099.6
NEMF
RP11-756P10.3
LRRC41
PLEKHG3


CPSF4
CCNB1IP1
KCNH7
AKR1C4
RP11-259G18.3
RP11-203M5.7


NIF3L1
AC078883.3
RP11-363E6.3
RP11-21L23.3
ENOPH1
RBPJ


DXO
MADCAM1
MIAT_exon5_1
NDUFC1
RN7SL748P
SCML1


PUM1
BRD7P2
TSSK6
CHCHD10
MNX1
KRT8P27


BTG2
C3orf49
RP11-302M6.5
NUDT13
CHRNA10
ANKIB1


RP11-548P2.2
RP11-356K23.1
GLYCTK-AS1
CTD-2396E7.9
FAM57B
CDH2


RPL3L
TBCEL
GNAI3
KIFC3
CCDC65
OGFOD1


CSF3
TP53BP1
LINC00173
PRICKLE4
DCN
SAP18


PROX1-AS1
CWF19L1
TMEM102
FLCN
RP11-252E2.1
LINC00578


HMGB1P16
JPX
MYO15B
KIAA0100
CCDC144NL
BNIP3P16


RP11-371A19.2
NLGN2
EEF1A1P6
ZNF671
NOX1
LRRC37A5P


OR1M1
CCDC126
UTP14C
XXYLT1-AS2
RALGAPB
THSD7A


RP11-3P22.2
GRID2
DPP9-AS1
SHC1P2
C1QTNF5
ARL6IP6


AGPS
BMS1P4
SNORA23
RP11-33N14.5
AC008937.3
RP11-622C24.2


OSMR
RP11-568J23.8
HIST1H2AM
ZNF7
PKHD1L1
LIN37


BCYRN1
AC009120.4
SLC35B4
ARF4-AS1
SENP1
RP5-890E16.2


GPS2
MTOR
RP11-49I11.1
RBM4B
RP4-806M20.3
SDE2


RN7SL731P
PON3
MRPL48
CTA-25406.1
RGAG1
TSPYL2


HMGB1P3
LSM12
TMEM232
AC090587.5
BCOR
C4BPB


FKBP4
ERP27
CPN1
CTD-2369P2.4
S100A11P1
AC016738.4


ZNF542P
CASR
KRT6B
HLA-DRB5
FDX1
DNA2


HAPLN4
RN7SKP176
CTD-2287O16.4
RP11-684B2.3
Metazoa_SRP
FOXP4-AS1


MYL5
PFKFB3
WNT10B
CHRNA3
HSPA8P1
UTS2R


ABCA3
NAE1
MAML1
COMMD9
AMACR
RP11-766H1.1


RP13-539F13.2
GNG12
FANCD2
RP11-266L9.8
SNTG2
CH507-154B10.1


RP4-693M11.3
HULC
RPL13P12
CTC-429P9.4
EIF3E
RP5-1021I20.5


CTA-204B4.2
SERBP1P1
SPRR1B
ATG2B
UGGT1
TUBA4B


CCNI2
COX8A
RP11-359G22.2
NFIX
RP11-708J19.1
IL17RE


ASNSD1
RP11-63M22.2
ANP32B
RP11-434H6.7
SEC23B
FMNL2


JMJD4
C1orf115
LINC01170
HSPB9
IFNAR2
RP11-701H24.9


JOSD1
GGNBP1
DLGAP3
THBS4
LONRF3
FUZ


bP-21201H5.1
HPCA
RP11-7F17.8
AP000254.8
BCL2L12
FAM21EP


ABCC6
HIST1H4A
DUSP18
TJAP1
SPAG6
RP11-486L19.2


ACVR1C
RP11-90K6.1
CHD8
DNAJA1
ARID3A
PRPF38A


TRAT1
CTB-63M22.1
TGFBI
APOA5
CSNK2A2
SLCO2B1


VCAN
YME1L1
AC011899.9
RP11-388M20.6
TRAPPC3L
LINC01465


RPF1
ZNF14
TCF24
CITED1
ANAPC15
FGF2


HNRNPU
PUM2
FLT4
BDP1
EXOC7
PARP4P1


UGT2B10
STPG2
DOK2
CHMP1B2P
RNH1
RP11-872J21.5


FAM160A1
IRF1
TBX2
RAD51AP1
CTD-2302E22.4
PDCL3


HRG
OSBPL11
RPS15
AP4E1
RP11-366L5.1
HAP1


CPB2
INS-IGF2
STK38
NR2C2AP
COL6A1
AC003002.6


NF2
PCP2
CDKL2
CCND3
RP11-693J15.4
ZBTB49


CTRC
SLFN11
RP11-9M16.2
RP11-102L12.2
UNC13A
ZNF410


LINGO3
TDP2
CADM4
ERCC6-PGBD3
AC009961.3
PZP


ATP6V1F
UXT
DTX2P1-UPK3BP1-
PIGR
FLYWCH2
HTRA1




PMS2P11


PPP2R5B
BTNL8
RAB30
INTS6
ZNF91
ADCK3


SNORD3B-2
LCN2
CTD-3128G10.6
C9orf16
SMARCD2
TAF4B


WHAMMP3
EIF4G3
USP31
CDH12
RIMKLB
PPP4R3B


LINC00963
GAPDHS
HSPA8P15
RP11-327F22.4
USO1
KANSL1-AS1


EIF4A1
MAP3K10
AURKAPS1
TCEA1P2
ANKFN1
RP11-203J24.8


MRFAP1
STAB1
AFP
RP11-429J17.2
YWHAG
ZC3H14


NCBP1
SPATA24
RP11-115J16.2
SDF4
AC004980.10
MASP1


TFF3
GPX2
PRIM2
SIX1
OAZ2
CCDC180


RP11-529E10.6
SGSM2
RP11-269F19.2
EZH1
LINC00634
JADE2


SLIT3
USP8
GPN2
TMEM42
ADAMTS17
ANXA1


SLC46A2
BACH1-AS1
TMEM134
RP11-69M1.6
RPL5
DCAF16


YWHAB
PCBP1
FBXO38
C1orf100
MIP
bP-2189O9.2


TEX38
POLD2
ZNF548
RGN
GARS
RPS16


NOL12
MORC2-AS1
METAP2
STK11
RP11-316M1.12
RP11-47I22.2


TCN1
LSM5
AAMDC
TNFSF14
RP3-475N16.1
DEK


ECI1
ZNF154
MED30
MCM8
ZNF251
C9orf172


CUTA
SECISBP2L
KB-1460A1.5
HMGA2
TLDC2
RP5-997D16.2


TRAF3IP1
C1orf52
CACNA1F
RPSAP9
NPIPA2
ETNPPL


SYNJ1
RP11-74E24.2
CTB-113P19.5
HAUS8
PSMC5
CIART


TRIM60P14
IGHV5-78
DAZAP2
MPC1
RP11-643G16.4
AP1M2


RP11-338K17.10
FAM153A
ZCCHC9
GNA13
STK17B
TDO2


KLHL9
NADSYN1
ARL5C
CYP2C9
LGALS9C
CTBP2


CASC11
SPAST
SPDL1
PIGA
AMOTL1
ZNF292


COX7A1
MPV17
CLIP2
YY2
ADCK5
C6orf25


AC093901.1
PCNA
SLC25A46
ADAMTS7P1
SNX13
ADGRA3


TCTE3
AC017116.11
RP11-20I23.2
PLEKHB1
RPL38
PSMA4


KBTBD8
LINC01344
RP11-290L1.4
YARS
OGT
IL9R


IL9R
SRP9
XAB2
PLEKHJ1
CTD-2547L24.3
ECT2


ELOVL3
HBP1
RP1-257I20.14
TBC1D14
RSPH10B2
CLNS1A


MICB
MTMR9
IL13RA1
PAXIP1
C6
SRFBP1


EAPP
UTP23
MTO1
RP11-521B24.5
SH2D6
SLC2A10


CNTD2
RP11-646I6.5
RP5-1057120.4
SMURF1
MAGEA2B
F9


ZNF326
PAICS
RNA5-8S5
RNA5-8S5
RNA5-8S5
RNA5-8S5


RNA5-8S5
RNA5-8S5
RNA5-8S5
RNA5-8S5
C16orf59
SMPD4


GAREML
CETN3
IGF2R
ADAMTS1
CROCCP3
TM2D3


LRRC16B
MT1E
RRAGC
MBTPS1
SMG1P7
RN7SL4P


RP11-160C18.2
SBNO1
HSPA13
SYNJ2
CTC-458I2.2
CD70


PRB2
NENF
AGAP4
ADD2
UQCR11
ARIH1


ELMO1
DNAJC9-AS1
ATP6V1B2
EPHA2
PRDM1
MARVELD1


HP
C4orf27
RP11-148K1.12
LINC01447
ZNF684
GNL2


COX7B
SSB
IDH1
RAP2B
TMEM41A
CYFIP1


HNRNPLP2
SCAP
ADH1B
CLEC18C
PPP1R13L
RSU1


KRT6A
ADAM17
GTSE1-AS1
ADAT3
RNF185
RP11-478J18.2


SNRPC
AC006011.4
BORCS6
RP11-320N21.2
APLP2
NCAPH2


LINC00899
CTD-2201E18.3
EXOSC3
ELAVL1
UPF2
LINC01249


RP11-2E11.6
B3GALT5
ADCY10P1
ZC3H11A
SMIM2-AS1
NIPBL


PARP6
MKNK2
AC107081.5
KMT2C
TTF1
DKC1


PUF60
PTGES2
N4BP2
RP11-333E13.4
ARSD
ZNF263


SHARPIN
FAR2
MAP1B
SLC7A11-AS1
DDX1
REV3L


TMEM187
SSU72
NYX
TTBK2
FAIM2
FAM66C


ITGA5
COX6B2
LINC01624
RP4-728D4.2
RP11-443B7.1
CTD-2540F13.2


RP11-15L13.4
ATPAF2
RP11-87H9.4
CTD-3064H18.4
GGNBP2
EIF2S3L


GTPBP2
SPEG
EPG5
GPHN
FGF14-AS2
COPS3


CCDC94
TCP1
HERC2P9
DCPS
TRABD2A
GPR22


SETD2
JAGN1
PRDM4
RP11-135F9.4
OXSR1
SRSF7


DCST2
SERP1
QSER1
PLEKHH3
C18orf54
GCC2


CNTRL
COL4A2
TNNI3
NME2
ZC3H18
SNRNP70


RP11-134L10.1
MRPL36
KNSTRN
COLGALT1
PSD4
SAMD9


SLC10A3
CNN2
ADCY5
GS1-57L11.1
COX15
RP11-113D6.10


FOSB
ACD
AC074212.6
CHMP3
PON1
WDR74


WDR3
TMEM132B
ACSL6
POLR2K
AC010761.8
ARL17B


IGKC
BRWD1-AS2
VPS16
CEP78
GABRE
MCF2


TLR10
TRAPPC12
CCRL2
STAU1
TMEM125
C2orf69


RP11-496H1.2
TSFM
SERPINA9
RP11-508N22.12
SNRPD2
SLC26A4-AS1


RP4-548D19.3
SGTB
RP3-477O4.14
SBK1
CEP164P1
ZNF606


ASTE1
ESR1
EIF3J
EPN1
TFPI
HBS1L


HIST1H2AE
CERS5
B3GNT9
AC006077.3
ATRIP
ST7-OT4


TICAM1
DPY19L2
BMS1P1
DDX17
PIN1
ARMT1


NARS2
RPP21
DDX31
NRROS
CFTR
MYH16


HS3ST1
AOC1
HECW1
KLHL13
CYP26B1
HSPB6


PDK4
SLC4A1
PRSS22
ITGA2B
ASB4
TMEM98


CX3CL1
ETV1
SCIN
PROM1
NOS2
DNAH9


MATK
TKTL1
SELE
FMO3
SYN1
CRY1


PGLYRP1
MLXIPL
ETV7
SLC6A13
PRSS3
ANOS1


NR1H4
SLC7A14
MAMLD1
DPEP1
NPC1L1
STMN4


IL20RA
CLCA4
IGF1
VSIG2
MARCO
CYP24A1


ADGRA2
SLC7A9
NRXN3
EHD2
INSRR
APBA2


EFCAB1
OTC
SLC18A1
HOXC8
RAI14
SOX30


RAB27B
MYO16
FAM65C
USH2A
PREX2
ANO2


CC2D2A
LMO3
KITLG
TNFRSF9
EPN3
COL23A1


FSTL4
METTL24
KCNQ1
ENTPD2
CHRDL2
DCBLD2


SERPINB3
TMCC3
TBXAS1
GNA15
CREB3L3
RIMBP2


LZTS1
PRDM6
WNT8A
CDH3
LIMCH1
TSPAN32


WISP2
ST3GAL6
POU1F1
ROPN1
TLE2
ME1


TIE1
SLC9A3
NGEF
MPPED2
FGFR2
EML1


PHKA1
PDZD4
ATP2B3
INPP5A
STON1-GTF2A1L
ADGRF5


MAOB
DRD4
HES2
PTPN3
ST6GALNAC1
CNGB1


CHAT
CAMK2A
MS4A12
LMCD1
CDH19
SPP2


RHOBTB1
PVR
CYP2W1
PTGS2
PPP2R2C
CA12


NUAK1
ARHGEF10L
KCNQ2
SEMA3C
CACNG5
CACNG4


PLD1
ATP12A
PAX2
RGS11
PLXNA2
ACTL6B


PAK3
DCX
ACTN2
FKBP6
CST7
AMPH


FAP
HOXA9
FGF20
BRINP1
CDH17
OSBPL6


DUSP13
DDX43
SCTR
COL5A3
KCNN2
CXCL2


CACNA1S
PKP1
LRP2
SLC13A1
CADPS2
PCDHB4


PCDHA6
MPP4
PGR
OPRK1
SEMA5B
TRPM3


GRHL2
SLCO1A2
COL16A1
GCKR
MECOM
IGSF9


WNT11
FOLH1
EPDR1
HSD17B2
ACHE
TMPRSS11E


CETP
MT3
LPCAT2
TFAP2C
SULT2B1
SLC15A1


TMEM40
ARHGAP28
SMOX
SIGLEC1
C20orf194
CPXM1


F11
CFAP61
RPH3A
NOS1
HEPH
FETUB


CD209
NRCAM
SLC26A3
IL5RA
CMA1
DAZL


FMO2
TDRD1
CRTAC1
TREM2
PGC
NCR2


NRP1
IGFALS
MISP
P2RX6
SLC7A4
SEC14L3


PRODH
PLA2G3
LGALS2
SEZ6L
RP1-37E16.12
SLC16A8


SLC5A1
TPTEP1
TIMP3
APOBEC3H
PDGFB
ACR


PNPLA3
UPK3A
IL2RB
CHADL
KCNK10
GZMB


C14orf105
PLEK2
RIN3
LGMN
CHGA
SLC8A3


BDKRB1
MMP9
VSX1
PROCR
HNF4A
SALL4


DOK5
HRH3
BIRC7
COL20A1
ISM1
SLC52A3


ANGPT4
RSPO4
PROKR2
SIRPB1
FERMT1
PDYN


CCM2L
PLCB4
ASIP
CST4
EPPIN
CELF4


CDH20
LAMA1
VSIG1
GUCY2F
ATP1B4
CHRDL1


PAGE4
GLRA2
BMX
LUZP4
SMARCA1
ASB9


PPP1R2P9
GATA1
GPR50
CD40LG
KLHL4
SRPX2


SYTL4
ZDHHC15
NALCN
HTR2A
MLNR
SGCG


IRG1
MEDAG
OLFM4
MSLN
CCL22
CCL17


NECAB2
WFDC1
FOXF1
AQP8
CPPED1
SALL1


AQP9
RASL12
GOLGA8UP
CD276
TGM5
PDGFRL


CA2
TRPA1
SFRP1
JPH1
DKK4
SH2D4A


TUSC3
ADAM2
TULP2
CGB
KCNA7
DKKL1


CLEC4M
NOVA2
KIR3DX1
LILRB1
LILRA1
OLFM2


SYDE1
CASP14
EBI3
SHD
MYH14
CD33


CEACAM5
CRX
SYNGR4
CABP5
LILRB5
SLC5A5


ATP4A
ATP6V0A4
TFEC
CAV2
HOXA2
VIPR2


EVX1
CHN2
GRB10
COBL
PAX4
MOGAT3


NOBOX
MYL10
MEOX2
GLI3
PRKAG2
GALNTL5


LHX2
SH3GL2
PTGDS
GATA3
PKD2L1
PLEKHA1


UNC5B
TLX1
FGF8
NEURL1
SORCS1
CYP2C18


KRT23
CRYBA1
ASPA
HOXB6
SGCA
ABCC3


CACNG1
PMP22
SULT1E1
ODAM
NMU
UCP1


TBC1D9
WFS1
ANXA10
SOD3
CPZ
SLC2A9


CLNK
HGFAC
FAM149A
B3GAT1
P2RX3
MS4A6A


MS4A4A
CCKBR
FOLR1
FOLR3
APOA4
UPK2


ELMOD1
CALCA
VWF
DAO
SLC6A12
PRMT8


CUX2
GSG1
RERGL
IL26
IFNG
SLCO1B3


APOBEC1
NANOG
ST8SIA1
RFX4
SASH1
UST


OPRM1
TULP1
IL17F
MDGA1
RBM24
TSPO2


SIM1
COL9A1
SLC17A2
ADGRG6
PDE10A
MDFI


SMOC2
PRPH2
FAM46A
CLIC5
TBX18
NUDT12


SEMA5A
C7
GHR
NME5
PCDHB5
PCDHB6


HAVCR1
IL12B
NPR3
AGXT2
PRLR
SLC12A7


IL4
LIFR
DPYSL3
PDGFRB
HRH2
UNC5A


CLDN16
AMOTL2
RBP2
RBP1
BCHE
FGF12


GNAT1
C3orf14
UPK1B
SLC4A3
ADAM23
CCL20


OTOF
GRB14
CLIP4
TLX2
EVA1A
EFEMP1


IGFBP5
EFHD1
IL1R2
PRKAG3
SMYD1
IL1R1


IL18R1
IL18RAP
SLC9A2
MLPH
RND3
KISS1R


VAX2
ATP6V1B1
EPHA4
PARD3B
PRRX1
MARK1


TNR
NPHS2
PDC
WLS
RPE65
CD2


NID1
NT5C1A
SIPA1L2
ST6GALNAC5
ADGRL2
MFAP2


RGS4
PLA2G2D
CR2
MPL
ARTN
CNN3


F3
FASLG
A4GNT
MMP8
ZNF541
TNNT2


CTGF
STBD1
PCDH17
CCND2
FGF23
NR4A3


CSF3R
ONECUT2
ESRRB
CNRIP1
PPP1R3C
PYROXD2


PRLHR
SFRP5
CRHR1
TEK
INSL4
CCDC170


PCDHB8
TNFSF18
TTLL2
KCNJ5
KIAA1217
PLXDC2


IQSEC3
ENOX1
TNFSF11
DUSP4
CHRNA2
ADRA1A


NPPB
TBX4
LRAT
TAS2R8
KCNJ8
TAS2R9


GJA3
HCRTR1
CCR2
CPXM2
TMIGD3
SV2C


MYOG
PRM2
OCM
KIAA0087
NPY
INHBA


ARL4A
PHF24
CNTFR
AKR1D1
SFTPA1
CHST3


BICC1
ARL4AP1
SSPN
CCDC70
GUCY1B2
HOXC13


HOXC11
NFE2
DBH
IL13RA2
PLP1
ATXN3L


G0S2
DAW1
INHA
OBSL1
FAM124B
PI3


ARHGAP40
MATN4
GDAP1L1
EDN3
RBPJL
ZBP1


MAGEA10
IQSEC2
RP11-663P9.2
IRGC
GRM4
BTN2A3P


MOCS1
SPDEF
TREM1
ATXN1
OPN5
AC105760.3


EREG
DKFZP434K028
SCGB1D2
WNT1
SLC10A2
BMP4


TEKT3
BARHL1
SRMS
LINC00029
NPBWR2
C20orf195


IL37
GRIA3
FOXA2
FAM182A
BMP2
LRRN4


OTOR
DEFB129
GDF5
BPIFB9P
AMOT
SLURP1


GPR42
PRKCG
PRDM7
NXF5
OMD
EDN2


BCL11B
IL22
TSPAN8
CRYGN
TRPV5
ADGRE2


IL17B
TNFRSF19
KDR
GAL3ST1
RFPL1
RFPL3


CDC42EP1
MCHR1
GALR3
LIF
KRT17
RNF112


CPA4
FOXP2
HOXD10
HOXD11
ISLR
LOXL1


KCNC1
FAM64A
SHBG
LRRC6
MTUS1
SIGLEC9


KLK10
EGLN3
FOXJ1
CDH15
SHC2
PLPPR3


NXNL2
STARD8
TSPAN16
C19orf80
CNN1
ZSCAN10


PVRL2
GADD45G
LRCH2
GDF1
MAS1
PXDN


GDF15
HRC
OR11H1
OLFM1
SAG
TNNT3


CALY
RBBP8NL
FIBCD1
PNCK
DUSP9
LRP3


PRRG1
BPIFA2
COX4I2
C1QL1
GFAP
PYY


CCL25
LRRC4B
GFPT2
BARX1
CA6
RHOXF2


FSHB
LIN28A
LRRC9
PPARG
HHLA1
RAMP1


RGS22
BTBD3
RHBG
ATP1A4
NES
VSTM2L


KANK4
ATP8A2
TPTE2
GPR12
CHRM3
LGR6


DCLK1
SPG20
RNF128
PRAM1
LGALS12
GSTT2B


MYO18B
FAM83F
SEC14L4
ZDHHC8P1
SFTPD
TMTC1


LYVE1
DUSP26
GSTM5
GSTM3
CHIA
PTGFRN


ADAM30
CD101
VTCN1
ANO3
CFHR4
CRB1


RERG
SLCO1B1
PRH2
USP26
FAM127A
PIWIL4


MTNRIB
HOOK1
CYP2J2
DSC2
DTNA
FHOD3


GIF
APLNR
PDGFRA
CLDN10
DZIP1
KDELC1


ADAMTS8
FAM189A2
CCNJL
HNF1A
TBX3
CD36


UGT2A3
FAM71F1
ADGRB3
NT5E
MRAP2
LCA5


ELF5
PRRG4
AMHR2
GLS2
NMBR
EGR4


DYSF
CHST5
KCNK1
CAPN9
LECT1
SCEL


EDNRB
IL6
DGKB
MYCBPAP
SCN2A
GALNT5


GATA4
HLX
IL36G
IL36A
GAD2
KLF4


ZFP37
WDR38
OR1L4
ENPP2
IL33
CCL21


CAPN11
PI15
TTPA
TRPC6
MMP20
C11orf70


BTG4
POU2F3
FXYD6
FXYD2
MMP13
UNC13C


UACA
STRA6
ARHGAP29
CLCA2
DNASE2B
CYP1B1


CYP2C8
CH25H
BTBD16
TACC2
PLA2G12B
OIT3


ADAMTS14
STAT4
MSTN
SLC40A1
CILP
HCN4


HERC5
PRKG2
GPAT3
BMPR1B
TRPC3
FRAS1


SHROOM3
C4orf17
PDE6H
CPNE8
SLCO1C1
COL2A1


ANP32D
LRIG3
TPH2
LGR5
PTPRQ
LUM


SDSL
FOXN4
DHH
ACVRL1
METTL21C
RAB20


SSTR1
RTN1
RDH12
SLC25A47
DUOXA1
DUOXA2


DUOX2
HDC
ARRDC4
CYP11A1
GOLGA6D
RLBP1


WDR93
NTRK3
ITGAX
CHST4
CLEC18B
ADAMTS18


CDH11
CDRT15P1
ZNF287
DPEP3
TOM1L1
SKAP1


ABCA8
C17orf64
ASXL3
SLC25A52
ASGR1
PIK3R5


CARD14
SECTM1
RNF165
CBLN2
STAC2
CIB3


HUNK
COL6A2
IL19
CBLC
ADAMTS10
SLC6A3


FBN3
TM4SF5
GPR32
ACPT
KLK3
CTD-2545M3.6


IGLON5
MMEL1
CFAP74
PRDM16
PADI3
FHAD1


PADI1
MYOM3
DMRTA2
HSPG2
TINAGL1
AZIN2


SLC44A3
IGSF3
ZNF697
FNDC7
PROK1
XCL1


MAEL
DPT
F13B
LHX9
RORC
SELENBP1


FLG2
S100A8
PKLR
FLG
LEFTY2
SOX13


ETNK2
SYT2
ABCG8
TRIM43
MALL
THNSL2


THSD7B
GULP1
PTH2R
ABCA12
TRPM8
GRIP2


CNTN4
GADL1
POMGNT2
ACKR2
FAM198A
ITGA9


CTDSPL
COL8A1
ADGRG7
TAGLN3
IGSF11
BOC


AGTR1
UCN2
SLC10A4
SLC10A6
SNCA
FABP2


SFRP2
RNF175
PDGFC
ROPN1L
ADAMTS16
MYO10


UGT3A1
GZMA
MEGF10
ADAMTS19
CXCL14
LECT2


TIMD4
SPINK7
CPLX2
TENM2
KCNMB1
DCDC2


SLC17A4
KAAG1
PLA2G7
DAAM2
MLIP
HMGCLL1


LGSN
TPBG
GABRR1
CLVS2
TAAR6
TAAR8


TAAR1
VIP
SLC22A3
EGFR
IGFBP1
ASB15


ZAN
STRA8
EPHA1
NLGN4X
SHROOM2
TMEM47


AKAP4
CXorf36
AWAT2
CPXCR1
NXF3
FRMPD3


IGSF1
GPC3
GPR119
CSGALNACT1
DOCK5
ST18


TRIM55
SLC26A7
RSPO2
MAL2
IFNA16
IFNK


NTRK2
SHC3
OR13C4
ZNF462
ACTL7B
HMCN2


IDI2
LCN9
CACNA1B
FAM171A1
PARD3
ANKRD30A


A1CF
CDHR1
ANKRD1
HTR7
NPFFR1
CYP17A1


INA
ADAM12
SYT8
PAMR1
KLHL35
TENM4


NCAM1
DRD2
GLB1L2
GRIK4
SLC22A8
ZP1


PLCH2
KIRREL3
SCN2B
JPH2
DUSP15
CDH22


LINC00266-1
SLC22A9
MMP3
CNTN5
KLRF1
MKX


FXYD4
FCGR1A
LATS2
MIA2
HNMT
ADRA2A


VEGFC
CCDC83
PRSS23
PPP1R1C
DOCK1
IL18


TKTL2
ENKUR
THRB
DLG5
MAGI1
ME3


ADAMTS12
CCDC3
POU4F2
EDNRA
AKR1C6P
WWC2


SLC35F4
GFRA1
GLT1D1
RBM46
ZNF37CP
KCNE4


TUBA3E
HSPB8
CYSLTR2
PTH
GUCY1A2
BOLL


ZNF256
OLAH
CCDC50
PLEKHH2
GRIA4
IGSF10


GJA1
DDX4
CLEC4F
TCTEX1D1
SLC16A12
PTPRK


CNTNAP4
RAB3C
PLOD2
ZIC1
BMP6
PLA2R1


ADGRF1
ADGRF4
FRMD1
FAM81B
LURAP1L
CNKSR3


TGIF2LX
TMPRSS11D
PID1
KCTD15
CLCA3P
HS3ST3A1


SEMA3D
ANKRD29
THY1
PANX3
GPR15
CERS3


ABCA9
ABCA10
TNIK
WNT3A
PPP1R3A
GBP5


MMP21
CNTNAP3B
PDLIM3
WNT7A
EPHB1
Sep-14


UNC93B2
ODF1
VSIG4
ALS2CR11
SPAG17
SAXO1


SLC24A2
RAET1L
NAT2
MAGEA8
GNA14
GNAQ


WIF1
UGT2B4
KCNMA1
ALX3
CFAP161
ADAMTSL3


ART3
SLC28A1
CXCL13
NAA11
FUT6
KCNS2


LHFPL4
MPV17L
SHCBP1L
SLC6A1
SYN2
CDCP2


STEAP2
HTR5A
IL34
CACNA1D
ARSE
KIT


CACNA2D3
MUM1L1
KCNJ6
ERG
SVOPL
SLC34A2


ACAN
DPYSL5
AGAP1
SLC30A2
TRIM63
GRHL3


GALNT14
XDH
DZIP1L
MRAS
ESYT3
CLSTN2


COLEC12
SLC13A3
SHROOM4
KCNB1
CPA2
CPA5


PPP1R9A
POM121L2
SLAMF8
DUSP23
HTR6
ITLN2


NPM2
FGF17
DMTN
WNT9B
CACHD1
STC1


TNNI1
CBR3
GJD2
CLDN14
GOLGA6A
SCUBE1


PADI4
CES5A
CELF3
TCHH
ADGRG5
DRC7


LRRC36
ZDHHC1
FAM131B
LYPD5
PTGIR
KALRN


TMPRSS3
UBASH3A
CRYAA
LRRC3
ZNF208
LCN1


GPSM1
HIPK4
TMEM190
PLPP7
CCR5
PTH1R


HK3
COL26A1
DMKN
NPHS1
HCRT
SIGLEC11


MPP3
IP6K3
TREML1
BCL6B
PRR35
MEIOB


ASRGL1
TAL1
BEND5
ACOT11
LEXM
BSND


PLPP3
PRKAA2
SLC45A1
KNCN
TMEM82
SYNC


ALPL
TTLL10
MEGF6
CCDC27
LRRC53
VCAM1


NLRP3
KCNJ9
OLFML2B
FCGR3B
FAM71A
TDRD5


WDR64
PKDCC
IL20
C1orf145
CAPN13
KCNF1


KCNJ3
SPATA18
CFAP221
INHBB
HPGDS
SMCP


IVL
SPRR3
BMP10
PGLYRP4
S100A9
TDRD10


GABRB1
C1orf106
LINC01116
SLC22A15
IGFN1
PROK2


LMOD1
ADORA1
FBLN2
SPTA1
FAM86KP
WDFY3


PRICKLE2
ADAMTS9
DCLK3
DNASE1L3
PCOLCE2
CXCL5


TM4SF18
TCF23
DNAJC5G
CLEC3B
SLC6A20
RTP3


LRRC2
NMNAT3
GRIK3
CFAP100
RHO
IGF2BP2-AS1


CLDN19
HAND2
MAP9
ASB5
C4orf45
TMEM144


NPY1R
SLC45A2
ZNF474
F2RL1
HTR4
ESM1


CDC20B
ENPP6
FAM170A
KLKB1
FOXQ1
ADGRF2


GRIK2
SAMD3
DACT2
FAM183BP
MYOZ3
GPR85


KIF6
INTS4P1
ZNF704
CHMP4C
PGAM2
DLC1


HNF4G
TNFRSF11B
CA3
ALDH7A1
BAALC
FREM1


TMEM71
MAMDC2
PRSS37
CPA6
RASEF
TRPV6


C7orf34
TMEM246
WBSCR27
C9orf84
PTCHD1
OR1Q1


OR1K1
CLDN3
NLGN4Y
AQP7
SLITRK5
ARMC3


FAT3
CCDC67
GPR101
CLDN2
LRFN5
PHOX2A


PKNOX2
NGB
FAAH2
DACT1
BEND7
SLC18A2


TMEM52B
FRMD7
RET
RNASE7
OTOGL
SERPINA12


PDZRN4
SLC6A5
PASD1
RP11-299H22.3
ADAMTS15
SVOP


LRTM2
LARP6
ASPG
ALKBH3
GABRB3
SCN3B


TMEM100
MOGAT2
SERPINB7
OR5P1P
WDR72
PLD4


TMEM130
FAM86GP
CLEC3A
BEAN1
SLC38A8
CPLX4


RRAD
SERPINB12
ACSM1
STRCP1
LDHD
TAC3


GREM1
NYAP1
MS4A8
CCDC178
MS4A15
SGSM1


B4GALNT2
SUN5
SAMD14
TMEM92
LINC00483
C16orf92


GOLGA6C
NOD2
LOXHD1
RBFOX3
CD3D
OR51I1


GNG8
LPO
CA4
LINC00905
ZNF528
AQP2


CDC42EP5
LAIR2
PSCA
ATCAY
TMIGD2
KLK6


KLK11
KRT80
ACER1
CD300C
TEKT1
PRR25


CASKIN1
RAB3IL1
SLC22A11
SCARA3
SCARA5
ZNF355P


OR2B2
KCNJ4
HIST3H3
PTGDR
FOXI1
ACOX2


MOBP
C8orf22
XIRP1
LINC00917
BDKRB2
SFTPC


PHYHIP
HFE2
CHRM1
ADAM18
GDNF
FAM84B


KCTD19
CA7
OR13J1
CTRB1
CTRB2
STXBP6


PXDC1
ROR2
RP3-509L4.3
AR
C8orf46
FAM110B


ARMC4
PCSK9
CXCL10
SH3TC2
RP11-220D10.1
SHE


P2RY12
RNASE6
NPR1
COL22A1
CCDC8
CT55


GJB1
CLIC3
BNC1
ANTXR1
PROKR1
LDB2


NLGN1
LINGO1
RBMY1HP
CTNND2
MUC3A
TM4SF4


FRMPD4
MYO7B
MYRIP
HMP19
RNF150
CCDC144A


CR848007.2
ANKK1
CNGB3
CST1
SEMA3E
DCLK2


KRT78
FAM71B
SLC26A5
SGCD
OR5E1P
TTLL6


SYT9
GPR37
OR10A4
SDR16C5
OR10A2
OR2AG1


LMOD2
CELP
CYTL1
OSCAR
OR7G2
PKHD1


MBD3L1
PRKCDBP
CEACAM3
DDI1
LINC00208
FPR2


FPR1
ALK
GIMAP8
RLN3
PROL1
SMR3B


TMEM37
SOSTDC1
KRT15
KRTAP4-4
PDE7B
KRT27


OR1L3
SSX6
OR1B1
SPACA5
COL24A1
RXFP1


NEUROD2
MAP6
PTCRA
P2RY6
LKAAEAR1
C1orf111


VAT1L
KNDC1
ANGPTL7
PRND
AQP4
FBXW10


CYP4F22
FOXB1
ZNF556
MAL
EPHX4
LRRC15


CD8B
CALB2
MBOAT1
AZU1
TPSAB1
CLEC7A


NEGR1
CERS6
SPTLC3
ABCG4
OR5B2
OR9I1


INSL5
EFCAB3
TTC36
PRSS30P
FUT9
C2orf54


OR10H5
CTSW
SMPDL3A
OR10AD1
THEMIS
MOS


HOXC5
OVOL1
FLJ42102
MYEOV
XKR3
GXYLT2


HPSE2
BNC2
RXFP4
CCDC63
ACSM6
RHOD


CYSLTR1
MAB21L3
VANGL1
TERF1P1
DMRT2
SLC2A14


OR10K1
NDNF
IQCF1
OLR1
GLIPR1L1
DAB1


CCDC36
PTPRM
NLRP13
XCR1
SULT1B1
HSPB7


CD7
MARCH10
RP11-89N17.1
C1QTNF1
SNURFL
RP11-18M17.1


RAX2
LRRC63
CD34
MSRB3
NWD2
SNX31


ADCY6
SLC16A11
GLIS1
PODN
SLC6A19
ABRA


VWC2L
GALNTL6
LINGO2
IGDCC3
SLC26A9
TTC9B


KLK15
GOLT1A
NPAS4
CMKLR1
KY
BRSK2


FAM47DP
LEP
RP11-79L9.2
WDR49
BTC
CATSPERD


VN2R1P
SEZ6L2
P2RY14
GPR171
CD164L2
CA5A


ZG16
CHST2
WFDC5
TMEM51-AS1
ABO
GAL3ST3


CHST1
CST6
NRIP3
PCSK1
OR52W1
TSGA10IP


UBQLNL
P2RY2
PRM1
LINC00521
EIF3KP1
LINC01106


C15orf53
CREG2
HOXD8
DOK7
LRRN1
KLHL38


ASCL3
C11orf16
TMPRSS7
RP1-146I3.1
MC5R
OR11H4


OR51B6
OR4F21
IDSP1
ZNF135
FOXR1
RPL37AP8


PFN1P10
PRR18
OR5AN1
PRR15
MAP3K19
HORMAD2


NANOGP1
FOXC2
ZNF843
LINC00303
FKBP9P1
MIR7-3HG


RP11-432M24.4
GRIN1
SOX11
C8orf4
GCNT4
TOB2P1


RPL7L1P11
SCN4B
DSCAML1
MRVI1-AS1
LINC00982
CLVS1


SPACA4
LINC01561
ENSAP3
FLJ40194
RP4-756H11.4
ERICH5


GPR4
IRX3
RP11-56N19.5
FAM187B
C12orf54
C2orf57


SRRM3
FAM20C
PVRL3
SLC35G5
CTD-2530N21.5
YIPF7


MYOZ1
CCDC184
ODF3
LCN15
C2orf73
TSPYL6


ADAMTSL1
PRSS42
PPP1R42
RP4-682C21.5
RNF212
AP000345.1


PRM3
ZNF354B
OR2D3
DNAJC22
NEUROG2
CEP295NL


TUBAL3
MAF
OR6B3
DEFB125
OTOS
ACTG1P1


C5orf64
THBD
LMO7DN
CPN2
FAM101A
LGALS7B


ERICH3
C14orf39
KLHDC7A
LL0XNC01-131B10.2
TRIML2
OR13D1


IGSF22
C9orf106
FAM133A
RP11-458F8.3
MTUS2-AS1
GIMAP7


RPS2P28
GGN
HNRNPCL1
TMEM151A
WSCD1
GS1-124K5.9


GATA2
VWA1
DNAJB8
OR6W1P
AC073072.5
OR9A2


LSMEM2
RNF151
GRM8
RPRML
CDH5
OR7E22P


MRGPRX4
MYADM
MRGPRX3
GIPC3
C1orf194
B3GNT3


NRXN1
SSC5D
SPDYE7P
AC079741.2
FAM71E2
ANKRD18A


C12orf40
CSNK1A1L
LYNX1
TH
TDRP
FAM71C


TPT1P10
SLC9A4
ADGRD2
PNPLA1
DEFB124
KRTAP9-7


CYP8B1
ZSCAN4
RNF182
C9orf139
FUT7
MB21D2


RPL21P8
SHISA2
CLRN3
CHST13
ARSJ
MAP3K15


CXCR2
GREM2
OR56B4
C1orf105
OR56B1
FCRL6


SLC26A11
OR52N4
MAPK15
ADIPOQ
SDCCAG3P2
OR52P1P


C4orf50
HIST3H2A
HSP90AA6P
CCDC108
AATK
ZNF467


OR6T1
OR52H1
TMEM252
OR4C6
AP003774.4
CCDC149


RP11-651P23.2
PNMAL1
ADIG
USH1G
TRPC2
TMEM30B


CREB3L2
UNC5C
LDOC1
ZAR1
SYNM
NLRP10


FIGN
IZUMO1
B4GALNT4
MBD3L3
GLTPD2
KIAA2012


LIPF
PDSS1P1
RP5-1142A6.8
IFNL1
DNM1P46
OR2B8P


TBPL2
CAV3
CLEC4G
RP3-341D10.1
EPHB3
EPGN


OR2V2
CCNYL2
NTM
GALR2
SEPHS1P1
RGS6


SLC35D3
HCAR2
MAGEB17
CRIP2
PLCXD3
VMO1


GALNT9
ADGRG3
RP11-558O12.1
TSPEAR-AS2
TCEAL7
ODF3L1


NPM1P14
ZNF662
MCEMP1
PCP4
FREM3
BEGAIN


FAM43B
GJD3
CALN1
GABRR3
RP5-1120P11.4
PRR36


NF1P3
FAM9A
SPDYE4
REC114
GBP6
SYNDIG1L


TMEM89
RIPK4
ZBTB8OSP1
SH2D7
GPR132
COL18A1-AS1


ACSM5
PGPEP1L
GOLGA8G
C11orf88
FAM19A1
LINC00518


BMP8A
EFHC2
OR4N4
LHFP
ZNF703
SLC35F3


TCEB3C
EMILIN3
FAM162B
CCR4
CTA-833B7.2
ANKRD45


C1orf64
SH2D1A
ST6GALNAC3
TMPRSS2
TREML3P
RP11-366I13.3


RPL7AP28
KCNJ12
DGAT2L6
CDR1
POU6F1
PRKD1


CCSER1
COLEC10
A3GALT2
CCR10
NCMAP
BPIFC


POU3F2
PROS1
NUTM1
PTGER4P2
SOCS3
RP13-786C16.1


FAM19A3
ZNF72P
OR7E14P
CLDN6
FAM110C
MGAT4EP


SATL1
DRD1
TCEAL2
CLCNKB
OR6A2
WT1


SORCS2
IFNE
SLC22A10
RFX6
SLC2A3P2
SLC24A3


FLRT2
FAM169B
ZNF479
LINC00313
WASIR1
TNFAIP2


GAPDHP24
MAGEA11
ZNF74
KLHL33
WBSCR17
NUPR1L


IL3RA
SFTPA2
C12orf56
GAS2L1
OR2V1
KPNA7


ROR1
TLCD2
AC017079.3
POU3F1
LYG2
MORN5


SRL
NLRP9
NPAP1
LINC01405
CCDC190
TMEM210


TMPRSS11B
THNSL1
FFAR3
RTN4RL1
KRTAP5-5
CCIN


GRK1
ATP4B
HTR3E
TAL2
KRT5
KRT18P14


AGBL4
ARGFX
PRR30
UBL4B
CYP4Z1
BPIFB4


EDARADD
CYP4F12
MARC1
SSU72P4
LCE1E
AC016757.3


GPAT2
GABRA5
PRELID2
SLC36A3
SLC36A2
CYP4X1


GLDN
TRDN
TMPRSS12
FAM228A
AQP7P1
AKAP14


OR9I2P
CLCNKA
CEACAM19
SPATC1
PDE2A
SPDYE17


PRR5
EEF1GP1
CYP27C1
TPI1P3
FOXE3
LILRB4


TNFRSF4
KRT17P2
CHCHD2P9
LINC01551
EMID1
C17orf82


C3orf70
TEAD1
AKR1C1
SPATA21
KRT12
CIDEC


DCC
HIST1H1T
CDHR4
COL4A1
PLEKHG7
GJA4


ATP13A5
AGMO
TLR5
NANOS3
TERF1P2
SAMD11


PERM1
ERC2
KBTBD12
THSD4
GABRD
AMY1C


OR52B6
C9orf153
HSPE1P11
TMEM72
PEAR1
RP11-24M17.5


C2orf78
PALM3
C1orf168
AC097382.5
LRRC74B
DMBT1


OR51I2
LCN10
C2orf66
HS6ST1P1
PLA2G2C
ZSCAN23


TPRG1
C1orf204
RTP5
C19orf67
CLCN1
NRN1L


PRSS45
DAZ1
TMEM215
COL4A5
HEPACAM2
SMTNL2


RUFY4
HES4
SLC38A3
AC092171.2
C10orf99
AC018892.9


PPP3R2
GPR21
TCTEX1D4
NANOS2
SLC24A5
AC003003.5


INSC
CFAP77
FBLL1
PAQR9
GOLGA8M
TSPY7P


LINC00319
HILS1
QRFP
OR13D3P
TBC1D3P2
FZD9


TMSB4XP2
OPTC
PLET1
CATSPER4
TMCO2
DPPA3P2


ASTL
GJB3
USP32P1
UTS2B
MSANTD1
LRRC66


SBSN
RELN
APOD
GAGE2A
ANKRD34B
NKAPL


OR14I1
MAOA
AC069277.2
SPANXN3
LINC01164
GJB5


ANKRD62P1-PARP4P3
RP11-797H7.5
FAM180A
C6orf222
FAM179A
KIAA0408


CXCL17
OR7E12P
USP32P3
GJB4
OR2L13
PTPRT


AKR1C3
OR11H13P
FAT4
KIF19
HRCT1
SIRPB2


KRTAP5-3
SFTA2
CGB7
CPNE4
ELAVL3
NUDT11


FUT4
SLC35F1
THEM5
NPIPB15
RFX8
ESRRG


ARL9
OR9K1P
CACNA1H
HBG2
AJAP1
UGT2B15


HRH1
ZNF5O2
SLC30A10
FAM150A
LCE1B
COL27A1


CTD-2192J16.17
POTEI
PATE2
KRT39
HIST3H2BB
AC090286.4


TEX43
RP11-88G17.6
ZNF470
SIGLEC15
ZNF300P1
SLC6A17


SLC22A4
OR1J2
FAM110D
TPSB2
IL27
RAMP2-AS1


SVIL
OR8S1
DIO3
CYP2B6
HIST1H3D
DCHS2


VEPH1
PDGFA
AC005276.1
COL13A1
ZNF665
SLC28A3


FAM177B
SSPO
COL4A6
DMBX1
ZNF841
DPP4


PDCD1LG2
SLC22A24
PARVA
LHFPL5
IGKV7-3
ADAMTSL2


PRB3
UGT2B17
HRNR
ZNF311
ZNF347
ZNF734P


CLEC9A
DLGAP2
FCGR1B
ZNF560
TUBA3C
ZNF667


AVPR1B
SIRPA
AKR1B10
SULT1C4
CYP2A7
NUP62CL


TMPRSS11F
LPAR1
SOWAHC
ZNF334
RP11-566K11.2
CACNA1E


OR5B21
TMEM239
ZNF568
RTP2
SH3BGRL2
PLN


SLC34A3
RD3
RP11-611L7.2
NUDT16
MMP17
ZNF534


TUSC1
MAGEA1
LINC01565
ABCA4
UNC13B
PPP1R14C


SMOC1
PLXNB3
EGFL6
APCDD1L
MUC2
ALPK2


PAX9
LRRC10
SUCNR1
MTND4LP30
PNMA5
SOWAHA


MIR210
RN7SKP184
SNORA21
RNU4-39P
RNA5SP477
RN7SKP173


RN7SKP74
SNORA17
RNU1-72P
RNA5SP452
RNU1-120P
RN7SKP243


RNU4-32P
SNORA71D
SNORA38B
SNORA63
SNORD118
RNY1P11


RNU1-124P
RN7SKP180
SNORA80A
RNU4-1
SNORA38
RN7SKP87


RNU4-51P
RNA5SP202
RNA5S9
U3
RN7SKP193
RN7SKP37


SNORA55
SNORA71C
RN7SKP237
SNORA16B
RN7SKP50
RN7SKP78


RNU12-2P
RN7SKP239
RNU1-59P
RN7SKP9
RNU5E-4P
RNU4-8P


Y_RNA
RNU1-100P
RNU1-51P
RN7SKP69
RNU1-16P
SNORA62


RNU1-122P
RNU5E-6P
RN7SKP230
RNU4-2
RP11-560A15.3
Metazoa_SRP


RP11-277A4.4
ZNF525
RP11-25I9.3
LINC01562
LINC01317
CTD-2026K11.6


RP11-217O12.1
RP13-36G14.3
BTBD7P1
FAM32B
E2F3P2
Metazoa_SRP


HMGB1P39
TAS2R2P
OR1F2P
RP11-542B15.1
RP5-1096D14.6
RHOT1P2


AC012456.3
LINC01285
OR2L2
TCP10
CAPN8
LINC00862


SAMD5
LINC00272
FCGR3A
FANK1
KPRP
DDO


CCDC162P
PLPP4
CHIAP2
CYP17A1-AS1
RP11-261N11.8
OOEP


C1orf146
C10orf62
FAM127B
C1orf141
GLYATL3
RP11-188C12.3


LCN8
TRPC5OS
LRIT2
LRRC73
FOXO6
TDRG1


NEU4
MAFB
BMP2KL
RP4-640H8.2
PTPN20
GDF5OS


TXNDC8
AWAT1
TCEA3
OR13C3
RP11-219G17.4
FLJ45079


BTNL2
C6orf10
CYP21A1P
NXPE2
RP11-380J14.1
AC005042.4


LAYN
RP11-410N8.4
RP11-65D24.2
CSHL1
LY6G6C
XXbac-







BPG32J3.20


LY6G6F
MCCD1
PSORS1C3
ZSCAN5CP
AC096670.3
TRIM10


HCG9
NMS
RPS26P8
MOG
OR2H2
CBY3


C9orf57
RP5-100419.1
CTC-281M20.1
ZNF204P
ST8SIA6-AS1
PNMAL2


NAT8B
AC021218.2
GPR20
SPINK9
LRRC3C
PSG5


FAM83A-AS1
ARHGEF34P
BLACE
PCDHA8
PCDHA2
PCDHA1


ERICH4
PRSS1
AARD
RP11-46C24.3
SLFN12L
LGALS7


C2orf91
FAM205A
ACCSL
TRIQK
SLC10A5P1
SCGB2B2


OR7E36P
KRT17P5
DGAT2L7P
MUC12
CTXN3
RP11-352D3.2


MGAT4D
KRT17P4
ADGRG1
MT1H
MT1M
LINC00661


KRT81
EXOC3L4
KRTAP10-2
SPDYE18
AC013472.3
RP11-89H19.1


AF064858.6
LINC00898
VCX3B
CTD-2375G15.1
RP3-416J7.5
ACOT6


CRLF2
RP9P
LINC01531
C16orf96
TTC23L
OR7E91P


C22orf42
FAM99B
KRTAP5-1
FAM90A2P
RP11-3B12.4
ONECUT3


RP11-404K5.2
IFITM5
C18orf63
DOK6
IGLL3P
SERPINB5


CTD-2008L17.2
HBM
ANKRD20A9P
ANKUB1
RP11-93O17.2
VGLL3


PRSS50
SNORA57
SNORA22
SNORA2A
SNORA80B
SNORA22


RNU1-73P
SNORA6
RNU6-483P
SNORA9
SNORA29
RNU4-52P


SNORD15A
SNORA76A
Y_RNA
SNORA54
SNORA27
SNORA72


SNORA7B
SNORA25
U3
SNORA70
SNORA68
SNORA37


SNORA70
SNORA8
SNORA22
SNORA20
SNORA64
SNORA19


SNORA80E
SNORA46
MIR7-1
AL132780.1
MIR219A2
MIR671


IGKV6-21
IGKV3D-11
IGLV8-61
IGLV5-52
IGLV1-50
IGLV2-33


IGLV3-25
IGLV3-16
IGLV2-14
IGLV2-11
IGLV3-10
IGLJ1


TRGV9
TRGV1
TRAV13-2
TRAV9-2
TRAV22
TRAV39


IGHV2-5
IGHV3-7
IGHV3-13
IGHV3-15
IGHV1-18
IGHV4-28


IGHV3-38
IGHV3-48
IGHV1-58
IGHV2-70
U3
U3


SNORA16
SNORA46
RNA5SP323
SNORA74B
SNORA75
SNORA75


SNORA12
U3
SNORA75
RNA5SP53
SNORA45B
KRTAP16-1


KRTAP29-1
KRTAP9-6
RP11-134K1.2
AP002414.1
RPS26P3
RPL23AP4


POU5F1B
BTF3P12
PTTG3P
SYT3
RPL23AP80
RP11-383G10.3


RP11-532L16.1
EEF1A1P32
OR5S1P
HNRNPA1P34
TPM3P1
RPL5P5


EEF1B2P7
RP4-612B18.3
PFN1P11
RP11-760D2.10
yR211F11.2
FAM106A


RP5-933K21.2
RP11-613F7.1
ACKR1
PHBP1
NPM1P46
RP3-352A20.1


RP11-306O13.1
PPP1R14BP5
ARF1P2
ELK2AP
RPL23AP60
RP11-252O18.3


GAPDHP36
RPL36AP48
AC016732.2
ARHGEF35
RP11-355O1.7
RPL12P38


ST13P10
EEF1A1P16
RBMS2P1
RPL12P42
YWHAZP5
TSGA13


RP11-613M5.1
RP11-212P7.1
RPL18P11
RPL9P18
CYCSP19
RPL7AP34


ATF4P1
AC092933.4
RP4-778K6.1
NAP1L1P3
LINC00671
GAPDHP71


RP11-779O18.2
RP11-66N11.6
RPSAP46
ANXA2P1
HNRNPA1P33
CTB-47B8.5


KRTAP4-12
KRT222
YBX2P1
H2AFZP1
VDAC1P7
HMGB1P37


FIRRE
RP11-972K6.1
EIF4A1P8
ACTN4P1
TPT1P13
GBP7


AC132008.1
SETP8
AC005522.6
AC005077.8
RP4-595K12.1
KRT18P19


AKR1B10P1
RP11-380G5.3
BOLA3P3
CTD-2158P22.1
OLA1P2
SLC25A5P3


SEC14L1P1
LA16c-60G3.7
RPS10P14
KB-1683C8.1
HNRNPA1P32
PSMC1P2


RP11-941H19.2
AC004129.9
RPL13P2
TAF9BP1
RPL7AP64
RPL3P6


RP11-546M4.1
NPM1P33
HBG1
AC092610.12
RP11-94D20.1
RP1-102E24.1


KRT18P17
ITGA1
KRT18P29
API5P2
RP11-264F23.1
RPL7AP14


AC007277.3
RP11-414H17.5
ATP5F1P3
KRT18P38
RP11-414H17.2
ARPC3P5


RP11-169L17.3
AC073310.4
PGAM1P4
IFNA7
RPL6P5
RP11-549L6.2


RPL23AP39
CYP4F30P
SMCO1
WEE2
RP1-258N20.3
TMEM213


ACTN4P2
RP11-488L18.1
RP11-699L21.1
RNF152P1
C12orf74
SETP21


PUDPP3
RAD51AP1P1
AZGP1P1
OR1X5P
AC133644.3
NEURL1B


AC009967.3
RP11-457K10.2
LCNL1
GOLGA2P8
SEC14L6
HIGD1C


KRT42P
AC130709.1
AP000343.1
AC087491.2
MEG3
POLR3DP1


RP11-392M9.2
IQCF6
AC090616.2
CDIPT-AS1
RPL5P35
RP11-429J17.8


RP11-54I5.1
AC004870.5
CTD-2509G16.1
HNRNPA1P15
RP5-1053E7.3
HMGB1P4


RAD51AP2
RP11-115L11.1
APOC1P1
LINC00243
RP11-229M1.2
RPL23AP3


RP11-674E16.4
SPATA31D1
TBC1D26
ISPD
RP11-274J2.1
RPL7AP26


HSPD1P7
AC114730.5
PRDX2P1
PKMP5
DUSP8P4
DUSP8P3


RP11-30M20.1
NLRP2P
MUC5AC
GOLGA6B
UBE2QL1
LA16c-60G3.8


RP11-62E14.2
NPM1P12
ZNF705D
RP11-754I20.1
CTAGE12P
RP5-890O15.3


BCRP4
RPL27AP
FAM230B
LINC00189
TTTY5
CNN2P7


GAB4
RP5-967N21.2
C20orf202
KRT18P35
GCGR
CELA2B


LRRC37A14P
RP11-364B6.2
FEN1P1
MARCKSL1P2
RPL23AP17
C1orf167


MMP23A
KRT19P2
RP11-360O19.1
MRPL42P2
RPL12P2
RAET1M


LINC00955
GAPDHP72
RPL7P25
RP3-355L5.3
RP11-812I20.2
TUBB2BP1


AL022393.7
AC131097.4
RP3-329A5.1
RP1-13D10.3
RP1-245M18.2
LARP1P1


RP11-360O19.5
RP1-319M7.2
RP1-182O16.1
AC018865.5
OR2W2P
SSXP10


RP11-474L11.5
RP11-477E3.2
RPS16P5
IQCB2P
PTGES3P2
RP4-803A2.1


HIST1H2BPS2
RP1-95L4.4
CCT7P1
RP1-303A1.1
RP11-160A9.2
AC099552.4


HIST1H4PS1
OR4F7P
KRT18P48
HSPE1P8
CICP18
ZNF192P2


PRKRIRP5
KRT18P22
KRT8P43
POM121L14P
RP11-367G18.2
RP11-393I2.2


HNRNPA1P1
NIP7P3
H2AFZP3
RP11-12A2.1
GAPDHP63
RP11-2J18.1


RPL7P28
RPL5P20
AC010150.1
RP1-34L19.1
RP3-453I5.2
RP3-340B19.5


HSPD1P16
TDRD15
FAM138C
RP1-209B5.2
CNN3P1
RP11-528A10.1


SOD1P1
RP11-214N16.2
AC011298.2
HMGB1P20
RPS20P2
RP11-397G5.2


RP11-491H9.3
RP11-106E7.1
TEX40
RP11-3B12.3
RPL17P25
ZNF259P1


HIGD1AP16
RP11-262H14.11
RP11-532F6.2
RP1-199J3.5
VN1R11P
RPSAP45


ATP5F1P6
RPL35P3
RP11-394A14.2
LAP3P1
RP11-307I14.2
AF238380.8


HNRNPA1P12
FLJ35934
RPS24P12
RP11-230C9.1
RP3-431A14.4
KRT8P42


RP3-520B18.1
YAP1P1
RP1-177A13.1
TUBBP9
RP3-509I19.6
RP3-406A7.3


RP11-277I20.3
RP1-92C4.1
IGBP1-AS2
HNRNPA1P41
U3
SNORA11


SNORA81
SNORA34
SNORA3
AL590226.1
MIR1307
C7orf65


CTD-2527I21.4
PLXNA4
HMSD
NPTXR
HEPN1
TAS2R40


PRR21
TMEM14EP
TTC4P1
LINC01118
PSMB11
LINC01124


AC079354.3
POTEM
POTEJ
RN7SKP285
RNU2-65P
RN7SKP16


SNORA73
RN7SKP151
RNU2-17P
RN7SKP114
RNU2-33P
RN7SKP221


RN7SKP158
RNU2-28P
RN7SKP271
SNORA79
RNU4-25P
RN7SKP235


Y_RNA
RNU2-70P
RN7SKP123
RN7SKP38
RNU2-7P
RNU2-68P


RN7SKP259
SNORA57
RN7SKP165
RNY3P8
RN7SKP30
RN7SKP273


KLF2P3
RP11-224O19.5
RP11-374M1.4
RP11-408H1.3
RP5-858B6.3
AC016716.1


RP4-800M22.2
RP11-274J16.5
RP11-52I18.1
RP11-285G1.9
AC064834.2
RP11-310H4.1


RP4-788P17.1
MAPK6PS2
CHCHD2P5
RP11-15M15.1
RP11-763B22.7
RP11-397P13.7


RPL23AP53
RP13-297E16.4
KIF28P
EEF1A1P8
RP11-24F11.2
SMPD4P1


TNRC18P2
RP11-275I14.2
CKMT1A
RBMX2P3
RP11-61K9.2
RP3-476K8.4


AL356806.3
RP1-292B18.4
EBLN1
AC125634.1
MTCO1P17
AK4P4


AC008277.1
RP11-131L23.1
AC012314.20
CTB-111F10.1
EEF1A1P24
RP11-93B14.4


IFNWP18
ADH5P3
RAET1E-AS1
SFR1P2
RP5-1172N10.2
LINC01208


RAD17P2
AC007879.5
RP11-145E17.2
RP11-321C24.1
RP11-644K8.1
AC007389.2


PSMD4P1
MIR503HG
AC008073.9
MED15P9
RP11-54O7.3
RP11-307B6.3


LGALS8-AS1
RP11-403I13.4
RP4-593M8.1
BOLA3P4
KRT8P28
AC004870.4


AC008074.4
HLA-DPB1
AC006372.5
AC005517.3
GNL2P1
RPL23P4


AC068657.2
ZNF32-AS3
EEF1A1P36
AC079630.2
DPPA2P1
RP11-353H3.1


RP11-430G17.1
RP11-458I7.1
PRKRIRP8
ZNF587P1
AC002456.2
DDX11L1


BNIP3P42
SMCR2
RP11-528A4.3
AC104809.2
LL22NC03-102D1.18
RP3-471M13.2


AC019070.1
RP11-488L18.6
RP11-728K20.1
RPL21P32
RP11-274B18.3
AC091493.1


IGKV3D-15
RP11-30O15.1
EGFR-AS1
RP11-430K21.2
AC009487.4
AC091729.7


LINC01057
RPL23AP41
AP001630.5
ATG12P2
POM121L10P
DPPA2P2


MIR548XHG
AMMECR1-IT1
RP11-309L24.6
HAGLR
RP11-10L12.1
AL590762.6


LINC00466
AC104699.1
OR2L1P
AC110299.5
MRRFP1
WARS2-IT1


AC090044.2
LINC00403
LINC01133
RPSAP18
RP11-191L9.4
AC005077.7


ENSAP1
MSL3P1
RPL7P7
RPL12P14
DPRXP1
AP000357.4


RP11-496H15.2
BICD1P1
RP11-462G2.2
MTND2P5
RP11-252P18.1
RP11-814E24.3


RP3-417O22.3
RP3-395M20.2
LINC01280
LINC01272
OR6D1P
RP5-956O18.3


AC010886.2
SLC31A1P1
MKRN5P
RPL23AP14
AC017035.2
ATP5F1P1


RP11-439L18.2
PGAM1P6
CDCA4P2
AC009313.1
AC073900.4
RP11-495P10.3


TTC21B-AS1
RPL36P4
MAPKAPK5P1
KRT8P45
PPIAP10
AC008264.4


RP11-370B11.3
HMGB3P21
AC008065.1
RP11-438N5.2
RP11-430H12.2
AC012314.19


RP11-365D23.2
RP5-884C9.2
RP11-30B1.1
ZMIZ1-AS1
RPS5P2
BMS1P12


AC096921.2
AC106053.1
PDSS1P2
AC106900.6
RP11-397D12.4
AF124730.4


IGHV3-74
LINC00885
PDIA3P2
GAPDHP46
ZNF812
UBE2D3P3


RPS17P13
OR11M1P
AC025165.8
CITF22-49D8.1
RP11-576D8.4
TEX26-AS1


RP11-380G5.2
VN1R21P
LINC01167
CR769776.3
MUC20P1
RPSAP50


AC006026.9
AP000704.5
KRT18P39
RP11-445O16.3
RP11-235D19.2
TUBB4BP2


LINC00853
BEND3P2
SEPT14P13
RP11-307E17.9
RP11-134G8.10
LINC00265-2P


OPA1-AS1
GXYLT1P2
MTCYBP29
AC007899.3
VPS26BP1
RP11-3B12.5


TIMM8BP2
KRT8P30
LINC00184
RP11-82L18.2
PSAT1P4
RP11-403H13.1


LARGE-AS1
RP11-160H22.3
RP13-228J13.9
RP11-409K20.7
RP13-228J13.6
RP13-348B13.2


AP004289.1
AC091492.2
AC096574.4
RP11-132N15.1
RP11-383G10.5
GS1-184P14.2


RP11-426L16.3
WWC3-AS1
RP11-123N4.4
DAP3P1
AL450226.2
RP11-15B24.1


SNORA71A
RP11-405O10.2
ATP6V1E1P1
AC083900.1
RPL23AP36
RANP4


MORF4L1P4
PGBD4P5
AC073957.15
AC012354.6
CTD-2538A21.1
BRI3P1


RP5-828K20.1
OSTM1-AS1
RP11-795A2.2
ATP5LP4
AATK-AS1
RP11-388K2.1


RP11-481K9.4
ZNF33BP1
LINC00092
RP11-197M22.2
SMARCE1P1
AC007362.3


HSPA7
RPL21P10O7
RPS2P1
ZNRF2P2
RP11-466F5.4
RP11-536C5.2


AC018693.6
AC005105.2
MTND4P4
RP11-344A5.1
RP11-1086F11.1
RP11-512N4.2


LINC00350
LHFPL3-AS2
HMGB3P1
RPL21P66
SNX18P3
RP11-820K3.2


RPF2P1
MIPEPP1
PPP1R26-AS1
RP11-3B7.1
AC010878.3
RP11-207C16.4


RP3-509I19.1
AC019330.1
AP001626.1
LINC01504
RP4-665J23.2
RP13-93L13.1


ZNF70P1
RFPL1S
RP11-262D11.2
RP11-120J1.1
RP11-38J22.2
GBP1P1


AC104651.2
RPL15P4
RP11-330C7.3
CYP4A22-AS1
AC005237.4
PAWRP1


LINC01393
ZNF385D-AS1
RP11-210H10_A.1
AP000320.6
UBE2D3P2
FAM197Y8


RP11-384B12.3
DRAXINP1
EDNRB-AS1
LINC01623
MTOR-AS1
RP11-325P15.1


RP11-70C1.1
ZNF469
RP4-604A21.1
HNRNPA3P15
PABPC1P12
RP11-70P17.1


AC005487.2
EIF2S2P5
RPL14P5
FCF1P6
CCNT2P1
AL163953.2


FAM225B
AC005522.7
PTPRD-AS1
RP4-742C19.12
FAM66E
AC007000.10


AP001627.1
NPM1P18
LL22NC03-88E1.17
AC017002.4
AL773572.7
RP11-267N12.2


RP11-417O11.5
LINC01389
DHRS4L1
RP4-603114.3
OR6V1
AC073321.4


MTND4P23
WARSP1
UBXN7-AS1
RPS18P1
NIPA2P1
RP11-46A10.2


LINC01529
LINC00694
BMS1P11
RP11-288L9.4
RP11-6J24.3
HSPE1P13


RPS27P16
AC009310.1
CACYBPP1
RP3-395M20.7
CTAGE4
RP4-566D2.1


PCA3
RP4-575N6.4
C5orf67
NTF4
NRIR
RP11-192N10.2


AC010746.3
AC102953.4
HMGB1P26
RPL23AP34
RP11-312J18.3
SEPT14P3


RP11-403E24.1
COX5BP7
RP11-57H12.3
CDY10P
YBX1P8
ZNF503-AS1


MTND4P32
RP11-24H1.1
SLC39A12-AS1
EIF3LP3
LINC00937
SEPT7P3


AC111200.8
AC098823.3
RP1-228P16.7
RP1-138B7.5
RPS27AP3
SLC25A39P1


LINC01375
LINC00685
RP11-328D5.1
AC007790.4
RPS12P5
RPLP0P1


LEMD1-AS1
RP11-276H19.1
RP1-310O13.7
LL0XNC01-221F2.2
RP1-18D14.7
PSPHP1


RPL12P10
RP1-80N2.2
OR52I2
RP11-528N21.1
SMARCE1P2
RP3-323P24.3


LINC00351
CROCC2
RP11-217B7.2
AC083822.2
HAGLROS
AC102948.2


ST7-AS2
RP11-358D14.2
MRPL23-AS1
IGLV3-4
AC093642.4
HMGN2P7


RP11-111F5.6
RP11-1L9.1
AC018641.7
RP11-551L14.4
OR7H1P
RPSAP21


USF1P1
AC104655.3
UPK1A-AS1
FAM138B
AC126365.1
AC074375.1


BTBD9-AS1
RP11-417L14.1
MYL6P1
RP5-1092L12.2
NPM1P49
TRAF6P1


CYP4F26P
RP11-505O17.1
RP11-258F22.1
UBE2V1P5
IFNWP9
AC017060.1


PAPPA-AS2
AC083855.5
AC092155.4
LINC00974
UBE2V1P1
RP13-13A3.1


RP11-128M1.1
AP006216.10
AC019118.4
OR13Z1P
RPL23AP30
CHMP1AP1


RP11-526D8.7
RP11-509J21.4
LINC01108
PWWP2AP1
NPM1P4
SMCR5


DISC1-IT1
TAS2R46
FABP7P1
GAPDHP54
RP11-654E17.2
TBCAP1


TLK1P1
RP1-167F1.2
OSTCP8
AC011893.3
RP5-881L22.5
RP3-419C19.2


RP11-278H7.1
PAICSP3
AC004112.4
DUTP3
RP11-569A11.1
AC002472.11


RP11-575L7.2
RP4-782L23.2
LA16C-395F10.1
LINC01359
RP11-298J20.3
HIST1H2BPS3


ISCA2P1
NRBF2P2
LINC00161
RBMY1J
ALG1L5P
RP4-714D9.4


RP4-533D7.4
MTCO1P21
AC003088.1
ABHD17AP6
RP4-591B8.2
RP11-544A12.5


AL049758.2
FUNDC2P4
RP11-234N17.1
LINC00511
GTF2IP7
RP11-395B7.4


RPL6P2
ANHX
RP3-340N1.2
RP11-12A16.3
FOCAD-AS1
RP3-466I7.1


AC107983.4
RP11-460N20.4
RP3-471C18.1
RPL12P44
RP11-545A16.3
DDX11L16


PGCP1
RP11-6C10.1
RP1-45I4.3
MIR663AHG
AC009518.8
RP11-121A14.3


CNN2P1
RP5-1100E15.4
SPATA13-AS1
CICP17
TTC39DP
RP11-330M2.3


YWHAZP7
RP11-96L7.2
KRT16P2
RP11-95I16.2
RP1-228H13.1
RP11-258C19.4


THRAP3P1
MTND5P25
AC079753.5
PPIAP2
RP11-571F15.2
HPN-AS1


RNF6P1
AC008746.3
AMYP1
ZMYM4-AS1
RP5-1042K10.12
RP11-109P14.2


RP11-397P13.6
MRPS21P2
AC069213.4
FCF1P1
MTND4P30
RP11-158D2.2


LINC01537
AKR1B15
RP11-295P9.2
CTA-342B11.1
RPS20P15
RPL7P6


RP3-323B6.1
SFR1P1
AC018647.3
RP11-139K1.2
LINC00376
RP13-140E4.1


RP11-119F7.3
RP11-162A23.5
ATP5G1P5
RP1-28O10.1
RP1-167A14.2
CERS6-AS1


RP11-492E3.2
PHBP11
RP11-431K24.3
SOX21-AS1
RP11-522L3.9
ISCA1P6


UST-AS1
CYCSP24
LINC01068
AC087499.10
HNRNPA3P2
RP1-266L20.4


MTND6P18
AC006042.6
RP4-565E6.1
CALR4P
AP000344.4
VTI1BP4


AC072062.3
RP4-738P11.3
AC007365.4
RP11-248J23.5
FAM212B-AS1
RP1-180M12.1


MRPS17P9
AC008850.3
AC093166.2
RP11-184B22.2
SEPT2P1
DPY19L2P3


C1orf234
PSPC1P1
FAM66A
OR5P4P
RP11-141M1.1
RP11-143M1.3


RP6-102O10.1
UQCRBP2
AC003989.4
RP11-312B8.2
MTND5P1
DHX9P1


RP11-350G8.5
ZNF680P1
RAPGEF4-AS1
HNRNPA1P46
HCG20
AC069257.8


AC019084.7
HSPD1P9
RP4-781K5.4
RP11-15B24.2
RP11-151F5.2
RP11-69E11.8


Z83001.1
BOD1L2
IFNA14
PNKDP1
AC003991.3
RP11-15B24.3


AC099684.1
LINC01494
RPL3P1
RP11-84A14.4
AC004941.3
RP13-57D9.3


LL22NC03-23C6.15
AC097713.3
RP11-455B2.9
RP11-363H12.1
PTPN2P1
AL022341.3


RNF144A-AS1
LINC00693
AP001476.4
EFCAB14-AS1
GS1-304P7.2
MOB1AP1


RP11-127L20.3
ARMCX3-AS1
AP000593.5
RP11-220I1.4
RP4-686C3.7
BMS1P17


GAPDHP45
RP11-522L3.5
RP11-730A19.5
RPL17P43
MIR646HG
RPS26P4


CELSR3-AS1
RP11-365F18.1
AC106873.4
TXNDC12-AS1
RP5-1125A11.4
RP4-575N6.2


AP001468.58
RP1-111D6.3
CDY4P
RP11-549L6.3
RP4-633I8.4
RPS15AP9


RP11-176D17.3
U51244.2
GRK5-IT1
LINC01013
AC006460.2
RP11-339B21.8


RP11-281A20.2
RP11-236F9.2
RP5-1087E8.2
AC073326.3
RP3-340B19.3
RP11-114M1.1


AC013436.6
MACC1-AS1
RPL7P52
RP5-872K7.7
AC093166.3
ZNF883


RP11-495P10.9
HOTAIR
RP4-534N18.2
AC005152.3
AC008940.1
RPL23AP58


RP11-791O21.5
RP11-20O24.1
KRT18P1
TRGV5P
TTC3-AS1
RP4-676J13.2


RP11-492I21.1
RP5-826L7.1
RP11-155G14.1
AP001065.15
RP11-316K19.3
AC008781.7


RP13-39P12.3
LIMS1-AS1
AC007327.6
RP11-336N8.3
LINC00266-4P
HCG22


AC113607.2
RP11-253D19.1
AC073641.2
LAMA5-AS1
MARK2P13
RP1-305B16.3


RP11-293F5.8
CT45A5
RP11-112J3.15
ATP5G2P4
AC096664.2
RP11-439E19.6


AC008281.1
OR1H1P
AP000355.2
AC002069.5
SNRPD2P1
AC004485.3


SLC25A6P5
SATB1-AS1
HCG23
UBTFL6
RP11-107G24.3
EXOSC3P1


RP5-979D14.1
RP11-224O19.4
RP11-88I18.3
AC067945.3
HMGN1P2
DUTP1


AC074338.4
TRBV23OR9-2
PSMA6P2
LINC01548
OR51AB1P
AC068491.2


AGBL5-IT1
ACTG1P2
SNX18P4
TCP1P1
AC108059.4
RP11-775D22.2


AC103564.7
LINC00200
KCTD9P6
LINC00582
AC022201.4
PPP1R12BP1


PNPT1P1
AC098973.1
LINC00377
RP11-552D8.1
LRRC37A12P
RP11-227H15.4


AC004691.5
AC091493.2
RP11-483F11.7
RP1-40E16.2
RP4-580N22.2
AC069154.4


RP11-135A24.2
AC006947.1
GK-IT1
RP11-193I22.2
AC007563.3
RP4-639J15.2


SZT2-AS1
LINC00452
AC147651.5
MIR5689HG
RP11-494O16.3
SFTA3


RPL27AP8
AC007349.4
ANKRD26P4
THEMIS3P
LYST-AS1
ACTG1P11


RPL39P18
AC105053.3
AC092155.1
MYCBP2-AS2
AC053503.4
AC079776.1


RP1-153P14.3
RP4-717I23.2
RPL21P44
MYL8P
AL590762.10
RP11-390F4.10


MTND5P2
METTL21AP1
AC007879.7
RPSAP22
LINC01150
AC007327.5


AC114755.5
RP11-305L7.6
AC011242.5
KARSP1
EEF1DP3
RPL23AP19


RP11-556N4.1
U91324.1
RP11-567B20.2
RP11-142M10.2
DYNLT3P2
RP4-644L1.2


AC013444.1
AC118754.4
SNRPFP2
RPll-522L3.11
XIST
CCNB1IP1P1


RP1-308E4.1
RP5-1174J21.2
AC093899.3
RP5-837O21.4
PGA3
RP11-505P4.7


RP11-363N22.2
OGFR-AS1
EIF1P1
PAICSP5
HNRNPA1P6
RP11-206L10.4


AC016999.2
RPS4XP5
RP1-151F17.1
PRPS1L1
RP11-111F16.2
RP11-93N20.1


B3GALNT1P1
FLJ31356
RP11-135A1.3
RP5-1119A7.10
LINC01435
RP11-15I11.2


RP11-574K11.8
AKR1B1P1
HMGB3P9
SNAP47-AS1
RP4-568F9.6
RP11-217B7.3


RP11-481H12.1
FNTAP2
RP11-95P13.1
CDY11P
BIRC6-AS1
AC017104.4


RP11-402G3.5
TRPM2-AS
RP11-384C4.6
CDC42-IT1
MTAPP2
STK24P1


TMEM254-AS1
RP11-407B7.1
AC018712.2
RP11-431N15.2
CTA-126B4.7
RP11-275N1.1


AC091177.1
RP11-163G10.2
EEF1A1P39
RP11-282I1.1
RP4-539M6.18
RP11-305L7.5


AC018463.4
ATP5G1P1
HNRNPA1P28
LINC01149
OR4F3
AC005518.2


ATP6V0CP1
HSPB1P2
RP11-173G21.1
FMO7P
RP11-108M9.2
RAD23BP2


NFE4
AC002539.1
MIRLET7DHG
HERC2P4
RP1-40E16.9
PGAM1P3


RP11-213G2.2
CICP6
ELOVL2-AS1
FEZF1-AS1
BEND7P1
RP3-323N1.2


RP13-455A7.1
NCAPD2P1
RPL23AP52
KARSP2
RP5-1139I1.1
AC018717.2


AC007163.6
RP5-902P8.10
LINC00856
XX-C2158C6.1
RP11-313A24.1
AC114803.3


CTF2P
NEK2P4
ANKRD18B
U73166.2
RP11-741G21.1
AP000695.6


ATP5G2P3
AC124057.5
OR51A10P
AC108463.1
COL6A4P1
RP11-297A16.2


BASP1P1
RP11-379C10.4
RP11-305L7.1
LINC00102
HMGB1P11
USP17L1


AC092162.1
AC114763.1
AC027612.3
OR6R1P
RP13-228J13.5
CCT5P2


AC093609.1
RPSAP8
RP11-402G3.3
TSEN15P2
RP11-469A15.2
RP4-781K5.6


DNM3OS
RP11-359N11.1
RP5-996D20.3
RGPD4-AS1
PRB4
PRKRIRP1


CEACAM22P
AC067945.2
SAP18P3
RP11-681L4.1
LINC00332
GGTLC4P


RP11-14C22.6
RP4-612B15.2
RP11-296L22.8
RP11-478K15.6
AC007036.4
ZNF341-AS1


SNAP23P
AC009961.2
PSAT1P3
ARHGAP26-IT1
SMARCE1P5
RP11-243J16.8


C2orf27AP3
SRGAP2-AS1
KB-288A10.17
RP11-417B4.2
CTD-2186M15.1
AC007349.7


RPEP3
AP001187.11
RPL31P2
GOT2P2
LINC00486
FAM204CP


AC004840.8
TMBIM7P
RP11-395C3.1
MIR205HG
RP11-314C16.1
RP3-452M16.1


RPL12P15
MTND5P8
RP11-346K17.3
OR52B5P
RP13-26D14.2
AC105402.4


RP4-760C5.3
AC008154.4
RP11-298J23.5
PRELID3BP11
RP1-34H18.1
HLA-T


ARHGAP42P2
RPL7P56
EEF1B2P1
RP11-38L15.3
RP11-34D15.2
RP11-462B18.2


FARP1-AS1
ZBTB46-AS1
LINC01510
GS1-600G8.3
RP11-1M18.1
TRIM31-AS1


LINC00349
RPS3AP3
PSMC1P3
PCED1CP
C17orf105
IGKV1OR2-108


EZH2P1
TBL1XR1-AS1
RP11-310H4.6
RPL34P6
AC017006.3
VDAC1P6


RP11-444C12.1
AC006028.11
AC072052.7
HMGN2P16
NDUFAF4P4
RNF2P1


AC007919.19
RP11-310H4.3
RAC1P3
RP11-83J16.1
AC016700.6
AC006050.2


LINC01516
RP11-343N15.2
FAR2P4
RP1-14D6.7
AC097359.2
RNASEH1P2


RP5-1170K4.7
AC141930.2
RP4-535B20.1
LINC01347
AC007285.7
RP11-187A9.3


HINT1P1
FBXO36-IT1
RPS6P2
RSL24D1P11
OR55B1P
PTCHD3P2


RSL24D1P3
AC091814.3
RP11-245P10.4
Z95114.3
LINC01363
AC021021.1


RP5-943J3.1
RP11-296O14.2
CTD-2104P17.1
LINC00283
ATP5BP1
AGBL5-AS1


GHc-210E9.2
FSIP2-AS1
AC011742.3
RPS8P6
OGFOD1P1
OR7E111P


RP1-27K12.2
NANOGP5
RP11-367J7.4
AC004895.4
AF064860.7
COX6CP2


VN1R110P
ARHGEF9-IT1
RP11-164H5.1
RP11-183I6.2
AC092652.1
LINC01354


AC090960.1
RPL31P50
RP11-317B17.3
LINC01388
LINC01198
C18orf42


AC016735.2
RP11-216N14.5
XX-FW83128A1.2
HMGB3P14
AC067945.4
AC007875.2


OR5K2
AP001625.5
NDUFB1P1
MTND5P15
RP11-29B9.2
SETP10


GAPDHP37
RARRES2P3
AC007682.1
HS1BP3-IT1
RP4-706G24.1
GNAI2P2


RP5-967N21.7
RP11-12D24.6
RP11-452K12.7
LINC00202-2
AC011899.10
RPL7L1P12


RP11-57H12.2
CAP1P2
RP11-571E6.4
AC074183.4
FAAHP1
AC007391.2


ZBED9
RP11-45J1.1
LINC01105
RP1-302D9.3
MRPL35P2
LINC01031


LARGE-IT1
RPS6KA2-IT1
RPL31P7
AC079781.8
AL022344.2
RP11-149I23.3


RP13-30A9.1
LINC00867
RPLP1P13
RP11-100G15.2
RP1-313L4.3
TOMM22P2


AC098824.6
RP3-477M7.5
OR2L6P
FTLP8
RP1-149A16.16
LINC00202-1


CDY3P
ASCL5
BTF3L4P1
XXyac-YX155B6.5
OR52I1
IFNWP15


MTND1P32
RP1-292B18.3
AC012485.2
RP11-557H15.4
RP1-249I4.2
AC009299.5


RP11-395C17.1
RPS27AP2
RP11-46O21.2
SEMA3B-AS1
ATP5LP2
RP1-102D24.5


RP5-882O7.4
MTCYBP3
RP11-308D16.1
OR52U1P
NDUFA5P1
RPL5P6


TMPRSS11CP
RAD17P1
RP11-511111.1
RP11-234K24.3
AC009495.3
CTB-51J22.1


RPL31P15
GXYLT1P3
RP11-103C3.1
RP11-487I5.4
RP11-416N4.1
RP4-794H19.1


LINC01450
RP11-337A23.5
RP11-241F15.7
TGFB2-AS1
RASA3-IT1
SAPCD2P3


RPL12P11
MRPL45P1
VDAC1P13
RP4-673D20.3
RP1-257I9.2
RP11-63K6.7


SRD5A1P1
RSU1P2
RP4-591N18.2
RPL23AP35
CTC-303L1.1
LL22NC03-22A12.12


LINC01412
TIMM9P2
RPL23AP31
RP11-175B9.2
RP11-365O16.3
HLA-DQB2


MTND2P23
RP11-342C20.2
AC008073.7
FAM136BP
ACTG1P21
ATP11A-AS1


LINC00442
HSPE1P9
AC012370.2
AC017006.2
NUTM2HP
RP4-669P10.16


AC016831.6
TRIM80P
YWHAEP1
AC007551.2
RP11-767C1.1
RP11-15B24.4


RP11-177A2.5
RP1-85F18.6
ETF1P1
RP4-784A16.4
RP11-498B4.5
RPL23AP50


OR11I1P
FTH1P25
HNRNPDP1
RP11-204M4.1
PRR13P1
GSTO3P


LMLN-AS1
AF131217.1
RPL34P27
RP4-665N4.4
TRBV29-1
RP11-544M22.3


MTND6P24
USP12PY
RP11-98D18.2
RPL23AP87
RP11-390F4.2
IPO7P1


HSPA8P18
LINC00374
HMGN2P20
POLHP1
CYP1B1-AS1
RP11-146N23.4


CICP26
AC067959.1
NALCN-AS1
RPEP4
SLC9A3P1
HDAC1P2


RP5-908M14.5
FAM204BP
AC097523.1
AC016700.2
TTLL7-IT1
LINC01271


RP11-5P18.5
RPL23AP25
LINC00892
RP5-837O21.2
MTND3P17
RP1-67K17.3


RP11-537A6.9
SYF2P2
HMGA1P8
RPS24P6
RP11-259F16.3
RP11-536P6.3


RP3-468B3.2
KLF4P1
RP11-324I22.2
RP11-216N14.9
CNOT7P1
NPIPB7


RP3-339A18.6
RP11-445K13.2
RP11-558F24.2
TRGV2
AC009960.3
AC018878.3


ZNF90P2
RP11-307L3.4
AC092664.1
RP11-324F21.1
RP4-569D19.5
AC104809.4


AP000688.29
PRKAR1AP
RP11-296A18.5
RP11-104L21.2
AC012065.5
KRT18P67


CYP2AB1P
LINC01077
AC125238.2
U40455.1
KRT18P62
RP1-187B23.1


RP3-467K16.2
HNRNPA1P60
OR5B1P
LINC01518
HCG21
RP1-122K4.2


AC017104.2
LINC00690
KRT8P15
RP4-635A23.3
RP11-153K11.3
BTF3P5


RP11-62H7.2
DDX11L10
CYP2T1P
PGAM1P11
RP5-905G11.3
RP11-491H19.1


OR52T1P
CICP1
AC093388.3
SPIN4-AS1
AC083899.1
HNRNPA1P27


CEACAMP1
RP11-312J18.7
RPL22P11
RP11-342M1.7
AC012506.2
LL22NC03-30E12.11


LINC00284
RPL36AP13
AP001628.7
AC004947.2
MTCO1P20
RP11-154P18.2


AP001442.2
AC139887.4
AP000695.4
RP11-535M15.2
RP11-135A24.4
AC017078.1


ETF1P3
AC093732.1
AC104113.3
AC022201.5
AC026904.1
RPL7P44


RP11-182110.2
MTCO2P17
EZR-AS1
LINC01503
XXbac-
RPS15AP40






BPG181B23.6


RP11-154D17.1
AC004012.1
LINC01360
RP11-288L9.1
RP11-310H4.2
AC016735.3


FDPSP2
RP11-297H3.3
RP11-379J5.5
AC013439.4
IGKV3OR2-268
CTD-3105H18.11


RP11-214N15.5
RP11-236P24.3
TXNP6
RP11-254B13.4
RP11-452D2.2
FAM96AP1


LL0XNC01-237H1.3
LINC00463
EDDM3CP
TPRG1-AS1
RP3-388E23.2
MTND4P11


KRT19P4
RP11-145A3.4
RP11-288G3.4
RPL13AP6
RPL23AP83
AC055764.1


RP11-395L14.3
TCEB2P1
RP11-64P14.7
RP11-730A19.9
MTCYBP1
AC004854.4


RP5-887A10.1
LINC01191
U82671.8
RP5-1050D4.2
RP1-67A8.3
FHP1


RP4-704D21.2
RPL7L1P1
RP11-353N4.5
RP11-430L16.1
AC012370.3
RP11-146I2.1


RP1-138B7.4
RPL30P2
COX7BP2
RP11-213H15.1
RP13-16H11.7
CLYBL-AS1


RP11-432J24.3
RPL9P2
MRPS10P2
BCAS2P2
RPS26P47
PFN1P3


RPSAP31
SNX18P7
AC007278.3
RP11-561O23.5
ELK2BP
CCDC188


RPL5P7
CICP13
RP11-213G2.1
RP11-528G1.2
RP11-666F17.1
RP11-1275H24.1


AC005534.6
RP11-211N8.6
RP11-266I3.1
CLDN34
RP11-496N12.6
OR7E46P


RPL13AP20
GS1-124K5.10
FYTTD1P1
C5orf58
PPP1R2P1
RP11-37L2.1


RP11-100G15.7
RP3-510D11.2
LINC01309
AC022431.3
TPMTP2
RP4-784A16.1


FABP5P14
AC010096.1
RP11-5P18.1
RPL7P11
AC016894.1
OR7E155P


AC104820.2
ACTBP13
NUS1P2
AC073283.4
GPR50-AS1
RP11-225H22.4


VDAC1P3
PRUNEP1
TUBB8P11
CTB-107G13.1
ATP5A1P8
LL22NC03-123E1.5


AP002381.2
RP11-203H2.2
LINC00412
LINC01103
RP11-483H20.4
AC114730.7


RFTN1P1
FAM197Y2
AC090505.5
LINC01135
U91328.2
AC092687.5


RP11-5P22.1
LINC01239
CDC42P2
CTD-3105H18.7
NDUFA5P3
PIGFP2


MTND5P26
AC007879.2
RP11-384C4.7
AP000344.3
RP11-101O6.2
GRID1-AS1


SDHCP3
AC104667.3
RP11-356I2.1
LINC00700
SHISA8
RP11-534L20.4


RP11-280O24.3
XX-C2158C12.1
CUBNP2
AC013429.5
AC016745.3
SNRPCP19


RP11-344B5.4
AF121897.4
RP11-109I13.2
AP001626.2
AC097468.7
MNX1-AS2


BMP7-AS1
RP11-61I13.3
AC098820.2
RPL7P8
LINC00940
RP11-637O19.2


VDAC1P4
FNDC1-IT1
RPL7L1P3
WI2-85898F10.1
RP11-1217F2.1
RP11-83A16.1


RP11-90L20.2
AC128709.3
AC013474.4
COX6CP17
RPSAP16
RP5-857K21.2


RCBTB2P1
LINC01366
RP11-348H3.4
RP11-613C6.4
AC009495.2
RP1-3E10.2


RP11-121A14.2
TUBBP6
RP11-236P24.1
RP1-151B14.6
DANT2
RP11-384B12.2


AC010240.2
TMEM185AP1
KDM5C-IT1
FLJ41941
AC137723.5
MRPL53P1


GXYLT1P6
AC012360.4
GEMIN2P2
AC005301.8
AC023128.2
CTA-276O3.4


RP11-399E6.1
RPL36AP15
DNM1P51
RP4-764D2.1
GS1-600G8.5
EPN2-AS1


RP4-641G12.4
AC005808.3
AC010149.4
KATNBL1P3
SUMO2P10
RP11-342M3.5


MTATP6P17
DPY19L2P4
XXbac-
RP5-928E24.2
AC006946.15
AC114755.7




B476C20.14


LINC01221
RP11-693N9.2
LLPHP2
AC009505.2
MSC-AS1
LINC00402


RP11-230B22.1
AC087499.5
SUMO1P4
NOP56P1
AP000477.2
RP3-412A9.12


AC073150.6
RP11-448G4.2
LINC00494
AC016644.1
LINC00484
LINC00298


RP11-109P14.8
AC018442.1
RP11-395P16.1
CYCSP52
ANKRD34C
MFRP


AC013268.3
AC007349.5
TRIM60P19
PHACTR2-AS1
BRD7P5
DPYD-AS2


AC079779.5
ZNRF3-IT1
HCFC1-AS1
MYL6P2
ADAM21P1
RP5-1022P6.5


LINC00837
TBCAP2
BHLHE40-AS1
CNN2P3
AC124944.4
HS6ST2-AS1


OR7E145P
RP11-338C15.5
RP1-102G20.4
ARHGEF7-AS2
RP11-59O6.3
AC023115.2


TSPEAR-AS1
RP11-460E7.8
MTCO2P11
NEXN-AS1
RP11-250H24.6
AC007405.8


AC008280.1
AC002543.2
EGOT
RP11-472G23.10
VN2R19P
AC007050.17


AC105921.5
HIGD1AP12
RP11-160E2.16
PATE3
RP11-323C15.2
RP11-90O23.1


AC019117.2
CHIAP1
FABP5P2
AC073410.1
GAPDHP14
HSPB1P1


RP5-101101.3
HMGN2P28
BNIP3P2
RP11-630I5.1
DUX4L26
RP11-65J3.6


RP11-231P20.2
PRADC1P1
GAPDHP57
RP1-182D15.2
SSU72P6
RP11-163G10.4


RP11-297K7.1
PRKX-AS1
RP11-105N14.3
LINC01376
PPP1R11P1
RP11-645N11.3


VEZF1P1
AC017048.2
MTCYBP24
RP11-15J10.8
DIAPH2-AS1
AC017083.2


LINC01361
RP4-728D4.3
CLEC2L
AC114737.3
AC013463.2
NPM1P8


EEF1GP7
RP11-340I6.7
TLX1NB
OR7E109P
RP11-348H3.5
AC019117.1


SLFN14
AC005300.5
RP3-486I3.5
RP11-759F5.1
PPIAL4G
FMR1-IT1


RP5-1103B4.3
AC079584.2
RP11-334A14.2
RP11-440G9.1
POU5F1P5
AC084809.3


RP11-320G24.1
RP11-447M12.2
RP11-132N15.2
AC090018.1
RP11-79M19.2
RP11-107M16.2


RP11-296A18.6
UBE2L5P
ATG10-IT1
AC067956.1
AC130689.5
LINC00427


RP11-104D3.2
AC007040.8
RP11-89N17.4
RP3-336K20_B.2
KLF2P4
NPM1P40


AC007278.2
RP1-125I3.2
AC097711.1
H3F3BP1
RC3H1-IT1
RP1-118J21.5


AC079807.3
RP11-243J16.7
YWHAQP5
RAD23BP1
SNRPGP14
RP4-669L17.2


EEF1DP8
IFNA4
CTA-221G9.7
DLX2-AS1
RP11-108L7.4
AC104076.2


RP11-85O21.2
RP11-296P7.4
BZW1P1
LINC01010
SMAD9-IT1
RP11-359I18.1


RP11-411K7.1
RP5-1184F4.5
RP11-365O16.1
AC078941.1
BCRP8
RP11-383C6.2


RPS3AP12
ANKRD20A7P
LINC01563
AC091633.2
RP11-239E10.2
LINC01474


AC105393.1
RPL23AP23
RP11-44H4.1
RP3-522J7.5
AP001615.9
RPS20P5


XXbac-
ASS1P7
RP11-128B16.3
RP5-1063M23.2
RP4-651E10.4
RP11-792A8.1


B476C20.11


RP3-329E20.2
AC003092.2
RP11-98D18.7
RP11-366M4.8
ZDHHC20-IT1
LINC01141


OR52N3P
GAPDHP51
ANKRD44-IT1
LINC00614
RP11-544A12.4
YBX1P9


KRT18P52
RPL21P33
RP1-315G1.1
RP11-16C18.3
RPL34P1
AC097374.3


RP13-436F16.1
RP4-550H1.5
RPL5P2
RP11-168K11.2
EHMT2-AS1
RP11-73E6.2


RP11-342M1.6
AC018890.4
TAAR9
RP1-131F15.2
CYP2F2P
LINC01056


HAND2-AS1
MRPS6P2
DDX10P1
DNAJC19P1
MCFD2P1
RP11-443F16.1


RPL12P27
RPS7P15
AC019080.1
RP11-229A12.2
NR2F1-AS1
DLGAP5P1


ZBTB40-IT1
IMPDH1P4
SETP4
RP11-322A17.1
TRBV30
MTND2P8


RP4-568F9.3
AC073069.2
AC068492.1
OR51R1P
RSL24D1P8
RP11-96C23.9


CKMT1B
HIGD1AP8
RP4-809F4.1
AP000563.2
RP11-201O14.1
RNF223


XIAP-AS1
SYP-AS1
AC004461.4
RP5-1065J22.2
PATE4
RP11-509J21.2


RP11-334N17.1
BRWD1-IT1
RPL21P121
RP11-165J3.5
RP11-402L1.4
RP11-139I14.2


CAMTA1-IT1
RP11-226L15.1
AP001092.4
XRCC6P1
AC069257.6
RP11-305L7.3


RPSAP2
RP1-159A19.4
RP11-15P13.1
RP1-127L4.10
CDC27P2
RPL23AP71


CDK2AP2P2
RP11-554F20.1
AP000361.2
RPL7P53
XXbac-
RP13-926M18.1






B135H6.15


OR2L9P
PKN2-AS1
MTCO3P17
AC096775.2
PYY2
GCSHP3


RP11-383J24.2
RP11-20J15.2
IGKV1OR10-1
AF064858.10
OR9A1P
MTCO2P19


FRY-AS1
HMGB3P5
HLCS-IT1
RNASEH2CP1
KRR1P1
RPL30P4


RP11-360O19.4
IRGM
AP004289.2
AC008937.2
EEF1A1P28
P4HA2-AS1


DCTN1-AS1
NPAP1P3
AC002368.4
RP3-423B22.5
AC092620.3
RP11-129B9.1


DDR1-AS1
RP11-54A4.2
GFOD1-AS1
AC010894.5
CICP11
HNRNPA1P39


RP11-400K9.4
RPS3AP29
RPL23AP33
RP11-332O19.2
RP11-432N13.2
RP1-67K17.4


RP4-630A11.3
AC097533.1
POU5F1P4
LINC00398
NALT1
RPL23AP32


KLF7-IT1
RP3-393E18.2
AC097523.3
Z95114.5
PPIL1P1
AC013267.1


TMEM161BP1
RP11-231N9.1
FLG-AS1
NPAP1P6
COX6CP10
RP4-641G12.3


ZDHHC4P1
AF011889.2
RP1-128O3.6
MRPL48P1
PPP1R26P1
AC006195.2


LINC01625
AC066692.3
LINC01589
SLC9A3P2
BRWD1-AS1
LINC01053


RPS2P35
AC017079.4
RP11-656D10.6
RP5-875H3.2
RP11-69L16.4
GS1-309P15.4


HMGN2P17
AC067940.1
RP11-402L1.12
LINC00707
RP3-436N22.3
AC012360.6


HOMER2P2
RP11-100G15.4
RP11-431K24.1
RN7SKP198
SNORA81
SNORD97


RP11-23D24.2
RNU1-13P
SNORA47
RP11-536C10.1
RPL21P106
GAPDHP39


RPL27P12
RPS20P22
RN7SL546P
RN7SL589P
RPSAP4
RN7SL184P


RP11-400L8.2
RP11-492E3.51
RP11-407P2.1
PCDHA13
CTD-2301A4.1
RP11-101K23.1


CYP4F62P
RP11-330L19.2
RN7SL569P
RPL7P38
KLHL41
RPS3AP41


RP11-163E9.1
RPS4XP18
MARK2P8
PLCH1-AS1
RPL9P5
POM121L7


RPS14P8
RP11-9D8.1
GOLGA2P2Y
RP11-109N23.1
RN7SL12P
SETP11


RN7SL388P
OR1J4
RP11-449H3.1
RUVBL1-AS1
HMGN1P7
RP11-543D10.2


MTND1P3
MYADML
RPL9P31
RP4-803A2.2
CTD-3193K9.1
RP11-665C16.1


RP3-461F17.1
RP11-6F2.3
RN7SL692P
RN7SL688P
RN7SL672P
RP11-496B10.3


ITIH4-AS1
DENND6A-AS1
RN7SL213P
RN7SL754P
RP11-767L7.1
RPL23AP72


IGKV1-6
RN7SL225P
IGKV1-37
RN7SL34P
RN7SL674P
RN7SL530P


RPS10P16
AC015691.13
LINC01471
AP001625.4
RP11-246A10.1
ENPP7P2


YBX1P3
RPL7P24
RP11-561B11.1
OR9A3P
RPS3AP32
RPL9P30


BMS1P3
RP11-641C17.4
RN7SL146P
FABP5P11
RP11-204K16.1
RP11-758P17.3


CPHL1P
RPS27P29
RN7SL587P
RN7SL794P
B4GALT4-AS1
RN7SL717P


RN7SL100P
RP11-841C19.1
RP11-331F4.4
AC017002.1
RPL36AP45
VPS26AP1


CTD-2061E19.1
RPL9P3
KIR3DL2
RPS26P34
RP11-95I19.1
RN7SL472P


RN7SL116P
RPL29P2
RN7SL277P
UOX
RP5-1061H20.3
RPL21P123


CTD-2313F11.1
RPL3P9
RP1-184J9.2
AC010153.3
RP11-20L24.1
RN7SL258P


RN7SL403P
C1QTNF9
RP11-174O3.3
RP11-555K12.2
AC006539.2
MYL6P4


PNMA2
RPS2P39
RP11-430C7.4
RPS4XP15
KRBOX1
ERLEC1P1


AC098831.4
RN7SL288P
RP11-435F17.1
AC073934.6
MTND4LP7
CTD-3236F5.1


AC093627.10
RP11-572F4.1
IGKV1-16
RP11-65E22.2
RN7SL209P
RP11-372E1.1


HOXA11-AS
CTD-2036J7.1
RPL29P24
RN7SL709P
RP11-689J19.1
RPL7P43


RPL17P40
RPL17P44
FLJ46066
PRICKLE2-AS1
RPL22P19
LINC00881


ARHGAP31-AS1
RP4-752I6.1
RP11-106J23.1
TDGF1
RN7SL165P
SNAPC5P1


RP11-572M11.1
MTND4LP17
RN7SL443P
RN7SL801P
RP11-275H4.1
AC093620.5


ENPP7P4
RP11-221J22.2
RPL34P33
WDR82P2
SETP6
RN7SL385P


PMS2P11
RP11-758P17.2
RPL36AP43
HNF1A-AS1
RP11-192C21.1
FAM195CP


RN7SL505P
EEF1A1P25
RPL37P6
CTD-2224J9.4
TDGF1P6
RPL7P19


RN7SL182P
LINC00635
PTPRG-AS1
RP11-85G20.2
CA15P1
RN7SL767P


RP11-624D20.1
ZBTB20-AS1
IGKV2D-24
RN7SL338P
PAQR9-AS1
ATP5A1P7


PRICKLE2-AS1
RPL23AP8
RN7SL482P
RP11-520D19.2
CTD-2007H13.1
KRTAP5-4


RP11-34P13.9
RP13-585F24.1
UGT1A1
RPS23P6
INMT
RN7SL253P


RPS27P12
RP11-732A19.1
RN7SL704P
RN7SL265P
VWFP1
ZNF90P1


XACT
RP11-555M1.3
RN7SL438P
RN7SL390P
ENO1P4
RP11-1000B6.2


RPL7P42
RN7SL434P
RN7SL363P
KLF3P2
RP11-85I21.1
RP11-292E2.2


HOGA1
RN7SL517P
HNRNPA1P24
CTC-340A15.2
RN7SL76P
RN7SL566P


RN7SL323P
RP11-338L18.1
ALG1L15P
RN7SL68P
RP11-1396O13.1
RP11-70F11.2


RP11-690C23.2
DNAJB8-AS1
RPS3AP49
CTD-2555K7.1
MARK2P6
TOPORSLP1


SERBP1P3
ABCF2P1
ARHGDIG
RN7SL127P
RP11-568K15.1
RN7SL594P


RN7SL306P
RN7SL57P
LINC00996
RP11-659G9.1
RP11-197K3.1
RPL12P32


RP11-875H7.5
CTD-2184D3.1
RN7SL683P
RPL6P9
RP4-631H13.2
RN7SL800P


RP11-267J23.1
C3orf67-AS1
RP11-731J8.1
UPK3BP1
RPS15AP32
RN7SL500P


RP11-270M14.1
RP3-477O4.5
NDUFB4P1
KLHL6-AS1
OR7E100P
MRPL42P4


RN7SL144P
RPL21P11
RP11-469J4.3
CSAG4
CTD-2339M3.1
RPS3AP34


CTC-359D24.3
RPS24P16
RP11-271C24.2
RP11-745A24.2
RN7SL40P
CCT4P1


CTD-2015H6.2
RN7SL362P
RN7SL806P
RP11-562A8.1
RP11-30K9.1
RHOT1P3


RN7SL824P
IGKV1D-17
RP11-651P23.5
RP11-436H11.1
RPS26P21
KRT8P35


RN7SL749P
CTC-484M2.1
RP11-190P13.2
RPL5P11
RN7SL413P
RP11-298O21.6


RPL12P7
EPS15P1
RPSAP3
FTH1P23
RP11-446F17.3
RPL7P40


FTH1P4
RP11-697H10.1
RN7SL239P
RN7SL16P
RPL12P35
RP11-556N21.1


PTMAP8
MARK3P3
RN7SL354P
GAPDHP47
RP11-58E21.1
RBMY2FP


RPL31P58
RN7SL842P
RP11-613M5.2
LINC00870
RPS3P7
RN7SL452P


RN7SL22P
RP11-115N4.1
RP11-734J24.1
HNRNPA1P17
RP11-286H14.8
AC073130.3


RN7SL350P
RN7SL558P
RN7SL614P
CTGLF9P
RPL31P61
RP11-268I9.1


POM121L6P
RP11-397E7.1
RN7SL285P
RP11-538P18.1
FGF14-IT1
RN7SL174P


RN7SL307P
RP11-445N18.7
RP11-57G22.1
RN7SL775P
CTD-2110K23.1
AC012442.5


RP11-454H13.1
RP11-473O4.1
RP11-330L19.1
RPL35AP32
RP11-245J9.4
RPL23AP49


RP5-837J1.1
AF165138.7
RP11-715J22.1
RPS18P13
INGX
RPL7P51


RP11-572M11.2
RN7SL337P
RP11-521D12.5
UBA52P5
RPS6P21
RPS23P1


RP11-775J23.2
RP11-627K11.1
IGLVIVOR22-2
RN7SL19P
CTC-458A3.1
RN7SL649P


RN7SL364P
RN7SL838P
UPK3B
RP11-2I17.1
RP11-14I2.2
RPL35AP26


RPS2P44
RP11-281P11.1
RP11-215P8.1
RP11-4K3_A.3
WBP1LP1
RPS4XP14


RPS3AP40
OR7E66P
RP11-379F4.1
RN7SL598P
RN7SL638P
RN7SL105P


RPL23AP63
RPLP0P2
CTD-3131K8.1
RP11-864G5.1
RP11-112N19.1
OR7E89P


RP11-390K5.1
RN7SL610P
RN7SL67P
RN7SL487P
RN7SL419P
RN7SL320P


ELFN2
RPSAP5
RN7SL430P
RPS12P21
RN7SL743P
RN7SL684P


RP11-473P24.2
RPS24P17
RN7SL447P
RP1-300I2.2
RP11-1396O13.2
B3GAT3P1


RPL35P6
RP11-266K4.1
RPL5P24
RP11-389C8.1
MARK2P17
GSTA2


RN7SL833P
RPSAP51
RP11-757F18.3
RP11-1070A24.1
RP11-810P12.1
RP11-114H7.1


RP11-379K17.5
FOXP1-AS1
PDZK1P1
ZFAND6P1
RPS4XP10
LINC01330


RPL26P35
RN7SL698P
GMCL1P1
IFITM10
RP11-139K4.2
RP11-64K12.1


RN7SL168P
RN7SL395P
RN7SL36P
RN7SL845P
CTB-47B8.1
RP11-119K6.6


RP11-654C22.2
RP11-531F16.3
LY6G6D
RN7SL145P
RN7SL330P
RP11-428G5.1


IGKV3-15
RP11-354H21.1
RP11-206M11.7
ERVFRD-1
OR2A1-AS1
RP11-278L15.6


LINC01391
WNT5A-AS1
RP11-713H12.1
RN7SL334P
RP11-241J12.1
RN7SL863P


XKRY2
RN7SL280P
RPL10AP1
CTAGE8
PTCHD4
RP11-133K1.1


RN7SL47P
ASLP1
RP13-1056D16.2
RP11-373E16.3
RN7SL153P
ALKBH3-AS1


RP11-529F4.1
CTD-3064M3.4
RP11-744N12.3
RP11-286E11.1
ARNTL2-AS1
KB-1471A8.1


AC004053.1
RP11-847H18.2
RP11-620J15.2
MIR4300HG
CEBPA
GS1-24F4.2


LINC01513
ALDH1L1-AS2
RP11-260E18.1
RP11-77I22.2
RP11-13A1.1
RP11-386I8.6


LINC00968
RP11-7F17.5
RP11-1094H24.4
LINC00535
RASSF8-AS1
RGMB-AS1


SOCS2-AS1
RP11-700H6.1
CTC-338M12.7
RP11-588G21.2
LINC01498
RP11-273G15.2


CTD-2235C13.2
RP11-392P7.6
MIR4458HG
CTB-127C13.1
RP3-510L9.1
RP11-543C4.1


RP11-422N16.3
DPH6-AS1
INSL3
RP11-709A23.1
CTC-338M12.9
SMURF2P1


CTD-2012J19.2
RP11-472K22.1
GAPDHP60
ATG10-AS1
RP11-153M7.1
KCTD9P5


CTD-2139B15.2
RP11-366M4.12
AC037459.4
CTB-49A3.2
CTC-499J9.1
CTD-2194F4.2


TNXA
DDX43P1
CTD-2308B18.3
RP11-717H13.1
RP11-293A21.2
LINC00504


RP11-501M7.1
FOSL1P1
RP11-503N18.4
RP11-576N17.3
PRR5-ARHGAP8
KB-1269D1.8


GAPDHP61
RP11-1191J2.4
RP11-284A20.3
RP11-321E2.3
RP4-598P13.1
CTD-2207A17.1


RP11-640B6.1
DDX11L9
CTC-338M12.2
ZFAT-AS1
LNX1-AS2
RP11-145G20.1


CTC-338M12.1
RP11-265O12.1
RP11-174F8.1
RP11-10A14.5
RP11-241F15.1
RP11-90P5.1


CTD-2516K3.3
RP11-158I23.1
RP11-366M4.6
RP11-302F12.5
LINC00992
TOX4P1


CTC-493L21.2
RP11-377G16.2
CTC-236F12.4
NMNAT1P4
ACTN3
CTC-276P9.2


RP11-974F13.5
LINC01095
ZNF807
CTB-17911.2
RP11-227H4.5
CTD-2016O11.1


TNFSF12-TNFSF13
CTC-537E7.3
RP11-950K24.2
FAM138E
RP11-72K17.2
HMGB1P44


BCLAF1P1
CTD-2256P15.1
CTD-2113L7.1
RP11-395I6.1
LAMTOR3P2
RP11-87F15.2


RP11-815N9.2
RP11-317B7.2
CTNNAP1
SUMO2P6
CTB-113P19.1
COX6B1P5


TBCAP3
RP11-326I11.1
RP11-72L22.1
KRT18P25
PCNAP1
LINC01033


WSPAR
RP11-478C1.8
C5orf66-AS1
AC051649.12
RP11-381N20.2
CTB-35F21.2


SLED1
PRDX2P3
CTD-2290P7.1
AC006445.7
RP11-1C1.5
RP11-1C1.6


RP11-304F15.5
CTC-506B8.1
CTD-3080P12.3
AC138517.4
ATP5L2
CDH12P2


RP11-452J21.2
BCL9P1
RP11-557J10.3
PGAM1P8
RP11-468H14.2
MTHFD2P6


UNC93B8
CTC-436P18.3
ACTR3BP4
FTH1P24
AC010468.2
ATP6V1G1P6


RP11-834C11.6
RP11-1C1.4
HMGB3P17
CTD-2234B20.1
RP11-317O24.1
IL20RB-AS1


RP11-391J13.1
CTC-563A5.2
RP11-438D8.2
CFAP99
CTD-2224J9.7
KRT18P45


LINC01091
CTB-49A3.5
LINC01470
GAPDHP70
EGFLAM-AS1
ZEB2P1


LINC01438
RP11-642E20.3
RP11-789L4.1
HSPD1P15
AC226118.1
CLRN2


CTB-46B19.2
RP11-703G6.1
OR52V1P
RP11-710F7.3
HOXC13-AS
RP11-552M14.1


OR7E94P
C5orf66-AS2
VN1R104P
TNRC18P1
CTD-2227C6.2
MIR143HG


RP11-217C7.1
TUBA3GP
KRT19P3
RP11-1336O20.2
RP11-598F7.4
RP11-217E13.1


RP11-60A8.1
RP11-563M4.1
RP11-447H19.3
SCARNA22
CTC-428G20.2
PGBD4P3


GAPDHP76
RP11-166J22.1
HS3ST5
RP11-983C2.2
CTB-57H20.1
RP11-434D9.2


RP5-1029K10.2
LINC01265
CTD-2280E9.1
XXbac-
UQCRBP3
CCDC79





B444P24.8


YWHAQP6
TMEM158
RP11-814P5.1
RP11-584P21.4
RAF1P1
CTD-2003C8.2


CBX3P3
RP11-148B6.2
RARRES2P4
RP11-576N17.5
CACNA1G-AS1
AC107982.4


RP11-553P9.1
MORF4L2P1
CTC-498M16.2
RP11-268P4.5
CTC-321K16.1
HMGN1P15


RP13-577H12.3
RP11-397E7.2
SEPT14P9
CIR1P2
RP11-9G1.3
SEPHS2P1


LINC01612
RP11-122A21.2
RP11-94C24.8
NCAPGP1
ZBED1P1
RP11-44F21.4


MGC32805
KDELC1P1
LINC01340
CTD-2272G21.2
RP11-503L19.1
AC008592.5


RP11-22A3.2
TRIM75P
CTC-467M3.3
UNC93B4
RP11-395P13.4
KLHL2P1


RP11-448G15.1
CTC-461F20.1
SEC63P2
AACSP1
KIAA1210
RP5-877J2.1


RP11-834C11.5
CLSTN2-AS1
TRIM36-IT1
DUTP7
ENPP7P9
PPM1AP1


FLJ33360
RP11-640N11.2
ABT1P1
AC007126.1
AC008984.6
GPR162


ABHD17AP3
RP11-254I22.1
KNOP1P5
RP11-215P8.4
LINC01511
RP11-39E3.3


RP11-517I3.1
RP11-597D13.8
RP11-933H2.4
XXbac-
RP11-295K3.1
RP11-834C11.7





BPG32J3.19


HNRNPKP5
LINC01596
RP11-6L6.2
CTB-161M19.1
KB-1042C11.1
RP11-392B6.1


RP11-366M4.14
C8orf17
RP11-404E16.1
RP11-834C11.4
RP11-232L2.1
RP11-451H23.1


RP11-241F15.10
RP11-440I14.4
AC138035.1
RP11-1084J3.3
RP5-1063M23.1
RP11-63A11.1


RP11-723O4.3
RP11-531A21.4
DCAF13P2
RP11-91H12.4
HNRNPA3P13
RP11-11N5.1


HMGB1P29
METTL21EP
CTD-2281M20.1
RP11-588L15.2
RP11-632F7.3
CTB-161M19.2


LNX1-AS1
ENPP7P11
RP11-402J6.3
AC073635.5
RP13-128O4.3
ORAOV1P1


RP11-159K7.1
SLC25A30-AS1
RP11-629B11.4
HMMR-AS1
WBP1LP4
CTC-321K16.4


ZNF969P
RP11-168A11.4
RP11-115D19.1
FCF1P8
RP11-701P16.2
RP11-701P16.3


RP11-478C1.7
MTND5P5
HOXC-AS3
RP11-45L9.1
OR7E21P
RP11-101E3.5


RP11-689P11.3
LINC00589
RP1-68D18.2
RP11-54F2.1
RP11-400D2.2
CTC-278L1.1


CTD-2187J20.1
RP11-889L3.4
RP11-1057B8.2
CNOT10-AS1
MIR3945HG
RP11-540D14.8


RFPL4B
RP11-340A13.2
RP11-400D2.3
RP11-506H20.1
CTD-2337A12.1
RP11-317G22.2


AC006499.1
RP11-461G12.2
HSPD1P11
MTND3P5
RP11-697N18.1
RAB5CP2


AP000350.10
RP11-18H21.3
AC096582.9
RP11-484O2.1
YTHDF1P1
RP1-240K6.3


LINC01256
FAM90A25P
AC008592.4
CTC-369A16.2
RTEL1P1
LINC01094


HAUS1P1
RP11-436H11.5
RP11-46A10.6
IMPA1P
RP11-381N20.1
CTD-2245E15.3


LINC00605
RP11-478C6.1
CTC-313D10.1
COQ10BP2
HMGB1P35
LINC01267


NIFKP7
HADHAP1
RP11-673E1.1
RP11-610P16.1
AC009487.5
RP11-826N14.4


UNC93B7
RP11-774D14.1
RP11-119D9.1
RP11-20I20.1
PRB1
AC007036.5


RP11-614F17.2
RP11-631M6.3
RP11-181K12.2
RP11-478C6.5
RP11-618I10.4
PTX4


ACA59
RNA5SP216
RN7SKP179
RNU4ATAC18P
SCARNA17
RNU2-27P


SNORA31
RN7SKP265
YRNA
SCARNA16
SNORA21
RN7SKP272


SCARNA6
RN7SKP2
SCARNA1
SCARNA11
RN7SKP64
CTD-2373N4.5


IGLV2-34
RP11-459E5.1
CTD-3023L14.2
CTC-436K13.2
RP11-589C21.2
CIR1P1


CTB-47B11.1
RP11-279L11.1
CTC-209H22.3
RP11-152C15.1
RP11-1149M3.2
RP11-410L14.1


HOXA10-AS
AC084082.3
RP11-351A11.1
RP11-359P18.6
RP11-706C16.7
RP11-546B8.3


PGAM5P1
NRBF2P4
IGHV3-76
C8orf88
RP11-10A14.6
IGKV2-14


RP11-128L5.1
RP11-99A14.1
RP11-238K6.1
MIOXP1
RP11-779O18.1
CTB-160O22.1


AC008703.1
SERPINE3
IGHVIII-76-1
RP11-61G23.2
RP11-497H16.8
RP13-923O23.6


RP11-420B22.1
CTD-3023L14.3
KB-1460A1.2
RP11-90P5.2
RP11-731F5.2
RP11-589F5.4


KB-1254G8.1
AC078852.2
RP11-231D20.2
CTB-47B8.4
NCRNA00250
CDC42P5


AC133633.2
RP11-619L12.4
IGLV3-6
IGLV2-28
CTD-2363C16.2
IGKV2OR22-3


IGKV1-35
RP11-110G21.2
RP11-1C8.4
IGHVII-26-2
ATP6V1G1P2
CTA-398F10.1


RP1-170O19.14
RP11-417F21.2
XRCC6P4
AC106801.1
CTD-2114J12.1
RP11-347C18.4


RP11-1174L13.2
RP11-402L5.1
PYDC2
CA3-AS1
RP11-115C21.4
CTD-2340D6.2


KB-1184D12.1
RP11-723D22.2
IGHV3-30-2
RN7SL260P
RP11-369K17.1
AC144568.4


CTC-370J7.1
RP11-486M23.1
IGLVV-58
LINCR-0001
CTD-2311A18.1
SOD1P3


NPM1P52
KB-1615E4.2
IGHVII-78-1
KB-1410C5.2
CTC-348L5.1
RP11-567J20.2


KBTBD11-OT1
RP11-1259L22.1
RP11-51J9.4
RP11-787D18.1
RP11-10N23.4
RP11-893F2.13


LZTS1-AS1
LINC01289
RP11-779O18.3
KB-1460A1.3
MARK2P11
RP11-350F16.1


RP11-527N22.2
CYP4F44P
RP11-21C4.4
RP11-439C15.4
HMGB1P23
LINC01030


CTD-2363C16.1
RP11-1134I14.6
IGLV1-41
KB-173C10.2
RP11-96A1.5
KB-173C10.1


IGLVIV-66-1
RP11-16P20.3
IGLVI-38
RP11-770E5.2
RP11-380I10.3
IGLV3-31


CTB-113P19.3
IGLVIV-53
HIGD1AP18
CTB-43E15.1
RP11-363L24.3
CTB-178M22.2


LINC00051
MAP2K1P1
RP11-10J21.3
BRIX1P1
CTC-436K13.4
RP11-328K2.1


RP11-172E10.1
RP11-697N18.2
IGLVV-66
IGLV3-7
AC078852.1
AC005740.5


VENTXP6
RBPMS-AS1
CTB-7E3.1
RP11-1007J8.1
RP11-661A12.4
RP11-359P18.5


IGKV2-18
RP11-1149M10.1
AB015752.3
RP11-419L20.2
RP11-167P20.1
CTC-558O2.2


KB-1043D8.6
RP11-11C20.1
FAM90A12P
RP11-582J16.3
RP11-1080G15.2
RP11-17A4.2


RP11-398H6.1
RP11-18A15.1
RP11-473O4.4
RP11-131N11.4
RP11-382J24.2
RP11-6I2.3


IGHV3-32
CTB-17P3.4
IGLVIV-59
CTD-2045M21.1
RP11-267M23.3
RP11-318K15.2


IGHVII-60-1
MAFA-AS1
RP11-10A14.3
RP11-760H22.2
RP11-578O24.2
IGLVI-68


RP11-211C9.1
IGHV4-55
RP11-56F10.3
RP11-578F21.2
RP11-179A10.1
RP11-215D10.1


RP11-182J1.1
SIGLEC14
RP11-347E10.1
RP11-21L19.1
RP11-864G5.3
RP11-33I11.2


RP11-231N3.1
RP11-718B12.5
RP11-304C12.3
HSPB2-C11orf52
OR7E11P
ALG9-IT1


RP11-867G23.4
RP11-867G23.13
PRKRIRP4
RP11-885L14.1
SLC25A1P1
RP11-23F23.2


PTP4A2P2
CTA-797E19.1
KB-1073A2.1
AP000487.4
RANP3
FBXO3-AS1


RP11-867G23.10
RP11-775A1.2
RP11-113K21.1
RP11-624D11.2
RP11-463D19.1
NAV2-AS3


RP11-113D6.9
OMP
RP11-196E1.3
MTND2P26
UBTFL9
RP11-1007G5.2


RP5-1173A5.1
AP000662.4
RP11-22P4.2
RP11-700F16.2
RP11-356J5.4
RP11-702F3.1


CTD-2560E9.3
STT3A-AS1
RP11-109L13.5
RP11-265D17.2
RP11-354A14.1
COPS8P3


RP11-659G9.3
RP11-12D16.2
RP11-565P22.6
RP11-35J10.4
RP1-145M24.1
RP11-560B16.5


RP11-351I24.3
OR7E10P
RP11-801G16.2
RP11-691N7.6
RP11-1H15.1
RP11-50B3.1


RP11-27P7.1
AC084121.17
AC022182.1
GVINP2
FDPSP4
AC022182.3


RP11-672A2.4
RP3-400B16.4
CTD-2530H12.2
SLC22A18AS
AF131215.6
RP11-648O15.1


RP11-203M5.2
CTD-2523D13.2
RP11-867G23.1
RP11-113D6.3
RP11-945A11.2
CTD-2516F10.4


PTPRJ-AS1
NAV2-AS1
RP11-482L11.1
RP11-513D5.2
RP11-263C24.3
RP5-1160K1.8


INMT-FAM188B
RP11-1081L13.4
RP11-65M17.3
RP11-167J8.3
RP11-429J17.7
RP11-702H23.2


ALG1L9P
FTLP6
CTD-2509G16.2
RP1-68D18.3
AP000442.4
RP11-113K21.3


ARL6IP1P3
RP11-665E10.1
RP11-45A12.2
RP11-23J9.4
RP11-347H15.5
RP11-661A12.9


RP1-317E23.6
RP11-263C24.1
RP11-843A23.1
AF186192.5
RP11-326C3.10
RP11-58K22.4


RP11-794P6.2
RP11-406D1.2
TBC1D26
RP11-159H10.1
AP006621.8
RP11-91P24.3


RP11-655M14.12
OVOL1-AS1
RP11-685M7.5
GLTPP1
HNRNPA1P76
CTD-2313N18.8


HSPE1P18
AP002954.3
RP11-720D4.3
NANOGP8
RP11-945A11.1
RP4-541C22.5


RP11-794P6.3
OR5M11
RP11-304M2.3
RP11-438N5.4
CTD-2655K5.1
CTD-2523D13.1


PPP1R1AP1
CTD-322413.3
RP11-430H10.2
RP11-702F3.4
RRM1-AS1
ABCC6P2


RP11-91I20.1
RP11-757C15.4
RP11-655C2.3
RP11-624G17.3
RP5-901A4.1
OR52B2


RP11-428C19.4
RP11-160H12.2
RP11-91I20.4
CTD-2530H12.4
RP11-484D2.5
RP11-299M14.2


CTD-233717.1
NOX5
RP11-700F16.3
RP11-382M14.1
CCDC179
RP11-412B14.2


RP11-619A14.3
RP11-672A2.5
RP11-1134I14.8
RP13-726E6.2
DUXAP5
CTD-2028E8.1


C8orf49
HCAR3
RP11-770G2.5
PCDHA3
CASC23
CTD-2011F17.2


AP002954.4
CTD-2530H12.8
RP11-510I21.1
RP11-632K5.2
CTD-2210P24.6
SEPT14P8


RP11-113D6.6
RP11-998D10.1
RP11-687M24.4
RP11-1H15.2
RP11-867O8.5
RP11-65M17.1


CTD-2381F24.1
RP11-347H15.2
AC005363.9
RP11-164N3.1
RP11-390K5.3
RP11-780O24.2


OR10V2P
CTA-797E19.2
RP11-727A23.8
RP11-627G23.1
RP11-770G2.2
UNC93B6


RP11-273B20.3
AP000462.2
RP11-377D9.3
FAM222A-AS1
RP11-885B4.2
RP1-127H14.3


APOOP3
RP11-46H11.2
RP11-529H2.2
RP11-283G6.5
RP11-22B23.2
LINC01479


RMST
OR6J1
RP5-1154L15.1
RP4-559A3.7
RP11-338K17.8
Metazoa_SRP


RP11-612B6.1
AC073610.5
CTD-2102P23.1
RP11-286N22.10
RP11-351O2.1
AP003419.16


RP11-656E20.5
RP11-69M1.3
RP11-513G19.1
PSMC1P9
RP11-20D14.4
AC084117.3


TAS2R63P
TCEB1P31
RP11-190A12.7
PAPPA-AS1
RP11-982M15.6
RP11-709A23.2


RP11-81H14.3
AP000721.4
RP13-672B3.5
LINC01152
RP5-944M2.4
EGLN3P1


RP11-968O1.5
RP11-76C10.5
RP11-820K3.4
SMLR1
RP11-627K11.3
TSPAN9-IT1


RP11-439H13.2
AC005255.3
RP11-1018J11.1
RP11-1038A11.2
RP11-771K4.1
RPL7AP3


RP11-989F5.1
RP11-504G3.4
METTL8P1
RP11-338E21.3
ABCC6P1
RP11-21A7A.3


RP1-7G5.5
NTAN1P3
RP11-349I1.2
RP11-173P15.3
RP11-428G5.4
PPIAL4D


RP11-1060J15.4
RP11-500M8.4
RP1-102E24.8
RP11-794G24.1
RP11-809N8.4
RP11-363J17.1


RP11-428G5.6
RP11-860B13.3
RP11-212D19.5
RP11-598F7.6
NANOGNBP2
ENPP7P5


CYP2B7P
RP11-815J4.6
MTRNR2L1
RP11-76I14.1
RP11-144023.8
RP11-218M22.2


RP11-599J14.2
RP11-444B24.2
RP11-785H5.2
PGA5
CACNA1C-IT3
RP11-613F22.7


RP11-45F15.1
RP11-17G12.3
RP11-234B24.5
STH
RP11-503G7.1
RP13-977J11.5


RP11-76C10.2
RP11-158L12.5
TPT1P12
AC138744.2
GS1-410F4.5
RP11-467L13.4


CCND2P1
RP11-664D1.1
RP11-503G7.2
IQSEC3P1
RP11-817J15.2
RP11-598F7.3


RP11-6B19.2
LIMS3
RP11-972L6.2
RP11-351O2.2
RP11-800A3.7
RP11-137N23.1


RP11-783K16.10
RP11-667M19.4
RPL29P33
RPEP6
AE000658.22
CLIP1-AS1


LRRC37A13P
RP11-259O18.4
OR4F28P
RP11-129B9.2
RP11-320P7.2
RP11-813P10.1


CTD-2213F21.3
RP11-58A17.3
RP11-754I20.3
RP11-611O2.5
HNRNPA1P50
FAM205BP


RP11-54A9.1
RP11-136F16.2
RP11-611E13.3
RP3-405J10.4
RP11-767I20.1
RP11-434H14.1


RP11-190J23.1
RP11-557F20.2
RP11-496I2.2
RP11-511B23.2
RP11-478B9.3
MGAM


RP11-616L12.4
BNIP3P6
RP11-780K2.1
RP11-74K11.1
RP11-328C8.2
RP11-644F5.12


RP11-56G10.2
RP11-2H8.2
RP11-603J24.9
RP11-263K4.3
RP1-71H24.1
RP11-290L1.3


RP11-159D23.2
RP11-359M6.1
RP11-983P16.2
MRPL2P1
RP3-521E19.2
RP11-956E11.1


NPIPB1P
RP11-20E24.1
RP3-405J10.2
RP11-144F15.1
RP11-44N21.1
RP11-863H1.1


GSTP1P1
RP11-44N21.4
RP1-128M12.3
RP11-570L15.2
RP11-278C7.2
RP11-579D7.2


CBX3P5
RP11-76E16.2
RP11-175P13.2
ILF2P2
MGAM2
RP11-536C10.21


RP11-186F10.2
OR5BK1P
RP11-1143G9.4
RP11-162P23.2
CTB-193M12.1
RP11-2H8.4


RP11-46I1.2
RP11-616L12.1
RP11-263K4.1
RP11-769N19.2
RP3-432I18.1
RP11-493L12.5


RP11-493L12.3
RP11-46I1.1
RP11-620J15.1
RP1-228P16.5
RP1-228P16.4
RP11-61E11.2


RP11-603K19.1
RP11-406H4.1
Metazoa_SRP
CTD-2021H9.3
RP11-474P2.2
RP11-753H16.3


RP11-18O15.1
RP11-1105G2.4
RP11-394J1.2
NKX2-2-AS1
ZNF75BP
RP11-654D12.2


CLEC5A
RP1-46F2.3
RP11-219B4.5
RP11-570L15.1
RP11-887P2.5
POLR2KP1


TESC-AS1
BRWD1P2
NUTF2P2
RP11-690J15.1
CTD-2314B22.1
KLF17P1


RP1-267L14.3
RP11-161H23.9
RP11-115H15.2
RP11-536G4.2
RP11-603J24.6
RP11-651L5.2


SLC25A3P2
RP11-1070N10.4
RP11-831F12.2
RP11-326E7.1
NT5CP2
RP11-665C16.6


RP11-711D18.2
RP11-661G16.1
RP11-109N23.5
RP11-903H12.3
RP11-361H10.3
SPESP1


SRMP2
ZFP64P1
DIO3OS
CTD-2062F14.2
EIF3LP1
RP5-892G5.2


RP11-638I2.9
RP11-16B13.1
RP11-159L20.2
CTD-2376120.1
CTD-2313J17.3
BLZF2P


DUX4L16
RP11-320M16.2
FAM181A-AS1
NBEAP1
CTD-3051D23.4
SERPINA2


LINC-ROR
COX7A2P1
RP11-492D6.3
RP11-354B3.1
RP11-857B24.1
RPL21P5


LINC00930
RP11-509A17.3
RP11-517O13.3
RP11-638I2.8
RP11-407N17.2
RP11-74M13.4


LINC01269
RP11-1033H12.1
RP11-433J8.1
LINC01193
CKAP2P1
RP11-404P21.6


RP11-603B24.1
LINC00637
RP11-982M15.7
RP11-862G15.1
RP11-80A15.1
RP11-688G15.3


RP11-841O20.2
RP11-613G13.1
DIO2-AS1
NANOGP7
BMS1P15
KRT18P6


RP11-404P21.9
CTD-2302E22.2
RP11-7F17.3
CTD-2555K7.3
CTD-2566J3.1
RP11-355I22.5


RP11-286O18.1
RP11-945F5.1
RP11-894P9.2
RP11-463J10.4
CTC-554D6.1
LINC01146


EIF4EBP1P1
FDPSP3
RP11-270M14.5
HIGD1AP17
RP11-193F5.1
SCOCP1


RP11-260M19.2
BHLHB9P1
NPM1P5
RP11-47I22.1
RP11-463J10.2
RP11-1078H9.2


RP11-255G12.2
RP11-857B24.5
SALRNA1
RP11-747H7.1
RP11-829H16.5
RP11-934B9.3


LINC01467
COX5AP2
RP11-125H8.1
RP11-368P15.2
RP11-398E10.1
DOCK11P1


RP11-671J11.7
RP11-8L8.2
RP3-449M8.6
RP11-973N13.2
RP11-561B11.6
DNAJC8P1


RP11-810K23.6
DUX4L18
CTD-2062F14.3
RP11-409I10.2
AE000661.50
CTD-2058B24.2


AE000662.93
RP11-1140I5.1
PEBP1P1
RP11-386M24.5
RP1-261D10.1
RP11-488C13.6


SEPT7P1
TRAV30
RP11-348M3.2
RP11-270M14.4
RP4-687K1.2
LINC00924


CTD-2240H23.2
RP1-261D10.2
DUX4L17
CTD-2017C7.3
RP11-463C8.4
RP11-154B12.3


UBE2CP4
RP11-424I19.2
RP11-253M7.3
RP11-133K1.6
RP11-209K10.2
CTD-2071N1.1


LINC00928
CTD-3076O17.2
SLC35G6
HNRNPA1P62
CTD-2555C10.3
RP11-349G13.1


GOLGA8VP
RP11-361D15.2
RP11-521C20.1
RP11-313P18.2
AC002306.1
TTTY25P


RP11-616M17.1
RP11-325L12.3
NDUFA3P4
AC007950.1
ANKRD62P1
CTD-2501E16.2


RP11-122D10.1
RP11-355N15.1
CTA-339C12.1
RP11-37J13.1
PLCB2-AS1
RP11-561C5.7


OR11K1P
LINC00596
HNRNPMP1
RP11-323I15.5
TGIF1P1
RP11-349G13.2


RP11-798K3.2
RP11-111E14.1
RP11-90E5.1
RP11-307C19.1
RP11-64K12.9
RP11-815J21.4


CTD-2240J17.1
RP11-815J21.2
RP11-505E24.3
RP11-605F22.1
RP11-313H3.1
RP11-430B1.1


RP11-30K9.4
ISCA1P4
HERC2P7
RP11-7M10.2
RP11-158M2.5
HNRNPCP3


RP11-593F23.1
RP11-35O15.1
CTD-2651B20.4
NPM1P43
RP11-403B2.5
RP11-736N17.8


NIFKP8
RP11-815J21.1
CPEB1-AS1
RP11-540O11.7
AHCYP7
NDUFAF4P1


RP11-621H8.2
RP11-19J5.1
RP11-244F12.3
RP11-616K22.2
RP11-74D7.1
RP11-661D19.3


UBE2Q2L
CYCSP38
RP11-685G9.2
CTD-2651B20.3
RP11-540O11.4
RP11-272D12.2


RP11-325E5.4
CYCSP2
RP11-335K5.2
CTD-2329K10.1
KRT8P23
RBM17P4


RP11-317G6.1
RP11-429B14.3
RP11-540O11.6
RP11-562A8.5
RP11-597K23.1
RP11-467H10.2


RP11-557C18.4
PCAT29
RP11-351M8.1
RP11-89K11.1
LINGO1-AS1
RP11-485O10.2


RP11-702L15.4
RP11-139F4.2
RP11-499F3.2
RP11-485O10.3
RP11-227D13.1
RP11-752G15.4


NUTF2P6
CTD-3032H12.1
CSPG4P11
RP11-356M20.3
AC066615.1
RP11-158M2.4


RP11-90B9.2
RP11-182J1.13
RP11-1006G14.2
RP11-20I23.3
RP11-359K18.3
RP11-554A11.9


LYPD8
RP11-63E9.1
LINC00567
HERC2P10
RP11-467L24.1
AC097374.2


RP11-177N22.2
RP11-1012E15.2
RP11-293B20.2
RP11-1H8.4
RP11-343C2.7
RP6-91H8.2


CTC-527H23.2
AC022819.3
RP11-322D14.1
RP11-218M11.1
CTD-2323K18.2
CTD-2651B20.7


RP11-48G14.2
CTD-2012K14.3
RP11-170L3.4
AC009133.15
CTD-2547G23.2
RP11-652G5.1


RP11-2E17.2
CDC37P1
RP11-252K23.1
TGFBR3L
RP11-65J21.1
RP11-1035H13.2


RP11-480I12.10
CTC-527H23.1
CTD-2651B20.6
CTC-527H23.3
GOLGA2P11
RP11-182J23.1


CTD-2313J23.1
RP11-254F7.2
RP11-615I2.1
RP11-92G12.3
RP11-77K12.7
LINC01070


AOC4P
RP11-883G10.1
RP11-177B4.2
LA16C-312E8.2
RP11-258F22.2
CSPG4P13


RP11-322D14.2
RP11-748L13.6
CH17-53B9.2
CTC-471J1.2
MTCYBP28
RP11-95H11.1


LINC01413
RP11-2I17.4
CTD-2022H16.3
RP11-432I5.6
RP11-756H20.1
RP11-108B14.5


CTD-2026K11.2
RP11-680F20.10
RP13-395E19.2
CCDC187
FRRS1L
CTD-2026K11.3


RP11-588K22.2
RP11-46D6.4
EIF4EBP2P2
C6orf229
RP11-973H7.1
RP11-386M24.6


RP11-152P23.2
DNM1P34
RP11-343C2.9
AQP4-AS1
RP11-540B6.2
WBP11P1


RP11-1129I3.1
CTD-2649C14.1
RP11-800A3.4
RP11-505K9.3
RP3-406A7.7
LA16c-444G7.2


LINC01544
RP11-96D1.7
RP11-304L19.2
NBAT1
KCNJ18
RP4-536B24.2


RP11-834C11.11
CTD-2196E14.9
RP11-151H2.1
RP11-297C4.3
RP11-166B2.7
CTD-3193O13.1


AC004381.7
RP11-368N21.1
CTD-2576F9.1
RP5-1085F17.4
CTB-134F13.1
MT1L


RP11-457I16.2
RP11-63M22.1
RP11-403N16.3
TPST2P1
CTA-363E6.6
CTD-2055G21.1


DUX4
RP1-140K8.5
RP3-522J7.6
RP11-1166P10.1
RP11-439L8.5
RP11-1299A16.3


HERC2P5
RP1-178F10.1
RP11-315D16.4
RP11-368L12.1
RP11-69H7.2
RP11-152L20.3


AC004158.3
RP11-744D14.1
RP11-278A23.2
CTD-2576D5.3
RP11-546O6.4
RP11-146F11.4


RP11-513N24.1
RP11-744D14.2
VN1R67P
RP11-165M1.2
RP11-329J18.3
VPS35P1


RP11-107F6.3
RP11-24M17.3
RP11-319G9.3
RP11-256I9.2
RP11-403P17.5
RP11-615I2.3


CTA-331F8.1
RP11-10K17.3
TAT-AS1
CKBP1
RP11-96D1.5
RP11-554A11.7


RP11-95M5.1
AC008088.4
LINC00565
RP11-196G11.2
CTD-3154N5.1
SPCS2P1


RP11-476D10.1
LINC00557
RP11-297L17.2
RP11-333I13.1
MKRN3-AS1
LA16c-395F10.2


RP13-122B23.8
RP11-534L20.5
RP11-546B15.1
RP11-1437A8.5
RP11-116D2.1
RP11-744K17.1


GS1-279B7.1
RP11-84D1.2
CTD-3247F14.2
AC012322.1
CTD-2588J6.2
RP11-209D14.2


RP11-24M17.6
RP11-673P17.4
RP11-6O2.4
RP11-7K24.3
RP11-554A11.8
RP11-5N19.3


RP11-435I10.3
RP11-96K14.1
TMEM178B
RP11-62H20.1
ADAMTS7P3
RP11-58A18.1


RP11-68I18.10
RP11-356C4.5
RP11-844G16.1
CTD-2015G9.2
RP11-805I24.1
RNF126P1


RP11-863P13.5
NIFKP4
RP11-344A16.2
CTD-2006K23.1
RP11-304L19.4
RP11-517C16.4


RP11-545A16.1
RP11-44I10.3
MUC22
RP11-276H1.2
RP11-359E8.5
RP11-653J6.1


RP11-279O17.1
EIF4BP5
LINC01616
RP11-46D6.5
RP11-626G11.1
PYCARD-AS1


RP11-388M20.2
RP11-21B23.1
RP11-165M1.3
CTD-2012K14.2
RP11-578F21.3
ATP5F1P7


LA16c-390E6.3
RP11-22C11.2
RP11-399O19.9
RP11-347C12.9
CTD-2576D5.4
RP11-589C21.5


RP11-626G11.5
RP11-429B14.4
RP11-578F21.6
RP11-63B13.1
RP11-407P15.1
RP11-82O18.2


RP11-304L19.8
CTA-30512.1
RP11-319G9.5
RP11-626K17.3
RP11-16E23.3
FSCN1P1


RP11-744I24.2
RP11-553K8.5
RP1-168P16.2
HERC2P11
AC002310.17
RP11-178L8.3


RP11-426L16.9
HERC2P8
CTD-2033A16.1
RP11-243A14.1
RP11-79H23.3
RP11-189E14.4


RP11-357N13.3
RP11-390D11.1
RP11-618N24.1
LA16c-390E6.5
RP11-489G11.3
GOLGA6L7P


RP11-21L1.1
BEAN1-AS1
RP11-1C8.5
RP11-573G6.6
RP1-168P16.1
RP11-719K4.6


RP11-178L8.5
LINC00165
CTD-2562G15.2
CTD-2196E14.3
RP11-480G7.3
RP11-307O13.1


RP11-669C19.1
AC002551.1
RP11-506E9.3
RP11-498D10.3
RP11-328J14.2
CTD-2354A18.1


DNM1P28
RP11-350O14.18
LOXL1-AS1
RP11-44F14.2
RP11-691G17.1
RP11-264L1.3


RP11-303E16.6
RP11-67A1.2
RP5-867C24.5
MTND5P33
GFY
KYNUP1


RP11-700H6.4
AC003009.1
RP11-66H6.3
RP11-177N22.3
RP11-81K2.1
RP11-1260E13.4


DKFZP434A062
AC139099.5
CTD-2561B21.10
CTC-524C5.5
RP11-455O6.2
BCAR4


MTCO1P28
CTD-2033A16.3
CTC-479C5.11
CTD-2318B16.2
RP11-81A22.5
RP11-462G12.1


RP11-353N14.4
AC144836.1
RP11-1260E13.2
CTD-2561B21.4
MTND4P34
CTD-319515.4


LA16c-380H5.2
CTB-193M12.3
RP11-676J12.8
TVP23CP2
SAMD11P1
RP11-1099M24.8


RP11-95J11.1
TXNP4
LA16c-349E10.1
CTA-276F8.2
RP11-334C17.5
RP11-77K12.5


RP5-1107A17.2
RP11-156P1.2
RP13-1032I1.10
AJ003147.9
GLIS2-AS1
RP11-44F14.8


RP11-214O1.1
U91319.1
CTD-2545H1.1
CYCSP40
CTD-2561B21.11
RP11-669E14.4


CTD-3060P21.1
RP5-1029F21.2
RP11-1260E13.1
RP11-141J13.3
RP11-189E14.5
RPL23AP86


KARSP3
RP11-457I16.4
CTD-2047H16.2
CTD-3088G3.6
RP11-396B14.2
RP11-388C12.1


RP11-382B18.3
AC004878.8
RP11-95P2.3
RP11-189E14.3
RP5-1107A17.4
RP11-1055B8.2


RP11-542C16.1
CTC-479C5.6
LA16c-306E5.3
RP11-109M19.4
RP11-204E4.3
RP11-65J21.4


RP11-530N7.3
ABHD17AP5
RP11-822E23.5
TMEM220-AS1
RN7SL460P
CTD-2541J13.2


RN7SL471P
RP11-17M24.2
RP11-973F15.2
PPIAL4C
RP1-56K13.2
RP11-338L22.2


RP11-78F17.1
RN7SL716P
RP11-805L22.3
AF186192.6
PPP4R1-AS1
RP11-269G24.3


RP11-471L13.3
RP11-321A17.4
RP11-466A19.6
OOSP1P2
RP11-746B8.1
SNORA4


RP11-321A17.3
RP11-6N17.9
RN7SL426P
RP11-334E6.12
EEF1DP7
CTD-3010D24.3


RP11-344B2.3
RP11-53I6.2
RP11-571L19.7
RP11-210K20.2
RP11-180P8.1
RP11-579O24.3


RN7SL32P
RPll-434D2.11
RN7SL850P
RP11-504I13.3
RN7SL42P
RN7SL336P


RP11-1124B17.1
RN7SL744P
RN7SL455P
RP11-20B24.2
RP11-856M7.4
RP11-227G15.9


RN7SL784P
SCML2P1
RP11-20B24.3
RP11-715F3.1
RP1-253P7.1
RP1-37N7.1


RP11-171G2.1
RP11-283C24.1
RPL35AP25
RNU4ATAC
ANXA8L1
RP11-6N17.1


RP11-474I11.7
RN7SL488P
CCDC58P1
RP11-769O8.2
SNORA77
CTD-2006O16.2


RP11-338L22.3
RP4-594I10.3
RP11-110H1.8
RP11-861L17.3
RP11-605F20.1
RP11-640N20.5


RP4-777O23.2
WI2-1959D15.1
RP11-145E5.5
RP11-464D20.6
RN7SL793P
RN7SL326P


MAPT-AS1
RN7SL732P
RP11-118G23.2
CTD-2267D19.4
RP11-381P6.1
RP11-498C9.17


RP11-143K11.5
RN7SL45P
RP11-107K17.2
RN7SL230P
AC100830.5
ALOX12P1


RP11-53I6.3
RP11-661C3.2
RN7SL262P
RN7SL622P
AC010761.6
RN7SL664P


RN7SL246P
FTLP12
RP11-70O5.2
RP11-31I22.2
RP11-285E9.5
RP11-31I22.3


CTB-187M2.2
RP13-638C3.6
MIR133A1HG
RBP3
RP11-403A21.3
RP11-775G23.1


RP11-822E23.7
PGDP1
AC104984.4
RN7SL199P
RP11-466A19.5
RP11-16C1.1


GLUD1P7
RP11-1148O4.2
RP11-361L15.4
RN7SL656P
RP11-449D8.1
RP11-131K5.2


FCGR1C
RP11-60A24.3
AA06
RP11-183C12.1
RP11-958F21.3
RN7SL652P


GLUD1P8
TUFMP1
RN7SL378P
RP11-5A19.5
RP11-82O19.2
RN7SL648P


RP11-883A18.3
RN7SL5P
RP11-354P11.3
KYNUP2
RN7SL444P
RN7SL624P


RNASEH1P1
CTD-2349P21.10
RP11-387H17.6
RN7SL376P
EEF1E1-BLOC1S5
RP11-20B24.5


RP11-737O24.2
MIR5195
RN7SL577P
RP11-16C1.3
RP11-567L7.5
BAHCC1


RN7SL574P
RP11-118E18.2
RP5-906A24.2
FBXO36P1
RP11-354P11.2
RP11-190I17.2


RP11-855A2.5
RP11-552O4.2
RP1-66C13.4
RP11-100K18.1
NPM1P2
RP11-159D12.10


RP11-173M1.4
RP11-51L5.3
RP11-344E13.4
RP11-142O6.1
RP11-710M11.1
RP11-180P8.3


RP11-91I8.3
RP11-822E23.2
RN7SL220P
RP11-401F2.3
FAM106CP
RP11-138P22.1


RP11-385D13.3
RP11-881L2.1
LINC01443
RN7SL377P
RP1-71H19.2
RP11-583F2.5


RP11-856M7.6
RP11-927P21.2
RP11-1376P16.1
RP11-160E2.21
RP11-30L3.2
RP11-214O1.2


RP11-855A2.3
RP11-1109M24.7
RP11-678G15.2
RP11-218M11.6
RP1-77H15.1
RP11-6N17.2


RP11-599B13.7
ITM2BP1
RP11-744K17.8
RP11-567M16.5
CTB-171A8.1
RP5-1022P6.7


SLC25A6P4
ZNF793-AS1
CTB-70G10.1
RP11-400F19.8
AC104532.3
RP11-820I16.3


AC006126.3
RP11-712P20.2
RP11-116O18.1
CTC-232P5.1
RP11-354P11.8
LLNLR-284B4.2


RP11-127I20.7
RP11-703I16.3
RP11-886H22.1
AC002984.2
RP11-800A18.4
TCF4-AS1


RP11-807E13.2
RP11-384O8.1
RP11-58G13.1
CTD-3193K9.4
RP11-128P17.2
CTB-30L5.1


AC005336.4
AC005943.2
RP11-127I20.5
RP11-666A8.9
KRT18P61
RP11-15J10.9


AC005789.9
PCAT19
CTD-2587H24.4
CTB-129P6.11
CTD-3064H18.2
RP11-64C12.7


CTB-31O20.6
RP11-449J21.5
AC005954.3
AC005262.3
RP11-383D22.1
SDHDP1


RP11-78A19.3
RP11-527L4.9
RP11-397A16.3
PHF5CP
RP11-813F20.4
RP11-693L9.2


CTD-2132N18.2
RP11-49K24.6
AC005786.5
HNRNPA3P16
CTB-184G21.3
RP11-64C12.6


RP11-209M4.1
ZNF790-AS1
RP11-1151B14.4
CTD-2008P7.9
CTC-543D15.3
CTB-129P6.4


RP5-951N9.2
RP11-567M16.1
CTB-186G2.1
RP11-703I16.2
RP11-178C3.1
LINC01415


AC002398.12
RP11-411B10.3
RP11-1094M14.12
RP11-1094M14.8
CTD-2231E14.5
CTC-548K16.5


RP11-1151B14.3
TCF4-AS2
CTC-296K1.4
CTD-2319I12.2
AC005616.2
AC006116.15


DNAH17-AS1
CTC-454I21.4
RP1-37N7.5
SMUG1P1
CTB-39G8.2
RP11-13K12.5


LOC440461
RP11-126O1.4
CTC-398G3.6
RP11-815J4.5
CTC-518P12.6
CTD-3116E22.6


RP11-845C23.2
RP11-13K12.1
ZNF285
CTD-2621I17.6
RP11-815J4.7
LINC00868


AC007229.3
AC005779.2
AC005264.2
RP5-1052I5.2
CTC-503J8.4
STK25P1


AC104532.4
CTD-2540B15.11
RP11-322E11.5
RP11-687F6.4
NDUFA3P1
RPIAP1


RP11-323N12.5
CTD-3116E22.7
AC138472.6
RP11-219G17.6
RP11-1136J12.1
AC138430.4


RP11-64C12.4
CTD-2008P7.10
RP11-686D22.3
RP11-95O2.1
RP11-973H7.4
RP11-807E13.3


RP11-358B23.1
CTB-55O6.4
AC010525.5
RP11-1030E3.1
ERVK-28
CTD-2013N17.4


RP11-108P20.3
CTD-2105E13.6
RP11-95O2.5
RP11-147L13.7
AC024592.9
CTD-2189E23.1


AC010761.14
RP11-64C12.3
RP4-604K5.3
HMGB2P1
AC061992.2
RP11-686D22.8


RP11-358B23.5
RP11-559N14.6
RP11-677O4.4
RP11-2N1.2
RP11-154H12.3
SLC25A36P1


CTB-55O6.10
CTD-2659N19.2
RP11-49K24.5
CTB-191K22.5
CTB-133G6.2
RP5-1023B21.1


RP11-120K24.3
ZSCAN5D
CCDC177
CTD-2525I3.2
CTD-2620I22.3
CTB-189B5.3


CTD-252513.3
CTC-244M17.1
AC067969.2
CTD-3032J10.2
BNIP3P40
TOP1P1


SLC6A14
CTB-60B18.12
VN1R84P
CTD-3193O13.11
AC003002.4
Metazoa_SRP


AC010524.4
AC004076.9
RP11-556I13.2
AC002985.3
FKBP4P6
CTB-60B18.18


CTD-2623H2.7
CTD-3222D19.11
BNIP3P25
LRRC2-AS1
L34079.2
CTD-2568A17.8


CTC-360J11.4
FENDRR
TRMT112P6
CTD-2626G11.2
AC011551.3
AC011530.4


BNIP3P27
BNIP3P38
ABC7-42418200C9.1
AC018755.18
CTD-2545M3.8
RP11-32B5.8


AC004076.7
AC005523.3
AC003956.1
RP11-514A9.1
VN1R80P
CTD-2207O23.10


CTB-52I2.3
RP1-122P22.4
RP11-739B23.1
CTB-33G10.11
CTD-3187F8.7
CTB-60B18.10


LETM1P2
FAM231B
CTD-2553L13.4
RP11-588H23.5
CTC-444N24.9
CTD-2105E13.14


CTD-2561J22.1
CTB-61M7.2
CTD-2396E7.7
CTD-3030D20.1
AC104534.2
ADGRE4P


CTC-450M9.1
VN1R90P
CITF22-62D4.1
SIGLEC22P
CTB-167G5.6
PNMA6B


CTD-3099C6.7
CTD-3233P19.8
CSAG3
RP11-886P16.6
AC005387.3
CT45A1


ERVV-2
AC005253.4
SPANXN2
RP11-439A17.5
RP1-172N19.1
KRT18P40


MTRNR2L12
CTC-513N18.6
CTC-360G5.6
CTD-2528A14.5
RP11-256I23.2
CTD-3222D19.10


AC010646.3
CTD-2525I3.5
TRABD2B
BRI3BPP1
RP3-431P23.5
CTC-218B8.3


AC005387.2
ZNF350-AS1
CTB-83J4.2
CTD-2105E13.15
CTD-2527I21.7
AC010522.1


CTD-2278110.6
CTC-453G23.4
CTC-312O10.2
CTD-2616J11.11
LINC01224
BNIP3P8


CTD-3032J10.3
Z69720.2
CTB-174O21.2
DMRTC1
CYP4F23P
CLIC4P2


CTD-2192J16.21
CTD-3222D19.5
TDGF1P7
CTB-167G5.3
RP11-542M13.2
CTD-2521M24.11


AC005614.5
CTB-60E11.9
CTB-180A7.3
GLTSCR1-AS1
SCGB2B3P
RP11-11A5.1


CTD-2537I9.16
CTD-2587H19.3
AC004754.3
RP11-463C8.7
RP11-266J6.2
RP11-477H21.2


RP5-1139B12.2
RP4-740C4.5
RP11-178L8.9
RP6-99M1.3
RP11-442H21.2
RP6-91H8.3


RP5-1139B12.3
RP11-394O4.5
RP11-214K3.20
RP11-2B6.3
RP11-248J23.6
RP11-324I22.3


RP11-148O21.6
SPACA6P-AS
RP11-498E2.9
RP3-426I6.5
RP3-430N8.10
RP11-130L8.2


RP11-282O18.7
RP3-430N8.11
AF003625.3
RP11-272L13.3
RP3-449M8.9
RP11-218C14.8


RP11-93H12.4
CTD-2132N18.4
RP11-380L11.4
RP11-685G9.4
RP11-416A14.1
RP11-214K3.22


WI2-80269A6.1
MIR222HG
RP11-750H9.7
RP11-351121.11
KB-1958F4.1
AP000473.8


RP11-214K3.18
RNU11
RP11-245P10.6
RP11-326C3.14
RP5-1139B12.4
VTRNA2-1


RP11-118F19.1
RP11-214K3.23
TERC
RP11-568J23.6
LA16C-380H5.3
RP11-494H4.3


RP1-170O19.24
RP11-803D5.4
RP11-89C3.2
AC015849.2
RP11-779O18.4
CTC-471J1.10


RP11-420B22.2
RP11-17P16.2
RP13-122B23.9
RP11-731D1.4
RP11-453E17.4
RP11-566F5.1


STX8P1
RP11-461L13.4
GS1-165B14.2
B0RCS7-ASMT
RP11-697E2.10
BNIP3P9


UNGP3
RP11-547M24.1
RP11-470B22.1
CTC-412M14.5
RP11-44D5.1
RP11-351O1.4


RP11-1348G14.6
OR7E108P
RP11-511111.2
RP11-972P1.8
RP11-411B10.8
IGHV3-29


RP11-230C9.3
MKI67P1
YTHDF2P1
RP11-24C14.1
RP11-145P16.3
RP11-311H10.7


RP11-15E18.5
RP11-225N10.3
RP11-362B23.1
RP11-713H12.2
RP1-134O19.3
LOC401913


RP11-373D23.2
TSIX
HNRNPA1P67
CTB-17911.3
CTC-512J12.7
RP11-349G13.3


RP11-381K20.4
RP11-568J23.7
RP11-568G11.5
RP11-231P20.5
RP4-802A10.1
IGKV2OR2-1


DEAR
RP11-138E2.1
CTD-2324A24.2
AD001527.7
PDHA1P1
RP13-685P2.7


RP11-501C14.9
PDLIM1P1
RP11-632K20.8
DPRXP6
RP11-416H1.1
RP11-574K11.27


CHCHD2P11
RP11-730B22.1
RP3-466P17.2
RP1-168P16.3
CTC-571O20.1
RP11-674I16.1


VDAC1P5
RP11-420K10.1
RP11-609L3.1
RP11-311B14.1
GPR75-ASB3
RP11-272L13.4


RP11-27M5.1
SRD5A3P1
XXbac-
RP5-879K22.1
RP5-966M1.5
HSPE1P7




BPGBPG24O18.1


RP11-62H7.3
RP11-54C4.2
RP11-137J7.3
RP11-123C21.2
RP11-439C15.5
RP11-844P9.4


CTHRC1P1
CTC-539A10.7
RP11-60E8.2
RP11-963H1.1
RP5-933K21.3
RP11-1113N2.4


CTD-2342N23.2
CTD-2553L13.7
RP11-479I16.2
RP11-457M11.6
PHBP20
NAMA


SUMO2P14
RP11-223J6.1
RP11-123C5.5
RP11-33A14.3
RP5-966M1.4
YWHAQP7


RP11-479F13.1
RP11-642C5.1
RP11-409O11.3
RP11-629P16.1
RP5-855F16.1
RP4-555D20.3


RP13-216E22.5
RP3-523E19.2
RP11-369K17.2
KRT18P9
RP5-894D12.4
SUMO2P15


RP11-424I3.1
CTD-2117L12.3
RP11-1109F11.5
TCEB1P33
CTC-412M14.6
DPRXP2


RP11-1152H14.1
RP11-1109F11.3
RP5-891H21.5
RP11-797J4.1
RP11-701H24.7
RP11-843B15.3


RP11-81A1.8
RP3-483K16.4
RP11-253I19.4
RP11-33I11.3
C8orf59P2
RP11-382D12.2


RP1-161P9.5
IGKV2OR2-2
MZT1P2
PRR13P3
RP11-751K21.1
RPL23AP90


RP11-295B17.6
MMP28
CT45A2
CICP24
RP4-799G3.1
CTC-559E9.9


RP11-603B24.6
RP11-36B6.1
ARF4P1
RP11-692M12.5
RP11-579D7.8
RP4-665N4.8


RP11-52M17.1
RP3-418A9.3
HSPE1P14
ACTG1P22
RP11-435I10.5
RP11-289A15.1


MARK3P1
RP11-270B14.1
RP11-95I16.4
RP11-1E1.2
RP11-564A8.8
RP11-1259L22.2


RP11-393B14.2
BNIP3P20
RP11-312P12.3
CTD-2256P15.5
RP11-169K17.4
CTD-3020H12.4


RP11-787I22.3
RP5-1182A14.5
CTB-113I20.2
RP4-680D5.9
XXbac-
RP11-87N3.6






BPGBPG55C20.3


RP11-254F7.3
SNORA51
RP11-426L16.10
RN7SKP4
RP5-894D12.5
RP11-337N6.2


RP11-1C8.7
RP11-436D23.1
CTD-2228A4.1
RP4-789D17.5
RP11-44N12.5
RP11-63L7.5


RP11-222K16.1
CTD-3064M3.7
CTD-2140B24.6
RP11-134K13.4
U47924.29
AC226119.4


RP11-28H5.2
RP11-345P4.10
CTC-350I8.1
CTB-40H15.4
FAM231D
RP11-332J15.4


CTD-2376I4.2
RP11-542A14.2
CTD-2653M23.3
XXcos-LUCA11.5
AC005754.8
CTD-2366F13.2


KB-1836B5.4
RP11-360I2.1
RP11-107C16.2
LINC01607
RP11-465B22.8
RP11-350N15.6


RNU4-5P
PROX1-AS1
CASC15
RP11-387M24.5
RP4-657D16.6
RN7SL803P


AC004775.5
RP3-500L14.2
RP11-11N5.3
RP5-855D21.1
KB-1958F4.2
RP11-346C20.4


RP11-489E7.4
RP11-305P22.9
TPTE2P2
RP11-394A14.4
RP11-506K6.4
KB-1517D11.4


RP1-151F17.2
RP11-307L14.2
RNU4-89P
RP11-359I18.5
RP11-446N19.1
RP11-25O10.2


RP11-441F2.5
RP11-556O9.4
RP11-284F21.10
RP11-185E12.2
RP3-511B24.5
RN7SL778P


RP11-54O7.16
RP1-225E12.3
RP1-136B1.1
RP11-95G17.2
RP11-158G18.1
RP1-317E23.7


RP11-474O21.5
RP11-169K17.3
RP11-284J1.1
RP5-1024N4.4
RP4-535B20.4
RP11-96C23.14


RP11-255P5.2
RP11-351J23.2
RP11-324L17.1
RP11-480C16.1
RP11-462G22.2
OR10AH1P


RP11-737O24.5
GS1-259H13.13
AP000320.7
RP11-190A12.8
PCDHB16
RP11-797D24.4


RP11-216L13.18
AC004471.10
RP11-290M5.4
RP1-63G5.8
RP11-78A19.4
RP11-534C12.1


CTB-161C1.1
OR7E47P
KB-208E9.1
RP11-222G7.2
RP11-155D18.12
RP11-74E22.5


RP11-433A10.3
RP1-170O19.23
U91328.22
RP11-15I20.1
RP6-74O6.6
RP11-91K8.5


OR10AE3P
RP1-137D17.2
RP11-332H14.1
RP5-1103G7.10
RP11-98C1.2
RP1-309K20.6


RP11-299H21.1
RP11-121A8.1
RP11-724N1.1
RP11-330O11.3
RP11-500M8.7
RP11-307C18.1


OR7A19P
RP11-190C22.9
RP11-329B9.4
RP11-284F21.11
RP5-1180E21.4
RP11-85E16.1


RP11-150D20.5
ARL2-SNX15
CTD-2303H24.2
RP11-508N22.13
RP11-285F16.1
FAM95C


ATF4P2
RP4-569D19.8
RP11-834C11.14
RP11-834C11.12
CTA-714B7.7
GRIN2B


RP11-1275H24.3
RP11-201K10.3
RP11-532L16.3
RP3-508I15.20
RP11-350G8.9
RP11-350J20.12


RP11-290D2.6
RP11-406H21.2
RP11-104L21.3
RP11-307N16.6
CTB-96E2.2
RP3-510H16.3


RP11-20I20.4
CTD-3148I10.15
AP000692.10
RP4-549L20.3
RP11-107N15.1
CTC-432M15.3


RP11-644N4.1
RP5-1180E21.5
KB-7G2.8
SERPINA3
ZBTB8B
RP6-109B7.5


RP11-445N20.3
CTB-13L3.1
RBAKDN
RP11-141M3.6
RP5-899E9.1
RP11-466F5.10


RP11-96C23.15
RP4-597N16.4
RP1-170O19.22
AC006946.17
RP11-54O7.18
RP5-1147A1.2


RP11-305O4.3
RP11-102N12.3
RP11-108L7.14
RP4-671G15.2
RP4-621B10.8
RP11-80H18.4


RP11-50D16.4
HIST1H4K
OR4F16
CTD-2049O4.2
CTD-2024I7.18
RP11-426C22.7


RP11-861L17.4
RP11-433A19.2
ST7-OT4_1
RP11-392A14.9
CTD-2564P9.3
RP11-66N24.7


uc_338
MIR142
RP11-15E1.4
RP11-406H23.5
RP11-566K19.8
RP5-837J1.6


CT45A7
LHX1
RP5-1021I20.8
U1
LLfos-48D6.2
RP11-420C9.1


RP11-370I10.11
CEACAM20
RP11-620J15.4
RP11-81H14.1
RP11-394O2.3
AL078471.5


RP11-133K1.12
RP11-174N3.4
RP11-603J24.21
RP11-227D13.5
RN7SL733P
RP11-346J10.3


CTD-2306A12.1
Metazoa_SRP
RP11-332H18.7
RP11-585P4.6
Metazoa_SRP
RP11-732M18.4


RP11-340F14.6
RP11-570L14.1
ABC12-47964100C23.1
RN7SL539P
RP11-140H17.2
FAM27AP1


RP11-474C8.8
Metazoa_SRP
AC018737.1
RP11-407N8.6
AL133243.3
RP4-568C11.4


LLNLR-284B4.1
KB-68A7.1
RP11-357P18.2
RP4-545L17.12
ADRA2B
RP11-20G13.5


SNORA71E
PCA3_1
RP11-239C9.1
RP11-717F1.2
RP11-227G15.10
TTC28-AS1_3


RP11-40B20.1
RP11-203I16.7
RP11-216L13.21
LL22NC03-84E4.13
RP5-994D16.11
RP11-154H23.5


CTD-2540L5.9
RN7SL196P
RP11-972P1.10
C8orf89
RP11-323P17.2
RP11-58A18.2


RP4-583P15.16
Metazoa_SRP
RP5-965G21.5
CTC-338M12.13
RP11-146B14.1
SEBOX


RP1-62D2.4
RP11-434C1.6
CTD-3035K23.7
RP11-819M15.2
RP11-474P2.5
ST7-OT4_4


CTC-260E6.12
RP11-49G2.3
TBC1D3J
RP11-986G18.2
Metazoa_SRP
RP11-2C24.7


Metazoa_SRP
RP1-47A17.1
RP11-618L22.1
CCL23
TCEB3CL2
RP1-59D14.10


AC131056.3
RP11-407N8.5
Metazoa_SRP
Metazoa_SRP
RP11-49I11.4
RP11-136L23.2


RP11-214K3.25
RP11-65I12.1
CTB-167G5.7
CTD-2311M21.4
RP5-1009E24.9
SPDYE13P


RP3-492J12.2
RN7SL600P
CTB-58E17.2
MIR6753
AC233755.1
CH17-262O2.1


GNAS-AS1_5
SNORD91B
RP11-442O1.3
RP11-711K1.8
RP11-182J1.17
CH17-219N22.1


RP11-324D17.3
CCL16
RP11-385J1.3
RP11-4B16.3
AC008984.2
RN7SL544P


FTX_3
RP11-428O18.6
Metazoa_SRP
RP11-234G16.4
SPDYE19P
RP11-83N9.6


CTD-2017F17.1
RP3-425C14.6
RP11-329N22.2
ZEB2_AS1_1
RP11-346J10.2
RP11-125A15.3


HNF1B
RP11-844G16.3
RP11-126O1.6
LA16c-360A4.1
RP11-569G13.3
RP11-793H13.12


RP11-322E11.2
RNVU1-19
TCEB3CL
RP11-3K24.3
Metazoa_SRP
XKR5


RP11-802O23.4
RP11-35J10.6
RP11-12A20.12
RP11-209D20.2
KCNQ1OT1_1
RP11-876N24.7


RP11-1021O19.2
CCL15-CCL14
U47924.32
RP4-777L9.3
RP11-100G15.12
HNRNPCL2


RN7SL736P
HTR1DP1
RP4-697K14.15
RP11-479O9.3
CTC-421K24.1
LINC00162


IKBKGP1
RP11-497G19.7
Metazoa_SRP
RP1-278C19.8
uc_338
EIF3FP1


AC108479.3
RP11-180M15.6
CTD-2240J17.4
REXO1L12P
KCNQ1OT1_5
CTD-2027I19.3


RN7SL197P
CH507-152C13.3
RP11-507M3.1
RP11-734B5.2
RP11-455O6.8
RP4-790G17.7


CTD-2008A1.3
RP11-154D6.2
SNORA43
TP73-AS1
LINC00226
RP4-781B1.5


PIK3R6
SCARNA10
OR4E1
CTB-91J4.1
CTB-32O4.3
AC011043.1


RBBP4P3
GTF2IP8
UPF3BP1
RP11-241M13.2
RP5-928E24.4
RP11-106D4.3


Metazoa_SRP
FLJ36000
VN1R9P
RP11-490B18.5
CCL14
HIST1H2BB


RP11-157L3.9
RP11-266K4.13
NPPA-AS1_1
RP11-210K20.6
RP11-400G3.5
Metazoa_SRP


BMS1P14
CMB9-94B1.2
RP11-295H24.5
RAB7B
RP11-300D11.3
DACH1


Metazoa_SRP
RP11-35J10.7
IGKV1OR1-1
RP5-1057I20.5
RP13-977J11.9
RP11-3D4.4


Metazoa_SRP
YWHAEP7
Metazoa_SRP
RP11-381O6.1
RP11-500G22.4
RP11-461A8.5


CH17-125A10.1
RP5-1116H23.5
CTD-2515H24.2
RP11-290H9.5
RP11-374M1.10
RP11-19G24.2


Metazoa_SRP
CH17-360D5.2
RP5-875H18.9
AL662801.1
RP4-608O15.3
GSTTP1


RP11-318K12.1
HYDIN2
CTD-3128G10.7
LA16c-359F1.1
MIAT_exon5_3
RP11-476H16.1


RP3-453C12.15
SNORA71
RP11-101P17.15
RP5-1116H23.6
RP11-520B13.8
RP11-113A11.3


CTD-2024F21.1
SNORA9
RP13-554M15.8
RP11-89G4.1
AC007325.2
CH17-125A10.2


RP11-74E22.8
SDR42E1P2
RP4-550H1.7
RP11-153I24.4
Metazoa_SRP
RP13-580B18.2


RN7SL556P
ATP5A1P10
AP003041.1
RP11-699C17.1
RP11-157L3.3
RP11-462D18.4


RP11-141M1.4
Metazoa_SRP
CH17-385C13.2
REXO1L6P
RP5-1116H23.3
XXbac-







BPG154L12.5


RP11-256K9.1
RP11-538C21.2
CTB-96E2.10
RN7SL473P
RN7SL286P
AC213203.1


AL022345.10
PKD1L3
Metazoa_SRP
RP13-347D8.7
RP11-298C2.1
RP11-746P2.6


RP11-73M11.3
RP5-1057B20.3
UPF3BP4
RP3-468O1.6
CTD-2525I3.8
CTC-268N12.3


CTD-3116E22.8
RP11-12A20.8
RP11-295M3.4
RP11-255M2.3
AC009133.22
Metazoa_SRP


XXbac-
RP11-459O16.9
Metazoa_SRP
ZFAT-AS1_2
FP325317.1
RP11-693J15.6


B33L19.15


Metazoa_SRP
GOLGA6L17P
RP11-757O6.7
H2AFB3
ABC7-42404400C24.1
CTD-2588E21.1


RN7SL763P
Metazoa_SRP
AC005752.10
SMAD5-AS1_1
GOLGA6L22
FAM230A


RP11-33N14.3
RP11-467P22.5
RP11-122G18.9
SNORA76C
RP5-851M4.1
RP11-333J10.2


RN7SL478P
uc_338
Metazoa_SRP
RP11-90D4.4
HOXA11-AS1_4
XXbac-







B562F10.12


RP11-428P16.3
RP11-735A19.3
SNORA67
RP11-356M6.1
RP11-426C22.8
RP11-157L3.11


RP11-35O15.2
SOX2OT_exon4
CTD-2240J17.2
NEAT1_2
TEX28
RP11-466M21.1


RP11-15E1.6
RP11-525G12.1
U1
RP11-972P1.11
AC116050.1
NEAT1_1


CTD-3028N15.3
RP11-476I15.5
CH17-262O2.2
SSTR3
RP13-766D20.4
CNTNAP3P5


RP5-906C1.1
uc_338
AC020956.3
UPF3BP3
Metazoa_SRP
SNORA61


RP11-55J15.2
RP3-324O17.8
CT45A6
GRAMD4P3
RP11-1006G14.5
XXbac-







BPGBPG34I8.2


CTD-2267D19.7
OR7E104P
MIAT_exon1
RP11-255P5.3
CTD-2240J17.3
RP11-261C10.8


RP11-66B24.9
RP11-165D6.1
RP11-19E18.2
RP11-144H23.2
UPF3BP2
RP11-123C21.3


RP11-108K14.12
RP11-432I13.6
IGKV2OR2-8
OR4F29
CTA-313A17.5
RN7SL113P


TBC1D3E
RP11-405M12.3
RP11-506H21.5
CTD-2318O12.1
CTC-268N12.2
CDK2AP2P1


RP11-434C1.4
RP11-49K24.9
IQCA1L
LA16c-352F7.1
AC000403.4
Metazoa_SRP


Metazoa_SRP
RP5-1116H23.4
AC007325.4
Metazoa_SRP
NPPA-AS1_2
RP11-567L7.3


PRO1804
RP11-108A14.1
RP11-183A22.3
CTC-448F2.7
CTD-2342N23.1
RP11-65F13.3


RP11-523J2.1
RP11-401P9.7
CTD-2299N12.1
RP11-137O10.1
RP11-139H14.5
AC104981.1


SMG6-IT1
RP11-67H24.3
RP11-39H3.2
RP5-849H19.3
RP11-662I13.3
CTD-3022L24.1


RP11-426J5.3
RP11-762L8.6
RP11-1430O6.1
RP11-360A10.1
RP11-697K23.3
RP11-391L3.4


RP11-131P10.2
RP11-81K2.2
AC007787.3
CTC-270D5.1
CTGLF11P
CH507-216K13.1


CTD-253719.15
CH17-140K24.5
RP11-83B20.3
RP11-322E11.3
RP1-167O22.1
RP11-461F11.2


AL356289.1
RP11-823P9.4
CTA-243E7.1
RP11-83B20.5
RP11-394B2.3
RP11-76C10.4


RP11-264L1.2
LINC01451
AC139099.7
RP1-163M9.7
RP11-43D4.3
RP11-287D1.5


CTA-113A6.1
RP11-632P5.1
RP5-991G20.6
CTA-212A2.3
RP11-263G22.1
GPR1-AS


RP11-543H23.1
CH507-152C13.5
AC019206.1
RP11-195O1.5
CMB9-22P13.2
RP11-536C12.1


LA16c-380A1.2
CTD-3137H5.5
RP11-573M3.5
CTA-345G4.1
RP11-64C12.5
CTD-3149D2.2


CH507-145C22.4
RP11-75I2.3
RP11-83B20.6
RP11-864N7.4
RP11-776B3.1
AGPAT4-IT1


RP11-475D10.4
RP11-360N9.3
RP1-247F3.1
RP11-1182P23.5
RP11-650L12.4
CH17-140K24.6


AC003973.3
AC069063.2
AF127577.13
RP11-81A1.4
RP11-369J21.12
CTD-2353F22.2


RP11-849I19.2
RP11-382B18.1
LINC00244
RP11-641J8.1
RP11-258F1.2
RP11-190A12.9


RP11-218M11.7
CTD-2576N18.1
LA16c-313D11.13
AC005915.1
AC006026.2
AC005480.1


RP11-44D5.2
RP11-386I8.5
AC009065.4
CTD-2286N8.1
RP11-391L3.3
RP11-91I8.2


RP13-977J11.3
RP11-391A7.1
RP11-392A14.8
CTD-2576D5.1
RP11-72I2.2
RP11-354E23.4


AC243945.1
RP11-676B18.1
RP11-575M22.1
GS1-306C12.1
RP11-83B20.2
CTB-96E2.6


AC009022.1
RP11-133K1.8
OR4X2
AC087762.1
AC005786.6
AC002044.1


RP4-566L20.1
RP11-637C24.5
RP11-502F1.1
RP11-348J12.5
RP11-235C23.6
AC005796.2


RP11-399C16.3
RP11-573G6.4
RP11-989F5.4
RP11-521H3.3
RP11-507J18.5
RP11-1086I4.2


RP11-278J6.5
RP11-274A11.5
RP11-755E23.2
MAPT-IT1
ECSCR
CH507-9B2.8


RP11-485M7.2
RP11-71L14.3
CTD-2028E8.2
CTD-2335A18.2
CTD-3035K23.3
CTA-212A2.2


LLNLF-158E9.1
RP11-81A1.7
RP11-416H1.2
AC124312.1
RP11-79C6.2
RP11-44F14.9


CH507-42P11.3
CTD-2169H9.1
RP11-278H7.5
AC004813.1
RP11-586K12.2
RP11-499E14.1


RP11-665E10.2
RP11-586K12.1
RP11-317F20.3
CTC-510F12.3
AC005538.3
RP3-495K2.4


CR392000.1
RP11-394B2.7
AC010287.1
RP11-142L16.2
RP11-775C24.4
RP11-648O15.2


RP11-504G3.2
RP1-228P16.9
RP11-20F18.1
CH507-216K13.2
AC005618.9
RP11-539L10.4


RP11-570J4.1
RP11-420N3.3
CTB-151G24.2
CTD-2315M5.2
RP11-483E17.1
RP11-264L1.1


FLJ42393
GHc-857G6.7
BIRC6-AS2
RP11-360N9.2
RP11-481J8.3
FO538757.3


RP11-145E17.3
LA16c-312E8.4
RP11-243M5.5
CH17-76K2.6
RP11-483I24.1
WI2-85898F10.2


RP11-141B14.2
RP5-1181K21.4
RP11-472K17.3
CTD-2553L13.5
RP11-243M5.4
GABARAPL3


CH17-140K24.8
CTC-436P18.4
RP11-76C10.3
CTB-139P11.2
AL353997.3
AC005086.2


CTD-2123J17.2
RP4-671O14.7
RP11-118E18.1
CH17-140K24.2
RP11-10J21.2
RP11-540O11.8


DNM1P41
AL133335.1
CTC-463A16.1
RP11-61K12.2
RP11-5G9.6
LA16c-380F5.1


RP11-907D1.3
RP11-361H10.5
CTC-312O10.3
AC002044.3
OR1B1
CH507-42P11.7


RP11-334E15.1
RP11-423G4.8
RP11-133M8.3
RP11-158L12.6
AC093642.1
CTD-3137H5.4


AC073333.1
AC016142.1
RP11-331F4.5
RP11-314N13.9
RP11-354E23.3
CH507-210P18.3


RP5-906A24.1
CH507-42P11.6
RP11-319G9.1
CH507-42P11.5
RP11-243M5.2
RP11-504I13.2


RP11-174G17.3
RP11-454F8.3
RP11-67L14.1
AL590235.1
RP11-321N4.4
RP11-159D12.3


RP11-145P16.2
RP11-574K11.26
AL049794.1
RP5-1037N22.2
MTCO1P1
RP11-44N21.3


RP11-466A19.4
RP11-6L6.6
RP5-1007F24.1
RP11-340F16.2
RP11-560F18.1
RP11-556H2.1


RP11-314C9.1
RP11-340L3.1
FRG1KP
RP11-177H2.1
RP11-78J21.6
RP11-583F2.7


RP11-64C12.1
CTD-3076M17.1
RP11-665E10.4
RP1-111J24.1
RP11-1110F20.1
RP11-545D22.1


RP11-667K14.14
RP11-15F12.6
RP11-438L7.1
CH507-152C13.4
RP5-1065O2.4
RP11-83B20.4


AC092159.1
RP11-9H20.2
RP13-204A15.5
RP11-93O14.3
CTC-503J8.8
RP5-898I4.1


RP11-42F12.1
RP11-818O24.2
AC007326.10
CITF22-92A6.2
RP11-446E24.3
AC104057.1


Metazoa_SRP
SNORA16A
AC092636.2
RP11-35J1.2
AL031777.1
Metazoa_SRP


LINC01348
SCAANT1
RP11-96C21.2
Metazoa_SRP
AP002518.1
SH3PXD2A-AS1


RP11-275E15.3
PCAT5
AC133644.2
AC137695.1
AC090181.1
RP13-465B17.5


Metazoa_SRP
AL049822.1
AC239868.2
RP11-68E19.2
AC009133.23
LINC00628


Metazoa_SRP
Metazoa_SRP
RP1-12G14.9
RP4-777O23.3
U91328.1
AC239868.3


LINC01127
LINC01097
AL009179.1
LINC00997
Metazoa_SRP
Metazoa_SRP


LINC00506
Metazoa_SRP
BLACAT1
TGFB2-OT1
AC010168.1
RP11-223J6.2


DNAJB5-AS1
LINC00538
Metazoa_SRP
ERC2-IT1
AC093373.1
C2-AS1


RP11-567F11.2
AL031777.2
Metazoa_SRP
Metazoa_SRP
RP11-439M15.1
Metazoa_SRP


RP3-510D11.4
CTB-127M13.1
RP11-126O22.10
RP11-126O22.9
CTD-2336O2.3
TMBIM4


RP11-506F3.1
CTA-286B10.8
RP4-621F18.2
CICP19
HSP90AB4P
OR4G3P


RP11-27G14.4
RP11-126O22.8
CYP3A7-CYP3A51P
RP11-126O22.2
RP11-126O22.4
RP11-496N12.9


RP5-1052M9.5
FAM138F
CTA-286B10.7
C11orf71
CH17-31A6.1
AC008993.3


FRG1DP
AKR1C3
RP11-307E17.11
RP11-731J8.3
LA16c-407A10.3
BLOC1S5


CTD-2195M15.4
RHOXF1P3
TRBV7-2
RP11-683L23.7
RP11-807C20.2
KB-1396H2.2


CDC27P3
RP1-273N12.4
RP11-176H8.3
DUX4L37
RN7SL1
RP11-557N21.1


FRG1FP
RP11-210L7.3
RP11-417N10.5
RP11-834C11.15
CTD-2331H12.8
ABC11-4932300O16.1


RP11-964E11.3
CTC-325H20.8
RP11-107E5.4
HYMAI
WASIR1
IL3RA


CRLF2
RP13-297E16.4
RPL14P5
LINC00685
DDX11L16
LINC00102


RP13-465B17.5
CLSTN3
EIF3H
EDF1
JMJD8
ASPM


E2F4
USP33
FBXO9
RP11-143J12.3
AFF3
CCBE1


AC000120.7
KPNA6
GPR183
CTD-2616J11.9
SMAD2
CDKN2B-AS_3


PVT1_1
COPS2
LOXL3
OFD1
SCARNA8
Y_RNA


SNORA1
CSPG4P5
BRS3
KLF14
NOTO
PLEKHS1


PLA2G4E-AS1
CTD-2525P14.5
RP11-252I13.1
IHH
NECAB1
CTD-2647E9.1


RP1-80N2.4
RP1-257C22.2
ARIH2P1
EEF1A1P22
ZNF415
RPL4P3


MYO5BP1
ABCC5
SRPK2P
GLYAT
SDC2
HNRNPA1P37


SEPT14P2
OR52B3P
HMGN2P6
OR7E37P
VN2R10P
PRPF38AP2


TSPAN15
DBF4P1
IL1RAP
HIGD1AP14
HBE1
AC006116.27


RP11-734K2.3
YWHAZP6
CACNA1C-AS4
RP11-433P17.1
AC010987.6
CDC27P1


RP11-390P2.4
RP13-580B18.4
RP11-756J15.2
RN7SL466P
RP11-309L24.4
PSMA2P3


RP11-112J3.16
HERC2
IGHEP1
RP11-434D2.9
RP1-50O24.6
ZNF354C


RPL15P2
ERHP1
RP11-92C4.4
AC012363.4
HMGB3P10
RP11-286H14.4


AC002064.7
RPL34P34
RP11-686G8.5
CTD-3131K8.3
RP11-322E11.6
BCAS3


TRAV14DV4
TBX21
AF196972.4
MUC1
CTD-2284J15.1
RP11-276E17.2


RP11-323F24.4
PGAM1P10
SEZ6
GPR151
RP11-542F9.1
KCTD16


ZNF330
RP11-732A19.2
RP11-523O18.1
RP11-452L6.5
CTC-251I16.1
MAGT1


NF1
SERPING1
U3
RP11-475E11.9
PRR4
CTAGE15


PP14571
RADIL
PCDHGB2
WASH6P
WASH6P
RP11-329N22.1


ME2
BHLHE41
WBP1
CFHR3
RP4-694B14.8
GPATCH1


RP11-427L15.2
MARCH7
DUTP2
GLO1
SLC8A1
RP11-466F5.3


PRKAG1
C1orf216
RP5-1009N12.1
ACAA1
HNRNPA1P5
CEP85L


AC003005.2
RNU2-2P
TMPRSS6
TMX2P1
RP4-706A16.3
RP11-76H14.2


PRPSAP2
RP11-164P12.5
RP11-535A19.1
NKPD1
CLUL1
SLC16A2


RP11-667K14.8
YWHAZ
PAX8-AS1
G3BP1
RP11-524F11.2
RP11-247A12.7


TMEM25
RP3-380B8.4
RP11-160A9.3
RN7SKP160
NTNG1
RP11-133K1.9


CTC-534A2.2
GNB1L
S100A16
CTC-246B18.10
COX5BP6
AATF


RN7SL77P
RP11-265B8.5
S100Z
LDHAP2
ACTR3
RBBP7


RP11-347P5.1
C19orf84
PRRT2
TCF25
RPS2P7
NFATC1


AC009005.2
MORC3
CKM
HIC2
RP11-468O2.1
SNORD22


RP3-405J10.5
CEP57L1P1
PAK2
RP11-12A20.6
RP11-53OC5.1
AF196972.9


EIF1AX-AS1
CFL2
CALB1
RP11-876N24.4
NDUFB6
SDHDP2


C6orf163
WNT2
RP11-98D18.16
LDHAL6A
DDX50P2
IFITM3


MAP2K5
BAG2
LAMC2
RP4-593C16.4
RP11-848P1.5
CTD-3035D6.1


LCMT2
CYP3A4
NT5DC4
H2AFZP6
ZDHHC20P4
FOXD3


DNAJA1P3
RPL21P119
HNRNPA3P1
HLA-DQB1
RPSAP76
GPR45


LAMB3
RP11-756A22.7
CCDC181
RNF5
RP11-316M21.6
RALB


RP11-15B17.2
P3H3
RP11-429B14.1
HOXC10
SAMM50P1
PPP1CB


RP11-323I15.2
RP11-428C19.5
SS18L2
EXOSC4
RP11-2K6.1
GYS2


VDAC2P3
TENM1
UBXN4
TBC1D7
RP11-507E23.1
ANKRD49


SMIM12
RP11-71L14.4
GLTP
RP5-1092A3.5
RP11-317N8.4
XXbac-







B444P24.14


AP003068.18
RP3-414A15.2
LDHBP2
RP5-1050D4.3
CCDC183
USP5


AC007249.3
ABCF3
RP11-671J11.4
HNRNPKP2
RP11-80I15.1
ZCCHC11


RPS21P1
CYS1
RGPD4
RP11-284F21.9
RP11-571M6.15
LRRC69


F5
AF131215.1
RAD18
RP11-872D17.8
GRPR
ST3GAL2


RBBP8P1
TACSTD2
RP11-316O14.1
RP11-638I2.10
TBC1D3P1-DHX40P1
RP11-326A19.3


RP11-1070N10.5
RUNX2
SULT2A1
PDE8B
ITIH4
TG


MORF4L2-AS1
GAS1
STC2
RN7SKP269
RP11-440I14.2
HSPD1P5


RP11-503I22.2
RP11-757G1.6
RP3-467L1.4
SEPHS1P4
RPL18
NOTUM


WWP1P1
RP3-391O22.3
CTD-2587H24.1
CTA-384D8.36
ASAP1-IT2
NOXO1


AL603831.1
RP11-84C10.1
THCAT158
HARS
RP11-158M2.2
RN7SKP150


SYT5
S100A11P2
TERF1P4
XXcos-LUCA16.1
ANGPTL3
GTF2IP5


SHH
AC004057.1
NEPNP
GDF7
RPL21P75
RP11-438L7.3


RP11-329N15.3
CEBPZ
CTA-150C2.20
KCNC4-AS1
AC079354.5
SDC1


RP11-250B2.3
EIF5A2
RP11-259O2.3
PSMD5
ATAD2
RP11-17E4.1


MARCH8
RP11-405L18.4
RP11-242D8.3
RP11-723D22.3
MAGEA6
LINC00242


CTC-499B15.7
SCDP1
RP11-1072C15.6
VPS13A
PSME4
RP11-1090M7.3


KB-1460A1.1
SERPIND1
CENPUP2
PHGR1
LLNLF-173C4.2
HMGN2P3


FOXD1-AS1
CLCP2
AC007163.3
KRIT1
NPTN-IT1
TGOLN2


RP4-811H24.9
RP11-582E3.4
RP11-80H5.7
MTCO1P31
CTD-2073O6.1
VASN


PTTG4P
RP11-498C9.16
VWA5B2
RP11-572N21.1
HSFY3P
FBXO40


RP11-96C23.13
RP11-111J6.2
DYNLL1
MTRF1
ZNF488
SDC4


AK3P5
RP11-82O19.1
ZNF962P
SPARC
RP11-820K3.3
IL7


RPL29P23
RP11-13J8.1
LINC00462
RP11-541P9.3
RP11-66B24.2
AC004951.5


SNRNP40
OAS1
AC159540.14
RP11-770J1.7
CASS4
RP11-544O24.2


CPNE7
KNOP1
RP13-638C3.5
STX2
PHKG2
RP11-709D24.8


RBM41
AC007743.1
FCN1
HSPE1P4
RP11-576I22.2
CBX5P1


RP11-303E16.5
EGF
HECW2
RP11-693J15.3
RP11-323J4.1
GTF2IP23


RP11-379B8.1
RP1-93H18.1
ECM2
RP11-1094M14.7
SLC5A3
RP11-426C22.1


NAT8L
RP11-596D21.1
CTA-363E6.7
LL22NC03-32F9.1
DPPA3P1
XXbac-







BPGBPG55C20.2


STX12
RP11-172E9.2
YWHAEP5
TMEM258
RP11-244F12.2
AP001610.5


RN7SL130P
RP4-533D7.5
CTB-12O2.1
MIR762HG
SETP16
EIF4BP3


LYPLA2P1
RPS4XP17
RPL29P14
GPR37L1
FAXC
PEBP1P2


RP11-1167A19.6
RP5-864K19.7
RP11-67L3.5
RP11-45M22.5
AC133633.1
STX3


P4HA3
AC017002.2
CTD-2313J17.7
UMODL1-AS1
GCM1
OVOL3


HRASLS2
RP1-261G23.7
C16orf58
COL19A1
RP11-567F11.1
RP4-584D14.6


RP1-63M2.5
RP11-584P21.2
MRPS27
RAPGEF1
MYH9
RP11-258F1.1


RP1-80N2.3
RP11-356J5.12
MAPK3
WDR63
Metazoa_SRP
RP11-973N13.4


SMIM15
ZSCAN26
RP11-428G5.7
CTC-429P9.1
CTA-397H3.3
RP11-603J24.14


IGBP1P1
RP11-50D9.4
RPL7P46
AC004237.1
EPHB2
AGT


CELF1
CHCHD6
RP11-109L13.1
FZD4
CTC-435M10.3
CC2D2B


RP1-206D15.6
NPM1P19
RP11-445N20.2
DR1
SCARNA6
LMNTD2


CEP135
RAI1
RPS10P18
FLT1
BCL2L11
AL021546.6


RP11-495P10.7
FAR1-IT1
RP11-252O18.2
TLE6
MROH7-TTC4
CTD-3028N15.1


C16orf45
ANKRD40
RP11-514P8.2
NPW
RP11-459O16.8
SRSF12


NDRG2
SMPD1
RAP1AP
RP3-414A15.11
SH3BP4
RP11-531A24.5


AC100830.3
RP11-1060G2.1
KTN1-AS1
FBXL3
PRNCR1
ZNF587B


RP11-573D15.2
MCFD2
AC110769.3
ZNF702P
RP11-25L3.1
RP11-303E16.7


NIPAL4
AC018766.6
RPS15AP12
RP11-334E6.10
AC009120.10
RP11-104H15.10


EEF2
Metazoa_SRP
CPE
COL28A1
AADAC
RP5-1119A7.14


VDAC2P2
SPATS2L
USP8P1
SERPINA11
TXLNG
AC079466.1


RP1-102H19.7
STAU2-AS1
YBX1
MBOAT2
GCOM2
RPSAP13


RP11-17J14.2
RP11-405M12.4
MIR193BHG
NAP1L4
TGFA
RP11-274A11.3


RN7SL851P
SLC25A2
FAM221B
NACC2
RP11-694I15.7
CTD-2008P7.1


FLNC
RP11-162A12.4
AC096649.2
MCM3
CTD-2017C7.1
C10orf67


TUBA1B
RP11-171I2.3
AC003682.16
DDX59
AC011747.6
SNHG1


NOP14
CPS1
CTB-32O4.2
RP11-835E18.4
RP13-487P22.1
AFM


RP11-261P9.4
HR
CTA-14H9.5
SEMA6B
RN7SKP70
RP11-111A21.1


MCOLN3
RP11-387H17.4
SDAD1
RP1-102K2.9
RP11-727F15.13
AC093110.3


RP11-59H7.3
RP11-6D1.3
C16orf52
R3HDM1
RP11-34A14.3
HDAC11-AS1


DPY19L1P1
LINC01234
RP4-794I6.4
RNF157
RLN1
RP11-326I19.2


AC140725.4
CTC-325J23.2
AC021876.4
AC253572.1
RP11-557J10.4
LDHBP1


TMEM121
PHLDA3
PLVAP
PDXDC2P
LINC01400
RPL7P9


CTB-55O6.13
LRRD1
AC005154.8
PIK3R1
RP11-73M18.11
HMGB1P14


HTR3A
VSNL1
RP11-84A19.4
AL163953.3
PSMA7
RP11-697E22.2


RP11-38G5.2
TFG
TRIM11
LMAN1L
PHBP12
TAS2R18


CNOT6L
IGFBP3
EFNA1
C20orf196
AC006538.4
CH507-9B2.4


KCNE1
AC012594.1
AC079779.6
IMPACT
PTPN21
RBM38


RP13-977J11.6
CTD-2201E18.5
GBP4
RP11-303E16.8
BHMG1
CTBP2P7


KLHL10
MYOF
IGBP1
ZKSCAN3
CDC73
ILKAP


RP11-351I24.1
ACTG1P15
IMPA1
CABP7
MIR3179-1
RPS15AP38


CTC-137K3.1
SRGAP2
RP11-723O4.6
RP11-96D1.3
RP11-182N22.8
RP11-122G18.7


CTC-756D1.3
AC009060.2
CHRM5
ANO10
MFHAS1
ABCC2


LL22NC03-24A12.9
DNAJA2
OPHN1
CCDC58
SERPINE2
NDEL1


RP11-16E23.4
FAM234A
RP4-593H12.1
ZFP69B
RP11-9E13.4
LA16c-OS12.2


RP11-426C22.5
CELF2-AS1
CTA-253N17.1
CCDC106
RP11-493L12.4
AC009948.7


HMGB1P8
HECA
UBE2J2
PCNPP5
TRAPPC8
FCGR2A


PITPNM3
YPEL5P2
FDPSP8
IDNK
RP11-454L9.2
RP11-602N24.3


CYP2F1
EWSR1
RABGAP1L-IT1
RP11-169E6.1
RPL14P3
UBA52P8


KCNV2
ADSL
RP11-46F15.2
RBMX2
RP11-478C6.6
PWAR1


ARAP1-AS2
RP11-214K3.5
NID2
RP11-45A17.3
HSFX1
GAS2L3


PHACTR3
RPS17
PIK3R4
AC083843.2
KIZ-AS1
SARNP


DES
RP11-400N9.1
CRKL
ULK4P2
CTB-83J4.1
RP1-253P7.4


RP11-39C10.1
GREB1L
HGD
LINC01126
RPL13P6
MIA-RAB4B


SYPL2
KRT18P31
SP6
GPHA2
CYP4A22
E2F6P1


RENBP
ACSM2B
SHCBP1
GRPEL2-AS1
RP11-262H14.3
TBC1D8


RPL14P1
LRRC19
RP11-120K18.2
GAPDHP2
CTD-2619J13.27
CHRNA4


RNF152
RP11-109A6.3
RP11-516A11.1
TRAPPC13
MT1G
TCTE1


RP11-66N5.2
WDR26
AC005082.12
CTD-2515A14.1
BIVM
ADCK1


RP11-299G20.5
PEBP1
CTD-2012K14.8
STRN
AC009950.2
LLNLR-304A6.1


EEF1A1P10
TRMT61B
PPP1R37
GPR52
DOLPP1
CTD-2349P21.6


RP11-317P15.4
HADHB
RP11-51J9.6
RPS6
TNFSF13B
RN7SL535P


FBLIM1
CD274
RP11-84C13.2
RP1-288H2.2
SLC25A14P1
AC009245.3


EOMES
RP11-395N3.1
SLC22A13
CDC42EP4
CLDN9
GAS6


CENPCP1
SLC9A5
AC003104.1
GAPVD1
RP11-1250I15.2
AK4P3


PSMG2
KLF1
AC099668.5
C11orf65
CFHR5
AC006160.5


MPRIP
KIAA1468
UNC80
PREX1
DNAH14
YWHAH


NFE2L3P1
RP11-500B12.1
ASB13
CTD-2583A14.9
ELFN1
RP11-45A17.2


ENPP7P8
SMAD3
FAM206A
ZNF554
RP4-733B9.1
RP11-528I4.2


TEX15
RP11-121C6.4
ARHGAP26
TCERG1
RP11-395A13.2
U2SURP


TTC14
GJC2
PCDHGB9P
FANCD2OS
MBOAT4
CDV3


EIF2S3
CCDC53
RP11-344P13.3
WBP4
HIGD1B
TNPO3


FAM228B
ACVR2B-AS1
ACSL4
RPL41P2
PARK7
GOLGA8T


RP11-617B3.2
RP11-427J23.1
RP4-785G19.5
RP11-767C1.2
KCNS3
FAM187A


TOB2
WNT7B
NEDD1
ATMIN
RP11-3D4.3
RP11-101E7.2


IFIT1P1
BLOC1S4
RP11-266L9.6
RFESD
RP1-278E11.3
MORN4


KCTD3
LINC01088
ZNF705A
KCNS1
RPL4
POLA1


RP11-452H21.4
RPL36
CDRT1
BAIAP2
URGCP-MRPS24
RP11-166B2.5


PCDHGA3
SLC30A3
RP11-50D9.3
RP11-692D12.1
WASF3
RPL30


FOXK1
NENFP1
THOC7
ABCE1
SEC24C
AC005534.8


HSP90AB2P
MBP
RP5-1050D4.4
ZMYND19P1
CHRM4
RP11-523H24.3


ARNT2
DHX57
RP11-307P22.1
SERPINA4
FOXA3
AC023491.1


AC007325.3
RP11-111H13.1
CDKN2A-AS1
RP4-669L17.8
ACE2
FBXO21


CARD9
COMMD6
COASY
ZNF622
XXbac-
MUC20






BPG246D15.9


RP11-135A1.2
ZNF714
MTATP6P1
HOXC6
GAPDHP48
RP11-687F6.5


CTB-102L5.7
KPNB1
RP11-304L19.3
RP11-471B22.2
RP11-560A15.6
NUPR1


MARK2P9
AC105052.2
ZNF320
HMGB1P19
RP11-295I5.3
RP11-155O18.6


MAPRE1
MLK7-AS1
NPM1P26
RP11-277P12.6
IGLVIVOR22-1
EI24P2


RP11-305K5.1
ZCCHC14
RTN3P1
RP11-59C5.3
ZFAS1
DIS3


RP11-498C9.4
RP3-426I6.2
MOXD1
AC009133.12
TDH
RHOBTB2


DNAJC11
RP5-981O7.2
OSR1
COX6B1
RP11-61L19.1
TRIM45


ADRBK2
PLCL1
MAN1A1
IQCA1
MIR3180-2
MIR3180-3


HPCAL1
RP11-571F15.3
CSNK1G2-AS1
RPL12P6
AC093642.3
U52111.14


RP11-357N13.6
GS1-166A23.2
RP11-973H7.3
RP11-141M1.3
RP11-488P3.1
ADAMTS7


RNF34
SRRM1P3
GATSL2
ZNF17
RP11-277P12.9
RP11-37B2.1


AZGP1
RP11-339B21.10
AL109927.1
CYP21A2
RP11-873E20.1
AC010642.2


ISOC2
CTD-3037G24.4
CD163L1
ZSCAN12
NRARP
LMOD3


AP003419.11
RP11-90H3.1
NDUFS1
BTN2A2
SF3B6
GABRP


AC004540.5
PCED1B
HIST1H3PS1
EIF5A
RUNDC3A-AS1
ANKRD20A3


UROD
AGA
IGLV1-51
TYW1B
TRPM7
LRRC24


THAP11
AQP3
HOTAIRM1
VAV1
AC001226.7
CCDC144B


DNAJC9
RP11-369C8.1
RPL31P52
SCRT1
RP11-380N8.7
TIMM23B


FTH1P8
RPL7P23
UBA52
PROSER2-AS1
ST13P19
RP11-736N17.4


OTUB2
GDPD5
NDST2
CTA-268H5.14
ZNF471
RP11-635N19.1


RAMP2
LINC00264
WDR55
SERPINA6
PCDHA10
RP13-270P17.3


CSE1L-AS1
ADIRF
CTSE
RP11-712B9.2
RP11-677M14.6
AGO2


RP11-244N20.7
PSMD13
RP11-384P7.7
NR5A1
DENND6A
LINC00907


GVQW1
CCDC13
FPR3
AC009303.1
RP11-261C10.7
GUSBP5


LINC01036
ZNF593
RP11-1191J2.2
RAB17
CLPX
CTD-2542C24.5


DCAF11
MAPK6PS3
RP11-517C16.2
RP3-522J7.7
CTD-2516F10.2
LINC00857


RP5-1142A6.2
RPP14
MUC19
NSD1
RP5-1049G16.4
G3BP2


GALNT13
KLF2P1
ATXN7
SYTL1
DYRK2
RP11-647K16.1


AC104451.2
NDUFAB1
GBP3
MPND
LYG1
RP3-465N24.6


RPS4Y1
DAPK1
TMCO3
SSC4D
DCTN3
KB-1572G7.3


MFSD1P1
AC007365.3
RP11-536C10.12
CH17-262A2.1
TRGV3
HSPA8P5


SORD
ATE1-AS1
ZMYND15
RP11-188P20.3
GPC2
PHRF1


CTB-129O4.1
BANF1P3
DDX42
RP11-468E2.2
FAM193B
RPL36A-HNRNPH2


ZCCHC17
RN7SL273P
RP11-550F7.1
HNRNPCP1
MSN
RP11-126L15.4


UTP6
CRLF3
YWHABP2
CEACAMP3
UBE2V1P2
RP11-295K2.3


ARHGAP31
RBMS3-AS2
FBXO34
SEPSECS-AS1
VNN3
DENND1C


WHSC1L1
PRR14
LFNG
RPAP3
CTA-398F10.2
ACRV1


LINC01270
ROMO1
TOX3
HIATL2
MYO1A
NLRP4


POLN
P3H4
RP11-473M20.16
JMJD1C
LL22NC03-23C6.13
DAB2


RP11-421F16.3
MYADML2
LYPLA2
CCDC40
MED26
IPO4


LINC00365
MCAM
ZNF141
RP5-884G6.2
FOLR2
CTB-50L17.7


RP11-496I2.5
AC026271.5
ATP1B3
LTBR
MGC39584
SUMF2


RP11-384C4.2
DRC1
APOC1
THRAP3
RP11-505P4.6
PKD2


PRKCA-AS1
RP11-244H3.4
THUMPD1
NPM1P27
PRKG1
RP11-24I21.1


NUP98
RP11-252I14.2
MPRIPP1
PLAC4
CTD-2006C1.12
CITF22-92A6.1


XKR6
RP11-843P14.2
RP11-199F11.2
SERF1A
ZNF770
ZNF792


DUTP6
HLA-V
RP4-564F22.7
RP1-102E24.9
RUSC2
HMHA1


C16orf72
RP11-149F8.3
KIF5B
IGHV2-70
CCL27
PSMC2


HBA2
RP11-378A13.1
RANBP2
RP11-248B24.1
RP11-1398P2.1
DCDC2B


MAK16
RMI1
TRIM33
RN7SL263P
LA16c-360H6.2
CHD1


RP11-667M19.5
BMP7
SERPINA3
ANKRD31
CTD-2026K11.4
TMEM115


CLIC4P3
OGN
DIDO1
RP11-89F3.2
ANKRD13D
WFIKKN2


RP11-383G6.3
AC009014.3
RP4-695O20.1
AC003005.4
PABPC1P3
PDLIM2


RP11-475E11.2
GJB2
RP13-20L14.6
RP11-255H23.4
PEX7
RP11-26J3.3


NEDD9
RP11-349N19.2
GMEB2
RP1-212P9.3
HKDC1
EDA2R


HDLBP
ZNF639
IGLV2-5
RP5-1142J19.2
NLRC5
PRSS33


FNIP1
RPL34P17
DNMT1
DONSON
RP11-1348G14.5
NHS


MEIS3
RP1-232L22_B.1
SOX15
HIGD2A
ARF4P2
TMEM56


SMIM6
CLTB
CTD-2213F21.2
GTF2I
LMF1-AS1
IFNA20P


ZNF497
TGM2
C8orf37-AS1
RP5-1125A11.6
COG6
MT-ATP8


IL10
SPDYE16
WNK1
AC006372.4
FPGS
RP11-798G7.5


YTHDC2
AC004221.2
ATAD5
LENG8-AS1
EEF1G
ADH5P4


MTRR
AEBP2
MRPS33P2
CSPG4
AC007161.5
RP11-616K22.1


LINC01419
TFF1
LINC00158
RP4-665J23.1
RP11-685A21.1
HBA1


INHBC
TTI2
YAE1D1
MRPL3
RP11-1376P16.2
RP11-275I14.4


DPRXP4
SNHG11
NAA25
TCEB1
RP4-539M6.21
FKBP15


RP11-423H2.3
COX5BP3
RP11-443P15.2
AC002075.4
CPEB2-AS1
VIM


GPR35
RAVER1
ZNF853
RP11-126K15.1
GS1-124K5.13
RP11-793I11.1


RAB5CP1
AP000640.10
CREB3L1
ALOX15B
AC007292.7
COL14A1


KIDINS220
AC005786.3
RP1-65P5.3
ANAPC5
Z98744.1
RP11-146E13.5


RP11-326C3.7
ZNF148
STEAP1
KCNH6
GPRC5C
CHRAC1


RPL39P36
SNORA5C
GLIS3
AC000041.8
STIM2
RP11-296K13.4


SNORA48
uc_338
ABCA11P
SEPT14P4
RP11-295D4.7
RNU2-11P


ABHD15-AS1
SDS
POMP
FGD5
CTD-2349P21.7
RP11-304M2.6


RP11-12A20.10
AC074117.13
ZAR1L
ZFP69
AFF4
RP11-4M23.3


HHIPL1
U3
RP13-582O9.7
CTC-204F22.1
RP11-455O6.5
HSP90AA2P


RP11-85B7.5
SOX2OT_exon1
RP11-24J19.1
AC005838.2
C1QA
TMEM127


SNORA45A
SNORA2
SNORA49
RP3-365I19.2
CH17-232I21.1
MIR1248


BRCA2
RP11-792A8.3
FAM155A
KIAA1644
ABCA13
CDC42BPA


RP11-66B24.7
CD24P4
CTD-2311M21.3
ANGPTL1
SOX9
ANKRD20A8P


SPATA31C2
KLHL34
RIMS1
RP5-998N21.4
GPR88
LINGO4


BEND2
FAM83C
GLP1R
RP11-712C19.1
PARP1P1
SNX19P2


NR2F2
TARID
GNG4
INSM1
ABCB11
FOXI3


CXCL9
TNPO1P3
FER1L5
ICOS
KCNA4
ERVMER34-1


CXCR1
CTAGE10P
CTAGE11P
CICP2
CLEC14A
RP11-84A19.2


RP11-522N14.2
LINC00839
SLC9A3P3
TRHDE
RP11-742D12.2
CEBPA-AS1


TMEM78
AC092535.3
MAPK6PS4
RP11-305A4.3
NOX3
FAM66B


SDAD1P2
SULT4A1
C3orf80
RP11-389G6.3
LAMA4
SPRY4


RP11-331G2.6
NDN
MICAL2
KB-176G8.1
RP1-136J15.5
ELN


RP11-190D6.1
RP11-561O4.1
RP11-1216L17.1
MAATS1
RP11-769O8.1
TPD52L3


LINC01018
KLRG2
GSX1
TIMP4
RP11-185E8.2
CYLC1


ZFP2
CTD-2535L24.2
RPL23AP92
RP11-59D5_B.2
RP11-26J3.1
PLA1A


AF064858.8
RP11-420O16.2
LL22NC03-84E4.11
PSMD12P
BTBD10P1
CTD-2126E3.5


EPO
CTD-2126E3.3
ADAD1
CTD-2651B20.1
RBBP4P5
PPIC


ACTR3P2
RP11-350G24.2
IL1RN
RP11-324E6.6
RP11-211N11.5
FLJ22447


RPL21P132
HAO2
ANXA3
RP11-804M7.1
CEACAMP10
RAB32


EIF4A1P9
KCTD9P3
KCTD9P1
RP11-259P15.4
POLR3GP1
NAP1L4P3


DSPP
RP11-483G21.3
RP11-288C17.1
CTC-512J14.7
HNRNPA1P26
REP15


FDPSP1
PRODH2
HMGA1P1
CTD-2331H12.5
ZNF41
TCP10L2


RAET1G
LINC00941
GAPDHP44
RP11-473M10.3
HCG4P11
AC104389.28


RP11-510N19.5
RP11-761B3.1
AC073316.1
HNRNPA3P7
HMGN1P30
PLAC1


RBMX2P5
AC068491.3
HSD17B1P1
MTND1P8
SMARCA5-AS1
OR4K7P


CTD-2571L23.9
WDR82P1
FRG1JP
SPINK1
ESRRAP2
RP11-364P2.2


LINC01320
CNTNAP3P1
SLC25A5P2
SDCBPP3
SDCBPP2
RP11-388B24.4


RP11-183G22.1
GPR79
NPM1P35
RP11-268P4.4
RP11-346C16.2
AC064852.4


VDAC3P1
RP13-20L14.2
IGKV1OR9-2
XXbac-
BMS1P8
RP11-477J21.6





B476C20.10


RP1-202O8.3
LINC01169
MTND1P10
RP11-411B10.4
PEX5L-AS1
CT45A10


ATP1B3P1
RPL37AP1
CTB-20D2.1
CTD-2528A14.3
RP11-452K12.4
RP11-367H1.1


VGLL1
RN7SL221P
RN7SL605P
RP1-164L12.1
RPS4Y2
AC007204.2


AC069363.1
RPS4XP22
RP11-778J16.2
AJ271736.10
AJ271736.10
RPS4XP11


RP11-462L8.1
CDC42EP3P1
RBP7
RP1-302G2.5
RP11-197K6.1
RN7SKP266


RPL34P21
RP11-467L19.8
RP11-109N23.6
TMEM31
RP11-63E16.1
RN7SL502P


RP11-982M15.5
RPL7P34
SNCG
RP13-714J12.1
RN7SKP57
GTF2IP2


CLYBL-AS2
BCRP1
RP3-412A9.15
AP000282.2
RP11-650K20.3
RP11-486P11.1


RP11-458F8.1
RN7SL799P
MRPS36P4
ZNF444P1
SMR3A
RN7SL745P


RP11-365H23.1
RP11-556O5.6
SNHG10
RP11-174G6.1
RP11-478H16.1
RP11-256L6.2


Metazoa_SRP
AC016722.3
RP1-310O13.13
RP11-219G10.1
AC010884.1
RN7SL128P


RP11-627J17.1
AK4P5
PEX5L-AS2
RP11-195C7.2
RP11-686D22.7
LLPH-AS1


LDHAP5
RP11-325L12.7
RPL9P32
RP11-344P13.4
CTB-70D19.1
CTD-2595P9.4


CTD-3110H11.1
RP1-102G20.5
RP11-736E3.1
RP1-273G13.2
RP11-90D4.3
IGHA1


CTD-2583A14.1
HMGB3P6
HMGN1P35
RP11-411G7.2
RP11-599B13.8
RPL19P21


RP11-669B18.1
RP11-35J10.5
CTD-2207O23.12
H2AFB1
Metazoa_SRP
RN7SKP292


NUDT19P4
RP11-527F13.1
HOXC-AS1
AC011933.2
RP11-93O14.2
RP4-612C19.1


RP5-1018K9.1
AP001464.4
IGKV2-23
AC004837.3
AF127577.10
RP11-483P21.2


RP5-940J5.8
RP11-325K19.1
IGKV1-22
AC007272.3
RP11-407A16.3
RP1-27K12.4


RP11-19J5.2
RP11-573D15.1
CTD-2568A17.1
RPL17P46
RP3-343K2.4
CTD-2358C21.3


RP11-34P1.2
COX8C
RP11-10N23.5
RPS12P27
HOTTIP_3
Z69890.1


CTD-2105E13.16
VPS13A-AS1
RPL12P21
MTND3P10
CTD-2538C1.3
CTB-102L5.4


PTMAP4
AL450992.2
AC015936.3
RP11-232D9.1
NCOA7-AS1
RP11-288E14.2


ST6GALNAC4P1
RP11-74C1.2
FAM83C-AS1
RP11-16F15.4
RP11-474I11.8
CFL1P6


LINC01545
RP11-301G21.1
RP11-203M5.8
RP11-95I19.2
RPL21P134
RP11-672L10.6


RPSAP14
RP11-254G11.1
AF213884.2
RP11-49K24.3
AC006373.1
AC006116.14


RP11-493L12.6
RP11-813P10.2
RP11-387D10.4
PPIAP32
RPS27AP1
GTSCR1


RP11-611O2.2
RP11-542G1.1
RP11-316M1.3
RP11-476B13.2
EIF5AP4
RP11-874G11.1


CTD-2609K8.3
CTD-2288F12.1
CTD-2538G9.5
CTC-459M5.1
RP11-554E23.4
HOTTIP_2


PTRH2
A2ML1-AS1
RP11-508M8.1
IGKV1-27
RP11-194G10.3
CTD-2529O21.1


CTB-52I2.7
LINC00555
IGLV1-62
RPS15AP6
RP11-613E4.4
RP11-476H20.1


RPS24P18
CCDC58P5
AC008074.5
RP11-49O14.3
RP11-243M5.1
AC015849.12


ZDHHC20P1
RP13-444K19.1
RP11-21M24.3
PRR13P2
RP3-333H23.9
RP11-54O7.14


CTD-2287O16.3
AC011290.4
CTD-2623N2.5
RP13-49I15.6
DPPA2
RN7SL176P


RPL23AP1
LINC01123
SYNJ2BP-COX16
IL15RA
RP11-327P2.5
RPL35A


PRPF4B
RPS27A
RN7SL573P
C19orf53
POPDC2
LHX6


RP11-175O19.4
bP-21264C1.1
PRPS1
CSNK2B
PTGIS
TMEM116


RP5-875H18.4
ANXA7
TRAPPC6A
RP11-274E7.2
UROC1
IL17RD


OLA1
TRHR
AC068831.3
IGHVII-30-1
SUV39H1
TMEM27


BLOC1S5
AP001062.8
CTC-548K16.2
PCDHGB7
RP11-863K10.7
FABP12


LA16c-425C2.1
RNASEH2B-AS1
GID8
ZNF358
OPLAH
PAIP1


RP11-444E17.6
STAB2
CPD
UBXN10
OR2D2
TSEN2


ZNF192P1
DNAJC2
CD4
FAM131C
TBC1D3K
IFNLR1


UQCRQ
RP11-452L6.6
SYMPK
RASSF8
KDM4C
RP11-123K3.4


RP11-717K11.2
RP11-161M6.6
AC009237.8
OSBPL10-AS1
RP11-196B3.1
MMP14


GLUD1P3
JPH4
RP11-1000B6.5
MKNK1-AS1
RP11-287D1.3
CHODL


ASXL1
TSPAN14
USP32P2
FCER2
XPO5
PLAGL2


SLC5A2
ATAD2B
SSSCA1
GNAL
BRWD3
RHOB


WNT9A
ARAP3
CD1B
GNLY
ENO1-AS1
AC105393.2


ARMC10P1
RP11-1334A24.5
RP13-638C3.3
XPNPEP2
RASSF4
PMS2P9


KLF11
PLCG1-AS1
RP1-232P20.1
MVD
RP11-457M11.7
AC002128.5


OXCT2P1
RP11-3D23.1
RP11-1143G9.5
RP11-59H7.4
KBTBD6
ORM1


RP5-1171I10.5
RDH10-AS1
ODCP
RP11-567P19.1
LL09NC01-139C3.1
RP11-170M17.2


PER1
DRAM1
WDHD1
RP11-165N19.2
IGKV1-8
CTD-3193O13.8


RP11-148K1.10
RP11-661O13.1
FTO-IT1
ACTG2
SPATA2L
EFCAB8


ZBTB6
RP11-73M18.7
CLLU1OS
NXPH3
TMA16
UCK1


C9orf173-AS1
RP1-40E16.12
KRT19
KPNA3
LINC00664
SLA2


VAMP5
MCUR1
RP3-496C20.1
PRELID1P4
RPL23AP95
TPP2


ASB7
RP11-214K3.19
TSPO
PTTG2
CHML
PIPOX


CHMP1A
TFF2
PCSK4
CTD-3074O7.11
PRSS36
PHF12


RHNO1
HIST1H2BI
HSP90AA4P
MYO7A
RP4-605O3.4
Z95114.7


ADAMTSL5
NBR1
AJUBA
AD000684.2
DDI2
GSTA4


ACSM2A
ZNF165
TTI1
DDX18P5
CTA-38K21.2
XIAP


RBMXL2
RP11-142A22.3
B3GALNT1
MICD
CH507-513H4.5
MTHFD2


PLEKHN1
CTAGE5
MON1B
RP11-770E5.1
LINC01002
UBTF


RP11-293I14.2
AC125232.1
ZNF254
RP5-1039K5.13
IGKV1D-22
MANSC1


SNORD3A
SNRK
CTD-2369P2.8
HMGB1P31
TMEM55B
ZHX1


H2AFY
COL1A2
AC092580.3
SYNRG
ZNF737
RP11-235E17.3


RP11-45M22.3
IFNNP1
RP11-129M16.4
RP11-196B3.4
GMPR
AARSD1


PLK5
RP11-121C6.5
RP11-248J18.3
RP13-36G14.4
TNFAIP8L1
RP11-535A19.2


LINC00632
RASA1
PSENEN
RP11-649E7.7
CTA-212A2.1
AC005220.3


AC092295.4
PSMD6
RP4-613A2.1
C11orf72
LCP2
UBA5


RP11-153F10.2
RP11-196G11.6
RP11-438L19.1
RP11-417P24.1
KCTD14
TPI1


SULT1C2
RPS3AP26
QRICH1
PSMD8
CTD-2026D20.2
GYPC


ESPNP
RP11-468E2.6
SLC52A2
NCKIPSD
PM20D1
GBAS


AC017101.10
CTC-276P9.4
RP11-755O11.2
RP11-161I2.1
HAUS4
KRTAP5-9


MED28P1
SNORD15B
DLG3-AS1
DOCK11
SLC20A1
RP11-269M20.3


FAM96B
RP11-196B3.2
MID1IP1
CEP57L1
CTB-134H23.3
CFAP47


RP11-6O2.3
CICP8
RP11-428P16.2
SPZ1
C17orf50
LIPI


AC092620.2
TASP1
RPL37A
RP11-298C3.2
RP11-848P1.3
PPIA


RP11-403I13.7
NPPA
AC104297.1
RP11-419I17.1
MTX1P1
C10orf25


AF015262.2
RP11-132A1.4
KCNMB3P1
CALCRL
IBTK
ABTB1


RPS24P8
RP11-762H8.4
RP11-384K6.6
VRK3
PPID
RP13-314C10.5


ING2
DNAJB13
PRKRIRP7
IL5
RP11-195F19.30
IMPDH1P10


CSRP2BP
PGAM1P7
RP11-235E17.5
TXNDC16
AC026248.1
TRUB2


RP11-362F19.1
NUP205
AC004019.13
RP11-521C20.2
DLX2
GTPBP4


CTD-3148110.9
GAPDHP42
RPL5P29
SSSCA1-AS1
CTC-543D15.1
LINC00346


CTAGE1
LINC01220
LAGE3
JMJD7
NHSL2
AC097724.3


FRGCA
CAPS
UVRAG
HEATR9
SLC2A6
CREM


RN7SKP287
MED29
CTB-33G10.6
ERRFI1
C11orf52
AGAP11


RN7SL657P
NFKBIL1
TPO
ART4
TXNDC9
RP11-452H21.1


APITD1
GSDMC
MIR3681HG
CTD-3222D19.2
RP11-398A8.5
TYW1


FAM133DP
CSNK1A1P1
CFAP54
PSMB3
MAP3K3
RNASE1


ANKRD53
RP11-680A11.5
KRAS
PGM5P2
FAM71E1
GGTA1P


AKIRIN1
LINC00384
LILRB2
LLNLR-268E12.1
RAD17
RP11-783K16.14


HIPK1-AS1
UBE2MP1
PDE4DIPP1
ZCCHC24
SRSF9
TEX2


RP11-348N5.7
HIST1H1D
NLE1
SGSM3
FBXO33
AFF2-IT1


DDX50P1
FNBP1P1
GNL3L
TAF10
RP11-418H16.1
AKAP1


NME1
AC137934.1
VNN1
HSD11B1
TPCN2
PLA2G2A


UBE2Z
AMDHD1
PDP2
APOC4
AC015849.14
POLR3A


RP11-432B6.1
CDK16
LINC00698
LA16c-431H6.7
RP11-791G16.2
SDHAP3


GLT8D1
FTCD
POM121
SLC35A5
EFTUD2
TMEM262


LGALS9B
TMEM54
YBX1P4
AKAP6
SF3A1
ALOXE3


SLC19A1
CNPPD1
MRPL37P1
LA16c-313D11.9
RP11-690I21.3
MAPKAP1


ZSCAN18
SERTAD3
RP11-1007O24.2
PYCR2
HPX
SLC12A1


F10
BCL2L14
RP11-123K3.9
RASSF3
RP11-697E2.11
SNHG12


RP11-465N4.4
EDEM1
RPL7AP31
PRKAR1B
DANCR
VTN


GPX1P1
RP11-425L10.1
GDNF-AS1
RP11-498C9.2
ERCC8
PRMT1


EIF3M
CTNNA3
NFRKB
CEACAM6
CTC-250P20.2
PAPPA2


SPATS2
AC092597.3
SENP2
RP4-778K6.3
DCTN6
STK24-AS1


URB2
COX6CP1
MED27
TMPRSS4
bP-21264C1.2
RP11-624C23.1


C11orf57
RQCD1
RP11-629N8.4
EXOSC9
RPLP1
FBXO31


CCDC109B
EPHA3
C4BPA
ANKMY2
PI4KA
OXER1


RP11-486A14.2
MLXIP
RP5-884M6.1
RPL3P4
RP11-829H16.3
DDX39A


RP11-770J1.4
RSRC1
IL11
RP11-371I20.2
CARF
GRIK1


LINC01341
NCOA7
RNASEH1
SLC2A12
CHST9
CYP4A11


WDR88
TATDN2
POFUT1
RRP36
RP11-333J10.3
SNHG22


RIMBP3C
FEZ2
DHX33
WASH5P
RN7SL425P
RP11-341G23.4


CLDN5
PIWIL2
GCK
RP11-425M5.7
SNX18P8
C5orf63


LINC00880
NFAM1
POP5
SYNPO2L
AGXT
RP11-267N12.1


RP11-493E12.1
SYP
PEG3
LARP4
RP11-762I7.4
RANP1


AC137932.6
MYO1B
LINC01481
ZNF324
USP42
RP4-725K1.1


ASB16
RP11-264B17.2
RPS10P3
CTD-2358C21.4
RP4-800M22.1
EXOC3-AS1


LTC4S
RP3-342P20.2
LYPD6
DLG2
TTC27
CSMD1


RP11-1008C21.1
RPA4
CSNK1G1
PDZD3
RP3-368A4.6
RP11-644F5.11


ZNF283
CTC-336P14.1
RP11-875O11.3
RP1-199J3.6
RP13-977J11.8
AKAP13


RPL5P1
KCMF1
CACYBPP3
CTB-75G16.3
RP11-285E9.6
EXOC8


LA16c-380H5.6
FAM126B
RP11-804A23.2
RP11-864J10.2
UBE2V1
SLC34A1


M1AP
RP11-295I5.4
SYCP2L
AC093107.7
CICP9
RAB33A


HNRNPA1P8
PEX11A
ATP5A1P3
NEAT1_3
ZDHHC20
PSMA6


SERPINB9P1
NUP133
STAT3
CDC25B
ADH6
GOLGA2P5


RP5-971N18.3
SKAP2
RP11-886P16.10
RP11-177H2.2
AC007326.1
LHB


CHMP2A
AC073342.12
RP11-423G4.10
CTD-3126B10.4
RP11-20I23.11
HNRNPA1P53


TRA2B
MRPS18AP1
MLYCD
CREB3
CARM1
NUFIP1


ZNF823
RP11-304L19.1
RP11-261C10.5
RP11-810M2.2
ALMS1P
GTPBP8


AC159540.1
CTD-2021A8.2
IL23R
MGC45922
RP11-544I20.2
LARP1P1


TMEM14DP
ARHGEF28
RBM34
RP11-77H9.5
HPR
GPX8


SGK223
CTD-2023M8.1
AC006994.3
RP11-359P18.1
CFHR2
PRR34


RP11-376O6.2
SUPT4H1P1
RP11-33B1.3
CTD-2325P2.4
MRPS36P1
PGBD5


RP11-451F14.1
THRSP
CBX1P1
GATM-AS1
AP006621.5
KIF13A


CCDC68
CDRT4
FOXL1
RP1-59D14.1
TRAV36DV7
PKNOX1


RP4-678D15.1
TUBB8P7
TRIP13
SPEF2
GTF2H2C
MVB12B


CDO1
CDC40
ASH1L-IT1
SETP17
RP11-669N7.2
RPSAP11


RPS6P25
FCF1P5
GMPS
SEC24A
XXyac-YX155B6.7
ZNF620


KLF3-AS1
XXbac-
SIK2
PMEPA1
RP13-228J13.8
TMC7



BPG181M17.5


NDUFS8
NR0B2
RP3-354N19.3
C1DP5
AC005329.7
RPSAP72


SSR4
ZNF300
RP5-1024G6.2
RN7SL521P
B3GALT2
RP11-254F7.4


COL15A1
WFDC3
AP000560.3
LY6G5B
KIAA1143
SLC25A5


RP11-848P1.7
RP11-303E16.3
RP5-1042K10.10
AC007381.3
RP11-4B14.3
RP11-872J21.3


AP2M1
SPICE1
GTF2IP14
SGOL1-AS1
RP11-149I2.4
TRAF4


KLK2
RORA-AS1
PDIK1L
SPTAN1
RP11-284H18.1
RP11-77G23.5


PITPNA-AS1
BCDIN3D-AS1
LL0XNC01-36H8.1
TRA2A
RP11-234O6.2
RP11-52A20.2


NSUN4
PALMD
C2orf72
IMPDH1P6
UBE2V2P3
FXYD5


DHRSX-IT1
DHRSX-IT1
BTBD2
ARPP19
C9orf69
PDCD6IPP2


SLC5A9
SMIM1
RP11-546K22.3
ANGPTL2
RN7SL663P
RP11-629O1.2


CIRH1A
RP11-91P24.5
RP11-386M24.3
VHL
FSCN1
AC008746.10


CLIC1P1
NREP
DOCK4-AS1
OAZ1
ATP13A4-AS1
FGL1


LINC01134
ZNF333
CTD-2562J17.6
RP11-144O23.22
ZNF518A
RP11-63G10.3


LINC00563
MANEA
PGRMC2
CICP20
NPRL3
ENTPD3


CTD-2527I21.5
AP000593.7
CTD-2620I22.2
AC000095.9
RPL21P3
ZNF830


PRADC1
ZNF567
AURKA
KHSRPP1
AL135745.1
AC002400.1


ZNF397
TWF1P1
PCDHB7
SNRPA1
AC005363.11
MEIS1


AC009120.5
RP11-660M5.1
CHMP7
FAM187B2P
FXNP2
ACOT8


MYL6BP1
ACOT12
TANGO6
INHBE
DUS1L
SOX5


CFAP44-AS1
UCP3
AC016708.2
SMAD4
RP11-56B16.1
LSM4


ARRDC5
EIF4H
MAFG
ALYREF
RP5-937E21.8
CAMK2G


PTMAP1
MS4A14
AC012512.1
C15orf52
AC017081.1
RIOK1


RP11-797D24.3
RP11-20G6.1
PTP4A1P3
FAM181A
PATL1
RNU2-6P


ASPDH
WDR82
ARGLU1
PRSS2
RPL37P2
RGPD8


PTPRE
MAP3K7
SCOC
THPO
RPL3P2
TMEM243


CTD-2224J9.8
CTD-2553L13.9
TULP4
RBM14-RBM4
ZNF45
AC004538.3


RP11-455B3.1
HCFC1R1
TMED10P1
HRAS
FTH1P20
SHMT1P1


RPL7AP15
CCHCR1
RP11-589P10.7
RP11-330H6.5
RP11-162A12.3
C11orf73


LTV1
SELP
RP11-162G10.5
CLDN1
TMEM110-MUSTN1
RP3-340B19.2


AC005954.4
TBC1D20
RN7SKP23
MYO15A
RP11-234A1.1
PDIA5


HEATR4
AC141586.5
RP11-388M20.1
MEF2C-AS1
PMPCB
MDM2


RP11-834C11.10
RP11-498M15.1
NOL8
NRAS
ITIH1
SLC2A3


RP11-384L8.1
RP11-423H2.1
KB-1732A1.1
ISLR2
DDX18P1
RAD1P1


RP11-175P19.2
GABARAPL2
VN1R1
CPSF3
MRPL27
PGBD3


KNOP1P2
CISH
COX5B
FBXO8
LINC00261
MICAL3


RP11-34F13.3
CLTCL1
TMEM241
PPAT
USP22
USB1


FAM86EP
RFXAP
ZNF107
EPRS
PDS5A
TRABD


KRT18P15
GLE1
OSBPL7
RPL23AP20
CAB39L
RP11-203B9.4


TTC12
CTD-2008P7.8
ENDOU
RP11-440L14.1
SNORD3C
RSBN1L


TRAPPC6B
ZNF695
SRSF10P1
CBL
RPL21P7
DDX19B


C6orf99
FGFR3
MOCS3
AKR1C2
RP11-348N5.9
RP11-89C3.3


GOLGB1
CPNE9
LSAMP
NOP10
RP11-570G20.1
RP11-327F22.2


GRIN3B
BHMT2
MIR4432HG
PRRC1
MAT2A
GPR3


RP11-344B5.2
SPTLC1P1
RP11-1148L6.5
NAP1L1P1
TAC4
HSF5


ASB6
SPDYE15P
SLC29A3
LIPC
NPY6R
IGKV2OR2-7


IGKV2OR2-7D
TEX14
CFAP58-AS1
GMCL1
CTD-2308B18.1
LRBA


MMAA
RP11-51F16.8
CD200R1
AL021807.1
RP11-618P17.4
CYTH2


AGGF1
ANOS2P
ZBTB3
NAT6
CD83
UQCC3


CRYZL1
RP11-435I10.4
MT1P1
SLC43A2
LTK
AF146191.4


PXDNL
AP000266.7
POLR2H
CTD-3149D2.4
FAM114A2
RP11-138B4.1


ZNF628
ERGIC3
FAM184B
DNAJC27-AS1
RP11-685M7.3
VSX2


PSMC1P5
LDLRAD4-AS1
PAK6
RP3-370M22.8
CTB-134H23.2
UQCRH


POM121L8P
MYO5BP2
RP11-875O11.2
ITIH5
XXbac-
FASTKD5






B444P24.10


RP1-149C7.1
OR5BA1P
CH17-270A2.2
RP11-38J22.1
RP11-380I10.2
ATP5C1P1


RPL5P22
HNRNPA1P44
HOTAIRM1_1
AC011284.3
C11orf74
RP11-624L4.1


Metazoa_SRP
RP11-731C17.1
CTC-505O3.3
ALKBH2
HIST1H1A
SEPHS1P6


PCSK6-AS1
PRRT3-AS1
RP11-173P15.7
RP11-77O7.1
CH17-478G19.2
RP11-799M12.2


CTC-534B23.1
SPG21
AC068522.4
RPL21P120
IGKV2-26
PSMD10P3


DNM1P38
IGHV1-3
RP11-573G6.8
RP11-881M11.1
RP11-696F12.1
RP11-91H12.1


CTD-2561J22.5
RP11-674E16.1
RP11-1057B6.1
TSPAN5
RP1-93H18.6
BZW1


RP11-767N6.7
ARFGAP2
CALR
ABCG5
XPO1
PRKAB1


MRPS31P2
C4B
EXOSC5
AC079922.3
CTD-2589H19.6
ZFYVE19


RRM2P3
ZNF200
LSM10
MFAP1P1
CTC-1337H24.3
EIF4A1P5


MGAT4B
RP11-498P14.3
SLC6A8
RP11-552M6.1
ZNF483
VAMP7


VAMP7
PRMT5
IGFLR1
TMEM94
ACTG1P4
CDK5RAP1


RP11-257O5.2
AKAP8
MIEF1
AC006946.12
RP5-1174N9.2
RP11-264M12.2


PLA2G4E
TTLL8
HK2
TERF1P5
RP11-166O4.4
RP11-426C22.6


CYB5R3
CCDC69
KANSL3
EPHA10
CHRNA1
ZNF79


CTB-131K11.1
CTD-2228K2.1
TTC7B
RP11-626G11.3
TAF1A-AS1
HNRNPA3


RP11-96O20.4
S100P
RP11-432F4.2
CTD-3088G3.8
FAM216A
RP11-10H3.1


SDHAP1
GCHFR
ARHGEF17
MIR22HG
SRSF9P1
PNMT


KIF21A
RP1-149A16.3
CCDC84
RN7SKP175
NAA15
RP11-179H18.5


SGK2
DPPA4
CTD-2583A14.8
COA1
PACSIN2
RP11-250B2.5


CTD-2542L18.1
ZNF2
RP11-778D9.12
KLHL8
TIPIN
IGHG4


POU5F2
LINC00891
RBM45
RP11-395L14.18
CTC-1337H24.4
MPHOSPH10


SCN11A
LYZ
RP11-1070N10.7
KB-1440D3.14
LIPT1
ARMCX3


RP11-778D9.13
ADCY9
MLLT1
ST13P13
RP11-108O10.2
RPS12P28


GPR62
RP11-715J22.6
CTD-3001H11.2
RP11-30P6.1
MAGEA9B
KRT18P7


RP11-701H24.5
ACP1
PAXBP1-AS1
PALM
IBA57-AS1
RP11-328P23.3


TJP1
KLRB1
PTCH2
KCNK4
YIPF1
RALBP1


WNT4
AKR1A1
QRSL1
CTD-2528L19.4
RP5-1139I1.2
TPD52L1


POLR1E
CTB-58E17.3
RP11-736K20.6
LAP3
SMC6
SH3BP5L


AC009133.17
RPL7
ZNF674-AS1
CCDC71
ZYG11A
RP11-178D12.2


SPATA2
RP3-425P12.4
LL22NC03-2H8.4
CCDC34
RP11-497G19.2
GIMAP4


TUNAR
P2RY1
RUNX1
RP11-1006G14.1
RP11-171I2.1
PRR14L


MRPL35P3
RP11-30L15.6
MTRNR2L4
CPSF1
CHCHD1
RP11-649A18.3


RP11-295G24.4
RP11-165M1.1
CEP170
CYP4F11
RP11-800A3.3
DDX51


AC013460.1
RP11-626E13.1
MYCT1
RP11-297C4.2
GGTLC2
AC004449.6


CCT8
MTMR12
GFRA3
RP11-533F5.2
MYOZ2
GOT2P3


RNF181
SNORA84
LINC00618
ITGAM
RPS14
AC000095.11


COPS7B
DNM2
AC009299.2
ATP13A2
DNAJC3-AS1
AC022405.1


AC010412.1
DBIL5P
RN7SL650P
GPAM
SF3A3P2
C1orf127


RP11-905K4.1
KIF17
AC006272.1
CABP1
AP000892.4
SLC12A6


TCEA1P4
RP11-386G11.5
RPL13
TMEM203
OR2W6P
FNDC1


FAM35CP
Metazoa_SRP
POLE3
MAN1C1
RP5-965G21.6
RIMKLA


RP11-383B4.4
CPOX
CHST14
RP11-728G15.1
RP11-129G17.2
FAM76A


RP4-740C4.7
RP11-34E5.4
CTC-344H19.4
CCDC93
RP11-44F14.5
CACNB4


RUVBL1
LINC01535
RP11-512F24.1
USP37
FXN
GLRA1


E4F1
TNFRSF11A
PSORS1C1
RPSAP69
ZDHHC9
ANKRD30BP2


RP11-122M14.1
RP11-602M11.4
GTF3C2
RPS21
SPEF1
RPL7L1P8


RPL9
ENPP4
CTD-2026K11.5
IGHV3-73
RASL11B
PSMD10P2


KIAA1191
TNS2
METTL5
RP11-325E14.5
SEC11C
RP13-258O15.1


RP11-378A13.2
ZBTB12P1
CTD-2619J13.3
WSB1
VAPA
LYSMD4


APOA1
NUDT21
VPS36
BTBD19
PFN1P1
ILF3


RP11-364L4.1
ANAPC2
ELOVL2
RP11-490N5.3
TMEM9B
FAM3C2


WEE1
RP11-54O15.3
AF129075.5
DRAIC
RP11-400F19.12
JUNB


RP11-573M3.2
ORC3
RBM7
GK5
GDPD2
STK17A


RP11-146N23.1
MGAT5B
RP11-115N12.1
AC006014.7
TRIAP1
FERMT3


PTPRN
GJA1P1
IAH1
CCT6P1
PSMB7
CALM3


C19orf73
TM4SF19
NUTM2E
VWA3B
RPL29P12
RP11-11C20.3


EPS15
RP11-587D21.1
TP53I3
ERCC3
RP11-49K24.8
RP3-415N12.1


LSM3
FARSB
PHF14
CCAR2
ZYG11B
FAM200B


ZNF764
LRRC17
RP11-455J15.1
RP5-915N17.11
POP7
RP11-374M1.2


PKD1P6
FAM172BP
ABCB7
FLT3
CDC37
ZNRF1


RP11-295G20.2
AP000280.66
GLIS2
GEMIN4
POLR2B
CTA-384D8.34


DDX18
C14orf159
CTD-2619J13.23
MYD88
LA16c-385E7.1
MLLT4-AS1


RP11-298I3.4
RP11-681L4.2
RPL32P26
BCAP29
RP11-113K21.6
RP1-89D4.1


TDGP1
MTND5P14
PRELID3B
GEMIN5
DIP2A-IT1
DNAJB12


IGHV3-71
GAS8-AS1
GNRH2
SMIM8
FTH1P1
AIFM3


CTAGE6
OGFOD3
RP11-119F19.4
ZNF699
PLEKHO2
LMAN2


RP3-414A15.12
MASP2
SLC8A2
IGHV3-30
Metazoa_SRP
OR2C1


ATP8B5P
CTD-2035E11.4
NDRG4
CTD-2286N8.2
FOXD1
YBX2


MRPS26
OR7D2
CLEC2B
PXN-AS1
PDLIM7
NRTN


BOLA2P2
AGRN
DEPTOR
RP11-386I23.1
LAMTOR5
DNM1P35


PAWR
STT3A
DAPP1
DDN
FAM133CP
LINC01587


FAM41C
AC011558.5
CDKN2A
ITM2A
TMOD3
AC092192.1


SOCS2
RBPMS2
RP11-355F16.1
PPEF1
RP5-1021I20.2
YWHAZP2


RP11-1070A24.2
RAC2
RPS2P41
FLJ26850
RP11-1000B6.3
RP11-615J4.4


CFAP99
MTND4P14
RP11-680F20.12
BCL2L10
RPS26P6
PARP4P2


RINT1
CTC-498J12.3
ZNHIT2
CBX3P4
FAM213B
SEC61A2


MKRN1
NUP50
LINC00612
UBE2A
RP11-120K19.4
RP11-264B17.5


USP47
RP11-617F23.2
WNT16
RP11-367G18.1
RP11-81A22.4
IER3IP1


LVRN
C10orf71-AS1
RP11-38L15.8
BNIP3P17
CH17-264L24.1
ATP5D


DST
AC005251.3
RP11-124N2.1
MTX3
PABPC1P4
CMYA5


RP11-608O8.2
OR2A4
RP11-446H18.5
DDX55P1
RP11-104H15.7
RPL22


RP11-131L12.4
CTD-2015H6.3
ZC3H7B
LSG1
CPB2-AS1
RP11-111A22.1


RP11-1012A1.4
GSTM4
RPGRIP1
DPF2
RP11-383C5.5
RP11-627K11.6


RN7SL798P
CTD-3194G12.2
CTD-2283N19.1
C2orf61
AC005943.6
RPL23AP67


PLAC8L1
RBCK1
RP11-454K7.3
DPY19L2P1
RPL7P49
CTD-2515O10.5


RP11-18B3.2
STX19
DSG2
RP5-951N9.1
RP5-963E22.6
DGCR6L


RP11-365N19.2
SLC25A6
SLC25A6
HIST1H1PS1
TAS2R30
RP11-895M11.3


CXCL11
LXN
RP11-15J22.8
ZNF587
REEP3
SH2D4B


TUBB1
HDDC2
EHD4-AS1
KCTD9P4
PRC1
RP11-290H9.2


AMZ2P1
FAM86B1
IGLC4
SPATA17
C19orf66
RP11-413M3.4


RPL5P12
RP11-340I6.6
PWWP2B
RP11-707G14.8
PLSCR2
CISD3


APOA1-AS
AC008985.1
ESPN
HSP90B1
RP11-58K22.5
SNORA18


RP11-170N16.3
RPS7P11
RP3-414A15.10
RP11-314A20.5
ZMAT5
MFSD10


CTD-3035K23.6
TRIM50
FRG1CP
RP11-726G23.10
CTD-2013N17.1
CELF6


GALNT16
TRAPPC11
ITGA11
LYPLAL1-AS1
CTC-492K19.7
SPRYD4


PLIN1
RP1-102E24.10
RP11-16K12.2
MTHFD1
PPM1B
DESI2


RP11-159F24.5
RP11-154D6.1
AC091633.3
BX255923.3
RP11-756H6.1
RP11-23J18.1


EPX
CERK
RTKN
RP11-637O19.3
CTB-102L5.8
CTD-2588C8.8


PC
GTF3C4
RP11-98D18.9
SORD2P
RP11-446H18.1
LPGAT1


SNRPB
RP11-443B7.3
RP11-507K13.6
RNASE10
KRT17P8
CDC16


RP13-228J13.1
AC093616.4
ARHGEF12
NCL
SCG2
RP11-302F12.10


CTC-246B18.8
AC006538.8
TUBB7P
ARHGAP33
SNX15
AP3B2


CTC-448F2.4
SFN
KIRREL
FAU
KCNH3
RP5-864K19.6


RP5-892K4.1
RP11-777B9.1
PFN1P4
Metazoa_SRP
RP11-326L17.1
RP11-568J23.1


HLA-DQA2
BCL2L12P1
ZNF92P3
RP13-88F20.1
RP11-311D14.1
CASP6


RP11-563N6.6
RP11-152H18.4
AP006621.6
FOXD4L4
RP11-861E21.3
MIXL1


CHMP2B
RP3-461P17.10
AC004951.6
CTD-2199O4.6
DIO1
LINC00571


PDZD7
RAB38
RP11-517P14.7
MIEN1
CTD-2616J11.2
RFPL4A


OR1J1
OFD1P17
CIITA
RP11-64K12.8
OR2B6
SAAL1


HAAO
PAAF1
FAM86B2
TDGF1P5
RP11-549B18.1
REEP6


AC008982.2
RP11-114H24.6
FUT11
PPM1G
RP11-430H10.1
RNF215


PLCB3
GRAP2
RP11-671E7.1
FER1L4
FKBPL
RP11-793H13.11


CTB-35F21.3
OR2A7
ZCCHC12
SNX4
LL09NC01-251B2.3
TBC1D16


RP11-83A24.2
CALHM1
MTCO3P12
Z95114.6
RP11-334J6.7
EEF1A1P9


UBE2FP3
UBLCP1
RPL7L1P9
MARCKSL1P1
RP11-379B18.5
FAM103A2P


ZNF670
MSRB2
POTEA
AC006378.2
TYSND1
ZBTB7A


HNRNPAB
LARP1B
KANK2
ATP8A2P2
TTC21A
RP11-432I5.4


RP11-144C15.2
PRSS12
RP11-546J1.1
PPIAP3
RPS8
NELFE


RP5-1065J22.4
VWA3A
SHANK3
RP11-14N7.2
HSD11B2
THUMPD3


RP11-384M20.1
FAM101B
RP11-493P1.2
MCRS1
RYKP1
NAB1


RP11-631M6.2
PRR11
LINC01436
FER1L6
SNTB2
YRDCP1


TDG
HNRNPA1P45
RN7SKP225
RP11-3D4.2
CH507-145C22.1
GP5


RP11-197P3.5
CRYL1
CNOT1
SH3GL1
TMEM230
ZCCHC2


WWTR1
TSPAN1
NFYC
MIER1
RWDD4P2
NBAS


CTD-3051D23.1
SRSF4
RP11-90P5.5
FOXM1
RP13-126P21.2
C1orf229


RP11-423H2.4
RP11-672A2.6
TRAPPC3
RP11-876N24.5
STK35
RAB1C


PPP2R4
C12orf50
RP11-47G11.2
RP4-539M6.20
ZNF638
CTC-459F4.6


RP11-105C19.2
RP11-356B19.11
LINC00551
PPIL1
MT1F
UHRF2P1


RPL19
RP11-4B16.4
RAB4B-EGLN2
RP11-804H8.6
CCDC116
HSPA8P19


KIF1BP
RP11-447L10.1
AC004878.2
RPL23AP55
ZNF24
RP11-146E13.4


CCDC155
ALG3P1
ADPRHL2
RP11-561O23.9
HLA-C
OR6S1


LINC00271
TADA2A
ANTXRL
ATG12
AP000662.9
KIF24


FCN2
C7orf71
CTD-2653D5.1
RP11-159F24.6
RP11-484D2.2
TMEM248


CRBN
RP11-97O12.5
QRICH2
MTHFD2L
SMCO3
EVPLL


POLG
LINC00987
AC110926.4
RNF5P1
CCT4
RP1-99E18.2


TAOK1
C19orf47
CTA-384D8.33
SACM1L
RPL14
RP11-713M15.1


ZFC3H1
IGKV2D-28
PFDN5
PLEKHD1
RBMXP4
RPS15AP36


FAF2
S100A11
FABP3
ZNF25
CMC1
ACSL5


CALML6
SLC22A23
AK8
RP5-1107A17.3
RBL2
DYNLRB2


GNB2L1
RP11-1399P15.1
DHFR
CBARP
ULK2
EIF3B


RP3-476K8.3
CHPF2
CTB-129P6.7
AC008074.1
CTD-3074O7.5
ULBP1


SSNA1
AL022476.2
BCL2L15
RP11-502I4.3
AC093249.1
HCG14


RP5-874C20.8
RP11-16L9.2
ERAS
ZNHIT3
RN7SL737P
RP11-493E3.1


RP11-478C6.2
FAM129B
KCTD2
ZNF890P
AC104024.2
MCM7


C1orf101
KRT18P57
Z69666.2
OSBP
RP11-361M10.3
ZBED3-AS1


IGKV2-28
HLA-DRB1
RP11-182N22.9
HEATR1
RP5-1007H16.1
RAB40AL


AC004985.12
EIF2B3
DNLZ
BRPF3
RPL7P57
GPRC5B


RP11-91P24.1
KB-1507C5.3
SUSD2
CATIP-AS1
LINC01184
C9orf173


ALG1L2
CTD-2616J11.14
SDHAF4
RP11-1114A5.4
RP11-434P11.1
TM6SF1


GPS2P1
RP11-134K13.2
Metazoa_SRP
BNIP3P10
RSF1
SRP14


CYTH3
AC012442.6
LINC01399
CTA-722E9.1
AC011406.2
LUC7L3


KAT8
AF131215.2
CTD-2574D22.6
ARGFXP2
ZNF880
KCNQ5-AS1


FAM177A1
CCDC43
POMZP3
FBXO45
RP11-198M15.1
RPS15AP24


LANCL2
NFKBIE
FAM167B
RP11-613F22.8
KLHDC8A
LRFN4


RP11-80H5.2
RPL27A
RP11-110I1.5
LNP1
RP11-18C24.8
PHKA1P1


DIEXF
TMEM63A
RP11-1E4.1
PDCD2
CTC-273B12.5
RYR2


CPEB2
EFR3B
SETSIP
CTB-31O20.3
HIP1R
USP41


RPL34P22
MAU2
PDCD6IP
PNMA3
RP5-1153D9.5
RP11-24N18.1


RP11-92F20.1
EI24
ZNF736
RP11-51F16.1
PNPLA8
MTX2


PITX3
RP11-268P4.6
RGAG4
PHBP15
HSF1
RP11-118M9.3


AC115115.3
NRBF2P3
KRT8P34
RPS12P26
PPIHP1
PKD2L2


RP11-181E10.3
LY6K
RP11-395L14.17
CTD-2203K17.1
RP11-707P17.2
RP11-749I16.3


IGFBP7
ATP10A
RP11-65L3.4
MAP4
RP11-550I24.3
RP11-15B17.4


RP11-248G5.9
CXADRP3
AC005757.7
COX20
NDUFC2-KCTD14
RPL23AP74


AC109642.1
SLC22A14
RP11-417L19.4
NBEAL1
ZNF575
CTD-2302E22.5


SMARCB1
TRGV4
KNOP1P4
AC124944.3
APP
MGP


RP11-6F2.5
NUDT9
HSPA12A
CTD-2373N4.3
TUBGCP3
CALHM3


RP11-75A9.3
ADGRE1
SERF2
RBM15
RP11-255B23.1
TAS2R42


RP11-642A1.1
ZNF282
RP11-666A8.7
L29074.3
SUPT4H1
ZFHX4


XPOT
TUBGCP5
RP11-142I2.1
PYGM
ALOX12P2
PTGES


RP11-80I15.4
FAM92B
VN2R17P
CUBN
CBX3P1
RP11-347C12.10


CNN2P4
ABHD11-AS1
DDX53
ASIC4
OCIAD1-AS1
NRADDP


RP11-320A16.1
CCDC150
NELFB
RP11-438J1.1
RP11-7I15.3
CTD-2260A17.3


HMGN1P24
TMC2
LINC00266-3
AC006547.15
AL772307.1
GFPT1


RP11-472G21.2
C21orf140
LDHAL6FP
PARP8
RBM27
NCOA6


GFI1B
RP11-401L13.7
ZNF394
U47924.31
AL590762.7
TNNC2


DOT1L
PCED1B-AS1
RP11-1084A12.1
ZW10
PARP4
RPL23P2


RP5-1198O20.4
R3HDM4
BAP1
PPP1R16B
RP11-845C23.3
ABHD1


SCAMP1-AS1
PROC
RP4-753M9.1
CTD-2529P6.3
RP11-147G7.3
RP11-679C8.2


THTPA
AQP6
AC009303.3
ICAM3
OSTCP1
RP11-34F13.2


PART1
ELOVL4
NOSIP
RIMBP3
LOX
AC109631.1


C1GALT1P1
RPL5P9
NQO1
TMEM171
RP11-442G21.2
ABL1


ZFP36L2
UBE2L4
SEC1P
PPHLN1
RP11-754B17.1
RP11-82K18.2


AC079779.4
CDHR5
TRIM71
RP11-720D4.2
TIGD6
ZNF414


AC129492.1
PNP
SLU7
FGFR1OP
AC009274.6
LRRC31


DBIL5P2
API5
AF111168.2
CMTM2
YDJC
C22orf29


TAF7L
CSTF3
WISP3
AC062017.1
OCLN
AC064836.3


C11orf31
GPBP1
PCDHGA5
RRAGD
RBM23
ADGRV1


TRG-AS1
RP1-197B17.5
RP11-1072C15.1
RP11-79D8.2
CAMK2N2
MYOT


CTD-2587H19.2
HK2P1
CRYAB
RPH3AL
XKR9
RNF26


FAM163A
RP11-159N11.4
IL1B
NUP160
CNOT11
RP11-96O20.5


FAM83A
E2F8
RP11-395I14.2
RP5-973N23.4
IPPK
RP11-761I4.5


SIGLEC17P
RASGRP4
SLC39A5
BX004987.4
FOXN3-AS2
PERP


JMJD1C-AS1
KAT5
RP4-584D14.7
KIAA1958
ZNF484
CRAMP1


LRP5
GGPS1
RP11-265N6.1
ABT1
RPL35P1
LL22NC03-30E12.13


RP11-235C23.5
CTD-2547L24.4
FADS3
OSBPL1A
AC007365.1
IGLC5


RPS10
DPCR1
CDIPT
LINC00942
RP11-276H1.3
LA16c-380H5.1


WBSCR22
CYR61
RP1-130H16.18
SLC1A1
PDE12
EIF2S2P3


CATIP
HSPD1P6
COL6A4P2
UBE2Q1-AS1
ACAT1
PTP4A1


RP11-167N4.2
RPE
LTB
AC007193.9
AC018755.16
ECT2L


RP11-329J18.4
EAF1
UNC13D
NARF-IT1
UTP20
SSX1


RP11-474G23.3
TBP
MYO19
EEF1DP1
TGIF2
RP11-196I18.3


RANBP3L
CYP46A1
SLC6A6
KLHL2
GAPDHP22
CTD-319515.3


NSUN5P2
FBL
RP3-355L5.4
CPEB1
RP11-635N19.2
NCBP2


SLC1A7
RP11-757G1.5
RP11-85G20.1
RP11-38L15.2
SERBP1P5
TAS2R6P


RLIMP1
RP11-609L3.2
PRDX1
FOXO1
HCG4P5
MTCH1


BNIP3P26
VAC14
RP11-514P8.7
SEC22B
RP11-397E7.4
RSBN1


UNK
GORASP2
CTD-2611O12.6
RSF1-IT1
RP11-77K12.3
APOBEC3D


SVEP1
DHRS4-AS1
PCDHB19P
C10orf10
RP11-195F19.9
RP11-166B2.8


ST7-AS1
RPL23AP81
RP11-756P10.6
CDK11A
ARHGAP39
GPATCH3


C6orf183
CTC-459F4.9
ANKRD20A19P
ELP4
H2AFX
FCF1P7


DDTP1
ZNF816-ZNF321P
RP11-38G5.4
SYCE1
EMD
RP11-108L7.15


RP11-480N24.4
RP11-503N18.5
RAD50
RP11-109A6.2
RP11-497H16.7
KLC3


MAB21L2
OR6E1P
PAICSP4
GOLGA6L4
RP11-256P1.1
HIST1H3B


RCBTB2
RP11-531A24.7
ERI3
CBR3-AS1
KCND3
RP4-673M15.1


CTC-548K16.6
CTB-191K22.6
RP11-378J18.6
RP11-235E17.6
RPS20P35
ISM2


C7orf61
EIF6
PGK1P2
RPL17
STAP2
LACC1


RP11-44M6.3
RP13-735L24.1
FAM53B-AS1
CTB-58E17.5
UPB1
ZGLP1


TCF3P1
RP11-480I12.9
PABPN1
SLC23A1
RPL5P4
RP1-224A6.8


G2E3
GRK6P1
RP11-181K12.1
LINC00240
RAB40C
CYP20A1


PTGDR2
XRCC4
PTGER3
HMGXB3
GSTM1
RP11-3K16.1


NANP
FAM86FP
RP11-613C6.2
RP3-404F18.5
HMCN1
RP11-49C9.2


RP11-423C15.3
MARCKS
VIM-AS1
ANKRD54
ABI1
MRPS23


RP11-256I23.1
FAM171B
RP13-15M17.1
TAT
HHLA2
PIGHP1


RPL21P65
HNRNPA1P14
PWAR5
RP11-190C22.8
NTHL1
CD99


CD99
WDR37
ABCB8
PBX2
RP11-1096G20.5
XX-C283C717.1


PCOLCE-AS1
ATP6V1A
GS1-257G1.1
CTD-2545M3.2
CNP
RP11-1250I15.3


RP11-84A14.5
SERINC3
KLF2P2
RP11-550A5.2
FAM192A
HLA-L


MOB4
TRIB3
BEND3P3
MAPK14
RPL21P40
RP11-76P2.4


LINC00336
RP11-154H23.3
OTUD6B
RAPGEFL1
S100PBP
PCDH11Y


SPATA41
SCG3
LSM2
WASH1
ACTL8
FEM1C


RP11-485G7.6
NACAD
B3GAT3
RP11-497H16.5
RP11-705C15.2
PAH


AC124997.1
SRPK1
RPL32P29
RP4-614O4.11
CTD-2017C7.2
TTC9


RP11-416N13.1
NOP58
ODF2L
C6orf201
CHMP4A
OR7M1P


TAP2
DDX23
RP11-34P13.15
ATXN2
TAS2R13
RP11-327F22.1


RP4-669H2.1
PHTF2
UBXN1
RP2
C6orf58
NMRAL1


RP11-19G24.1
FAM13A-AS1
RP4-625H18.2
PPP1R1A
RP11-138I18.1
HOXD12


IMMP1LP2
APIP
PAGR1
SUDS3P1
MADD
PRMT6


CTB-50L17.9
CCDC6
ZNF675
DUT
DENND5B-AS1
RBBP6


DIS3L2
TM9SF1
IGKV2D-29
RP11-75C10.7
CLCF1
PMS2P3


CCND3P1
RPS13
RPL7AP2
PRPS1P2
MYLK2
GCNT1P1


RP11-109P14.10
AC006116.19
PAK1IP1
AC000089.3
RP11-96D1.9
RP11-182J1.5


KRT8P29
ESCO1
CAPN7
FAM91A3P
RP1-102E24.6
STMN1P1


LZTR1
RP11-243M5.3
FLJ12825
RP11-114F3.5
PPP3CA
MST1P2


RP11-884K10.7
APOC2
LSM14A
ALG1L
CTC-508F8.1
CALR3


MTATP6P11
PTDSS1
ITGB6
KRT18P55
LINC00548
PABPC4


EEF1DP2
GGA3
PRPS2
SPX
AL358852.1
CTB-176F20.3


ARF3
SH3BGR
C11orf63
PPP1R3G
COLQ
BTF3P6


RP11-138A9.1
RP11-512M8.5
SETD8P1
ZNF134
AC010525.4
LINC01132


RP1-78B3.1
EMBP1
CD24
APOBEC2
RN7SL138P
RP11-764D10.2


RP3-508I15.14
NOL11
TIMM23
ACADL
SNX29P1
MSH4


RP11-549J18.1
RPL17P50
RP11-467D18.2
RP11-848G14.2
LINC00680
HSD17B11


RP11-485M7.1
FRY
WNT3
RP11-16O9.2
RP11-55K13.1
C21orf58


WBP1LP2
MBNL1
PQBP1
KRT8P11
UBR7
NDUFB7


EPHA1-AS1
RP11-380M21.1
SEMA3G
NSRP1P1
RP11-52L5.6
AC010761.9


RPL7P60
AC241377.2
RP11-1074O12.1
AC015849.19
HNRNPH1
RP11-352G18.2


RP11-700J17.2
AF131216.1
CTD-2373J6.1
CASP8
RP11-1221G12.2
RAD1P1


SDHDP6
RP11-278C7.5
WAC
CTD-2526A2.2
ARIH2
EXOC5P1


AC018738.2
PPIAP31
RNF14
SMIM7
NICN1
XXyac-YX65C7_A.2


RABIF
EIF4G1
DLL4
HNRNPA1P16
IDH2
PHB


C18orf8
P2RX5-TAX1BP3
ERBB2IP
RP4-814D15.1
RP11-668G10.2
TSSK5P


FLJ27354
RP11-530N7.2
RP11-161H23.10
SRGAP3
ERICH6B
RAPGEF3


WDR46
SPDYE21P
RP11-796G6.1
LILRA4
CTD-3185P2.1
RHBDL1


USP2-AS1
MICALL1
RP11-173C1.1
RP13-476E20.1
EVA1B
OTUD4


RP11-57H14.5
BCL2A1
RSL1D1
SUZ12
RP11-227D13.2
NVL


KYNUP3
GPR179
EEF1A1P3
ST20-MTHFS
FAM111B
RP1-168L15.5


RP11-333O1.1
ATP5J
RNMT
COL11A2
ABHD18
AC016907.3


OSBPL2
BAG6
RP5-827C21.1
TTC38
CTD-2233K9.1
POLR2J


GCNT6
AC006509.4
RSPH4A
LY86
SNORA7A
C21orf62-AS1


AC007952.6
RP1-163M9.8
RP11-744A16.4
LAG3
IQCH-AS1
GTF2A2


RP11-133N21.10
TAF1D
MARC2
RP1-13D10.2
CTC-453G23.5
PPP2R5D


GCOM1
AC005614.3
RP11-13N13.6
ZNF430
IMP3
HNRNPA1P68


MLH1
GOLGA8J
SERPINH1P1
IL17REL
RP11-360F5.1
DMXL1


SCN5A
NLRP1
CXorf23
KLLN
KCNJ10
SP7


PSORS1C2
C1D
CTD-3096M3.1
CASC10
LZIC
PPAN


WDR61
MT-ND4L
ANKEF1
RP11-521C20.5
ARL17A
FYCO1


RP11-115H18.1
FABP5
DFNB31
ZKSCAN5
ADNP-AS1
KLHDC9


DNAI1
NUDC
TRAK1
PPP3R1
ATP6V1G2-DDX39B
PSMB6


RP11-374P20.4
CTD-2265O21.3
TAF15
SRSF2
RAB42
RP11-1102P22.1


RP11-20I23.5
RP11-649A18.4
MYLPF
SRSF8
RP11-374M1.11
ATF2


AC195454.1
IL13
RBM28
RNF125
HEATR3
MTRNR2L3


DNAJC7
C19orf48
RP11-674I16.2
SNX29P2
RP11-267M23.4
RP11-452I5.2


STEAP3
RP11-325E5.1
LPAR6
RP11-91I20.3
KCNK15
XPO4


AP001350.4
RPL18A
KARS
HMGB1P21
ZNF887P
PSMC6


RP11-800A18.3
ZMYM3
FAM157B
SEMA3B
DDX39B-AS1
PIM1


CFAP57
RP13-554M15.2
DHRS13
PDPK1
CES1
CTB-33G10.1


RPL5P30
DNAJC19
SLC33A1
RP11-173A6.3
ENPP7
MAP4K4


PEX5
RP11-16E12.2
AL023806.1
KLHL1
RP11-661A12.8
CTD-2081C10.7


PSMC4
CD47
AC016722.4
NUBP1
EXOC1
RP11-17A1.3


UPK1A
CTD-2020K17.4
RASD1
RP11-468E2.4
RANGAP1
VDAC1P11


SNORA31
ZBTB48
MCM9
RHOXF1-AS1
GPR152
RPS6P16


RP11-46A10.5
ARMCX7P
RP11-85K15.3
DNAJB4
JRK
RP11-141C7.3


RP11-563D10.1
CTD-2228K2.2
SOBP
NAPG
RP11-109D20.2
LINC01556


GMFB
SRSF11
NECAB3
RP11-1024P17.1
DNAJC25
AP1G2


LINC00960
SPATA32
HIRA
ZC3H10
ACOT9
RP11-452G18.2


UBE2D3
AP000892.6
GSPT1
CTD-2619J13.5
RP11-323F24.3
TNNI3K


RP5-1065J22.8
RP11-244H3.1
DUSP11
DRAP1
AC009095.4
RP11-737O24.3


OSBP2
XXbac-
PTPN22
ASH2LP1
FBXO48
CD79B



B562F10.11


NXT2
ARL14
GLIPR1
UBE2CP2
CCDC103
KCNIP2-AS1


ZNF398
ZNF280A
ABHD17A
CHAC2
INPP4B
AL133243.4


VWA2
HSD11B1L
RNF168
RP11-15E18.1
CTD-3065B20.3
CHD9


LINC00950
DBNDD2
RPS3
CFLAR
TBL3
ZDHHC5


BRCC3P1
PITRM1
MYEOV2
COA6
API5P1
ADAT1


CTD-2132N18.3
RP11-302B13.5
CHN1
MTSS1L
UCKL1
RP4-806M20.4


RP11-370A5.2
GAD1
GS1-124K5.4
TAF11
RPSAP36
CPLX3


RRM2P2
MS4A1
HIGD1A
SLITRK6
RP11-212D19.4
PRDX3P1


CTD-3137H5.1
E2F7
CDH23
RP11-327E2.5
TAS2R19
MPDU1


KRT18P43
TBX15
SPTY2D1
IPMK
RMRP
RP4-761J14.8


S100A2
DGCR12
RPL7AP30
CACNB1
USP4
RP11-445J14.1


MAK
RP11-46H11.3
FDX1L
BNIP3P4
CTD-2325P2.3
RP11-645C24.4


RIC1
C5AR2
HAMP
MRPS24
IGLVI-56
BTG1P1


FO538757.2
AIMP1
COPS5
B3GAT2
EMC4
WDR45B


IL10RB
AC026150.6
SIK1
SAA4
CTC-550B14.6
OSGIN2


MRPS11
RP11-598P20.5
EXOSC8
CABIN1
TSNAX-DISC1
PGM5


RP11-326C3.13
RP11-195B17.1
RP11-211N8.3
UCKL1-AS1
AC083843.4
RP11-216L13.17


STAT6
ROCK1
GNL3
SPDYE12P
DFFA
TNP2


AC026954.6
VPS26A
RP11-66H6.4
RP11-775C24.5
SMIM17
VPS4A


ZBTB32
TXN
AP000436.4
CTB-181H17.1
JCHAIN
PLEKHH1


RRN3
ABHD14A
C5orf47
RAD9A
AC068533.7
HSPA4


PPIP5K2
TIMM10
MSH3
INF2
DPP9
CYB5D1


POLR2J2
DBF4
FBXL15
TEX30
CCDC189
CALM1


CNBP
RP5-1071N3.1
ATF6B
RP11-307C12.13
NGLY1
SRCIN1


AOAH
RP11-756G20.1
MARCH6
RP11-415F23.4
ADIPOR2
KCTD11


RPA2
AC005618.8
RP5-1180D12.1
C2orf82
HNRNPRP1
RP11-439E19.9


PIGX
ARHGAP1
AC002398.11
RAB5C
C7orf25
MCTP1


HHIPL2
PPIH
ZNF280B
SQSTM1
RP11-178L8.8
RP11-77P16.4


RP11-64K7.1
KLHL29
CH507-145C22.3
AC002519.8
BAG5
CCDC13-AS1


RP11-252A24.3
TAS2R5
HIAT1
AMIGO2
RP11-1379J22.5
SMKR1


VBP1
OLA1P1
GPBAR1
TOMM20L
ENO1-IT1
ZIK1


SNORA71B
SLC25A25-AS1
SLAMF7
GP6
SIK3
TANGO2


TMEM217
SLC25A12
AC144831.3
DALRD3
PTPRB
ALAD


AANAT
VSTM4
RP4-681N20.5
RP11-411H5.1
MRPL15
CDCA5


CD22
RAB11FIP1
ATF7IP
PSMB9
RP11-301L8.2
GTF2H2


RPL7P1
CTD-2349P21.12
RP11-665C16.9
THBS1
NKG7
PSMA2


GVQW2
RABGGTB
LINC00847
PLAT
GIGYF2
ATP13A4


DNM1P47
RAB34
SH3PXD2B
ANKFY1
CMTR2
AC026202.3


CYP2D6
DPRXP3
ARHGAP35
NFXL1
ATM
MUT


PYCR1
PDE6C
RSPH10B
RP1-224A6.3
NOL4L
FKBP14


TCEB3
MAD2L2
CCDC115
RP11-195C7.3
ASS1P1
IREB2


C15orf57
FABP6
ULBP3
MAP4K5
MRPS16P3
RP11-248C1.3


RP5-854E16.2
NAA30
CTC-265F19.2
ZC3H11B
P2RY10
NPFF


RP11-1008C21.2
VN1R42P
TACC1
HCK
LA16c-313F4.1
RP11-362K14.5


CLCC1
RAB35
CCNL1
CICP4
TP53TG1_2
NSDHL


RP11-68E19.1
CTD-2555K7.2
CH17-264B6.4
PFKL
CTD-2249K22.1
MANBAL


WDR81
LINC00969
CTD-2013N17.6
DPF3
CTSD
RP3-402G11.26


FGFR1OP2
FBXW12
HFM1
BMS1P2
PFN1P6
RP11-864J10.4


CSE1L
ZNF222
ARSK
SMIM18
SMYD3
LA16c-360H6.3


HMGN1P8
TRIM60P18
HOXA-AS2
SMC5
NCOA3
SIKE1


SYNJ2BP
CTAGE9
NAA20
TTC19
TNK2
DPY19L2P2


RP11-383C5.3
TRIM13
FH
BANF1
IQCK
TMEM255B


IGLV3-21
NPAS1
PIP4K2B
NT5M
HYAL2
RP11-27I1.6


RBM25
RP11-247I13.11
PPME1
RP11-473O4.5
RP11-804A23.4
LANCL3


CENPM
CTD-2302E22.6
CTD-2196E14.5
PLRG1
WDR77
UQCRC1


NDUFB2
RAB22A
KIF9
AC005077.14
PPAN-P2RY11
ZNF771


ASUN
DDX3P1
NOP9
RP11-640N20.6
GATC
MC4R


C6orf47
TIMM8A
C1orf27
CTD-2522E6.4
TRIM52
KTI12


RBM5
BRD8
BOP1
RNF114
IGHV7-81
AC007292.6


FAN1
C11orf54
THA1P
SKIDA1
DCUN1D2-AS
BOK-AS1


MED28P3
LBR
PGS1
RP11-452L6.7
SSBP1
HSP90B2P


PRR5L
SURF6
ELFN2
PTPN14
RP11-126O1.5
PTGR1


ARHGEF37
POTEF
HACD3
RP11-160E2.6
RP5-1061H20.4
PSD2


MCF2L-AS1
RP11-143I21.1
UNC79
RP11-111M22.3
NR1I2
MB


GART
PTPN11
CTC-378H22.2
NKRF
RNFT1P3
GAS6-AS1


RP11-210N13.1
RP11-346D14.1
CENPU
RP4-616B8.5
AVIL
RP13-753N3.3


ZBTB43
MIF4GD
CTD-2014D20.1
SLC25A32
RP11-20I23.6
HMGA1


CTCFL
PAQR4
IGHV3-33
RP11-231L11.3
RP11-214F16.8
NSRP1


EGR3
NEK11
CTB-131B5.2
ZWILCH
ISY1
RP11-686O6.1


ADAMTS4
RP11-423P10.2
RP5-1112D6.4
CCBL2
LAMC3
CHORDC1


DECR2
SH2D3A
CPTP
AP003385.2
SGMS1
HECTD1


PPP2R1B
CCDC114
TFAP2A
AP000580.1
USP44
TTC1


CTD-202417.13
RP11-609N14.4
PIK3CB
RP11-151N17.1
AVPI1
RP11-445L13_B.3


WDR12
AC145110.1
MMP24
SLC2A5
LINC01137
RP11-573D15.8


CHAC1
UBP1
ATP5B
RP11-171I2.4
S1PR1
APAF1


METTL2B
C14orf178
CALM2P3
NGDN
MIR1539
AC005306.3


TRMT11
TMEM186
WDR87
WDR83OS
Metazoa_SRP
ALDH1A1


C8G
RP11-624A21.1
ZBTB26
STRC
RP11-354E23.5
RAB15


GSTA1
LINC00998
ZNF101
EIF4EBP1
RP11-486I11.2
SLC30A4


PSMD5-AS1
RP11-996F15.2
GEMIN8
USP16
MICU2
SRCAP


CHRNA9
PCF11
YLPM1
RFX7
LRRC8D
INO80B


RP11-745O10.4
WDYHV1
ADCK2
LCN12
RP11-225N10.1
RPL9P9


SNORA74A
TBR1
RP11-348H3.2
RFC1
MGARP
SNIP1


WASH7P
LINC00945
EFCC1
FTH1P12
SCARNA13
RP11-815I9.4


MMP24-AS1
APOBEC3C
EIF5
MED4
VIPR1
CLDND2


GFRA2
RP11-165F24.3
NHSL1
TLK1
AC136352.6
LINC00493


CTC-559E9.1
LINC00176
IPO13
TFPT
BNIP3P37
ZNF235


IGHV4-31
NPIPB4
OTUB1
AC003075.4
SMG1
FAM217B


C10orf131
PLEKHA4
HAUS1
GRK5
MIS18BP1
C5


PCGF3
RP11-43F13.1
POT1-AS1
CNIH2
RFX1
DDAH1


ERCC6L
AC005740.6
FGF9
RP11-325K4.3
LAD1
CD27-AS1


TUBA4A
TMEM219
GS1-259H13.2
CYCSP10
ATP10D
BBS7


RP11-314N13.3
ZNF668
MESDC2
NACA3P
RP11-333E1.2
RP11-255E6.5


RAI1-AS1
CTD-2555O16.1
FAM136A
AFAP1L1
CTD-2666L21.2
FBXO3


ZC3H6
ARCN1
PA2G4P2
C2CD2L
ERN2
RP11-458J1.1


CH507-24F1.1
RP11-179B2.2
NIFK
BLOC1S6
ACSM3
P4HB


KIF27
ATP6V1C1
SEC61B
RP11-440I14.3
AC068134.10
RP11-10C24.1


RP11-154H23.4
C4orf48
MRPL4
SVIP
CDK5RAP3
RP11-803B1.8


RP11-511B23.1
TMEM245
ACBD4
NDUFS3
RP11-178L8.7
CDK12


YARS2
AP000487.5
ZNF426
FAT2
MED13
MT-CYB


AP001059.6
UBE3C
RP11-96H19.1
DDX49
ZFYVE28
IL27RA


CORIN
PCDHB18P
DCK
A1BG
FTSJ3
MTERF3


SLC15A4
PAX6
RP11-680G24.4
RP11-301G19.1
RP11-749H17.1
ACTR8


RIMS4
UQCR10
SNX3
STT3B
ZNF592
CARS


TAF1L
RP4-592A1.2
TIMM10B
ATP5J2
ZCCHC8
AHSG


RP11-799D4.4
AK4P1
KIF1B
DNAH7
RP11-100G15.3
C12orf43


LSM6
TRIP11
COPS8
PMS2CL
TAF2
RP1-228P16.1


ZC3HAV1
PRG4
DCAF4
RP11-36I17.2
PTP4A2
RIC8A


GXYLT1P5
TCP10L
SF3B3
NRIP2
CTC-479C5.12
RP11-1212A22.4


RP11-583F2.1
WNK4
SAMD1
KRT7
SNU13
RPS3A


MDC1
C16orf46
NSUN3
RP11-568J23.2
CNIH1
MTCO1P30


ZNF614
APLP1
MTL5
COG8
RP11-296E7.1
CCPG1


COG7
TOMM6
RP11-16L9.1
GIGYF1
RP11-420A6.2
NEU3


HEBP1
C12orf49
RPS4XP1
TUSC2
RP11-319G6.1
UTRN


AP001046.6
SLC25A20
FAM87B
VHLL
TMEM81
ATF7IP2


MPI
IQGAP1
TGFB1I1
PTGES3P4
AP001042.1
POLR2CP


GLTSCR2-AS1
ALG1L9P
RP11-561C5.4
SRGAP2C
RP11-571L19.8
GPR180


MYL12BP2
AC098820.4
RP11-539L10.3
MST1
RP11-1148L6.9
PDF


ADPGK
ULK4
CEP57
SELT
ACAP2
FSD2


RP11-89C3.4
LINC01426
BNIP3
FDXACB1
LINC00662
CTD-2267D19.1


TGM1
AC006042.8
PSMA2P1
RTCB
C9orf114
RP11-456P18.2


BCL7B
GUF1
CCDC153
ARPIN
SDR39U1
RP11-448A19.1


LL22NC03-63E9.3
RP11-15K19.2
TMSB4Y
LETM2
CTA-228A9.4
DQX1


ZNF658B
ARPC1A
ANKRD18DP
UBE2J1
SNAPC3
IGKV5-2


ESAM
CARNS1
FAM199X
OLFML3
RP11-359B12.2
SERHL


DLK2
HOXA11
SMARCAL1
XKR8
LGALS4
NOXA1


RP11-338K13.1
UPF3AP3
BRE
ATP6V1G3
MFN1
PINK1


ARHGAP9
CTD-2206N4.4
GPR160
COQ10A
RTFDC1
RP11-466J24.1


RP11-106D4.2
RP11-20D14.6
DNAJC10
RP11-158H5.2
CFAP97
PEX13


RP5-1021I20.6
MYLK
TPI1P1
DNAJC1
MRPL54
BTN3A1


TMEM220
RP11-120M18.2
NPC2
RP4-561L24.3
KLHDC10
SNHG19


ASB1
RPS4XP2
PFDN6
RPL24
RP1-111B22.3
RAB1A


OIP5
GRM1
SERGEF
FASTKD3
ZSCAN5A
MRRF


CHCHD3P3
LINC01422
DPY30
LYRM9
ATP5I
FUNDC1


ATG7
SRRM5
COL25A1
PSMB5
PSMB2
RP11-434D12.1


EEF1A2
RP5-1120P11.3
LINC00309
LINC01189
USP9X
MYC


RP11-791G16.4
NFIB
RP11-12M9.4
CHM
NOB1
RPSAP19


PANK2
FAM126A
RP11-271K11.1
RP11-20G13.4
SND1
NOL6


RP3-467N11.2
PHF10
RP1-281H8.3
HSPA12B
RN7SL49P
RABL2A


OCIAD1
RP11-15A1.4
KDM4A-AS1
LIN7A
PTPRCAP
MICALL2


MTMR14
BPHL
RP11-145M9.5
LUC7L2
AC000123.2
PPATP1


NFATC2IP
MFGE8
PROZ
RP11-795F19.1
ZGRF1
RCOR1


LIMK2
MPHOSPH6
MTND1P11
FTH1P2
GOLGA4
WNT6


DDX21
CTC-559E9.13
UBFD1
SLC2A4
AL136097.1
KNG1


TMEM180
RP5-1157M23.2
CLK1
RP11-981P6.1
COQ9
POLQ


CARD8-AS1
NUFIP2
SNAPC5
LL22NC03-80A10.11
EPAS1
ENO3


ZNF564
RP11-1148O4.1
LONRF1
RP11-111K18.2
RP5-1159O4.2
CTD-2331H12.7


RSL24D1
RP11-214K3.24
RP11-20B24.7
UBL7
RP11-598P20.3
SUMO2P19


RP11-640N20.9
INAFM1
WFIKKN1
FXYD7
DAAM1
TMEM167A


ACYP1
GNS
ZNF420
RBM26
CTD-2293H3.2
RP1-267D11.6


NHLRC1
SLC9C1
CTC-542B22.2
RP11-76C10.6
RP1-224A6.9
SEC13


AC074183.3
RP11-498C9.13
MLLT10P1
TRRAP
F12
RP3-400B16.1


RGS9BP
RTF1
PTPRVP
FAM134C
RP11-475I24.8
YES1P1


PCDHGA2
DYRK1A
LONP1
RP11-723J4.3
ZNF81
FTH1P10


TEFM
CTD-2049O4.1
RP11-1C8.6
TNIP2
KRR1
ABI3


CTC-297N7.1
RNF13
STRAP
AP3M1
ATP6AP1L
RP11-701H16.4


PTPMT1
RP5-991G20.2
RP11-887P2.6
LAMTOR3
LINC01602
C7orf43


ALDH8A1
MITD1
SRR
USP3
CDK11B
HLA-H


PRMT3
ZNF664
ICE2
RP11-431M7.3
TSSC1
TEKT2


RP11-231E19.1
MAD2L1
RP11-946P6.6
TNFAIP8
CAPN2
LSM7


T
RP11-17E13.2
PALM2
CSK
SPG7
RP11-152F13.8


HAO1
CYCS
TBC1D3L
PPP2R2A
SKA3
LLNLR-246C6.1


RP11-379K17.9
ZFHX2
RP11-432B6.3
BLMH
CTC-215O4.4
C21orf91


DCTN5
LINS1
UBIAD1
GOSR1
SRP72P2
RP1-69M21.2


SLC39A12
RGP1
FAM186A
TMTC3
LA16c-313D11.12
DNTTIP1


GPCPD1
DCP2
CTB-50L17.14
VPREB1
AC002398.9
NAV3


APOO
RP11-806L2.2
APH1B
PRPF38B
RP11-895M11.2
CTD-2145A24.5


AC074367.1
NOL10
SEC61A1
ZMIZ1
RN7SL81P
CXCR3


RP11-1293J14.1
AC016910.1
IDH3B
ANKLE2
AC005104.3
CTD-2349P21.1


DCDC1
ISCU
CYP2D8P
SLC5A6
PCMT1
RP11-318E3.9


RP5-1112D6.8
RP11-61N20.3
DCTN4
LINC01260
RP5-867C24.4
ZCCHC10


RP11-79P5.9
RP11-45A12.1
MTBP
TSPAN4
AGR3
FBXL18


RP11-649E7.5
RP11-151A6.6
CD28
SEPT7P6
TSSK3
SEMA4B


SIRT2
TRMT10A
RPL7A
LATS1
RANGRF
FRG1HP


RP11-180O5.2
TNFRSF14
RBBP5
NDUFA7
UFSP1
AC093162.5


CPT1B
RP11-325P15.2
KBTBD7
RP4-616B8.4
KIAA1549
SRSF10


NOA1
YWHAE
CTD-2152M20.2
GDI2
XXbac-
ATP5G1P4






B476C20.13


PLGLB2
RP11-486F17.1
ST5
MED10
RP11-214J9.1
CTD-2044J15.1


MFAP5
BOK
RP11-569G9.7
RAD21-AS1
LRRC27
CCDC130


OGFRL1
AC006942.4
EXOSC2
RP11-379F4.9
SLC35B3
FLJ38576


NACA
FASTKD2
IGKV1D-13
FGL2
DYNLT3
RECQL4


SUGP2
RLIM
SENP5
RAB24
RP11-414J4.2
PIH1D1


RP11-385D13.1
VDAC1P9
RP11-194N12.2
SEPHS2
RP11-342K6.4
BAZ1A


LINC01534
VDAC3
EIF4E
RP11-700A24.1
NUP54
ICOSLG


RP11-46C24.7
RP13-516M14.10
RP11-559M23.1
NECAP1
ZNF100
RP11-65D17.1


PCDHGA7
PLAC8
TSEN34
RP11-137H2.4
GPR143
GTF2E1


RP11-266L9.5
OXCT2
NME3
AC022154.7
ORC2
CDC45


LRRC8B
DHRS3
RP11-39K24.4
FAM188A
ARVCF
SBF1


UHRF1BP1
RICTOR
IGHE
LINC01473
FAM214A
ITFG2


GBP1
TRMT10C
AL133245.2
KREMEN1
FAM89B
CNKSR1


RP11-245J9.5
MTRF1L
NIM1K
FAM102A
AEN
C2CD4C


LINC00167
MEMO1
LINC01185
COQ3
PSME1
GCLM


PROSER2
CD44
RUFY3
POLE
CDCA4
RP13-131K19.1


CTA-989H11.1
KLHL36
TMEM75
CMIP
FKBP3
SLC39A2


RRP9
PLPP2
SLC16A6
RPL3P7
RP11-264J4.8
CCDC54


HNRNPA1P70
MIS18A-AS1
AC008993.2
SPTBN5
ZNF732
RPAIN


POU5F1P3
CICP23
HERPUD2
PRKDC
RP11-164J13.1
USP10


FOXJ2
TMEM45A
AC004549.6
RP11-543B16.2
ACTG1P14
RHBDD3


FANCF
TRAPPC2
NAPSA
FAM8A1
PPFIA4
ISCA1


RP3-337H4.6
HMG20B
RP4-801G22.3
GPBP1L1
PRKACA
RP11-295P9.13


RP11-250B2.4
LINC01619
HIST1H1E
RBM48
RPL6
RP11-363N22.3


MYSM1
RP11-421E14.2
ARF4
DTD2
PTPRA
TMED5


Metazoa_SRP
RAPSN
RP11-173A16.1
FARSA
RP11-168O16.1
RN7SL559P


ST3GAL1
SF3A3P1
TAPBP
VAPB
GALNT4
ZNF713


CYP51A1P1
GTF2H5
OR2AG2
RP11-284M14.1
RP11-102M11.2
GPS1


RP11-46H11.11
VAV2
MPPE1
BRAP
RPS7
RP11-449G16.1


PVRL1
ZNF681
KIAA1109
RP5-902P8.12
CENPH
RP11-410L14.2


BAK1
SMAD9
RP11-227G15.3
ERICH6-AS1
SORBS2
RPL27


RP11-181D18.4
CANX
SDHB
IGLV11-55
FAM208A
ZNF746


CTD-2649C14.3
RPL7AP65
RP11-739N20.2
FLVCR1-AS1
RP11-519C12.1
GFI1


RP5-1165K10.2
RPS20P4
MOCOS
MRPS31P4
ANKMY1
MAF1


DHRS7
RSPH6A
ZBTB9
DTHD1
CA13
RP11-295D4.4


HEMGN
COPS6
GLRX2
MTMR8
RP11-473M20.5
NDUFV2


FAM217A
NLRP14
WDR7
RP6-159A1.2
CTC-366B18.2
USP24


TXNDC12
HAUS6
RP11-454F8.4
LINC00528
MRPL40P1
ALKBH5


PDHA1
ATL2
THOP1
SNX1
BACE1
IBA57


AFG3L1P
ASXL2
ADPGK-AS1
RP4-584D14.5
RP11-390K5.6
NBN


TMEM251
RP11-421L21.3
RP11-597A11.4
RPUSD2
PIGS
TMEM150B


ZNF558
SAPCD2
POM121L1P
ZNF396
RIN2
ZFPM2-AS1


NDUFV2P1
ZNF146
ASAP2
CTD-3154N5.2
ODC1
CTA-363E6.8


MXD4
EPB41
ASF1B
SLC2A3P4
RP11-755F10.1
RNF126


ALDH2
SUPT7L
RP11-69J7.1
RP11-386J22.3
RP11-411B10.7
SERPINE1


RN7SL834P
BTN3A2
RP4-564F22.5
BNIP3P24
CTC-325H20.7
LRP2BP


PRKAR2A-AS1
FAM3C
NCAPD3
RP11-728K20.3
TTLL5
NEO1


LENG8
SSR3
CDK5R2
RP11-762H8.2
PRKRIR
RP11-107E5.3


MTR
GCFC2
AC007292.3
TREML2
RP5-1021I20.4
UBE4A


CORO1C
HENMT1
RP3-449O17.1
TOMM5
RP11-290F5.2
MED7


IFT20
CCDC82
BTF3
RP11-30K9.5
PIAS2
PIF1


AC145124.2
UBXN11
RP11-140L24.4
NR2E3
C5orf45
RP11-347C12.11


ABCD1
CYSRT1
RP5-1021120.1
RP11-537H15.3
PMS2P6
RP11-120E11.2


DRICH1
LA16c-60D12.1
RP6-218J18.2
WASF4P
RP11-307L14.1
GPR150


GJC1
RP4-647C14.2
AL590762.11
RP11-727A23.7
CTD-2210P15.3
RNVU1-7


GNPTAB
CH507-9B2.9
AP000692.9
YAF2
NOP56P3
ERGIC2


VCPKMT
RP11-98J23.1
UBOX5-AS1
STXBP2
RP11-488L18.4
RP11-736N17.11


MTND4P12
RP11-169K16.8
RP11-345J4.5
C7orf57
NFIC
SEPT14P19


RPS28
RP11-142L4.3
ATP6AP2
PAXBP1
SCARNA10
ATP6V0E1


RASL11A
OSTF1
LUC7L
UBE2L6
ACAT2
FN1


HIVEP3
HSPA1L
RP11-103B5.4
RP13-514E23.1
TMBIM4
DDX58


DHRS4L2
CDR2
TAF1B
NCR3LG1
C17orf47
RP11-295G24.5


CNDP2
PHKA2
LSM1
ESRRA
AHNAK2
GOLGA8S


RNF219-AS1
WNT2B
SMG1P3
RP11-837J7.3
RP5-1112D6.7
RP11-667K14.5


RPL21P122
RP11-676J12.9
BSPRY
HOTTIP
SPDYA
COPE


FAM186B
LINC01484
BTF3L4P2
BLOC1S3
RP11-44F14.6
AC005785.5


ADAM29
RP11-536C5.7
SMYD4
LLNLR-222A1.1
COX7A2L
RP5-890E16.5


AHCTF1
DSN1
ERO1B
RP11-477N3.1
RP11-426D19.1
NUP35


RP11-681H18.2
RP11-539G18.3
PHF5A
RP11-331F9.4
RP11-210K20.5
IMMT


ALDOA
FRG1
PAOX
THOC1
RP11-705C15.4
RP11-1020A11.1


CTB-50L17.5
AC010132.11
DNAJB11
GNAO1
RPL11
RP11-161H23.5


TF
RP11-385F7.1
HDAC1
RP11-15E1.5
PPIE
CTD-2301A4.3


RP11-667K14.3
RP11-165D7.5
TMEM145
TM4SF20
BUD31
CTD-2083E4.4


HLA-K
CRLS1
LINC01506
RPS2P32
RP11-416N2.4
RP11-570P14.1


CTD-2248H3.1
GORASP1
ACOXL
GAPDHP52
ELMOD2
RCOR3


RP11-242J7.1
C11orf98
DOK4
AURKB
RP11-475I24.3
CYB5RL


TMEM14C
DUS2
RP11-110I1.11
RP11-803P9.1
PCNPP1
HDHD2


SMYD5
MIR194-2HG
ZNF70
ZNF618
HES1
CEP131


AC007038.7
ARF1
CCL5
CTD-2561B21.8
CHURC1-FNTB
LA16c-358B7.4


RP11-707O23.1
CALU
PIBF1
AP000255.6
RP11-474D14.2
RP11-297D21.4


PHACTR4
RP11-982M15.8
THAP5
TLR6
RERE
RP11-1046B16.3


DET1
SLC44A4
RP11-316M21.7
VCPIP1
ZRANB2-AS2
ECSIT


DDR1
KLF2
RBM43
SZRD1
CMAS
PMCH


DIXDC1
CRYBB2P1
HLA-DOB
PRPF4
RP1-30M3.5
CTC-366B18.4


RP5-908M14.9
RP11-212P7.3
RP11-424M24.3
RP3-425C14.5
AC007389.1
VPS26B


NAF1
URI1
CTC-260E6.4
FNDC8
RP11-493G17.4
PRKRIP1


CTD-2616J11.3
SLC39A7
SNHG21
DPY19L3
ACTG1P17
MON2


RAPGEF6
EIF2B2
RPL12P9
GOLGA5
BMS1P10
RALY-AS1


RP11-334J6.6
CTD-2510F5.6
NDOR1
METTL3
GS1-293C5.1
FANCE


SUSD1
HIST1H4E
IGLV3-9
PHBP2
EIF3F
CRHBP


HM13
SNX5P1
RP11-455F5.5
BFAR
OASL
RP11-463I20.1


RP11-159D12.8
CASP4
ESYT1
DLEU1
DCHS1
EDRF1-AS1


B4GALT6
LRRC58
ZDHHC11
RPL30P11
RP11-484D2.3
HGSNAT


ALOX15
TNPO1
KIAA0196-AS1
AC024937.4
DDX56
RP1-317E23.3


GLG1
FUBP3
CTD-2313J17.5
PLCH1
TRMT13
KLRD1


ZNF689
ATP5L
DHDDS
RPL17-C18orf32
RP11-424C20.2
ZRANB2


SS18L1
AC090505.6
ZNF33A
RP11-467L13.7
NHLRC2
RP11-139H15.6


NUTM2F
VNN2
A2M
ZNF696
TRAPPC5
RP11-662B19.2


RP11-410E4.1
RPL7AP11
RP11-676M6.1
FAM21C
SYT1
LMO2


RP1-313I6.12
ODF2-AS1
INTS6P1
FAM96AP2
CENPB
CDC123


HDHD3
DNAH12
EVPL
PPIAP29
ADSS
CREB1


GMPR2
CTD-2013N24.2
GPR135
PROSER1
OR1F1
RPS16P9


ZHX3
RP11-45A17.4
RP11-108K14.8
RPL18P10
HIST1H3E
C12orf73


INO80E
BRD2-IT1
TCAIM
RP11-57A19.5
LINC01268
MRPL34


NOC4L
GTF2F2
RP11-203H19.2
FNTA
AC073063.10
STX5


MRGBP
METTL23
RPS3AP25
CMTR1
IRF9
SHQ1


TMEM62
DDX26B-AS1
SASS6
PPARGC1B
RAP1A
GTF3A


CYB5R1
RP11-58A11.2
PWWP2A
CTD-2017D11.1
RAP1GAP
RP4-635A23.4


PCDHGC4
KCNC4
TUBB8P8
ZNF213-AS1
DENND2D
DOCK9


RP11-147L13.12
PAN3
CTD-2184C24.2
EXTL1
RP11-87E22.2
TMEM9


RHBDD2
RP11-63K6.1
RP11-264E20.2
ARHGEF1
YY1
SUGT1P2


GTF2H3
RP11-817I4.2
SLC30A5
APEH
MIPEPP3
TRIM74


RP4-613B23.5
RP11-894P9.1
BNIP1
CPED1
ARFIP2
CORO7-PAM16


GPI
NOL3
ABHD14B
RP11-545E17.3
TEX261
IKZF2


COMMD5
RN7SL75P
TMEM126B
RP4-616B8.6
MPP5
RP11-503P10.1


PCDHGB8P
HLA-DMA
ATP2A1
DCUN1D5
SOCS7
PSMB1


PPP6R3
CTA-268H5.12
ITGB3BP
RP11-775C24.3
HIST1H4D
TMEM189


SEMA6C
TMEM88
MPHOSPH9
SYAP1
FBXO41
CTD-2036P10.6


IQSEC1
XPOTP1
RP11-23P13.6
C4orf47
RP11-731F5.1
RAB6A


C1orf131
BIRC6
CTC-251D13.1
INAFM2
CTD-2396E7.10
AC005253.2


NOL7
SEPT7P7
ATP6V0B
CHRNB1
TMEM200B
EXOC3


HCN3
ZDHHC3
HAUS7
PLIN5
LRGUK
SUSD6


NEMP1
USP45
RP3-455J7.3
ETFA
RP11-158L12.4
COA7


TIMP1
KLRC4
PTOV1-AS1
DSTNP1
SMCR8
ACTG1P10


RP11-572B2.1
CTD-2002H8.2
ZNF763
CHPT1
RP11-407G23.7
RP11-268J15.5


RP5-994D16.3
RP11-136K14.3
LA16c-325D7.2
RAB30-AS1
MAP3K2
ECE2


CH17-80A12.1
RP1-117O3.2
USP43
RP11-54C4.3
VTI1A
WASH2P


NCAPG2
HSPA6
SVBP
CHI3L2
RP11-229D13.3
AC106875.1


CBWD2
CTD-2086O20.1
RBBP4P2
MRPL41
NEK4
DOC2GP


SEMA7A
NAPA-AS1
SFT2D1
RP11-142E9.1
SF3A2
DTX3L


AC010761.13
GS1-124K5.3
TMEM126A
ACTA2-AS1
CLIC1
FLJ37O35


PANK4
RP11-172F4.2
ERCC6
ORC4
LYAR
EIF2S2


CIAO1
MYO18A
AC097721.2
CTD-2369P2.12
CCL4
C7orf55


B4GALT4
AFTPH
ACTR3C
NTAN1P2
RP11-706O15.3
RP11-83A24.1


DBR1
ADAMTS13
AK3
VPS4B
SDAD1P1
TMEM205


PDHB
ZXDC
RP11-461A8.1
TOMM34
SNHG4
C4B-AS1


C4A-AS1
EPM2AIP1
NUPL2
GGA1
ACAA2
CDK17


ZNF433
CTD-2561B21.3
MRPL57
WNT8B
ATG3
YBX1P1


AUH
UBE2SP2
INTS5
PGD
ST13P15
BRWD1


POLD3
GNPNAT1
PP7080
DERL2
NHLRC4
HINT3


KB-1410C5.5
RPL7P22
MGAT2
ZMYM6NB
RP11-849F2.9
HCG4B


RMND1
UBE2B
ANXA9
RP11-977B10.2
CH507-513H4.1
CH507-528H12.1


GRAMD1B
TRIM68
TMEM179B
RP3-425C14.4
RP11-417L19.5
AUP1


ADAT2
RP11-417N10.4
C15orf62
RP11-855A2.2
LINC01125
RP11-1000B6.7


FAM124A
ARMCX5-GPRASP2
GALNT3
STX18
NMD3
C19orf25


RP11-28G8.1
TSPAN12
IGHV4-61
C9orf78
ZNF775
TPD52


KIAA2026
PRKAR2B
SARAF
HAUS6P3
PIGP
NPM1


MT-ATP6
CTC-260F20.3
GALNT11
CDC37L1
RP11-460N11.2
RP11-270C12.3


RP11-500G22.5
NOL9
WDR19
ADGRL4
RP11-203B7.2
PHLDB1


PFKFB1
CCDC136
BCAT2
RP3-402G11.27
RP11-343L5.2
PPIL4


MNS1
TBC1D31
CENPC
RFXANK
DGCR6
RP1-197B17.4


CHMP5
NUBP2
CTU2
ANKLE1
HERC2P2
POM121L9P


BAG4
TRDV3
TTC33
SLC2A1
ZNF597
TMEM222


SLC41A2
RP11-234B24.6
TMEM38B
BTBD18
TBC1D3I
KLHL12


POLG2
MT-ND6
LAMB1
RP11-702F3.3
FDX1P1
USP36


RP11-526I2.1
Sep-08
AP5Z1
MRPL42
POLK
MRPL35


RP11-253M7.1
SETD8
THAP1
OPA1
RAB1B
AC034243.1


RP5-1009E24.8
IMMP2L
SBDSP1
RP3-325F22.5
PHOSPHO1
SCOC-AS1


DNAJC8
OVCA2
RP11-474P2.7
B4GALT1-AS1
IL17C
EIF3LP2


AKR7A2P1
MT-ND2
RP1-39G22.4
XXbac-
IL15
ZNF674





BPG249D20.9


NUP58
STK24
METRN
MASTL
RPL31P49
RP11-382A20.1


RP13-554M15.7
SERBP1
C2orf88
ZNF138
TRAPPC10
TUBAP2


DNPH1
C3orf58
RNF11
RP11-932O9.9
FBXO24
HTR2B


RP11-521C22.2
DCLRE1C
TRMT10B
DSP
VN1R108P
RP11-20I23.1


PEG13
TEKT5
CH507-154B10.2
RP11-574E24.3
PQLC1
GOLGA8K


SYS1
RN7SL431P
CTD-2020K17.3
NAP1L4P1
RIF1
MTRF1LP1


SRXN1
RP11-333E1.1
PROCA1
RP11-567G24.1
SYCE2
TECPR1


CENPO
RP11-135N5.3
AP001469.9
DUX4L50
MRPL39
TREX1


TMEM164
RPRD1B
RP11-837J7.4
COG2
PRR26
PSMG3


DTX2P1
DOCK7
RP11-456J20.1
TUBG1
ABCC5-AS1
OTUD3


EED
RAD51D
PREB
RP11-513I15.6
PRR23D2
ERP44


MAPKAPK3
RPS10L
EXOSC7
CTA-390C10.9
TMPRSS9
RP11-303E16.2


NOTCH4
PCID2
SLC9A3R2
DNAJC3
NDUFB4
MXI1


SUN2
MPHOSPH8
LINC01160
DPP7
EEF1A1P13
DPH5


PIGZ
CTD-2095E4.3
TMEM63B
POGLUT1
MCCC1
RP11-42O15.3


HSPA9
RP11-127B20.3
LRRC57
MYOM1
NLRP6
SPCS1


ERGIC1
SCRIB
AXIN1
PNO1
FGF22
CTD-237614.1


PSME3
RP11-493E12.2
MPLKIP
ADGRF5P1
RHOA
ZNF264


ABHD17C
MRPL49
POLR2F
MAGEA2
ATP6V1D
CLDN23


TRMT5
TOR1A
CIAPIN1
SLC25A51
POTEE
IRAK2


RSPRY1
RPL29
MRPS33
RP11-356J5.13
SH3GLB2
REST


AC005523.2
MPZL2
SPTY2D1-AS1
HMGB3P24
OAS2
ZFHX3


PPA1
GEMIN6
LL0XNC01-116E7.5
RP11-477D19.2
FIS1
PRKAR2A


RP11-288I21.1
EEF1A1P14
TGDS
FMR1
TRIM69
DENND4C


MMS22L
P2RX5
WDR18
TMED4
RP11-74J13.9
AP000487.6


RP11-690I21.2
NPHP3
RNPEPL1
ACTR2
RP11-554J4.1
PPM1A


FRAT1
DHRS7B
RP11-355O1.11
RP11-465B22.3
CTC-523E23.3
RP11-50D9.1


NDUFB9
TMLHE
DNAAF5
MVB12A
POC1B
AC010883.5


HSPA2
TMCO6
RP11-932O9.8
C17orf75
APCDD1L-AS1
FOXN3-AS1


KMT2D
DCAF13P1
CTD-3092A11.2
RUNX3
MED14OS
C5orf51


RP3-412A9.16
IGKV2-30
ZNF215
RP11-667M19.2
PCNP
EMC9


REXO1
CCDC25
ZNF395
NEK3
C1QBP
FAM185BP


CPLX1
LA16c-390H2.4
BAIAP2-AS1
MACC1
GS1-124K5.12
RP11-713N11.6


RPL7P32
AC010504.2
FBXO47
IRAK4
ERAL1
VPS37A


PRR23D1
ECHS1
LINC00674
PRDX5
RANBP10
HECTD4


AKAP11
AP001619.2
XPO6
SLC25A37
RP11-1000B6.8
AC137932.5


MYCBP2-AS1
LINC00886
MRE11A
CHERP
SETD1B
PMS1


RP11-259N19.1
ZFP91-CNTF
PML
TLE3
PTPRH
PIGT


INTS4P2
RP11-379K17.12
RP11-295P9.3
RP11-274B18.4
RP4-816N1.6
SLC11A2


RP11-16P6.1
RP11-25K19.1
NUP37
ZNF66
RP11-401N16.2
DISC1FP1


ZNF445
RP11-120D5.1
OPA3
PHKA2-AS1
ATP5C1
RP11-408A13.4


RP11-30K9.6
C6orf106
NNT-AS1
EEF2KMT
WDR59
EIF2S2P4


VPS37B
PPP1CA
GFER
RPS27L
RP11-700P18.1
AKAP17BP


RNF216P1
MGA
TSR3
RP11-567I13.1
ADCY3
GLI1


TBCE
RP11-734K2.4
RP11-19P22.8
RP11-63A1.1
MT-ND3
GUSBP1


NAALAD2
CTD-3088G3.4
SPG11
KCNQ5
HAT1
USE1


RNGTT
ESF1
STOML2
C6orf3
MMADHC
RPS20P33


CUL4A
TMEM52
FTL
KCNJ14
RP11-298I3.6
CTC-756D1.1


SMN2
CNTF
USP20
TSG101
RP11-128N14.4
SEC62


RRN3P2
EPB42
RRP15
BTK
GPR75
ZNF747


AVL9
LA16c-380F5.3
COQ10B
RRS1
BCAS2
GOLPH3


HSPD1
RP11-468E2.10
PPT1
MTND1P23
CA5BP1
POTEC


MRPS17
CTC-260E6.3
RP11-666A8.12
SNX19
RP11-378J18.9
RP11-867G23.8


CTC-398G3.1
ERN1
SGIP1
ANAPC13
TMEM147
AC092580.1


OR13A1
DCAF17
RP1-266L20.2
SPDYE1
HNRNPA3P10
AC113189.5


AL928768.3
ZDHHC6
TMEM104
GRPEL1
ANP32BP1
HOXA4


RP11-192H23.8
PTGER4
RP11-326C3.11
ADD1
LINC01315
RP11-435O5.5


CCNT1
ZNF500
ABCF1
RP11-266L9.4
NDUFA6
GINS1


AASDHPPT
TSR1
MKRN3
FAAP100
SLC38A10
SLC26A6


RGS17P1
RNF123
RP11-72I8.1
UBE2R2-AS1
ZSCAN30
DFFB


AOC3
ATP1B3-AS1
EFCAB14
AC022182.2
HMG20A
CEP152


INO80D
AGFG2
GEMIN8P4
WASH3P
PNPO
TBC1D1


TIMM9
NUS1P1
RPL7AP66
B3GNT4
FTSJ1
PASK


CDK5
HAL
FYB
HMGN3-AS1
AGAP6
RP11-247I13.3


SRM
RP11-599B13.3
SAP30BP
AF230666.2
ACTG1P24
ENPP1


NSFP1
LTN1
TMEM80
TRIM25
RP3-465N24.5
COA3


B4GALT2
TIMM8B
VWA8-AS1
UBE2M
FBXW11
HLA-A


OSGEP
ACBD5
RP11-216B9.9
C15orf40
ARHGAP11B
PYCARD


RP11-465N4.5
HINFP
MGME1
CTD-2545G14.7
RP11-378E13.3
RPL5P34


RP11-81H14.2
RP11-855A2.1
APTX
MRPL33
RP11-15A1.7
PTGES3


DNAJB5
AC087294.2
ARF5
OSBPL8
RNPS1
RP11-1072A3.3


PANK3
RWDD1
Metazoa_SRP
IRF2BP2
CBX3P2
CDKL5


RP11-525G13.2
CEP68
SEPSECS
JAK3
TIMM50
FAM120A


MLC1
NUDT16L1
DCAF13P3
YAP1
HCP5B
SMS


SLC35E1
SIRT7
ZNF491
SPDYE5
NABP2
ZNF367


SP2-AS1
URB1
VARS2
CENPT
TAF1
DNPEP


CRIPAK
UBOX5
RP5-1185I7.1
CCDC62
RP11-304F15.3
REL


CEP95
AIG1
MAP3K12
UQCRFS1
SIGMAR1
RP5-1160K1.6


RP11-293M10.6
IFNB1
NHP2P1
DPP3
STK32C
RP11-295D4.3


RP11-476C8.2
NDUFAF2
MRPS30
RPSAP41
PANK1
UNG


EFCAB11
LLGL2
PDCD10
ST14
TMEM191A
CD53


ACLY
COA4
CTD-2350C19.2
SPIN2B
AC008746.5
TMSB4XP4


MED4-AS1
MTG2
RAPGEF2
TMEM184C
PIM3
IGLV6-57


ARPC4
TUBD1
NEFH
MT-ND5
RP13-104F24.3
HKR1


RP11-130L8.1
GDAP1
SNHG17
GLS
ZNF829
FARS2


FAM208B
LRRC37A17P
RGS19
SERPINB1
REEP2
MTERF1


CORT
AC005154.6
ARFGEF2
FLJ20021
EDEM2
ANKRD26P1


CITF22-49E9.3
IGKV2-24
IFT122
BMP8B
MFNG
PTBP1P


TYW5
CETN2
RP13-672B3.2
STAG3L4
SMUG1
CMPK1


PRPF39
PER3
ARID4B
RP11-732A19.8
AHI1
PVRIG


FAM69B
EIF3C
RP1-101K10.6
ZP3
NEMP2
AC026150.8


MRS2
ATP5G1
CISD1
RP11-706O15.7
ZNF800
NAIP


SLIT1
IGLV3-1
COA5
CTD-3092A11.1
RP1-191J18.66
AP001056.1


LRRC28
INTS2
TSPYL5
RP11-419C5.2
NUP88
FP325331.1


ZRANB2-AS1
CTD-2517M22.17
ZNF805
CCDC102A
SNAP23
C5orf15


PHF11
TIMM44
RP1-228H13.5
PTPN13
NARS
PNLDC1


GXYLT1
EID3
UPF1
HCG2040054
RP11-321A17.6
HAUS3


C5orf24
RP11-240G22.5
ZFPL1
MRPL50
TRIP10
LEPROT


PCP4L1
PKDREJ
FTH1
ZNF197
ANKRA2
ZNF783


TYROBP
CTB-193M12.5
SCYL1
VN1R81P
PLA2G4C
SUCLG2


LYSMD3
OGDH
DNTT
EFCAB10
TMEM38A
ZNF362


TRNT1
TAPT1-AS1
CELF5
RP11-343H19.1
ITGAE
MIR3179-3


PURB
PDE6A
CARHSP1
RP11-458D21.1
MBLAC1
MTND5P28


OTUD6B-AS1
RABGAP1
TXNL4B
RP11-79O8.1
ZNF815P
PLA2G10


GEMIN7
CHEK1
AP5M1
AC092338.5
TCEB3-AS1
ATP1A3


USP19
LRRTM4
MAP4K2
U47924.27
SGPP2
PCSK7


KPNA1
FAR2P3
SDHAF2
GMNN
EXTL2
PA2G4P1


AMIGO3
SMIM14
PRPF19
FAM32A
RP13-638C3.4
HEXIM2


ZCCHC4
RPL35
ZNF19
FGD1
GAMT
RP1-228P16.8


NDE1
RP11-109G23.3
KCNJ13
ANKHD1-EIF4EBP3
PRRT4
TANC1


EIF5B
RP11-318A15.2
PPDPF
RNFT1
RAC1
SLC25A1


RP5-855D21.3
MRPL16
DAG1
RP11-1167A19.2
RP11-231I16.1
RP4-671O14.5


FASTK
RP11-640I15.1
LRRIQ4
RP11-267M23.1
CLSTN1
FAM120AOS


CCDC85B
AGAP2-AS1
TMED7
ARPC3
PHF20
RP11-429D19.1


NSL1
ST3GAL4-AS1
WDR5
RAD23A
MTND6P4
ARMC10


PEF1
XXyac-YRM2039.3
DHFRL1
EIF2D
MRPL23
ALG13


MRPL44
RAET1E
HSPBP1
EPHB4
MAFF
MAMDC4


NME4
C20orf24
CREB5
RP13-104F24.1
BOLA2
FCHO2


FAM129A
HTRA4
RPAP2
ARAP1-AS1
HYKK
HMGCR


TMEM44
DCTN2
VDAC1P8
IARS2
TLK2P1
RP11-545I5.3


RP11-127B20.2
ARPC2
CCT6P3
SAMSN1
MFAP3
NOSTRIN


FANCA
RP11-163E9.2
LINC00865
OGFRP1
CISD2
GGT6


ZNF219
TIPARP-AS1
USP40
RP11-266L9.3
MTHFD1L
RP11-66N11.8


RP11-638I2.2
ZNF391
SUN1
EARS2
CD68
NOC2L


RP3-408N23.4
RP11-313P13.4
FYTTD1
CTF1
TIRAP
APOBEC3F


FAM223B
FAM223A
AC023590.1
TM4SF1
RAB44
EXOSC6


RYR3
RP11-114N19.3
HYI
REEP5
CTD-2199O4.7
EXT1


CEBPZOS
RP11-229P13.2
CHIC2
RP11-398A8.1
TOMM22
AGBL5


ZFYVE9
TMEM39A
RP11-388C12.5
PDCD6
LYST
ATP6V1E1


STAP1
RBAK-RBAKDN
RP11-165F24.5
AREG
PPIL2
ZNF788


METTL2A
TMEM9B-AS1
PAQR5
HSPD1P10
PPP6C
BCKDK


PSMD7
RP11-524O1.4
PTPRJ
CH507-9B2.1
KPTN
RAB14


SPDYE2B
RP13-890H12.2
SLC30A7
POLR3K
MRPS31
SHISA5


SPIN2A
STXBP3
TMEM106C
ZDHHC23
DRG1
CTD-3224K15.2


ITGB7
PALLD
AAMP
COG1
C16orf91
Metazoa_SRP


RHD
ELF4
RP11-306G20.1
RP11-159F24.3
TMEM60
BAG1


AC083843.1
S1PR2
RP1-148H17.1
RPSAP26
SLC7A5
KB-1507C5.4


CTDNEP1
SNAPC1
BCAR1
PSMA6P1
AC012363.8
EIF4BP7


EP400NL
RNF222
A2M-AS1
RP11-738E22.3
AC093627.9
ZNRD1-AS1


OACYLP
AC068831.15
CSAG1
AP000648.5
ZNF514
GRB2


GBA2
SAR1A
ZNF774
LINC01225
RP11-464F9.20
CARNMT1


AFG3L2
APRT
ZNF768
MEF2A
ESD
AP000295.10


RP4-635E18.7
MATN2
SPOP
ANKRD36C
GPX7
AP000769.1


RP11-555K12.1
RP11-337N6.3
MCCC2
PMS2P1
RP5-1039K5.19
ATP5G3


SCFD1
SAP25
WNT5A
RP11-580I16.2
SLC46A3
SLC23A2


STXBP5L
INADL
ENDOG
NIPSNAP3A
KIAA1462
TLR1


TMEM109
CTA-414D7.1
ZNF589
DPM2
NKIRAS2
NR2C2


NINJ2
PGAM4
GUK1
SCAND1
MAPT
HIC1


IMPG1
LINC01063
ZBTB34
AC005822.1
AC098820.3
ERLEC1


NCAN
RPL36AL
AP000349.2
DNAH2
TMEM249
RP5-991G20.1


RP11-803D5.1
EXD1
ALKBH1
FAM87A
SUCLA2
RP11-567M16.6


TIMM22
PRKACB
RASIP1
C2orf50
HEMK1
DCAF4L1


DNAJC27
RP4-530I15.9
NIPA2
RN7SL333P
RP11-552F3.4
COX19


ABI3BP
RP11-507K2.6
MUSTN1
SLC38A9
ZC3H12A
NTPCR


ZNF185
LIN7C
AC009501.4
NRSN2-AS1
TAS2R14
FAM72B


ANXA2R
MBD1
C22orf39
DNM1L
RP11-574F11.3
PDSS1


TGFBR1
NRBF2P5
COQ2
RP13-192B19.2
RP11-358N2.2
KLHL28


VDAC2
LILRA6
AC135050.5
PSAT1
C14orf37
CTD-2622I13.3


CCNB1
MYDGF
RP11-435O5.6
GCDH
UHRF1
ACTG1P20


RFC2
CTC-451P13.1
GPATCH8
STK10
MYBPC3
RAD51-AS1


F8
C3orf17
GRIN3A
AC006116.17
SPTLC1
ZNF680


INSM2
RP11-255E6.6
RP11-192H23.4
RP11-799B12.2
KHDC1L
WIPI2


MRPS5
PSME2P2
HOOK2
TRIM61
LMBRD2
LRRC37A4P


AC004893.10
CATSPERG
Mar-02
AC024560.3
RBAK
SLC9A1


KIAA1328
GJC3
MRPL47
RNASE4
LYRM5
IMPDH2


RP11-50I19.2
FOXP3
NDUFAF7
RP11-109N23.4
TMEM50A
RP11-384K6.8


RP11-356I2.4
CBFB
RWDD4P1
RP11-547D23.1
CD55
RP11-474L23.3


RAB5A
RALA
HHEX
EEF1A1P12
MRPL20
TMIGD1


RP11-266L9.1
RP11-697E2.6
CCDC124
GOT2
AGL
PIK3C3


CYP51A1-AS1
CTD-2553L13.10
AC005785.2
AC027612.6
RP11-316M20.1
KLHL3


AC104653.1
RP11-488L18.8
SPTBN1
LRRC37B
ANXA6
METTL22


HMOX2
RPL9P25
SEH1L
SLC15A2
AP001059.5
FAM200A


ANAPC1P1
RP11-778J15.1
SVILP1
RNF166
C12orf10
FAM135A


ARAP2
DAB2IP
METTL14
LNPEP
MYL9
SPDYE11


PAXIP1-AS2
DUSP2
NKAP
TMEM218
C16orf70
IL32


PFKFB2
UBE2T
TMEM43
RP3-329A5.8
SULT1A2
ZNF750


PRIMPOL
NTNG2
GEN1
ERVFRD-3
ARPC1B
RP11-697E2.9


SRRM2
RP11-25L3.3
DNAH1
LINC00355
KIF3B
FAM188B


RP11-496I9.1
SIN3A
RP11-277P12.20
RP11-345J4.1
PARS2
MTPAP


STAR
NADK2-AS1
BEST1
CEP44
SURF4
AF131215.4


AC012123.1
SLC5A10
RP11-286N22.14
RUNDC3B
LINC01337
TXNRD1


PTGES2-AS1
SUCLG1
VMP1
MAGEA12
POU5F1P6
RPL18AP7


RASSF1
THBS2
WRB
MTCO2P12
AP000437.3
FAM98C


COQ4
RP11-596C23.6
PRSS27
ARL16
MRPS36
RRH


CACTIN
C4orf26
RRP1
MROH8
CTB-152G17.6
METTL6


CEP120
COX7A2
RCC1
CCDC85C
RP11-260M2.1
AC092667.2


ALDH3A2
IGLV1-47
HTR7P1
LEPROTL1
ZNF787
TMEM208


CHID1
WDR36
EFHB
SELO
KB-1440D3.13
HLA-F


PDE4A
RPL23AP10
RAB7A
ZFY-AS1
PGF
SHMT1


RBM44
MED15
OSGEPL1-AS1
ZSCAN29
RP11-490K7.4
UCHL5


RP11-242C19.2
RP4-569M23.4
RP11-6N17.3
RP3-508I15.9
RARS2
ATP13A3


Sep-15
CHMP6
MTMR7
TBC1D29
TMX3
MPP7


CRK
RP11-138I1.4
PAPD4
BSCL2
CTD-2587H24.10
RPPH1


TOR2A
STARD3
C5AR1
GS1-393G12.13
CTC-457L16.1
TGFBRAP1


AC135048.13
RP1-292L20.3
ZNF724P
RP11-798G7.6
RNF4
TPRG1L


PDIA3
SNHG20
AC105760.2
PHB2
COX4I1
FAM49B


CEP192
HSPA9P1
ARPC5L
ZCRB1
ZNF319
IER5L


SQLE
ZNF317
CFAP43
TYRO3P
KANSL1
SH3RF1


RP5-908M14.10
SMAD5-AS1
ELK4
RP11-10O17.1
HSPA1B
LINC00431


TPST2
NUDT15
ASPSCR1
NPEPPS
ARAP1
ZNF773


NAV1
CYB5R4
SC5D
KPNA4
HEY1
RP11-474G23.1


COTL1
RP5-1014D13.2
DAGLB
CTD-2342J14.6
IDI1
AC116366.6


URGCP
ABTB2
CEPT1
MLX
SMG1P5
UBE2L3


SLC10A1
ZSCAN25
RFK
WDR11-AS1
POLE2
CHST11


GADD45GIP1
HSPB11
TOMM20P4
HADHA
RP11-53I6.4
CTC-277H1.7


PTS
MRPL18
TOP3B
SYT16
MRPS18C
LMBRD1


TTC30B
RP13-977J11.2
MUTYH
PSMA3
TMOD4
MCC


CTD-3126B10.2
AP4B1
RP11-81A1.3
CUL3
SLC25A17
POLDIP2


ELOF1
WDR54
RP11-861E21.2
AC009473.1
RP11-977G19.5
IRAK1


WNT10A
RP11-121M22.1
DKFZp779M0652
RP11-1072C15.4
RP11-51O6.1
THAP7


IGHA2
VRK2
STRADA
ENO2
SLC41A3
ST3GAL1P1


ITPRIPL1
RP11-317N8.5
ACSS2
RSAD2
RBM3
RPS11P6


ZNF44
DEPDC1
MAB21L1
SMIM11B
ERVH48-1
NDUFA5


RP11-504P24.9
TMEM120A
RP11-297N6.4
RP11-307E17.8
MT-ND1
PCYT1A


GPALPP1
C1orf162
WWC1
RP1-265C24.5
CTB-39G8.3
PCDHB2


ERO1A
RP11-84G21.1
PTPN1
RP11-403P17.4
CD74
RRP1B


RP11-408A13.3
AC010468.1
MKRN2OS
LINC01001
AC002310.10
FAM81A


PTTG1IP
GPX1
GUCD1
C1orf35
CTD-2270N23.1
DCP1A


RTTN
IDUA
RP5-1041C10.3
PSME2
NT5C3B
SLC5A11


CDC34
THAP9-AS1
L3MBTL2
DDX28
AKAP10
SRD5A3-AS1


ATP5O
ADAM21
GET4
C7orf31
HPD
GACAT2


PRELID1
C1QTNF9B-AS1
RPL23AP24
SRRM1
OIP5-AS1
IL12RB2


RILPL1
TMEM70
ATP6V0C
CHRFAM7A
CYHR1
CHAF1B


OS9
ARHGEF40
OSBPL10
SLCO4A1-AS1
RP11-384F7.1
A1BG-AS1


C22orf15
LRG1
RTCA
FBLN1
TBC1D25
CTC-487M23.6


TSNAX
PLP2
BTN1A1
RN7SL608P
TMEM259
WDR92


MROH2A
UGDH-AS1
RHOQ
PSKH1
XRCC6BP1
RP4-758J24.6


LYRM1
SNX20
CDC42SE2
LETM1
SMIM4
RP11-66B24.4


RP11-589M4.1
CD8A
SLC25A14
ARHGAP4
CTC-453G23.7
ZNF337-AS1


SCARF2
AP1S3
SNX5
RP11-642A1.2
KIAA1715
CACTIN-AS1


QARS
UBTD2
CTB-75G16.1
KLC1
GOSR2
SPINT2


UNC50
TRAPPC2P1
CAMTA2
TYW3
CNBD2
ANKZF1


CFD
PLEKHA2
ACVR1
SLC25A23
FAR1
ALG6


RP11-342M1.3
CD3EAP
RP11-430G17.3
ZNF547
RP11-342K2.1
MMGT1


KRT9
BRMS1
SLC27A1
COX11
NEK9
CTD-2650P22.1


PKN1
RP11-831H9.11
STYXL1
RP1-199J3.7
EPS15L1
CEP170B


CAPNS1
ARF6
COL4A3BP
SBDS
PA2G4
CBR4


CUL5
PPP1CC
RCAN3
INPP5B
CEP162
CTC-512J14.5


AGAP9
AMD1
CBWD1
CTB-50E14.5
ZNF302
PLXDC1


PTGES3L
MINOS1
PYROXD1
SLC38A7
NEURL2
CXorf40A


SRP68
ANAPC11
PACS1
PTGES3L-AARSD1
XXbac-
TBC1D12






BPG157A10.21


TAF1A
ACSF2
PET100
DARS
RP1-309F20.3
AIFM1


MAST1
LRIF1
FAM122A
RP11-822E23.8
HOXC9
FN3KRP


STAM2
FLNB-AS1
RIOK3
UTP11L
MAN1B1
PGLS


RIPK2
UBE2V2
RP11-380O24.1
CRIPT
RP11-93G5.1
MSL2


CCZ1
WDR24
RP11-166A12.1
ZBTB16
TTC28-AS1
RP11-506M12.1


OTUD4P1
FAM13B
RP11-534L6.2
RP11-453E17.3
KL
CACNB3


HS2ST1
HIGD1AP1
VPS11
MACF1
RP11-1149O23.4
AES


CEBPB
ZFR
SFXN1
RP11-936I5.1
ZMYM6
SUGT1


LCA5L
CRAT
AP2S1
FBXO2
MMP15
DNAAF2


RP5-1099D15.1
SESN2
MIR155HG
USP30-AS1
ILVBL
AC093690.1


TPMT
EGFL7
WDR25
C6orf203
MIEF2
FLJ30679


SPDYE9P
CTC-756D1.2
RP11-950C14.3
RP11-481C4.2
BNIP3P1
RASSF5


ELOVL5
RP11-381E24.4
MRVI1
RP11-337N6.1
CASC1
SMIM19


AL133243.2
CXorf56
NEK10
PPP6R1
SOCS5P4
RP11-982M15.2


RP11-439E19.7
TAX1BP3
MRPL11
RP11-394O4.3
SRPR
TMEM11


ANAPC16
ZSWIM8-AS1
SLC1A4
NDUFA6-AS1
ZNF346-IT1
SPRYD7


TTLL1
RP11-867G23.3
AC010976.2
DCUN1D1
C19orf70
FANCB


PCDHB11
KANSL2
JPH3
IP6K1
TGFB2
ETF1


CCL28
PCYT2
AAGAB
CTD-2196E14.7
EFR3A
NFS1


CTD-2313J17.6
MPP6
RP11-378J18.8
SCO2
FUCA1
CTD-2278110.4


NAA40
ZBTB47
RP11-479G22.8
DIABLO
GPN3
MTND4P26


CNST
MYCBP2
BRI3BP
SLC25A5P1
CYB5B
RP11-392O17.2


FAM166B
TNIP1
TMUB2
CCDC86
EPSTI1
LA16c-306A4.1


CTD-2184D3.5
ALOX12
ASB14
AC136289.1
CTD-2358C21.5
CCDC18


SLC7A6
RGS18
RP11-251G23.5
DAD1
PPP3CC
TBC1D19


FAM229A
FRMD5
CASC4P1
CDADC1
NARF
SNCB


DNAJC28
RP11-473M20.9
MEFV
EML6
AC000123.4
LINC00957


DNM1
NUBPL
CTA-984G1.5
MRPS35
C6orf120
C11orf71


RP11-18H7.1
CTB-92J24.2
CTD-2330K9.3
RP11-505K9.1
RP11-77H9.8
ANKRD28


RP11-381E24.1
BPTF
STK25
AP001962.3
TMEM253
SPDYE3


ZNF584
MALSU1
MBLAC2
KAZN
ATP5H
EEA1


TBCCD1
PMS2P4
BIRC5
KIAA1919
XX-FW83563B9.5
AHCY


AC005519.4
RP11-345J4.3
RP11-434P11.2
MRPL22
TUBGCP6
AL592183.1


KIRREL2
FAM27E3
PMM1
RP11-958N24.1
RP11-371E8.4
RP11-15J10.1


C16orf71
SLC25A13
PCIF1
RALGDS
BAIAP2L2
RP11-158H5.8


AC002467.7
PDAP1
UFM1
SETDB2
MEN1
HOXB7


DIS3L
RP11-7O11.3
RP11-428G5.5
OBSCN
AASDH
C10orf105


C1orf233
ANKRD20A5P
DTWD1
SIRT3
LINC01424
TPTE2P5


LA16c-380H5.5
RP11-336A10.2
ATG4D
TUBA1C
GSR
PLIN3


ZNF761
HNRNPA3P9
TMEM87A
DLAT
CTD-2012K14.7
PTRF


ITPR3
STX16
RP11-34P13.14
RN7SL1
ANO7P1
MVK


CCDC59
GOLGA8B
GYS1
CEP104
PCMTD2
SLC7A1


ANKRD13A
FAM174A
RP11-57H14.2
M6PR
CDC42P6
GRPEL2


XRCC1
AC007192.4
CTBS
CEP83-AS1
JUP
TBRG1


SPOCK1
NIP7
RNF113A
MARCH1
TMEM256
QTRTD1


RP11-314A20.2
TAF12
LRCH1
NUDT18
CTNS
ZNF638-IT1


BSN
PPIB
PMS2P7
C9orf152
POP4
TTC41P


RP1-55C23.7
FUT10
CANT1
AMZ2
NEBL
AC005618.6


MDP1
DGKE
WDR78
ATL3
GCSHP5
CTRL


ATPIF1
MAVS
ATP5F1
SLC4A2
ZMAT3
PGBD4


MAP2K1
TCIRG1
TIMM13
ABR
SLC25A4
BNIP2


FRS2
LRRC59
PMPCA
SP110
SPCS3
HMMR


GPD1L
ERP29
RP11-73O6.3
PLEKHG4
MIR181A2HG
CTC-444N24.8


RP11-399B17.1
LY75
DDX10
RP4-784A16.5
AC002115.9
RPL9P29


PCDHGA11
CMC2
RP11-111M22.4
UHRF2
RP3-395M20.8
CTD-2270P14.1


RPN2
NKTR
ERCC6L2
ANKRD61
SELM
CUL7


DTWD2
NCR3
ARIH2OS
GOLGA6L5P
HESX1
PARP9


ZNF286A
LINC00299
LYPLAL1
RP11-325N19.3
TBC1D17
ARHGAP24


IFIH1
MTHFD2P7
SNORD22
GTF2H1
SARS2
DAND5


TMOD1
RPRD1A
JRKL
AC004893.11
REEP1
TPCN1


RP5-857K21.4
EIF2AK2
OR7E38P
MRPL32
ARMC2
RP11-158H5.7


C9orf142
RP11-175P13.3
WDR31
RP11-326C3.15
ARV1
RP11-96K19.5


RP11-1072A3.4
CHCHD4
DENR
EIF1AX
TAS2R15P
PRCP


PUSL1
CTD-3126B10.5
ZNF268
LPIN1
PRDX4
MRPS22


MTATP8P2
ERVK3-1
PPP1R15B
MOCS2
GNPTG
ZFYVE26


AGFG1
RNASEK-C17orf49
RP11-299P2.1
DNAJC6
ADGRD1
TUBA8


RP11-960L18.1
ISCA1P1
PTPRC
LINC01136
RMDN3
RP11-282O18.3


NIPA1
ATP5A1P5
GATAD2A
CCDC39
DIP2C
DMGDH


FBXL6
CDC37L1-AS1
RNF43
USP53
ARL2BP
ANKS6


RP11-171I2.2
CCND1
TRDC
GRSF1
N6AMT2
C8orf82


RP11-1149O23.2
VWA7
RP11-766F14.2
CTC-492K19.4
WDR7-OT1
PBDC1


SLIRP
SDR42E1
SLFNL1
KREMEN2
RP11-307C12.11
RPS7P1


RP5-966M1.7
PPT2
XK
RPS26
ANO7
C12orf60


TMEM50B
RP11-727A23.1
DHRS12
DPM1
RBPMS
GCSH


GUSB
AC011330.13
IGFBP2
ATP6AP1
MNX1-AS1
AC068499.10


CBWD5
RP11-250H24.2
FUCA2
RP11-425D10.10
NUS1
IKBKG


DFNB59
COL6A6
CD320
PPP1R3D
TCHP
TUFM


ECH1
AAAS
GPNMB
DDX55
MOB1A
TIMM17A


GSN-AS1
CTC-265F19.3
TECR
MFF
COX5A
IFRD1


RP11-666O2.2
STAG3L1
THOC2
BRIX1
SLC12A3
TMEM69


DAP
PSMG3-AS1
RP11-10C24.2
EEF2K
RP11-793H13.8
MCOLN2


PTP4A2P1
RP11-250B2.6
SYS1-DBNDD2
BCORL1
HSPA8P8
SLC14A1


ZNF550
GIPC2
LRRC18
RP11-658F2.8
OMA1
DERL3


TIMM21
RP11-729L2.2
FGFRL1
SUPV3L1
CCDC7
TSN


AL928654.7
CTA-363E19.2
HCAR1
VWA9
LARP4B
RP11-67L3.4


RP11-819M15.1
KDM4D
SPOPL
MTPN
C19orf52
CHKA


PPIL3
POLR2E
PES1
RP11-326I11.5
EMC10
AC133528.2


PLEKHA5
RP6-109B7.2
NDUFS7
CLEC16A
XXbac-
RP11-298I3.1






BPG299F13.14


NQO2
BCDIN3D
PSD
HCG27
CDKN2AIPNL
RP11-881M11.2


NR4A1
TMEM173
RRS1-AS1
POLR3G
DDT
PIP5KL1


CINP
TTC30A
LINC00342
KCNA6
CACNB2
CAMKK2


TMEM30A
SNX18P27
MRPL14
ARFRP1
RP4-785G19.2
ZNF790


SSH2
PDRG1
RP11-10E18.7
ZNF324B
HN1L
CEBPE


MCTS1
RP11-500G10.5
SLC4A10
CTB-25B13.5
DCP1B
CFAP44


NFKBIZ
ETAA1
ANKDD1B
CTA-445C9.14
ELP3
RP11-383I23.2


RP11-374F3.5
RP11-574K11.5
RP11-359P18.7
SMC5-AS1
CTD-2349P21.9
MRPL13


ZNF304
AC087163.2
TPRKB
RP11-66N24.4
CD86
RP11-831F12.3


TFRC
AIMP2
AURKAIP1
CTC-543D15.8
EIF4E1B
RP13-395E19.3


IFIT2
SLC39A14
VASH2
ALG8
CTD-2555O16.4
AP001505.10


RP11-338K17.6
RAB3A
LSMEM1
RP11-219D15.3
DDHD1
RP11-563E2.2


DVL1
RP11-472B18.1
ESRP1
INPP1
DENND1A
SPTSSA


DDX3X
RPF2
NKX3-1
AF131215.9
IMPDH1
KANK1


DENND4A
RP11-191G24.1
TOMM20
CHURC1
RP11-206L10.2
RP11-347C12.1


TMEM161B-AS1
RP11-690D19.3
PPARD
RP11-490G8.1
ARMC12
RP11-603J24.17


TMEM59
SH3D19
NRN1
RP11-447D11.3
LYPLA1
RP11-661A12.5


MYBBP1A
CEP83
RAB4A
ZBTB25
CHPF
UBR2


IRF7
AC108676.1
DEAF1
C18orf21
PSMD12
KIF4B


DCTPP1
HIST1H3J
PIGK
RPUSD3
SLC35C2
C5orf22


RP1-29C18.8
DGUOK-AS1
VKORC1L1
RPP40
ALG9
DNAJA3


ATP1A1
KHK
RNF141
RPUSD4
RP11-1348G14.4
NR3C1


IPO9
RP11-752G15.10
LOXL4
RP11-212P7.2
CKMT2
PPIAP11


FCER1G
ZSCAN31
ABRACL
LL22NC03-86G7.1
DNAJC5
CEP290


AREL1
MCCC1-AS1
KTN1
ZNF124
MRPS10
PPTC7


PHYHD1
ZNF777
MRPL46
LINC01237
CTD-2010I16.1
DLD


OAT
RP11-453N18.1
RP11-63A1.4
C12orf76
STMN3
RECQL5


UBAP2
RP11-317B3.2
POLR3F
CTD-3099C6.9
JHDM1D-AS1
CTD-3193O13.12


DDX60
CS
UBR3
RP11-218F10.3
CTD-2357A8.2
NDUFB10


RP11-767N6.2
NAPRT
OSBPL3
LAMTOR1
ASIC3
CTA-228A9.3


CICP14
UPF3A
TBL1Y
JDP2
RPS3AP6
COMMD4


VGF
C11orf16
HCG4P7
RP11-421M1.8
ATG4B
WDR6


RP11-88E10.5
BOLA3
ELL
CTC-444N24.7
MRPL12
ESCO2


PMM2
FAM219B
ST13P18
CTD-2231E14.8
CTB-180A7.6
ARL5A


TLL2
RP11-347I19.7
APOBEC3G
RP11-263K19.4
RPL29P11
RP11-136K14.1


APMAP
THAP7-AS1
MZT1
UFL1
TMEM131
RP11-34P13.8


USP25
CTD-2349P21.3
RPL7L1
SDCCAG8
ZNF839
PNRC2


ACTRT3
RFC5
RP5-1085F17.3
FAM3A
SLC9A6
DPAGT1


URB1-AS1
MPV17L2
SURF1
SLC25A38
FOSL1
NUCB2


RP11-101E13.5
CAPN1
CES4A
DENND1B
PRORSD1P
ZNF837


MRTO4
AP001189.4
PIDD1
IFT57
IZUMO4
MAPK1IP1L


EMC1
HOXA5
RPL7P50
SSFA2
SH3GL1P2
TMED8


HSH2D
RPAP1
RP11-342K6.1
ZNF700
USHBP1
RRM2B


RP11-324I22.4
CTAGE7P
CCNL2
FRYL
TSC22D4
RP11-110I1.12


RP5-1042I8.7
RP11-761I4.4
CARD19
RP11-840I19.3
C1RL
STRN3


CDK14
HTATIP2
EBPL
EBAG9
CAB39P1
PSPN


NSMF
TXNDC17
CUEDC1
SLC39A11
ACOX1
SLC35C1


RRAS
NDUFC2
ZNF84
RP11-131H24.4
NAGPA
CENPK


GCH1
PRKXP1
RP5-862P8.2
PDE4C
MRPL53
PIAS4


RP11-802D6.1
RP11-348P10.2
THADA
RAET1K
RP4-775C13.1
MIA3


FAAP20
RP11-505K9.5
SLC35D1
STARD9
LST1
GNL1


TDRKH
EIF4A1P10
RP13-210D15.8
VMA21
CFB
CASD1


BRCA1
ADAL
WARS
DGUOK
C3orf20
EFCAB13


WASF2
HOXA13
HOXA10
TSACC
GAS8
LSS


KCTD13
MRPL38
ATRAID
EIF2B4
OXCT1
RP13-516M14.8


AGPAT4
RP1-97D16.1
SAMD12-AS1
CNEP1R1
CPT2
SNRNP25


FAM91A1
LINC01215
SAMD8
SPIN3
RP11-20O24.4
TTN-AS1


DHX38
LIPE-AS1
NOP14-AS1
TTC39C-AS1
RP11-400F19.6
TRMT61A


TNFRSF10C
RP11-274B21.9
RP11-474N24.6
RTN3
CLN6
ADAM1B


TNKS2-AS1
IDH3G
BCKDHB
FAM72A
SDCCAG3P1
AC023271.1


AC005786.7
ZMPSTE24
CCDC163P
NOP56
C1orf122
RBM47


RP4-622L5.2
CTD-2521M24.8
ABCC4
AC093818.1
PTER
APEX2


LLNLF-176F2.1
KLF8
CYB561
CD99P1
CD99P1
PLEKHF2


PORCN
IGFBP6
PTBP3
EIF3I
AGBL3
ADI1


RP11-656D10.7
HSD3B7
ICT1
LENG1
TSPY26P
TIMM10B


DUSP14
ADCY4
CTD-3105H18.4
CCDC150P1
CIRBP-AS1
SNN


RP11-435F17.3
RP11-138A9.2
AC069282.6
SERINC1
RP11-722E23.2
ZRANB3


ATG13
RNASEK
LMBR1
FAM157C
CEMP1
IGDCC4


ARHGAP8
RP11-166B2.3
THAP6
NUTM2A
RTN2
RP11-783K16.13


PWAR6
KLB
THAP4
TVP23B
FTSJ2
Sep-09


RHPN1-AS1
MPG
RP11-12A20.4
SCCPDH
RP11-4B16.1
ABHD16A


KB-431C1.5
RP11-592N21.1
QTRT1
RP11-186B7.4
TMEM242
GOLGA7


RP11-16F15.2
UBE3A
RP11-288C18.1
SOD2
RP11-66N24.3
ADPRHL1


RP11-120K19.3
Metazoa_SRP
RP11-93B14.6
BOD1
AC005606.15
SPIDR


RRP7A
MRPS9
TNKS
COPS7A
EFHD2
AC068282.3


SMG1P6
KDM7A
NDUFA11
PA2G4P4
RP11-1099M24.6
ACOT13


TMUB1
ZNF76
ZNF214
TOB1
RGCC
CTD-3014M21.1


EPHX1
ACAD9
EEF1B2P6
RP3-461F17.3
PIK3C2A
RBBP8


RP1-100J12.1
FAM86DP
ARL8B
RP11-844P9.2
ATG16L2
GLA


MRPS28
RP11-575L7.8
TMED10
SEC11A
ABCF2
EXPH5


TMEM185A
TALDO1
TMEM167B
RTP4
STARD7
RP11-697N18.4


TMEM120B
CSPP1
TAP1
TAOK3
CTH
PCDHGB4


C9orf3
DPY19L4
RBMS3-AS3
SYPL1
VWA8
TNNI2


MTMR11
IMP4
DGKZP1
SRD5A1
NAPA
RP11-342K6.2


IFNAR1
CTDSP1
SAMHD1
AC009404.2
VCL
RP11-819C21.1


MAP3K6
PPM1K
KIAA1841
MARVELD3
RP11-274B21.12
RP5-1050D4.5


GSN
RP13-923O23.7
CNTD1
RP11-449J21.3
ORMDL1
PPP6R2


PLAG1
CATSPERB
SNAP29
RP11-532F12.5
SLC31A2
RPP25L


ZNF446
FAM173A
PRMT1P1
GPAA1
POLB
NBEAL2


RP5-821D11.7
LRRN4CL
GRIP1
TMBIM6
TOB1-AS1
TOMM40


CIPC
ETNK1
C1orf123
ARG1
STON1
RP11-20B24.4


PICALM
TMEM260
PAXIP1-AS1
RP11-21K12.3
RN7SL268P
DLX3


DOHH
AC007318.5
PCCB
CLN5
KDELR2
TMED3


BMPR1APS2
C14orf119
STAG3L2
SPRTN
ANKRD27
ANKS1A


HMGN2P46
PIK3CD-AS2
SEC22A
RP11-697E22.1
ASS1P2
GCA


XPC
UBE2K
PLEKHB2
RP11-196G11.5
RBFA
RP1-72A23.4


CTC-429P9.5
CTD-2260A17.2
LL22NC03-2H8.5
ZNF217
CLK4
RPS7P10


TIPARP
BCS1L
POLR2L
DRG2
RPL12P16
DNAJC15


SPAG1
FBXL17
TP53I11
FLRT1
RP11-574K11.32
FBXW9


RP11-600F24.7
GOLT1B
TXLNGY
MT-ND4
ZNF169
RP11-75C10.6


SYTL2
ERBB3
AC010894.3
KRT18P63
CRELD2
TEN1


GHRL
CXCR5
OR7E47P
ACOT2
RP11-661A12.12
C11orf45


CDAN1
TUBB8P1
PPP1R7
PCYOX1
CCDC64
RSPH9


SLC9A8
H3F3B
CTC-529I10.2
MCOLN1
MRPL17
ZNF266


GANAB
GTF3C2-AS1
LAMA3
RP11-795H16.2
UBTD1
ZNF182


NSA2
CHRNA5
ANKRD37
SLC25A30
AC074286.1
CTD-3184A7.4


SZT2
ZBTB44
RP11-996F15.6
PITPNB
CYB5D2
TLR2


CALM2P2
MTDH
REXO4
SOS1
GPAT4
LAPTM4B


RNF39
TM9SF4
AP003774.1
RPL9P7
FARP1
RP11-645C24.5


AP000223.42
NUAK2
CTD-2410N18.3
RP11-517B11.4
C14orf1
TULP3


TMEM214
KRTCAP3
RIBC1
SMO
PURA
RP11-390P24.1


TRIM23
TFEB
RP11-31F19.1
ZNF295-AS1
HDAC10
EPB41L4B


GTPBP10
ST13P4
CTD-2001C12.1
PRR22
SNX25
RP11-245D16.4


RP11-320M2.1
RP11-783K16.5
MTND2P28
RP11-1007O24.3
RP4-682C21.2
TRAF3IP2-AS1


ZSWIM6
C17orf97
RP11-347C18.5
KLRG1
PGAM5
RP11-230F18.5


RP13-254B10.1
TXNL4A
TANK
FOXRED1
EPT1
RP11-93B14.10


PGAP3
PDIA6
PSEN2
NRM
CTB-79E8.3
DTYMK


VIMP
VPS25
NKAPP1
C17orf51
LRCH4
TPGS1


SNX18P9
SAMD13
AC005540.3
RP11-165E7.1
PLD6
LRRC37BP1


CTB-26E19.1
ZNF585A
POC1A
MED11
AC010226.4
WDR43


CHKB-AS1
REV1
CRIP1
GUSBP3
IMPAD1
LINC00843


RB1
CTD-2506P8.6
VPS37C
BRIP1
PMFBP1
UBE2G2


C19orf12
RP11-56B16.2
TMEM101
IKBIP
PICK1
ACADM


SNX29
UFSP2
DPEP2
FBXO42
ERMAP
NDUFAF6


CCDC146
TMEM68
RP11-499E18.1
TPK1
XPA
CH17-260O16.1


EMC7
QPCTL
GMPPB
PITPNA
OLFML1
RP1-138B7.7


MME
TMED2
RP11-632K20.7
ATP5A1
RP11-152N13.16
LINC01353


RP11-278C7.1
DDOST
RP11-467P9.1
RP11-435D7.3
RP1-239B22.5
CTA-29F11.1


COL8A2
CTD-2619J13.17
CLDN20
CTC-429P9.3
FGFR1
RP11-1379J22.2


SENCR
MDN1
ZNF726
CNTNAP1
NASP
UNC93B5


TRAP1
CTD-2574D22.2
SHB
RP11-231C14.7
CTA-384D8.35
RABEPK


SLC25A15
SOWAHD
PLCXD1
PLCXD1
TLK2
CTD-2017D11.2


RP11-332M2.1
FAM122B
ZNF827
RP13-104F24.2
RP11-118K6.3
CTD-2574D22.4


RP11-530C5.4
AC007383.3
RP11-218L14.4
RP11-259K5.2
HAUS6P1
HINT2


LIAS
RMI2
ZNF423
ZNF69
AC007192.6
IGLV7-46


PROX2
RP13-216E22.4
MRPS18A
BCAS4
IFRD2
NAIF1


TRIM14
KAT2A
FAS
RP11-77H9.2
VPS52
RBMS3


RP11-632C17_A.1
FANCM
DEPDC1-AS1
AC012358.8
MTFMT
COMTD1


RP1-20B21.4
RP11-757O6.6
RARS
PPP2R5E
TDRD12
MAP2K2


TCFL5
ISG15
TPI1P2
SDC3
C6orf89
RPA3


TRIM31
HNRNPA1P49
DPH2
CCNH
KLF16
DOLK


GYG1
RP4-800G7.3
FAM73A
MTMR3
DYNLL2
MRPL10


STX4
FCF1P2
ATP6V1H
ZNF836
WRN
RP11-48B3.3


MYL12BP1
PKIA-AS1
TMEM198
RPL21P28
USP15
LLNLR-276H7.1


KIAA1161
PHF21A
MLST8
RUVBL2
PDZD9
SCUBE3


SLC25A36
CCS
TLR3
MFSD11
RP11-983P16.4
STRBP


RBM18
CTD-2623N2.3
SPDYE10P
MILR1
APOL4
NHP2


AC090945.1
NME9
SETD7
ADIPOR1
NT5C3AP1
TEX9


FOXN2
GSS
SERPINB8
SH2B3
RP11-353N14.2
CCDC125


TMEM128
UBALD2
ZDHHC4
C12orf71
AC002116.7
FBXL19-AS1


UBE3B
SPATC1L
CH17-431G21.1
WDR75
ZNF576
RP11-226M10.3


ARAF
AC097495.2
ZNF678
RP5-1148A21.3
RP11-731C17.2
APPL1


MFSD5
OXCT1-AS1
COX16
BOLA3-AS1
RABL6
NDUFAF3


NPM1P9
RBM33
RP11-65L3.2
RP11-411B6.6
AGPAT5
C16orf95


ZNF530
CTD-2006C1.13
GIN1
BCRP2
XRRA1
TBX6


CTD-2017F17.2
FAM47E
SOGA1
TCEANC2
ACAP2-IT1
CTD-2012J19.1


ZFY
ORAI2
LMF1
CHL1
ATP5EP2
AKT1S1


MSS51
SLC35B2
FCF1
ANKRD20A18P
AP1S1
LINC00116


C19orf18
TP53TG5
ORC5
CEP41
ITM2C
ZHX1-C8orf76


TTYH2
SIRT5
FRS3
PRR7
C10orf54
NSMCE1


PDE9A
ZBTB10
LINC00205
INE1
RP11-131M11.3
TMEM106B


IRF2BPL
RP11-50B3.4
TRAF5
UBAC2-AS1
AC011999.1
NDUFB5


MUL1
ZC3H8
NAGLU
SGTA
FILIP1
CCDC22


LINC00106
LINC00106
ZNF582-AS1
COMMD8
RP11-166P13.4
WWP1


CTD-3234P18.6
TEX264
RP3-337H4.9
GHDC
SLC25A19
LINC00337


CTGLF12P
CALML4
SAMM50
TAOK2
DTNB
RHOF


RP11-73M18.8
CCDC117
SP140
BX322557.10
SLC43A1
MFSD12


RP11-448G15.3
HN1
CTB-36H16.2
NEB
CHCHD3
ASTN2


PHTF1
PUS1
ANKRD39
RP11-278J6.4
GTDC1
FAM227B


FTCDNL1
LRRC4
INTS8
CCDC51
MOB3A
B4GALT5


RP11-1277A3.2
SLX4IP
PYGO1
HIST4H4
KIAA0895L
SUMF1


BNIPL
ZNF341
LILRA2
PEX12
TMEM138
RP11-12J10.3


LCTL
PRG2
APBA3
UGGT2
COMT
RP11-434B12.1


TAF13
SMIM20
TRIM47
RP11-950C14.10
SIVA1
ANKRD20A1


CELSR2
FAM210A
MRPS12
MBNL2
NPRL2
RP4-657D16.3


RP11-93B14.9
PSMC3IP
PABPC1L
RN7SL481P
CDKN2B
PIGQ


PTPN2
VAMP8
MBD2
SPAG8
DERA
SDCBP2-AS1


LINC01277
CTC-360G5.9
RP11-110G21.1
TOPORS-AS1
TIGAR
TMEM184B


GPR107
MT-CO1
TRIM4
SYNGR2
HNRNPH1P1
TMEM147-AS1


HSPA1A
TMED1
TM7SF2
ZBTB41
TMEM53
AGRP


MTFR2
STAT1
AMY2B
SRD5A3
C21orf59
AC004067.5


LHFPL2
TRIM67
LMAN2L
NUP85
PNKD
ADORA2A-AS1


NDUFV3
ASAH1
LARS2
RP11-10C24.3
ITPKA
TAS2R20


HMBS
ZNF582
C3orf33
ALDH3B2
SAC3D1
DSCR3


C17orf96
PSMB8
RP11-274B21.14
AKAP9
RP11-68I3.11
CHKB


LGALS8
CTD-2600H12.2
CCDC96
CCNC
PPP1R32
ROCK2


RP11-382A20.3
PXMP4
MIER2
AP000240.9
AK2
ARMC10


TMX2
RP11-617F23.1
DNAJC5B
FLOT2
CTC-444N24.11
RSPH3


Z83851.4
AP3M2
RP11-370A5.1
CAB39
GABPB1-AS1
HARS2


MED14
RP11-11N7.5
FGD3
ZFP41
TMEM192
ZNF852


NLN
DNHD1
SNX33
NR6A1
METTL8
C19orf60


FBP2
NAPEPLD
SUV420H1
CDH13
LINC01004
CTD-2547L16.1


ATXN2L
RP11-73M18.6
KLHL21
NLRP2
NNAT
STK19


TUBG2
TMEM237
CD46
GNPAT
KB-226F1.2
STEAP4


BORCS8
CTC-338M12.4
PEX26
CTD-252513.6
L3HYPDH
RP11-400F19.18


STRIP2
RPSAP12
RP1-198K11.5
TXN2
C10orf128
RP11-174G6.5


RP11-552M11.8
RP11-121C2.2
ATP5HP4
CPT1A
SH3BP5-AS1
SNHG16


RP11-568N6.1
YIPF2
TBC1D22A
TFPI2
RP11-407N17.4
BCO2


ENTHD2
APPBP2
RNMTL1
SHC4
MIR17HG
LYRM7


UCHL3
RP11-1149O23.3
FOPNL
C16orf13
GNRH1
TFDP1


C12orf66
TMPPE
RNF135
VPS9D1-AS1
PSMG1
TSSK4


RP11-44M6.7
RP3-508I15.19
RP11-345K20.2
RP5-1187M17.10
CTD-2650P22.2
KXD1


C12orf45
ANKRD30BP1
DNAJC24
VOPP1
ANKRD19P
PLA2G15


C15orf56
ZCWPW2
ASIC1
CEL
DLST
TRAPPC2L


NT5C1B
NEDD8-MDP1
DOC2A
PTPN6
TMEM156
IDI2-AS1


RP11-442N24_B.1
SGK494
CYB561D2
MYCBP
RP11-655M14.13
NEU1


CARD8
RMND5B
HLA-F-AS1
RBFOX2
RNF167
TMEM86B


LRRC37A3
RP11-12M9.3
BET1L
MRPL45
SPR
TRPV1


NAT9
POR
RP11-468E2.11
SLC3A1
ZDHHC7
RCE1


TMEM150A
RP4-614O4.13
SLC8B1
MSRB1
RP11-80H18.3
USP35


ZNF813
RP11-73M18.2
ZNF260
RP11-379F4.7
RP11-192M23.1
RPL4P6


UQCC2
RP11-705C15.3
MFSD1
HIVEP1
DOCK9-AS2
ZBED6CL


NEDD4L
EIF2S1
TRAF1
CES3
RP11-420K14.6
CSTF3-AS1


AC021188.4
CTC-471J1.8
RP11-304L19.12
RP11-817O13.8
C22orf46
NSUN2


ZNF383
SLC30A6
HDAC3
UBL7-AS1
LINC00920
CECR7


RP11-563J2.3
RP11-90L1.8
H2AFJ
APOOL
RP11-7F18.2
PAPD5


SLFNL1-AS1
RGL2
CAD
ACVR1B
BIN3
YIPF4


GINM1
SLC35F6
KIAA0753
RP11-1020A11.2
RP11-712L6.5
ZCWPW1


RP13-514E23.2
SLC25A26
AHSA2
SLC16A14
RP11-177B4.1
BBC3


RP11-284B18.3
KRBA2
ASL
RP3-405J10.3
RP11-141B14.1
CDK4


BECN1
SWI5
ICAM4
ALG10B
SLC27A4
FGFR4


SLC51A
RP4-798A10.2
NAA35
SNRNP27
CCZ1B
RP11-697N18.3


ABHD10
PCDHGB5
CA9
IFT74
CIB1
COX14


TATDN2P2
LMNA
PCDHGB3
RP11-546D6.3
LDHAL6B
AK5


RP11-79P5.10
PKIB
UIMC1
SP140L
WEE2-AS1
RP11-48B3.5


RABGGTA
CTD-253719.13
CTC-241N9.1
SNHG3
MRPL30
PGAP2


ANGEL1
MEMO1P1
IL17RC
FOS
CLCN4
ZBTB45


NFIA
SP100
MBD5
TMEM97
CLDN15
PPFIA1


RP11-106M3.2
RP11-196G11.4
TAF9
GALE
C1GALT1
CHCHD5


HCCS
LINC01572
TRAPPC9
ZNF26
C15orf65
BCKDHA


CTD-2410N18.4
PRDX2
STARD4
IPO7P2
RP11-523O18.5
CELSR3


TUBGCP4
PUS7
CSTB
GNL3LP1
RP11-360L9.4
RP11-407N17.5


ORAI3
RAD54L
LRP4-AS1
MMP25-AS1
NPIPB11
MTTP


U2AF1
TXNDC5
C2orf16
RP11-299J3.8
PAFAH1B2
MDH2


NT5C3A
SWSAP1
ERICD
RP5-1039K5.12
NCKAP5L
HEXA


CFAP36
RP11-16E23.5
CREBZF
RP11-211N8.2
RP11-373L24.1
ITCH


TRAF7
HACD2
SLC12A5
GSTK1
AC024592.12
PSMD6-AS2


FSBP
IGLV4-69
PHBP5
SNX17
GSTP1
CLASP1


PLCXD2
FAM159A
TMEM41B
ZNF655
ST8SIA4
LINC00501


PINX1
IFNGR1
VDAC1P1
OARD1
ACTG1P3
RTN4IP1


RP11-355B11.2
RP11-215P8.3
MANBA
AKR7A2
ZNF616
SCARB2


TRIT1
LY6E
AC092171.4
AC083899.3
SLC16A1
RP11-6N17.6


CCDC47
RP11-297B17.3
SCN8A
CTC-250I14.3
MOSPD2
MYO1D


VAMP3
TTC13
ELF3
MOV10
VSTM5
NTMT1


THEM6
ZMYND10
FAM131A
CYB561D2
HSD17B6
UNC119B


SETD3
CPNE5
JAK2
TNFRSF10D
SCAI
PTCD2


TM2D2
CTD-2528L19.6
EMG1
LINC00562
PANX2
FAM71F2


IDH3A
GATAD1
UBE2D2
PALD1
MTMR10
RP11-85I17.2


RP11-517P14.2
LRRC61
CPNE3
ALKBH4
RP11-667M19.9
MOV10L1


MTFR1
RP4-657E11.10
LINC00094
PTGR2
ZBTB11
PINLYP


SETMAR
CTD-2083E4.5
SETD4
RP11-497H17.1
CLK3
PIGW


TAC01
RNF130
SLC37A1
SHANK2
C8orf44-SGK3
NOXRED1


SSR1
PIGO
STX1A
LYRM2
FAM227A
RP11-151A6.4


RP11-402J7.2
C1orf61
GM2A
NDUFAF4
CTD-2308B18.4
TBC1D2


VTI1B
UBN2
CCNE2
COG5
CTD-2521M24.5
EXD2


HHLA3
CTD-2521M24.4
CFAP206
FBXW11P1
TAZ
MALAT1


CTD-2095E4.5
RNASEH2A
PCDHGA8
RP11-1094M14.11
VDAC1
TBCD


IKBKB
PTDSS2
CTC-265F19.1
RP11-637A17.2
RP1-12G14.7
MRPS25


APOL5
AL136419.6
LRRC23
PLGRKT
BZW1P2
MRPL37


NOMO2
NCOA1
ZNF551
PIGU
HNRNPKP1
IFI44L


HSDL2
ISCA2
LCOR
TFCP2L1
RP11-155G14.5
AC007285.6


SLC2OA2
RPN1
METTL16
RP11-334G22.1
RP11-274B21.3
MRPL19


LPIN3
LA16c-358B7.3
ENTPD5
LRRC37A15P
DCAF10
DDX60L


ABHD2
ITSN1
DGAT1
RCN1
SMC1B
UBE2R2


AC109826.1
CUL9
RP13-131K19.2
SLC31A1
CTC-454I21.3
BDH1


RTN4
OXNAD1
ATP5SL
RP13-516M14.4
RP4-635E18.9
LSM12P1


TIAF1
MT-CO3
RP11-977G19.10
RDH14
RP13-188A5.1
CD302


SGK3
BBOX1
SMTN
SPECC1L-ADORA2A
RP11-167P11.2
GPM6B


LINC01140
DBT
CCDC120
RP11-117D22.2
VPS39
PAK6


RPL23AP7
SMIM11A
ZC3H12D
STRA13
RP11-134E15.2
C8orf33


NONOP2
COQ6
RPL26L1
RP11-757O6.1
FAM95B1
FAM169A


TICRR
MRPL21
HIATL1
HSD17B7P2
KCTD5
PAM16


CTC-479C5.10
SCAMP2
RP11-182L21.5
SLC24A1
RNF44
ZFP36


VPS13C
LARGE
MAPK8IP2
BID
RP3-426I6.6
SLC35A2


RP11-527J8.1
RP11-74J13.8
CNR2
TTC39A
CREBRF
RP11-205M5.3


RP11-231E4.5
BCL2L13
NAA10
EMC6
CHST7
C1orf210


TUBG1P
ENOSF1
C1orf109
RP11-1H8.5
RP13-392I16.1
MTMR9LP


MCEE
MAP3K13
AC018804.7
ALG2
RP11-70L8.4
ZNF821


PLOD1
DDRGK1
RP11-521B24.4
FMO4
PDCD5
CTD-2616J11.10


STAG3L3
ACADS
RP11-809N8.2
PIK3IP1
NFKBIB
BNIP3P11


LMAN1
ZNF785
APOL2
CABP4
RP11-87C12.2
BLCAP


TMEM33
KB-1125A3.12
C1orf159
GCNT2
PCDHGA6
IQCC


ZNF600
CARS2
TMEM141
KLF13
HSF2BP
CCNT2


TMEM256-PLSCR3
SLC25A41
GRK6
C2orf47
MRPS2
LAMP2


CYP3A5
RP11-104O19.4
AP001055.6
APOBEC3B
COCH
KSR1


TMX1
SLC25A42
DNAJC18
BROX
RP11-497G19.1
AC008697.1


SLC25A35
FADD
PRPF40A
SLC1A5
LIN52
FAM83H


GDF9
ERVW-1
EBNA1BP2
CTB-43E15.2
SEC63
FBXL4


ATP2A1-AS1
MTAP
USP34
CLN8
RP11-247L20.3
C20orf203


ECHDC2
RP11-861A13.3
PROB1
CLIC2
RP11-1148L6.8
RP11-467L13.5


RP5-1057I20.2
PANO1
RP11-379K17.2
SEPT7-AS1
SEC22C
FHIT


NCK1-AS1
AC046143.3
HAS3
MLLT10
RP11-45P15.4
CTC-550B14.7


CHEK2
AC009133.21
PTRH1
SLC37A4
RTEL1-TNFRSF6B
GALT


HIBADH
TMEM107
MCMDC2
DDX11-AS1
TCTA
TCL6


SLC27A5
HEXB
RP11-381K20.2
TEAD2
LINC01355
NME6


VDR
FBRSL1
GRIK5
ZNF599
MON1A
TRIM39


RP11-61L23.2
RP11-255C15.3
CLPB
INPP5E
STK3
C19orf38


MUC6
GPR176
EMC8
NANS
ST20
SCARNA15


SKP1P1
RP11-46D6.1
AIF1L
P2RY11
DNAJC30
FLJ42969


YIF1B
NAA50
GGTA2P
BCAS1
SNX21
CD19


ABCB10
ZSWIM4
AP000289.6
ANKDD1A
HSCB
PTPRD


CTD-3216D2.5
SEPW1
TTYH1
MMP23B
UBA52P6
ABCD4


ZFAND4
GRAPL
EIF3K
EMB
NRG4
RP11-488C13.5


RP11-5C23.1
RP11-613D13.5
P2RX1
FAM117B
MTCO1P12
C20orf96


RP11-2B6.2
LYL1
C8orf58
RP11-324O2.3
RP4-647C14.3
ZNF611


CACNA2D4
PI4KAP2
SKOR1
AC016747.3
APOM
RP11-574K11.29


RP11-536K7.3
LMTK2
ABCB9
RP11-497H16.9
IMPG2
RRP8


DERL1
NSUN6
FRZB
ASMTL-AS1
ASMTL-AS1
SLC25A16


TSPAN33
LRIT3
TET1
RP11-514P8.6
C1orf147
TAMM41


GPT
RNF138
PWP2
CBWD3
AC004980.7
RP11-77E14.2


CYC1
GRK4
AC091729.9
PUM3
RELT
ZFAND6


SLFN13
ENTPD3-AS1
SLC39A4
OTP
TAGLN
LACE1


PRR7-AS1
LINC00852
TFR2
ZDHHC12
NAA16
USF3


CTSO
NOCT
TFAM
PLPP6
SPCS2
ABHD8


RP11-585P4.5
LAMTOR4
TRMU
CTD-2292M16.8
CTD-2544N14.3
AGPAT3


RP11-258C19.7
RP11-345P4.7
MINCR
CTD-2353F22.1
NRSN2
RAP1B


LRRFIP1P1
SH3GL1P1
C15orf39
TROVE2
RP11-383F6.1
DNASE1L2


LINC00471
MAP3K8
YJEFN3
RAP1GAP2
RP1-59D14.5
PRIM1


DUS4L
RP11-426A6.5
TLN2
PUS10
MTIF2
MAML2


SH2B1
MFI2
POLR1C
BRCC3
RP11-271K11.5
SCO1


GPR82
SMAD6
TMED9
VASP
LA16c-321D4.2
IFT81


MT-CO2
RPL24P2
TRMT44
NPM1P24
AC034220.3
RAPH1


FAM109B
SNRNP48
CTC-471J1.11
LINC00893
CCER2
LAMP3


SDCCAG3
DNAH3
PRR13
RP4-734P14.4
HLA-DRA
PNPT1


GFM2
BORA
RP11-582J16.5
APOL3
ATG14
PLSCR1


PRKCSH
NAPB
PSMA8
TIMMDC1
LRRFIP1
BORCS8-MEF2B


RP11-723O4.2
PREPL
FUK
RDH11
NPEPL1
CD164


RP11-138I18.2
CYGB
FASN
HEXA-AS1
GFM1
MZF1


TAF6L
RP11-676J12.4
CASZ1
NEIL2
ZNF563
NDUFA8


RP11-134G8.5
C12orf77
PIGF
CTA-292E10.8
LINC01521
CTB-131B5.5


NUDT14
BAX
ALG5
SUB1
CMPK2
AC005083.1


CCDC64B
AF131216.6
ACO2
LINC00654
PARP12
LA16c-390E6.4


TFB1M
NEIL1
SWAP70
FAM118A
MB21D1
RP1-266L20.9


RP11-291L22.9
TMEM175
MTFP1
RPS6KB2
TNFSF9
PARD6B


KCNK6
GLCE
CDKL1
KCNAB1
AC142528.1
APOBR


RP11-563J2.2
LINC00643
RP11-685N10.1
NCF1C
VAC14-AS1
RP11-415F23.3


MCU
SERPINF1
DDX11L2
RWDD2B
CTD-2369P2.10
GPR68


SUSD3
LRRC37A2
LPCAT3
JAM3
CTA-313A17.3
RP11-186N15.3


PHF7
ARMC7
ZNF487
RP11-727F15.12
KRT18P59
ZNF18


TAS2R64P
MFSD9
SREK1
TFE3
DPH1
RIMKLBP1


STARD7-AS1
RP11-802O23.3
MIRLET7BHG
LINC00449
CKB
RP11-16E18.3


SDCBP2
RP11-700J17.1
CCT6B
RP11-21J18.1
SAT1
C17orf58


RP11-770J1.5
RNF121
MIR4435-2HG
RARG
RP11-538I12.2
RP5-966M1.6


PIGG
AFMID
ATP5S
TTC28
MAP7
B4GALT7


KDF1
CTD-2228K2.7
ICAM5
CD63
TTC26
RP5-827C21.4


TM9SF2
N4BP3
SFXN4
CXXC4
BNIP3P18
AK1


AC002116.8
ZNF132
NBR2
B4GALT1
GPR157
TECRP1


DHRS11
GALNT6
LGR4
LRRC56
LRPPRC
AMFR


LINC01232
HSPB1
RP4-563E14.1
NDC1
MYLIP
CBSL


FAM53B
EBP
SLC4A7
MYO9A
RP11-752G15.8
CDCA4P1


CTD-2196E14.6
ZMAT2
RP11-10A14.4
IFT88
ARHGAP27
FSTL3


RCN1P2
ITSN2
CTD-3162L10.1
RHOV
GHRLOS
RP3-323A16.1


AKIP1
LCT
RAB12
GLB1L
RP11-347C12.3
ZKSCAN2


GCNT1
MLLT3
CARKD
RP11-677I18.3
RRN3P1
PISD


RP1-92O14.3
MTCH2
RP11-1036E20.9
TXNRD2
TP53INP2
RP11-503E24.2


NFU1
CTB-92J24.3
CDPF1
FOCAD
MXD3
PARVB


STPG1
TSPAN17
CTD-2240E14.4
LY6G5C
ATP6V0D1
CASP10


RP11-674N23.4
RP11-486O12.2
RASL10A
RCL1
MGAT3-AS1
DDHD2


ARFGEF1
CLCN7
DUSP7
LLNLF-173C4.1
ZNF23
ZNF34


CHKB-CPT1B
CCR6
SLC38A6
RP11-97O12.6
NEAT1
ERLIN2


PAPLN
LRPAP1
MTHFR
EME1
ACAP3
SDHAF3


RP11-521I2.3
TCP11L2
PI4KAP1
CTD-2396E7.11
ALDOC
C19orf24


TP53I13
LINC00926
RP11-4O1.2
SV2B
FURIN
AIFM2


MRPS15
CDKN2B-AS1
CTD-2540L5.6
C1GALT1C1
N6AMT1
TPPP


ZNF224
RP3-388M5.9
AD000671.6
CMC4
C2orf74
KDELR1


RP11-50E11.2
LINC00216
CD180
CAPG
GRIN2D
ISG20


AC006014.8
CTNND1
RP11-802E16.3
ALKBH6
SLC39A3
C19orf71


MPEG1
RP5-1120P11.1
BMP1
SPINT1
PMAIP1
SPNS2


TCF20
RP11-104N10.2
ZNF585B
AC099850.1
RP11-278C7.4
ALKBH7


SRP19
RP11-326A19.5
PCMTD1
ZNF561
TMEM57
CYP51A1


AC012146.7
RP11-640L9.2
RP11-180C16.1
HMGN5
COLEC11
TMEM99


GATB
MYBPC1
ALG10
RSG1
ALOX12-AS1
AC114271.2


ZNHIT1
RIBC2
MAP6D1
TKT
CLIP1
LPAR2


TBC1D3C
BCAP31
RP11-415F23.2
SDHD
LIME1
GALNT12


TMEM181
TFB2M
PBX4
IFT22
XXbac-
GRAMD1C






B461K10.4


RP11-274B21.4
WDFY4
FBXW4P1
SNX16
GPR137B
HERC2P3


TTF2
COX18
RP11-488L18.10
RP11-490O6.2
LBX2-AS1
SLC25A34


YRDC
DSTNP2
ZZZ3
RP11-96D1.8
ZBED5-AS1
SSH1


SYNE2
RP11-48B3.4
ANKRD18EP
LTB4R2
RP11-130L8.3
MNT


ZNF619
CCDC183-AS1
ZDHHC18
C9orf43
NDUFAF1
HAUS2


DHCR24
GSE1
AQP11
MYO6
AC007880.1
SLC29A1


CRCP
XX-
WDR97
STARD4-AS1
PQLC3
METTL15



C00717C00720L.1


YTHDF3-AS1
CCBL1
RP11-206L10.9
BST2
WASH7P
CCDC134


MIB2
RP11-418J17.1
NRBP2
KLHDC1
FBXO44
FADS1


CTA-217C2.2
XXbac-
UBE2D4
ACSL3
KCTD21-AS1
TBL2



BPG32J3.22


OXSM
HMGCS1
RP11-798G7.8
HMGA1P4
PLBD2
CTPS2


RP11-553K8.2
RP11-274B21.2
SLX1A-SULT1A3
CCDC137
SLC25A11
SLC35F5


ZNF860
RP11-482G13.1
MFSD4
KIN
MRPS7
TPD52L2


NFIA-AS1
TPT1-AS1
DBNDD1
MINK1
AGAP5
RP3-368A4.5


DNAJB14
NIPAL3
CXCL16
MMP11
PPM1M
DEGS1


RP11-97C16.1
XBP1P1
RP6-65G23.3
RNF19B
WDR45
ASCC1


MED18
TMEM44-AS1
CTD-2186M15.3
RP3-486I3.4
LLNLR-307A6.1
TMEM87B


P4HA1
SPON2
CCNG1
ZDHHC21
AGGF1P1
KMT2E-AS1


RP11-500C12.1
RP11-386G11.10
HEXIM1
HSP90AB3P
KIAA1549L
ITM2B


NPHP4
ADCK4
NUCB1
ALMS1-IT1
ARHGAP42
POFUT2


MSR1
FAAP24
FAM96A
CTD-3224K15.3
AKR7L
NOP16


COLCA2
IGLL5
RDH13
ZNF32
SEC24B-AS1
ZNF573


KIFC2
CSF2RB
NSUN5P1
RP11-689B22.2
SLC9A3R1
CAAP1


MSMO1
FLVCR1
ACP5
CTD-2012K14.6
GLIDR
DLX1


ZNRF3
ARHGAP19-SLIT1
C1QL3
FAHD2CP
RP3-468K18.6
NCBP3


DOCK8
C14orf142
LTBP2
INCA1
MXD1
RP11-498C9.3


MED28
NABP1
RP11-326C3.12
STYX
FAM156A
CTA-276F8.1


RP11-73M18.10
AC002310.7
ENDOV
CTD-2587H24.14
GPR18
SLC35A3


TM2D1
IFNW1
AC002310.12
ADGRE5
SLC35E3
RP4-756G23.5


PALM2-AKAP2
MBTPS2
ITGAV
GTF2IRD2P1
TPP1
SYTL3


RP11-372K14.2
CTC-203F4.2
MRPS18B
CTC-487M23.8
MRPL28
RP11-134G8.7


BSG
LZTFL1
PIGL
NDUFV1
ZMIZ2
ITGA6


AF127936.5
SLC43A3
HRK
RDM1
RP11-930P14.2
AC127904.2


PRR15L
MAN2C1
ERMP1
AC145343.2
PPT2-EGFL8
NPR2


PM20D2
Z97634.3
SPDYE6
ATP11A
MAGIX
C9orf9


ANKRD9
ORAI1
HELLPAR
TST
HVCN1
LRTOMT


RP13-638C3.2
HSD17B12
NAGA
RP11-888D10.4
SLC22A31
WDR4


EIF4EBP3
CTB-89H12.4
CYP4F35P
LL0XNC01-116E7.1
GOLM1
ST7L


ANKRD20A4
NIFK-AS1
NAAA
ARRB2
SERPINI1
LRRC20


RP1-197B17.7
RC3H2
HDDC3
TBX10
SLC6A4
PRR34-AS1


FBLN7
DISP2
UCP2
AP000432.1
RP11-33O4.2
MBOAT7


ANKRD42
NPC1
CTB-5E10.3
DAPK3
RP11-529K1.3
PTPN7


EME2
REEP4
RP11-496H1.1
RPS15AP1
ARRDC3-AS1
PLPP5


TSPAN13
TMC6
KLHDC7B
OCLM
MECP2
RASA4CP


NOMO1
FAM212A
RP11-23N2.4
LDLR
PRICKLE4
NCKAP1


RP11-356M20.1
PAN2
TMEM201
CYP51A1P2
DLL1
FAR2P1


C11orf53
COPRS
RP11-143K11.7
RP11-141O15.1
CTD-2574D22.3
TMEM161A


TMBIM1
EFEMP2
RP11-576C2.1
CNN2P9
RP11-513M16.8
ICAM2


BBS4
TBKBP1
TXNDC15
RP5-1092A3.4
DESI1
ELOVL6


PHPT1
SIRT6
TCEB1P19
RP11-686F15.2
L2HGDH
MTND5P11


STK11IP
RP11-34P13.13
ELOVL1
RP11-295D4.1
RPL12P25
LINC00339


FAM129C
IQCE
LAPTM5
CRB3
ATP9B
SIDT2


DNASE2
CACNA1C-AS1
HSD17B8
PACRGL
PHYKPL
ANGEL2


CYBA
DNAJB6
NCF1
SPATA12
TDRD6
BCLAF1P2


RGS14
IGLV7-43
PCDHGA4
DCXR
ZFP14
RP11-342I1.2


PIK3R2
L3MBTL4
TMEM161B
ZNF613
RAB11FIP4
RASA3


TYRO3
IFT140
METTL1
AGER
MRI1
MACROD1


D2HGDH
ZNF692
BZRAP1
ARID3B
RHPN2
MRPL2


NUDT19
PDXDC1
PIEZO1
PARP16
NMI
RABL2B


FBXL2
RP11-146D12.2
FAM86C1
PTCD3
RP11-296I10.3
UBR5-AS1


GRHPR
PILRA
ZNF440
FBXL22
SNAI3
NUDCD2


CXorf38
CD72
STX10
FAM160A2
LRP1
VASH1


APOPT1
GP1BA
FLYWCH1
AGR2
ANTXR2
SMDT1


PRR33
AC017104.6
RP11-381O7.3
GMPPA
NFAT5
RP6-159A1.4


RAB40B
ARHGEF33
AP006222.2
RP11-127I20.8
FAM76B
MAPK12


APOL6
MYO5C
FASTKD1
POLR2J3
AC024560.2
MTHFS


CKLF
WDR66
PELI3
RP1-179N16.3
EHD4
TYMSOS


CRYBA4
CEP19
RP11-809O17.1
SLC22A18
BET1
LRRC34


SSTR2
ZNF572
DNAH17
UNKL
NDUFB2-AS1
ARL2


C8orf37
TNRC6C-AS1
ATP6V1C2
BTBD6P1
LINC01547
AP000347.2


MROH1
SORBS3
PSMG4
ANKRD23
SATB1
RP11-33B1.4


PDCD6IPP1
AC003092.1
TP63
ALG3
CCDC38
RP11-161M6.2


SLC12A9
MIPEP
RP11-111F5.5
ZBTB21
ENDOD1
DNAAF3


SCAMP5
IQCG
CTD-2538C1.2
ARSG
EPB41L1
ABCB6


PPCDC
TRIM16L
HAGHL
ABCA1
LRIG2
CYP4V2


MST1L
RP11-480A16.1
NDFIP2
ANKRD26
LRRC43
DLEU2L


RP11-529K1.2
NDST1
JSRP1
GLB1
CCDC30
OXA1L


DYX1C1-CCPG1
CABYR
RP5-1074L1.4
HOMEZ
NR1H3
CBR1


TMEM174
CMTM4
EIF1AD
C6orf136
DRC3
ZNF717


RAB11FIP1P1
TBC1D2B
PDHX
PPP1R21
SLC16A13
CTD-3094K11.1


CMB9-22P13.1
SDK1
GOLGA8H
RP11-866E20.3
DCAKD
RP11-486B10.4


RETSAT
AC013461.1
FAM86B3P
FAM132B
EPB41L4A
TLCD1


CTA-246H3.12
LRFN1
CAMP
REC8
SETD9
NIPSNAP3B


FECH
FAM21FP
ODF3B
TTN
SDHA
CTB-147N14.6


CRYZP1
RBM6
LGALS3BP
GMDS-AS1
MAN1B1-AS1
ADAM8


RP4-800G7.2
C2CD2
CH17-340M24.3
ABHD12
XPNPEP3
CD40


CTA-292E10.6
PIGBOS1
SLC9A7
CH507-9B2.3
SPRYD3
INSIG1


GS1-124K5.2
IL9RP3
SMIM10
RP5-967N21.11
CCDC87
FAM114A1


IL18BP
C17orf104
FKBP11
RP4-758J18.13
TRPV2
DHRS1


PCOLCE
RP11-517H2.6
ADAP2
CTSA
TNK2-AS1
SHPK


SPN
ACAD11
DLGAP4-AS1
DNAJC17
NFYAP1
JMY


HMGB3P4
FRMD4A
PDSS2
TXNDC11
CYP27B1
AC005944.2


CLN3
PPM1F
SPATA33
AC006486.10
RP11-577H5.1
ARHGAP20


RP11-657O9.1
STAG3L5P
ANK3
SLC2A11
ATP13A1
SACS


RP11-613M10.8
C1S
MOB3C
SH3YL1
AC005532.5
RP11-343C2.11


STIM1
ATP6V0A1
ZNF181
CTB-52I2.4
TMEM199
FAM160B2


RP11-234B24.4
LAT2
RP11-566K19.6
MX1
SLC25A40
LPCAT1


SCD
CHRNA6
ATP5J2-PTCD1
S1PR4
CORO1B
TK1


TSPAN3
PPP2R5A
TCTN2
APOL1
CYTH1
NADK2


RP4-591C20.9
GANC
RP13-516M14.1
NPTX1
CLCN6
RP1-60O19.2


GNPDA1
CTD-3105H18.14
CLDN7
MAG
SCARNA12
NIPAL2


LRRC39
CSRP1
DMD
HSBP1
TCAF1
AC062029.1


SLC25A33
RP11-291B21.2
CTD-2012J19.3
TRIM73
TRIM66
POMT1


BBOF1
SHTN1
TXLNB
PTGS1
PCBP1-AS1
ACPP


SULT1A4
GDPGP1
SLC16A1-AS1
RP4-694A7.2
ACER3
OAS3


SLC16A3
LA16c-306A4.2
CRTC1
MEIG1
UBAC2
MLANA


ANKRD7
ABCC10
SBF2-AS1
BLVRA
NOTCH1
ZNF658


RP11-930P14.1
CBS
CENPP
RP11-848P1.2
NPB
MRPL40


EXD3
GUCA1B
DHX58
CRTAP
PQLC2
FOXH1


EPB41L5
NDUFA10
AC006547.8
WI2-87327B8.2
PDXK
TARBP1


CGREF1
UAP1L1
LINC01006
ZNF660
RP11-309L24.10
CICP27


ESPNL
WDR90
RP11-552F3.12
ZNF701
PDDC1
KIF9-AS1


TJP2
ADORA2A
SENP8
YIPF6
SPNS1
CTD-2026D20.3


ZNF485
ZFP90
ITGB4
RP11-513M16.7
FDXR
TYMP


KLRAP1
RP11-521B24.3
CITF22-1A6.3
SLX1B-SULT1A4
BISPR
C3orf35


TNFSF15
METAP1D
CTD-2083E4.7
B4GAT1
MTFR1L
LINC01222


FRG2C
WASIR2
STK36
RP11-394B2.5
HMGCL
RNF149


RP5-832C2.5
DCTD
RP11-797A18.5
CNTNAP2
ACOT1
HLA-E


RP11-111F5.4
HYAL3
AC005076.5
PCYOX1L
LCAT
RAB29


UMAD1
LIPJ
SPTLC2
ADK
CRYM-AS1
TSPAN31


FOXRED2
PODXL
DND1P1
RP5-1142A6.10
IQCH
PON2


RGPD5
TSTD3
RP11-574K11.24
RP11-124D2.7
ADAM15
ZNF460


RP11-504P24.3
RP11-424G14.1
GALK1
NUMBL
ACACA
NEK8


HACD4
C16orf86
TMEM209
XXbac-
POMT2
CAPN12





BPG181B23.7


PTK6
PNPLA4
PRMT5-AS1
BBX
EPS8L2
VSIG10


PVT1
RND1
ZBTB46
NCS1
CTD-2366F13.1
MANEAL


RP11-31H5.3
CTC-281F24.5
WWOX
PLCG1
SERTAD2
RP11-864I4.1


DUSP3
RP11-574K11.31
PLOD3
RP11-20G6.3
OR7E126P
MAP7D2


SEC14L1
HDAC11
P4HTM
RP11-471B22.3
LINC00877
PCBD1


ELFN1-AS1
RASA4B
XXbac-
NHLRC3
TMC8
B9D1




BPG181M17.6


CAMKK1
MKLN1-AS
TMCO4
FAM9B
RPS6KB1
RP11-362K14.7


LTB4R
STAG3L5P-PVRIG2P-
AC011747.3
IPCEF1
DARS-AS1
RP11-311C24.1



PILRB


DISC1
HNRNPU-AS1
AC156455.1
ARMC9
RP11-13P5.1
GPER1


PXN
RDH5
LETMD1
RFT1
SMPDL3B
PDLIM5


WDR73
RP11-53O19.3
PLS1
RNPEP
RP11-166O4.6
CTC-425O23.5


CEBPD
RP11-228B15.4
PGPEP1
ABHD11
CTD-2587M2.1
Sep-11


GATS
SCAMP4
ULK4P1
ORAOV1
DNAH8
TRIM65


RP11-932O9.10
IVD
CCDC57
CATSPER2
SREBF1
PLLP


LINC00467
RASL10B
RP4-669L17.10
RP11-98I9.4
CTA-941F9.10
RP11-458F8.4


PMEL
RILPL2
KIAA1033
NBL1
CD37
H6PD


UNC93B1
C17orf99
ZNF789
DEGS2
C12orf75
CRIP3


ANKRD10-IT1
AC008079.10
SEPN1
TGIF2-C20orf24
RRAGB
UBA7


PYCRL
THYN1
RP5-965G21.4
CELSR1
AC025171.1
DMPK


PILRB
SLC45A3
LINC01347
SLC29A2
LCMT1-AS2
RPL23AP82


CD27
RP4-583P15.15
CPEB4
ACOT4
TMEM91
CASKIN2


ETFB
CICP3
TMEM198B
RAB36
SLC17A9
MOB1B


FARP2
GNGT2
IGHV3-23
IGSF6
TM4SF19-AS1
TMOD2


HRSP12
HLA-DMB
RLN2
PCSK6
IQUB
TRIP6


RP11-455F5.3
BLVRB
CD6
GCAT
NUMB
TNK1


GS1-124K5.11
C8orf44
MAP1LC3A
ZNF705E
UPP1
WDTC1


FAM95B1
NCF1B
TMEM229B
SAPCD1
DPH6
OR7E128P


HERC6
SCML4
ZNF461
CXXC5
ARHGAP10
PFKM


CERS4
DOCK6
GPRASP1
GRAMD4
BFSP2
LA16c-329F2.1


RRAS2
MFSD8
RP11-485G7.5
HPDL
NDFIP1
CNNM3


ARHGEF16
RP11-563N4.1
LAMP1
RP11-395I6.3
CTSZ
CMTM3


EPCAM
ANKRD30B
MARK4
SMARCA2
DLEU1_1
TUBB4A


RP4-738P15.6
ETHE1
TMC5
PRRG2
MUC4
MND1


MPST
LINC00884
RP11-92C4.3
RP11-38C17.1
ZNF276
VPREB3


MAN2B1
C1orf228
RP11-96D1.10
RP11-362K14.6
TMEM255A
ATAD3B


HID1
MGAT4A
GTF2IP13
NWD1
PLD2
TMEM132A


CTC-510F12.4
CCDC171
LRRC14B
LSR
OLFML2A
ELMOD3


TP73-AS1
CLEC17A
MED13L
ZNF579
ZFP3
LINC01588


SPPL2A
NFATC3
TLR9
SPIRE2
RP11-77K12.9
NAV2


TNF
CBY1
LRP11
RP11-231C14.4
RP11-723O4.9
METTL7A


RP11-16E12.1
LINC01128
PNPLA2
BATF
SLC16A4
RGMB


SRC
RP11-561B11.2
TNFRSF10B
ZDHHC24
PKD1P6
FBF1


PROSC
FDFT1
ENPP3
USP6
GTF2IP12
FAM86C2P


TAS1R1
SLC2A1-AS1
AP5S1
UEVLD
NMNAT1
PLA2G12A


BRI3
DHRS4
THRA
ZNF876P
ARHGEF39
CKAP4


CENPBD1
ZBED2
LIMA1
NPPA-AS1
CDK10
ACAD8


LACTB2
RP11-547D13.1
RP11-325F22.2
KDSR
NMB
GRINA


RP11-660L16.2
RP11-69E11.4
TSGA10
PARP14
AC024937.6
SLC25A10


SCLY
IL21R-AS1
ABHD15
N4BP2L2-IT2
DNASE1L1
RP11-577H5.5


KCNRG
TRIM9
FAM49A
SLC37A3
ALDH1B1
USP30


SPPL2B
SAT2
FAM86JP
ITGB1BP2
FBXO6
TMED6


ACCS
ZNF791
LEKR1
ELK3
SLC16A6P1
RP11-15A1.3


IFIT3
RILP
FAM195A
JMJD7-PLA2G4B
FAM78A
AC010524.2


NCF4
LTA
EPN2
MAST2
PSAP
PSPH


POLI
BNIP3P41
HEXDC
LIMD1-AS1
CTNNBIP1
GRAMD3


RP11-159D12.5
LIMD1
TATDN3
TTC23
EIF3J-AS1
ABCA7


CHIT1
RNASET2
ANGPTL6
RP11-439E19.10
SNAI3-AS1
MGST2


EPB41L4A-AS1
C19orf54
CD96
PRF1
OSTM1
IL6ST


GRM2
PMS2P5
NR3C2
RMDN1
CYB561A3
SCART1


SRP14-AS1
LBHD1
TECPR2
NT5DC1
ATP1A1-AS1
C21orf33


RNF213
PECAM1
SLC2A4RG
ALPK3
GID4
SLC4A4


SCHIP1
RBM26-AS1
LITAF
IPP
RPS6KA1
RP11-799B12.1


MYO5B
MCAT
MACROD2
PARD6A
MYCL
PARD6G


UGCG
PRKCD
RP4-717I23.3
LRRC45
PLXNC1
RP11-890B15.3


NR2F6
IFT46
POLD4
OXLD1
AP000347.4
RP11-498C9.15


RP11-499P20.2
AC108488.4
LINC00174
LA16c-316G12.2
RP4-714D9.5
TC2N


FRMD4B
NMT1
CTD-2636A23.2
LGALS9
FBXO4
SSBP4


ANO9
ETS2
ZNF546
CBWD7
RP11-545P7.9
RP11-609D21.3


NLRC4
FAM83H-AS1
LINC01585
RP13-20L14.10
AGPAT2
PRPF40B


CTD-2135D7.2
ILDR1
SUOX
FES
TSEN54
VPS33B


RP11-305E6.4
SLC22A5
DDB2
ZNF682
TOR4A
MAPK13


ATHL1
DHCR7
FAM150B
TMEM106A
CLUAP1
RP4-635E18.8


GTF2IP20
INPP5J
CLYBL
RP11-429P3.8
GSTZ1
RP11-12J10.4


HIST1H2BN
CD59
UBXN8
CDNF
SLC48A1
LIPG


TNS1
PEX5L
AC009403.2
A4GALT
RP11-478C19.2
RP11-360L9.7


SARM1
SYT13
IFNG-AS1
POLR3H
GIPR
IRF5


RP11-747H7.3
SPTBN2
GRB7
ACAD10
PLEKHF1
QPRT


SLC35G2
XAF1
MSX1
ZNF490
RP11-218M22.1
AC073133.2


AACS
RP11-768B22.2
HYPK
RP11-526I2.5
OCEL1
OMG


RP11-274B21.1
FBXO36
PNPLA7
LINC00888
NLRP7
SMIM22


GINS4
RAB19
MSH5-SAPCD1
RP11-288H12.3
TESC
AC074212.5


CTD-2036P10.3
RASA4
FSTL5
DICER1-AS1
CLHC1
DYNC1I1


MUC16
GADD45B
SULF2
MSH5
CSNK1E
CRYGS


LINC00910
ESRP2
SIL1
CNNM4
MIR9-3HG
STOM


AGTRAP
SNTA1
MIR210HG
MIOX
PPM1N
CFAP70


FAXDC2
SOX8
PPP3CB-AS1
B3GNT7
NAPSB
COL9A2


EMP3
CCDC159
AMT
LAT
SAMD10
C2orf15


SLC29A4
ZNF540
METTL20
NEK6
NLRX1
RRBP1


MET
ACKR4
ID2
RP11-388P9.2
LINC01569
RP11-96D1.11


RP11-473I1.9
SELPLG
PARP3
DYNC2LI1
RP4-671O14.6
MAP3K7CL


ATAD3C
CD82
CCDC110
BAZ2B
AP001625.6
RAC3


SPHK1
APLN
KDM4B
NAALADL2-AS2
CABLES1
PIGV


DLGAP4
C4orf22
SESN1
TNFSF13
AC007620.3
USP18


ADAM28
RP4-813D12.3
HMOX1
ZC2HC1C
TRIM16
USP3-AS1


ALDH6A1
CTC-510F12.6
CD151
PPARA
MKS1
ZNF577


RP11-326C3.2
FAM63A
CLCN2
AHRR
FAM26F
TMCC1-AS1


BATF2
RREB1
BMS1P4
COL9A3
CCDC78
AGBL2


BANK1
LINC01485
TMED7-TICAM2
MARVELD2
LDLRAP1
SLC46A1


FRG2B
PCK2
ACY1
KIF26B
IFIT1
ZNF780A


RP11-449P15.2
SLC16A10
ZNF826P
NPIPB6
ITPKB-IT1
SULT1A1


FAH
C7orf50
PLD3
PARVG
ZNF404
SLC23A3


KCNAB3
UBE2O
DMXL2
TBC1D24
GLIPR2
RP11-809C18.3


TMEM63C
PRSS53
GNB4
CH5O7-42P11.8
IFI35
MATN1-AS1


RNF32
PLCD3
DAPK2
PTAFR
MAPK10
MYRF


DEF8
MMAB
ITGB1P1
MYO1C
GOLGA8R
RTBDN


FBLN5
DHRS2
ZNF239
HSBP1L1
GOLGA8A
IGHD


AC007386.4
FAM46C
DNAH6
SLC17A7
LY96
FADS2


TNFRSF1A
SEMA3F-AS1
LYSMD2
SH2D5
DAPL1
MAML3


HNRNPLL
C6orf223
CAMKV
RP11-320N21.1
AGAP10P
B3GNTL1


LAIR1
PPP4R4
AC144831.1
C11orf85
DDIT4
PLAU


FMNL3
LRRC25
AP001057.1
BTBD6
SGPP1
NUDT8


KLHL23
HPGD
DUSP16
FAM210B
AP001058.3
DUSP19


ZNF318
LHPP
UBE2Q2P1
TMPRSS15
HFE
SH3BP2


METRNL
LAMTOR5-AS1
UBAP1L
IFI30
LINC01104
TMEM143


TBC1D4
CRYBB1
OLMALINC
AP001046.5
SAMD7
ENKD1


GRN
STAC3
RP11-85B7.2
THEMIS2
PINK1-AS
ECE1


GPRIN3
ITGA10
PCAT7
IFITM2
KIAA1257
KB-1572G7.2


RP5-965G21.3
RYR1
LL22NC03-75H12.2
TCF7L2
SCARB1
BHLHE40


RP11-159D12.2
RP11-1149M10.2
ITPRIPL2
DFNA5
ZNF486
SLCO4A1


MYT1
EIF2AK4
ZNF793
SOAT2
NKX6-3
XBP1


REPIN1
ADCY7
RBM5-AS1
AC073133.1
GNG7
GPR34


PFKFB4
ITGB1
RAB3D
RP11-403A21.1
NCALD
FRG2


CYBB
ZNF570
EVI2B
LAMA5
C16orf54
CTTN


MAPK11
ADM2
PTK2
C1orf186
IFI27
MMRN1


GALM
AC092580.4
CD1A
VEGFA
PTPRG
EYA4


ENTPD6
SLC38A5
SLC12A4
GYLTL1B
FAM65A
IFI44


IGHV1-24
ICAM1
GNG11
LINC01021
PAG1
TPM2


ADARB2-AS1
PYGB
TRAF3
NINJ1
ANK1
GLRA3


ISYNA1
SLC15A3
ERI1
RPP25
LRRC32
SPSB1


MST1R
ACSS1
SPOCK3
CCDC85A
OXR1
KIAA0930


IFITM1
POF1B
PRTG
NTN1
CSRNP3
MYBPC2


CDKN1A
DENND6B
FBP1
DIRAS1
IL21R
ACY3


DENND3
RP11-482H16.1
FNBP1
TTC39C
PLXNB2
CD9
















TABLE 4





Proteomic Data: Changes in protein expression in OCI-Ly1-S vs. OCI-Ly1-R




















P21926
P09467
Q96RU3
Q96HD9
Q8N584
Q6K0P9


Q5TEJ8
P09326
O15031
Q9Y6K8
Q5EG05
Q96C23


O00182
E9PF32
Q8TF42
O95340-2
Q06278
Q96BY6


Q92542
P42892
Q05397-5
P05362
Q9Y228
Q9UKB3


J3KNB4
O43252
Q6ZVF9
J3KQV0
Q6JBY9
Q16566


P11216
Q9UPR0
Q6ZTQ3
P11217
Q16880
P04211


Q5H945
Q92974
P06737
Q15126
Q16666
P29466


Q8TEA8
O15460
P35610
Q86WJ1
Q92766-2
Q15121


O14862
Q5R372
P51858
O60262
P01880-2
Q86VW0


Q9Y2Q0-3
Q86TP1
Q14644
Q9P2K8
P55265-2
Q96L92


Q9P2K5
Q14247-2
P55265-4
P15104
Q7Z3K3
Q9BZ72


Q7Z6I6
P26447
Q9BTT0
P27540
O95848
O95994


P04839
P61024
Q86X27
Q92733
O60346
Q6ZS17-4


Q9BT43
Q9ULH0
O15020
G3V3T2
Q10471
Q6NXT6


P48960
Q5VUA4
Q9Y6Y0
P11137
Q14249
Q9C0C9


Q9UNI6
Q15306
P30041
Q8WV74
Q15418-2
Q00534


P16930
Q5VT52-3
Q68EM7
Q68EM7-2
Q8N1G0
P07738


P42684
Q9Y3C8
P09601
Q5T5H1
Q9P0B6
Q8IZE3


P07355-2
Q05823
Q8NFU3
O75663
Q8WZ42-6
O00584


Q99541
Q86TG7
Q5VSY0
Q5SW96
Q86U28
P05556


Q5VT52
Q9H869-9
O14828
Q9BUK6
Q14814-4
Q53GL0


P14324-2
Q9BWG4
Q16555
Q8WWI1-3
P48382
Q8NCW5


P29353-3
Q96LR5
Q9P2E9
Q9P2E9-2
Q9NPH2
Q7Z7E8


Q9NX05
Q8N6N7
Q8WVV4-1
P52758
P06753-3
P06753-6


Q15149
Q8N0V3
P50440
Q9H4A5
P05771-2
P11137-4


Q9UM54
Q9UHB6-4
P11047
Q8N6R0
G5E9Q6
Q13568-2


E9PL24
Q9H869
Q9NXJ5
C9JG80
Q8IW45
P25445


Q16222
A0PJW8
O15231-6
Q9BXL7
F8W6H6
P30043


P35520-2
Q13772
P50440-2
Q8TB37
Q86TG7-2
Q8N9I9-2


P15428
Q96DA2
Q5R372-5
Q5VZK9
Q86V21
Q9H2G2-2


B5MCA4
Q9BR61
O75600-2
Q07817
P06753-2
Q07065


Q16822
Q00013
Q05655
Q9UKU7
P49189
P14854


Q8N465
P26440
Q9H5K3
Q15052
Q9BUL9
Q96QF0


Q9UHB6
Q9HBG7
G3V5T0
P21854
Q9BTZ2
O60504


P07919
Q9Y6H3
Q86X76-2
O94964-2
Q9Y6K5
Q8NFQ8


Q96S99
Q8NFF5
Q92535
Q9P215
Q8N4S9
P29350-3


Q9Y5K3
Q9NZ45
Q15427
H0YKM0
Q15654
F5GXK8


Q93050-3
Q7L9B9
P51570
Q9UIB8
Q9Y6X9
Q53EL6


P29353-6
P25942
F8W726
O43291
Q9UQR0
Q9UKT5


Q6ZMZ3
Q96JY6-5
P31641
Q8WXI9
Q9BR76
O95568


O00764
P15121
Q14157-5
M0QXB5
Q8WVB3-2
O00159-3


P35080
Q9BZD4
Q9UBF8
Q14157-1
Q8N9M5
P49757


Q9UBQ7
Q9Y3D6
P12109
O95466-2
Q8N4P3
P86397


P49585
Q96G23
Q99797
O94985-2
Q9BWE0-4
Q7Z2T5


O95236-2
Q14451-3
Q14353
O00560
F5GX28
Q96S90


P82921
P19174-2
P51965
Q9BZQ6
Q8WV28-3
Q9NVQ4-2


P19174
Q9BV40
P54819
Q92522
Q7Z7K0
Q9HCU8


Q9UBR2
Q7L513-10
Q9UPR3
Q92934
P00813
P52732


Q9H0F7-2
Q02818
P09668
Q8NDH3
P23743
Q96DP5


Q96CV9
O43405
Q9BWL3
Q8WV28
Q8TAT5
Q15758


P50238
P61925
P11049
P28288
Q5VT06
Q12955


P13674
Q12955-4
Q9BYN0
P20592
Q7Z4W1
P0CG34


P31995
Q9UKA9-4
Q9BPX5
Q14766-3
Q8NI37
Q9H0P0-1


Q6V0I7
H0UI06
Q9BUI4
Q9Y5B8
Q9HB71
O00115


P34910-2
P14859-2
Q96ER9
P10606
Q9H1E5
P32942


P09493-10
O60568
Q8NBN7
O43920
Q4G0N4
P51452


P13674-2
Q99519
P35270
Q06481
Q9Y5J9
Q6UXH0


Q9NYJ1
Q14764
Q01415
Q8NF91
Q8NFV4
P20273


P62256
B4DNW0
P28799
Q12873-3
Q12873-2
Q765P7


Q5T3I0-3
Q9NVI1
P53778
Q9H3D4
Q8IV08
Q58WW2-3


P82912
P53602
E7ESJ3
O94826
Q9Y606-2
P30042


Q13946
Q9H223
O15264
Q8IWC1
Q6P996
Q9HBH0


O75506
Q5HYI8
Q9Y624
Q96DU3
P19971-2
Q9UBL0-2


Q9H497
Q8ND83
Q9NV96
Q56A73
P16152
O95817


Q9BQE5
Q99496
Q6ICG6-2
Q8IUH5
P51553
P11388-4


Q14153
Q86WX3
P57086
P00167
P40855
O75844


A6NJ78
Q14894
Q9BXS9
Q9BX95
Q15047
Q6UUV7


P04424
Q5JTJ3-3
Q02880-2
Q9Y2Y0
P05129
Q15596


Q969P0
Q9NQT8
Q96MW7
P21291
F8WCP2
O14777


O00418
P04844-2
Q9BTK6
Q9H4A4
B5ME60
Q96LB3


P34949
P56381
Q9BW92
Q8NDB2
Q8NBM4
Q7Z7K6


Q13761-2
Q8IW35-2
G3V3G9
Q9NR45
Q9Y6R0
Q8N6F7-2


Q92540
Q8IWL3
O14921
O14936
Q5T440
P35219


Q9NX61
Q9BX40-3
Q15274
O43819
Q9P0P0
P52630


O75976
O94762
O43924
Q96PU8
O14773
P16219


Q9P016
Q8TAD7
Q13496
P56377
Q5SQP8
Q13795


Q99653
P98194-3
Q9Y657
Q9NSY1
Q8IXU6
Q9NXH8


P40200
Q96RD7
Q9UK58
Q9BWW4
P07339
Q99447


P39880-3
A6BM72
Q9UPW6
Q8N2K0
Q13418
Q96L93


Q8IUC4
Q460N5
P04637
Q9BUP3-3
P53365
Q96DT6


O95716
Q86UU0
Q9UP95-7
Q9NRZ9
Q96NT1
Q9UH65


Q99574
O15164
Q4U2R6
Q9UF12
Q6PIW4
P18850


Q96K30-3
P43307
P82909
Q9Y5P8
F8WCZ3
P35580


Q53ET0
P11279
Q6UWP2
P09669
P35580-2
Q9UDY2-3


Q3T8J9
E7EQA9
P67936
P55263-2
Q9H6T0
P13284


O96006
P50053
O75648
P17252
Q9Y5V3-2
Q9UDY2


Q9HBI1
P17947-2
Q9UNF1
O75116
Q9UQ13
Q9HA82


Q7Z5K2-3
Q8TEM1
P55263
Q14765
Q9H7X7
P28290


P47985
Q9NRP2
Q96MH2
Q9BRK5
Q9Y287
Q8TDY2


Q9NRR5
Q9NRD1
P04792
P19367
Q6PGN9
Q9BV29-2


P41212
P32189
Q08211
Q5T9A4
P51970
Q9HBZ2-2


Q02535
P07602-2
P56211
Q8NHH9
Q86VS8
Q1RMZ1


P49917
O95168
O43752
O14745
Q9Y2H0
Q99828-2


O15397
Q70UQ0-4
O14950
P49914
Q7RTP6
Q9BRT3


Q9BQC3
Q9BXW9
Q6ZRV2
Q9GZT9
Q96M86
J3QRS3


Q6DD88
Q8TCD1
P37173-2
P09211
P07602-3
Q9NS18-2


A6NKB5
Q5BJD5
Q9H4X1
Q6P3R8
Q9BWG6
A6NHZ5


P62805
Q02446
Q5VV89
Q9P031
P51797-5
Q5JTV8-3


Q99081-3
Q9H9P8
Q9Y375
Q08380
Q07820
Q6PID6


Q8IVS2
P49796
Q8WX94-3
Q12846
P43304
Q6YN16


O75570
Q49B96
P15954
Q9H6S3-3
Q9UBH6
Q53FA7


O43399-7
Q9UEW8
Q92506
P35914
Q8TAE8
Q5TA31


P54274
A6NFY7
P46013-2
O75879
Q5TBB1
Q15080


O75410
Q9BV86
Q8IUI4
Q6PJ69
Q63HN8
Q9BZJ0


P38117
Q8N5I2
Q13233
Q13114
Q14114
Q8N0X4


Q9UPU7
G5E948
Q8N4C8
B7WPA5
Q9UBN6
Q96EL3


Q12983
B8ZZS0
O14949
Q9H6L2
Q9H173
J3QTJ6


Q02338
Q8NHY2
Q8NE86
O75386-2
Q15438
P46013


Q96BR5
P42081
Q01151
Q96AQ6
Q9Y2Z9
Q5TCU8


P0C869-6
P01857
Q02363
P18859-2
Q92466
Q96KB5


P49821
Q9NP66
B1AMI2
Q6PIU2-2
Q9Y244
O15062


P52888
Q5JTW2-5
P83916
O94768
P09132
Q9UBK9


J3KTA1
P18085
Q9Y4G2
O75379
J3KNA0
Q8TEQ0


Q96AX9-14
Q9H3S1
Q8IYS1
Q86SZ2
O95819-3
Q9H211


Q9Y6M9
Q9NPF0
Q9NRW7
E7EN19
O15173
B5MCF1


P04844
Q9Y3D8
Q9BUB5
Q96C10
Q53S33
P81877


Q96E52
Q8N5G0
Q9NX74
Q9UJ70
Q14186
Q8NDN9


Q9Y5L4
Q9NQH7
Q96ED9
Q6IC98
Q14766-4
P48060


Q8WW01
Q9H7Z7
P57772
O75177
Q9HC35
O75081


A6NHX0
Q08357
Q9UGM6
Q13948-2
P23434
Q9UL54-2


P53004
O75064
Q8WVM7
P46926
Q92622
Q00796


Q8N183
Q14865
O60783
Q9H334
Q14244-7
Q9UBL0


A8MYU2
Q9P2A4
P01861
A6NDG6
Q8TCG1
P37235


P49760
Q8NG31
Q92503-2
Q3V6T2
P32455
Q3V6T2-3


Q16877
Q9NY61
Q5JTV8
Q9Y2R0
Q8IYN2
Q9BV57


P32119
Q9BVS4
Q9UKW4-4
Q6VEQ5
Q9Y4E1-4
Q9BYC8


O75928-2
P31321
Q96FJ0-2
Q99798
Q9HAJ7
Q14667


P60981
Q8WVC6
Q9H4B6
Q6UWS5
Q9GZS1-2
Q96N67


Q9ULP9
Q8IVG5
F5H1U9
Q14687
Q96C92
Q8IUF8


X6R8A1
Q8NFZ5
E9PGC8
Q92820
Q32MZ4-4
Q8IUD6


O43665-3
Q9UPT9
Q9UI08-2
P08574
Q9Y5X2
O00220


Q15050
P56180
Q9UGU0
Q13835
Q96I15
P42336


Q99757
Q9NRZ7-3
P00403
Q5JVS0
Q9BUT1
P20674


P62324
P12883
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P51956
Q8NDM7
P15336-5
O95260
Q56UN5


Q8NG68
Q8WVL7
Q02040
Q13596
P52948
O60336


P11836
Q7Z460
Q96S59
Q9NYZ3
O75340
Q14181


P27708
P16104
Q9BU23
Q86W56
P61201
P42338


Q76L83
Q6ZUM4
Q6ZUJ8-2
Q15750
A6H8Y1
Q9Y333


Q9H1K0
Q15696
Q9H2D6
Q8TDC3-2
Q96EX3
Q9UHX1-2


O75093
Q9BZ95-3
Q92890-1
Q9NZQ3
Q9UBT2
P17029


O75554
P51608-2
P35611-3
Q5QP82-2
Q13148
Q96QD9


Q96MW5
Q01780
Q9H3C7
O15228
J3KNF8
Q9BS34


Q8WVC0
Q9P260
Q96PK6
Q96Q27-2
S4R3H4
Q9BVA0


P60842
Q9NPE3
Q8N6S5
Q6NXE6
P46060
E9PBK7


P98164
Q6YHU6
Q9NZL4
Q8NE35
Q86Z02
O15084-1


Q9BVV6-3
Q05469
O95835
Q96S66
Q9NRL3-3
Q9HB90


P55039
Q9BR77
Q9Y5B0
Q06265-2
Q8NEM7-3
Q9P2J9


Q8WXR4-7
Q15032-3
Q92575
P12110
Q15572-6
P78317


Q9H5V7
O00533-2
P55198
O43251-8
Q9UFH2
P06730-2


Q96Q05-2
Q9BT92
Q9UI10
P17544-6
B4DY08
Q15648


O60271-4
Q9H0L4
C9JCK5
Q9NZC9
O95707
Q9H6R4


O94906
P11831
Q9BUB4
Q6DKK2
J3KPY6
Q01813


Q9H7X3
Q2TAL8
Q52LJ0-2
P52298
P68363
Q96DX7


O75934
P04843
Q99543
P27695
Q08334
P00491


O95248-4
Q5T0B9
P42331-4
Q8IV38
Q9NVM6
Q969L4


P20338
G5E9V6
Q5T2E6
Q06413-5
P55201-2
Q8N139


B5MDU6
E7EQR8
P22670
Q13619
O14976
O43683


Q9Y2V2
Q9UIA9
Q99460
Q96N46
Q14964
Q9UKX7


P23396
Q9UH03
Q96SN8
Q04446
O76003
Q9Y6C9


P38606
Q15013-3
O43502
P61981
Q92643
P30307


Q9UQL6-3
Q9NUL3-7
Q96CB8
Q8WYH8
Q9BY32
Q05048


P06454
Q9BZ29-4
P04035-3
P23759
Q9P0J1-2
Q13813


Q96DF8
Q14568
Q15029
Q8WTT2
Q9ULR0-1
Q08999


Q08623
Q9NRG1
Q7Z5W3
Q9BRP7
Q96JB2
P62873


Q9H3P2
A6NIV6
P04233
Q562R1
Q9NRF2
H9KV53


P29218
Q9UJA3
G5EA30
Q02978
O15127
P09496-2


Q9UK41-2
Q6PCB8
P62987
B2RNG4
Q9UJX3
Q86YV0


Q96S52
Q96N64
P32970
Q6P2P2
Q9Y2I1
Q14145


Q13595
Q14161
Q8N6H7
Q15075
Q9Y5A6
P49754


O75896
P42126
Q9H6Z4-2
Q8WTS6
P04220
Q00403


Q14151-2
O96013
Q9UK53-2
P53779
Q8WXI7
Q15386


J3KNZ9
Q17RS7
Q58FG1
Q9H299
O15318
A6NKF1


O43929
Q13371
Q92859
P48736
Q9HDC9
P0CAP2


Q969F9
Q96HI0
J3KN59
Q9UHX1
B4DWG0
Q86SQ9-2


Q12874
P36894
Q86U44
Q86XK3-2
O14763
Q9H4L4


Q9UGH3
P61599
Q96FC9-2
Q58A45
Q9NR09
O75534-2


Q13868
Q96HR3
Q9ULD9
Q96PM5
O75496
A5PLN9-5


Q9NW82
Q9P2G3
Q1MSJ5
Q8N9Q2
P12004
Q96RU2-2


Q9BSF4
Q9BT78
Q8TF74
A6NFI3
Q8NEB9
Q13427


Q86YV5
Q7Z591-5
Q8TAA5
Q15813
Q9UJA5
P48739


O95644
O95644-2
P63104
O60701
O95816
Q9BT25


Q9H0E3-3
Q9Y696
Q9Y312
P46734
P22087
P52789


Q13561-2
Q9NVM9
Q9NXS2
O15018
O60583
Q9UBQ5


Q9UKV5
Q9Y3T9
Q14164
F2Z2W7
P49753
Q9HCE0


P0CB38
Q9HB58-7
Q9H0D6
O75691
O95671
Q96K75


Q9H2J4
E7EWQ4
J3KR33
Q9Y2G3
Q8NFH4
Q9NPJ8


Q9Y2E4
Q14C86-6
Q9UJ78
O95613
O95219
Q12772


Q9UBI9
Q13825
O94817
P53992
J3QLM1
Q9HD20


Q9HD20-2
Q15390
Q9P253
P13797
Q6ZSZ5
O14908


O95159
P13535
E9PAU2
Q9UDY8
Q9NUU7
Q9UKZ1


O75164
P36915
Q8IV04
F8W8D3
Q07352
Q8WVQ1


Q68CZ2
Q96RL1
Q9P2R3-2
B3KS98
Q9NUP9
Q14761


P56181
E7EX90
Q9NS86
Q9BRT6
O60308
Q9H6Z4


Q9UM11
P01116-2
O60749
A6NC98
P52566
Q9BUL5


P28068
B7WPE2
Q16629
P39748
P50395
Q9P2R6


P13473-3
Q92945
O95166
Q9H5V9
Q8N684-3
P07384


Q01844
O43264
Q9BXS6-7
J3KQJ1
Q9Y2X3
O75964


Q9HCI7
F5GY05
Q96HU1-2
Q5F1R6-3
Q8IVH8
O60237


P45974-2
Q9BV73
Q86Y07
Q6P5Z2
O60337
Q96EP0


Q9Y5P4-3
Q05519
Q7Z591
P31946
P31946-2
Q7L273


Q9BWS9
Q8NFZ0-2
P49915
H3BRJ5
Q9Y4E5-4
C9JEH3


O75330-3
Q15631
Q9NS73
Q8NEK5-2
O15382
Q96DR4


P51648-2
Q9BTE6
P63146
P41182
Q9H0K6
Q96PE3


P08243
O95433
Q12788
Q86X55
P14550
Q96AX1


Q9HC38-2
Q2QGD7
O14686-3
Q8N4S0
P60900
Q9Y217


Q6ZSR9
J3KMZ7
Q9H1A3
P29374
Q9Y2W2
Q587I9


Q9NQW1
Q16204
Q8NFW8
Q9Y4F3
O75787
P49427


Q9UHX1-5
E9PES4
Q9H7L9
P33240
O00151
Q15008


Q9Y6I3
Q9NW68
Q12834
Q8NEL9
P20671
P0C0S8


Q93077
Q13867
P42331
Q9HC10
O75935
P32004


Q969V5
X6RLX0
Q8TB96
Q15431
Q9HCE7
Q8TEQ6


Q5QP82
P23368
Q969F1
P27361
Q96MF7
P20929-2


P26641
O60232
P01111
Q9Y2U9
K7ERU7
Q9Y3F4


O60925
Q9H5H4
Q9P2G1
Q9NQ29
Q9NV88
Q86W92


Q6P1M9
Q3YEC7
Q9BXS6
Q6QNY0
Q9UHL4
Q9Y6X3


Q6AI39
Q8IWV8
O60427
P13489
Q9BS16
P07902


Q9NSD9
P27694
Q8IY95
O75208
O95232
Q9BVI4


Q14847
Q86TX2
Q13748
Q96AG4
P04233-2
O75534


Q8NBF6
G8JLB6
M0QY62
P35998
O43237
O75446


Q92888-3
Q8N9N2-2
Q9BXS6-6
P25787
Q13610
Q9H944


Q9H116
Q16526
P27144
P13994
Q9UBE0
Q5VZF2


Q9NVU0
Q96IK1
Q9NS56
Q5SQI0
Q9NNW7
Q96FW1


Q86VE9-4
Q9Y3D2
Q96EP5
J3KNI1
Q92615
P36543


Q15973
Q92804
Q6QNY1
Q3SXM0
Q5T9S5
O15525


Q6P4A7
P41223
Q5RKV6
Q6ZUJ8
Q9NVF7
Q6PJT7-3


P01112
Q9Y6G5
Q9C0B2
O00458
O43324
Q9Y320


Q66K14
Q16563-2
Q6P3S6
Q96DY2
A2BF26
P61769


Q7Z7A1
Q5VWJ9
P17812
P61313
O95793
Q56NI9


Q5T8I9
Q6B0I6
Q92738
P62875
P52434
A2AJT9


P37108
O95985
Q9H0J9
Q15067-2
Q00537-2
Q9UKV8


Q9UBI4
Q96BZ9-3
Q8WUX1
Q14563
C9JCC6
Q9BUW7


Q9H4H8
P50548
Q9C0D2-3
Q5T6J7-2
P17031
Q9UKV3-3


Q15003
Q9UJV9
Q15102
O75151
Q9NSI6-2
Q9GZS3


Q9Y3B2
Q12965
Q9H1U9
Q03001
Q86YT6
Q12851


P45954
Q16342
Q6P2E9
Q6NXR4
E7EWN3
Q13751


Q8N653
Q8N5C7
Q15493
Q8NFU7
Q7Z340
Q7Z624


O60513
Q8WUJ0
Q9NZB2-6
Q8WUZ0-2
P13796
Q16637


Q86YC2
Q9Y3S1
Q15019-2
J3KQ48
Q99487
Q9NW38-2


Q5W0U4
O60869
Q16514
Q9BQE3
Q96CS4
Q9UET6


Q86U06
O75306
P31146
Q8NEY8-3
Q6PJG6
Q8TEA1


Q9NUG6
Q9UHG3
Q86UA6-8
P02788
G5E9N2
P00505


P00441
Q9UL59
Q96JF6
Q52M93
P99999
Q9HAN9


P01024
P01023
P20742
P19823
P17900
P51508


P07996
P02774-3
Q16854
P23142
P0C0L5
P98182


Q15063
Q13424
Q9BSG1
Q9UIE0
O95363
Q6PF04


Q06033
P02751-15
P04733
Q5TEC3
Q9BSK2
P08697


P47989
Q86VK4-5
B7ZKJ8
Q9BU19
Q92902
Q8IVS8


O15239
Q86SE9
O75298
Q8NE62
P54284
Q9HDC5


P51884
A8MX12
P36955
Q9Y6T7
Q9UPV9
Q8WUY8


Q6ICH7
Q5VYJ5
P50454
Q9NWT8
O94941
Q16772


P0CG23
Q15406
Q6ZNH5
Q8TCU6
Q12766
Q8N7B6


Q9H0V9-2
Q9NQV7
J3KTH2
P01579
Q13609
P08603


P01008
Q9H6S1
P43652
Q96T25
O95445
Q5JUQ0


Q6ZSB9
E9PIM0
Q494V2-2
Q86UK5
Q12923-4
Q13563


P08151









Use of Signature Genes

The invention provides BCL-2 related gene signatures for use in a variety of diagnostic and/or therapeutic indications. For example, the invention provides BCL-2 related signatures that are useful in a variety of diagnostic and/or therapeutic indications. In certain embodiments, the invention provides for signatures of BCL-2 inhibitor resistance.


“Signatures” in the context of the present invention encompasses, without limitation nucleic acids, together with their polymorphisms, mutations, variants, modifications, subunits, fragments, and other analytes or sample-derived measures.


Exemplary signatures are shown in Tables 1, 2, 3 and 4 and are collectively referred to herein as, inter alia, “BCL-2 associated genes,” “BCL-2 inhibitor resistance associated genes,” “BCL-2-associated nucleic acids,” “signature genes,” or “signature nucleic acids.”


These signatures are useful in methods of diagnosing, prognosing and/or staging a treatment or response in a subject by detecting a first level of expression, activity and/or function of one or more signature genes or one or more products of one or more signature genes selected from those listed in Tables 1, 2, 3 and 4 and comparing the detected level to a control of level of signature gene or gene product expression, activity and/or function, wherein a difference in the detected level and the control level indicates that the presence of a response in the subject.


These signatures are useful in methods of monitoring an treatment or response in a subject by detecting a level of expression, activity and/or function of one or more signature genes or one or more products of one or more signature genes selected from those listed in Tables 1, 2, 3 and 4 at a first time point, detecting a level of expression, activity and/or function of one or more signature genes or one or more products of one or more signature genes selected from those listed in Tables 1, 2, 3 and 4 at a second time point, and comparing the first detected level of expression, activity and/or function with the second detected level of expression, activity and/or function, wherein a change in the first and second detected levels indicates an effect of the treatment of change in the response in the subject.


The terms “diagnosis” and “monitoring” are commonplace and well-understood in medical practice. By means of further explanation and without limitation the term “diagnosis” generally refers to the process or act of recognizing, deciding on or concluding on a disease or condition in a subject on the basis of symptoms and signs and/or from results of various diagnostic procedures (such as, for example, from knowing the presence, absence and/or quantity of one or more biomarkers characteristic of the diagnosed disease or condition). The term “monitoring” generally refers to the follow-up of a disease or a condition in a subject for any changes which may occur over time.


The terms “prognosing” or “prognosis” generally refer to an anticipation on the progression of a disease or condition and the prospect (e.g., the probability, duration, and/or extent) of recovery. A good prognosis of the diseases or conditions taught herein may generally encompass anticipation of a satisfactory partial or complete recovery from the diseases or conditions, preferably within an acceptable time period. A good prognosis of such may more commonly encompass anticipation of not further worsening or aggravating of such, preferably within a given time period. A poor prognosis of the diseases or conditions as taught herein may generally encompass anticipation of a substandard recovery and/or unsatisfactorily slow recovery, or to substantially no recovery or even further worsening of such.


These signatures are useful in methods of identifying patient populations at risk or suffering from a BCL-2 or BCL-2 family driven disease or disorder based on a detected level of expression, activity and/or function of one or more signature genes or one or more products of one or more signature genes selected from those listed in Tables 1, 2, 3 and 4. These signatures are also useful in monitoring subjects undergoing treatments and therapies to determine efficaciousness of the treatment or therapy. These signatures are also useful in monitoring subjects undergoing treatments and therapies for aberrant BCL-2 or BCL-2 family driven disease(s) or disorder(s) to determine whether the patient is responsive to the treatment or therapy. These signatures are also useful for selecting or modifying therapies and treatments that would be efficacious in treating, delaying the progression of or otherwise ameliorating a symptom of a BCL-2 or BCL-2 family driven disease or disorder. The signatures provided herein are useful for selecting a group of patients at a specific state of a disease with accuracy that facilitates selection of treatments.


In certain embodiments, the signature genes are used to determine BCL-2 responsive pathways. For example, groups of signature genes may indicate pathways that are differentially active or inactive in BCL-2 inhibitor resistant subjects. In contrast to gene-level analysis, pathway-level geneset enrichment analysis (GSEA) based on RNA expression or protein expression can be used to reveal significantly enriched pathways. The analysis of data for the BCL-2 responsive genes revealed 35 significantly enriched pathways (Table 5). Consistent with pathway-level results from Applicants' gain- and loss-of-function screens (Tables 1 and 2), positively regulated pathways included lymphoid differentiation and chromatin maintenance, while top negatively regulated pathways related to metabolism and the endoplasmic reticulum. In addition, as observed in Applicants' functional genomics screens, the most coordinately upregulated transcripts and proteins (Tables 3 and 4) originated from genes critical to cellular metabolism (AOX1, GLUL, PAPSS1, GATM, TSTD1, GALM, FBP1). The other upregulated transcripts/proteins highlighted other mechanisms of interest, including cell cycle regulation (CDK6, CDKN1A [encoding p21], TT39C), B-cell biology (DOCK10) as well as autophagy (DENND3, OPTN) and reactive oxygen species generation (CYBB). In certain embodiments, pathway specific biomarkers may be used in methods of diagnosing, prognosing and/or staging a treatment or response in a subject. For example, detecting metabolites or intermediates related to OXPHOS or glycolysis in a subject tumor sample can be used in monitoring, diagnosing, prognosing and/or staging a treatment or response. The pathways may indicate appropriate treatments that modulate such pathways. Screening for agents capable of modulating pathways are described further herein.









TABLE 5







GENESET ENRICHMENT ANALYSIS











NAME
SIZE
NES
NOM p-val
FDR q-val










POSITIVELY REGULATED PATHWAYS











PCG PROTEIN COMPLEX
43
1.9235198
0.0
0.014543598


STEROID HYDROXYLASE ACTIVITY
24
1.8683462
0.0
0.05157862


T CELL DIFFERENTIATION
117
1.8198463
0.0
0.120191924


LYMPHOCYTE DIFFERENTIATION
193
1.8131264
0.0
0.10498436


POSITIVE REGULATION OF STRIATED
45
1.804444
0.0
0.1016172


MUSCLE CELL DIFFERENTIATION


DNA PACKAGING COMPLEX
100
1.7810507
0.0
0.14139923


REGULATION OF SYNAPTIC TRANSMISSION GABAERGIC
24
1.7761554
0.001980198
0.13557017


VENTRAL SPINAL CORD DEVELOPMENT
32
1.7603424
0.0
0.16121376


SYMPATHETIC NERVOUS SYSTEM DEVELOPMENT
17
1.7601466
0.0
0.14384659


BILE ACID TRANSMEMBRANE TRANSPORTER ACTIVITY
15
1.7552881
0.0
0.14266519


POSITIVE_REGULATION_OF_HEART_RATE
19
1.751453
0.008032128
0.14007458


PALATE_DEVELOPMENT
75
1.7337528
0.0
0.18172325


POSITIVE REGULATION OF SYNAPTIC
16
1.7321408
0.0
0.17230986


TRANSMISSION GLUTAMATERGIC


POSITIVE_REGULATION_OF_DNA_REPLICATION
79
1.7309617
0.0
0.16379696


RETINAL_GANGLION_CELL_AXON_GUIDANCE
15
1.7172953
0.0018552876
0.19632848


CHROMATIN_ASSEMBLY_OR_DISASSEMBLY
160
1.7099936
0.0
0.20630613


SOMATIC_STEM_CELL_POPULATION_MAINTENANCE
58
1.709694
0.0
0.19516784


RESPONSE_TO_THYROID_HORMONE
20
1.7076536
0.0
0.18985793


DORSAL_VENTRAL_PATTERN_FORMATION
68
1.7060037
0.0
0.18497069


POSITIVE_REGULATION_OF_FILOPODIUM_ASSEMBLY
23
1.7044773
0.00589391
0.18069062


REGULATION_OF_T_HELPER_CELL_DIFFERENTIATION
26
1.6993806
0.0041067763
0.18644898


SPINAL_CORD_DEVELOPMENT
77
1.6937388
0.0
0.1966693


POSITIVE_REGULATION_OF_INTERLEUKIN_2_PRODUCTION
31
1.6870611
0.0020618557
0.20881929


NEGATIVE_REGULATION_OF_DENDRITE_DEVELOPMENT
26
1.6839164
0.0
0.20982039


CHEMOREPELLENT_ACTIVITY
22
1.6788061
0.004282655
0.22063723


PROTEIN_DNA_COMPLEX_SUBUNIT_ORGANIZATION
211
1.6782055
0.0
0.21470988


WNT_PROTEIN_BINDING
27
1.6703441
0.004048583
0.23074459


REGULATION_OF_INTERLEUKIN_2_PRODUCTION
48
1.6673484
0.0018832391
0.2332876


EPHRIN_RECEPTOR_SIGNALING_PATHWAY
79
1.666566
0.0
0.22796643


SPINAL_CORD_MOTOR_NEURON_DIFFERENTIATION
23
1.6634061
0.015414258
0.23156029


PHOSPHATIDYLCHOLINE_BINDING
19
1.6588217
0.0020533882
0.23783724


HISTONE_BINDING
166
1.6528594
0.0
0.24368814


DORSAL_VENTRAL_AXIS_SPECIFICATION
20
1.6481357
0.0040650405
0.24738972


THYMOCYTE_AGGREGATION
45
1.6458653
0.0055658626
0.24832642


LEUKOCYTE_CELL_CELL_ADHESION
237
1.6438192
0.0
0.24956845







NEGATIVELY REGULATED PATHWAYS











MANNOSE_BINDING
17
−1.7186749
0.0
0.7195255


LIPID_DIGESTION
15
−1.7161826
0.0
0.5036717


MODIFIED AMINO ACID TRANSMEMBRANE
15
−1.6844256
0.0
0.6472107


TRANSPORTER ACTIVITY


RECEPTOR_AGONIST_ACTIVITY
16
−1.6562554
0.0
0.8093361


DIGESTION
105
−1.6091654
0.0
0.9079605


INTRINSIC COMPONENT OF ENDOPLASMIC
117
−1.5847611
0.0
0.8077308


RETICULUM MEMBRANE


OXIDOREDUCTASE ACTIVITY ACTING ON THE CH_OH
102
−1.5729672
0.0
0.82296866


GROUP OF DONORS NAD OR NADP AS ACCEPTOR









Detection of Biomarkers

In certain embodiments, a BCL-2 inhibitor resistance signature is detected in a subject in need thereof. In certain embodiments, the genes selected from the group consisting of: PMAIP1, BAX, NFKBIA, IKZF5, BAK1, ID3, EP300, ZEB2, NFIA, BCL2L11 and OTUD5; or FNBP1, CD9, PLXNB2, TTC39C and DENND3; or XBP1, CYBB, PAG1 and DIRAS1; or CD9, PLXNB2, TTC39C, DENND3, ICAM1, GNG7, ID2, FNBP1, FBP1, ACY3, CDKN1A, GALM, PTK2 and CYBB, are downregulated as compared to a reference value. In certain embodiments, the genes selected from the group consisting of: BCL2L1, BCL2L2, BCL2, MCL1, SRPX, RNF26, HSPB9, OR1S2, ADIPOQ, PIGF, CSGALNACT1, OTUD6A, SLC25A3, PRKAR2B, DNM2, SPHAR, APOBEC3C, RPL17, INMT, THADA, SBNO2, PRKAA2, BRMS1L, TRNAU1AP, CNNM3, ADAM33, PRKD2, FCHSD2, LOC399886, BABAM1, C1orf146, LMAN2L, ZNF460, TEX2, YRDC, ARHGAP11A, SPEG, FBXO9, USP54, SLC22A6, RPS4Y1, FAM71C, SH3BGRL2, HCRTR1, BST1, PH1F10, UCKL1, ATG5, RPS15A, CDC20B, PPIE, TUT1, RPL36, HSD11B1L, MTERF4, PTS, S1PR4, HJURP, HMMR, BOLA2, DNASE1L1, OSGEP, TMBIM4, BTNL3, CHRM3, FBX015, KLK8, ASPN, STYK1 and SRSF6; or SYT11, PARM1, ROBO2, CD48, FCRL1 and MCL1; or PLCL2, KCNA3, TNFRSF21, CYP2U1, TRAM2 and RAPGEF5; or TSTD1, DNAJC12, TRAF3IP3, OPTN, DOCK10, PYHINI, CD48, P4HA2, PLCL2, AOX1, CDK6, GATM, GLUL, PAPSS1, MCL1 and GATM, are upregulated as compared to a reference value. In certain embodiments, if a BCL-2 inhibitor resistance signature is detected, the subject may require a treatment that includes a combination therapy described herein or a therapy according to any embodiment herein that includes more than a BCL-2 inhibitor or an alternative to a BCL-2 inhibitor.


The signatures herein provide biomarkers (e.g., phenotype specific or cell type) for the identification, diagnosis, prognosis and manipulation of cell properties, for use in a variety of diagnostic and/or therapeutic indications. Biomarkers in the context of the present invention encompasses, without limitation nucleic acids, proteins, reaction products, and metabolites, together with their polymorphisms, mutations, variants, modifications, subunits, fragments, and other analytes or sample-derived measures. In certain embodiments, biomarkers include the signature genes or signature gene products, and/or cells as described herein.


Biomarkers are useful in methods of diagnosing, prognosing and/or staging a cellular response, such as an apoptotic response, in a subject by detecting a first level of expression, activity and/or function of one or more biomarkers and comparing the detected level to a control level wherein a difference in the detected level and the control level indicates that the presence of an immune response in the subject.


The biomarkers of the present invention are useful in methods of identifying patient populations at risk or suffering from resistance to cancer treatments based on a detected level of expression, activity and/or function of one or more biomarkers. These biomarkers are also useful in monitoring subjects undergoing treatments and therapies for suitable or aberrant response(s) to determine efficaciousness of the treatment or therapy and for selecting or modifying therapies and treatments that would be efficacious in treating, delaying the progression of or otherwise ameliorating a symptom. The biomarkers provided herein are useful for selecting a group of patients at a specific state of a disease with accuracy that facilitates selection of treatments.


The biomarkers may be used to predict disease progression. The terms “predicting” or “prediction” generally refer to an advance declaration, indication or foretelling of a disease or condition in a subject not (yet) having said disease or condition. For example, a prediction of a disease or condition in a subject may indicate a probability, chance or risk that the subject will develop said disease or condition, for example within a certain time period or by a certain age. Said probability, chance or risk may be indicated inter alia as an absolute value, range or statistics, or may be indicated relative to a suitable control subject or subject population (such as, e.g., relative to a general, normal or healthy subject or subject population). Hence, the probability, chance or risk that a subject will develop a disease or condition may be advantageously indicated as increased or decreased, or as fold-increased or fold-decreased relative to a suitable control subject or subject population. As used herein, the term “prediction” of the conditions or diseases as taught herein in a subject may also particularly mean that the subject has a ‘positive’ prediction of such, i.e., that the subject is at risk of having such (e.g., the risk is significantly increased vis-à-vis a control subject or subject population). The term “prediction of no” diseases or conditions as taught herein as described herein in a subject may particularly mean that the subject has a ‘negative’ prediction of such, i.e., that the subject's risk of having such is not significantly increased vis-à-vis a control subject or subject population.


Hence, the methods may rely on comparing the quantity of biomarkers, or gene or gene product signatures measured in samples from patients with reference values, wherein said reference values represent known predictions, diagnoses and/or prognoses of diseases or conditions as taught herein.


For example, distinct reference values may represent the prediction of a risk (e.g., an abnormally elevated risk) of having a given disease or condition as taught herein vs. the prediction of no or normal risk of having said disease or condition. In another example, distinct reference values may represent predictions of differing degrees of risk of having such disease or condition.


In a further example, distinct reference values can represent the diagnosis of a given disease or condition as taught herein vs. the diagnosis of no such disease or condition (such as, e.g., the diagnosis of healthy, or recovered from said disease or condition, etc.). In another example, distinct reference values may represent the diagnosis of such disease or condition of varying severity.


In yet another example, distinct reference values may represent a good prognosis for a given disease or condition as taught herein vs. a poor prognosis for said disease or condition. In a further example, distinct reference values may represent varyingly favourable or unfavourable prognoses for such disease or condition.


Such comparison may generally include any means to determine the presence or absence of at least one difference and optionally of the size of such difference between values being compared. A comparison may include a visual inspection, an arithmetical or statistical comparison of measurements. Such statistical comparisons include, but are not limited to, applying a rule.


Reference values may be established according to known procedures previously employed for other cell populations, biomarkers and gene or gene product signatures. For example, a reference value may be established in an individual or a population of individuals characterized by a particular diagnosis, prediction and/or prognosis of said disease or condition (i.e., for whom said diagnosis, prediction and/or prognosis of the disease or condition holds true). Such population may comprise without limitation 2 or more, 10 or more, 100 or more, or even several hundred or more individuals.


A “deviation” of a first value from a second value may generally encompass any direction (e.g., increase: first value > second value; or decrease: first value <second value) and any extent of alteration.


For example, a deviation may encompass a decrease in a first value by, without limitation, at least about 10% (about 0.9-fold or less), or by at least about 20% (about 0.8-fold or less), or by at least about 30% (about 0.7-fold or less), or by at least about 40% (about 0.6-fold or less), or by at least about 50% (about 0.5-fold or less), or by at least about 60% (about 0.4-fold or less), or by at least about 70% (about 0.3-fold or less), or by at least about 80% (about 0.2-fold or less), or by at least about 90% (about 0.1-fold or less), relative to a second value with which a comparison is being made.


For example, a deviation may encompass an increase of a first value by, without limitation, at least about 10% (about 1.1-fold or more), or by at least about 20% (about 1.2-fold or more), or by at least about 30% (about 1.3-fold or more), or by at least about 40% (about 1.4-fold or more), or by at least about 50% (about 1.5-fold or more), or by at least about 60% (about 1.6-fold or more), or by at least about 70% (about 1.7-fold or more), or by at least about 80% (about 1.8-fold or more), or by at least about 90% (about 1.9-fold or more), or by at least about 100% (about 2-fold or more), or by at least about 150% (about 2.5-fold or more), or by at least about 200% (about 3-fold or more), or by at least about 500% (about 6-fold or more), or by at least about 700% (about 8-fold or more), or like, relative to a second value with which a comparison is being made.


Preferably, a deviation may refer to a statistically significant observed alteration. For example, a deviation may refer to an observed alteration which falls outside of error margins of reference values in a given population (as expressed, for example, by standard deviation or standard error, or by a predetermined multiple thereof, e.g., ±1×SD or ±2×SD or ±3×SD, or ±1×SE or ±2×SE or ±3×SE). Deviation may also refer to a value falling outside of a reference range defined by values in a given population (for example, outside of a range which comprises 40%, 50%, ≥60%, ≥70%, ≥75% or 80% or 85% or 90% or 95% or even 100% of values in said population).


In a further embodiment, a deviation may be concluded if an observed alteration is beyond a given threshold or cut-off. Such threshold or cut-off may be selected as generally known in the art to provide for a chosen sensitivity and/or specificity of the prediction methods, e.g., sensitivity and/or specificity of at least 50%, or at least 60%, or at least 70%, or at least 80%, or at least 85%, or at least 90%, or at least 95%.


For example, receiver-operating characteristic (ROC) curve analysis can be used to select an optimal cut-off value of the quantity of a given immune cell population, biomarker or gene or gene product signatures, for clinical use of the present diagnostic tests, based on acceptable sensitivity and specificity, or related performance measures which are well-known per se, such as positive predictive value (PPV), negative predictive value (NPV), positive likelihood ratio (LR+), negative likelihood ratio (LR−), Youden index, or similar.


In one embodiment, the signature genes, biomarkers, and/or cells may be detected or isolated by immunofluorescence, immunohistochemistry (IHC), fluorescence activated cell sorting (FACS), mass spectrometry (MS), mass cytometry (CyTOF), RNA-seq, single cell RNA-seq, quantitative RT-PCR, single cell qPCR, FISH, RNA-FISH, MERFISH (multiplex (in situ) RNA FISH) and/or by in situ hybridization. Other methods including absorbance assays and colorimetric assays are known in the art and may be used herein. Detection may comprise primers and/or probes or fluorescently bar-coded oligonucleotide probes for hybridization to RNA (see e.g., Geiss G K, et al., Direct multiplexed measurement of gene expression with color-coded probe pairs. Nat Biotechnol. 2008 March; 26(3):317-25).


MS Methods

Biomarker detection may also be evaluated using mass spectrometry methods. A variety of configurations of mass spectrometers can be used to detect biomarker values. Several types of mass spectrometers are available or can be produced with various configurations. In general, a mass spectrometer has the following major components: a sample inlet, an ion source, a mass analyzer, a detector, a vacuum system, and instrument-control system, and a data system. Difference in the sample inlet, ion source, and mass analyzer generally define the type of instrument and its capabilities. For example, an inlet can be a capillary-column liquid chromatography source or can be a direct probe or stage such as used in matrix-assisted laser desorption. Common ion sources are, for example, electrospray, including nanospray and microspray or matrix-assisted laser desorption. Common mass analyzers include a quadrupole mass filter, ion trap mass analyzer and time-of-flight mass analyzer. Additional mass spectrometry methods are well known in the art (see Burlingame et al., Anal. Chem. 70:647 R-716R (1998); Kinter and Sherman, New York (2000)).


Protein biomarkers and biomarker values can be detected and measured by any of the following: electrospray ionization mass spectrometry (ESI-MS), ESI-MS/MS, ESI-MS/(MS)n, matrix-assisted laser desorption ionization time-of-flight mass spectrometry (MALDI-TOF-MS), surface-enhanced laser desorption/ionization time-of-flight mass spectrometry (SELDI-TOF-MS), desorption/ionization on silicon (DIOS), secondary ion mass spectrometry (SIMS), quadrupole time-of-flight (Q-TOF), tandem time-of-flight (TOF/TOF) technology, called ultraflex III TOF/TOF, atmospheric pressure chemical ionization mass spectrometry (APCI-MS), APCI-MS/MS, APCI-(MS).sup.N, atmospheric pressure photoionization mass spectrometry (APPI-MS), APPI-MS/MS, and APPI-(MS).sup.N, quadrupole mass spectrometry, Fourier transform mass spectrometry (FTMS), quantitative mass spectrometry, and ion trap mass spectrometry.


Sample preparation strategies are used to label and enrich samples before mass spectroscopic characterization of protein biomarkers and determination biomarker values. Labeling methods include but are not limited to isobaric tag for relative and absolute quantitation (iTRAQ) and stable isotope labeling with amino acids in cell culture (SILAC). Capture reagents used to selectively enrich samples for candidate biomarker proteins prior to mass spectroscopic analysis include but are not limited to aptamers, antibodies, nucleic acid probes, chimeras, small molecules, an F(ab′)2 fragment, a single chain antibody fragment, an Fv fragment, a single chain Fv fragment, a nucleic acid, a lectin, a ligand-binding receptor, affybodies, nanobodies, ankyrins, domain antibodies, alternative antibody scaffolds (e.g. diabodies etc) imprinted polymers, avimers, peptidomimetics, peptoids, peptide nucleic acids, threose nucleic acid, a hormone receptor, a cytokine receptor, and synthetic receptors, and modifications and fragments of these.


Immunoassays

Immunoassay methods are based on the reaction of an antibody to its corresponding target or analyte and can detect the analyte in a sample depending on the specific assay format. To improve specificity and sensitivity of an assay method based on immunoreactivity, monoclonal antibodies are often used because of their specific epitope recognition. Polyclonal antibodies have also been successfully used in various immunoassays because of their increased affinity for the target as compared to monoclonal antibodies Immunoassays have been designed for use with a wide range of biological sample matrices Immunoassay formats have been designed to provide qualitative, semi-quantitative, and quantitative results.


Quantitative results may be generated through the use of a standard curve created with known concentrations of the specific analyte to be detected. The response or signal from an unknown sample is plotted onto the standard curve, and a quantity or value corresponding to the target in the unknown sample is established.


Numerous immunoassay formats have been designed. ELISA or EIA can be quantitative for the detection of an analyte/biomarker. This method relies on attachment of a label to either the analyte or the antibody and the label component includes, either directly or indirectly, an enzyme. ELISA tests may be formatted for direct, indirect, competitive, or sandwich detection of the analyte. Other methods rely on labels such as, for example, radioisotopes (I125) or fluorescence. Additional techniques include, for example, agglutination, nephelometry, turbidimetry, Western blot, immunoprecipitation, immunocytochemistry, immunohistochemistry, flow cytometry, Luminex assay, and others (see ImmunoAssay: A Practical Guide, edited by Brian Law, published by Taylor & Francis, Ltd., 2005 edition).


Exemplary assay formats include enzyme-linked immunosorbent assay (ELISA), radioimmunoassay, fluorescent, chemiluminescence, and fluorescence resonance energy transfer (FRET) or time resolved-FRET (TR-FRET) immunoassays. Examples of procedures for detecting biomarkers include biomarker immunoprecipitation followed by quantitative methods that allow size and peptide level discrimination, such as gel electrophoresis, capillary electrophoresis, planar electrochromatography, and the like.


Methods of detecting and/or quantifying a detectable label or signal generating material depend on the nature of the label. The products of reactions catalyzed by appropriate enzymes (where the detectable label is an enzyme; see above) can be, without limitation, fluorescent, luminescent, or radioactive or they may absorb visible or ultraviolet light. Examples of detectors suitable for detecting such detectable labels include, without limitation, x-ray film, radioactivity counters, scintillation counters, spectrophotometers, colorimeters, fluorometers, luminometers, and densitometers.


Any of the methods for detection can be performed in any format that allows for any suitable preparation, processing, and analysis of the reactions. This can be, for example, in multi-well assay plates (e.g., 96 wells or 384 wells) or using any suitable array or microarray. Stock solutions for various agents can be made manually or robotically, and all subsequent pipetting, diluting, mixing, distribution, washing, incubating, sample readout, data collection and analysis can be done robotically using commercially available analysis software, robotics, and detection instrumentation capable of detecting a detectable label.


Hybridization Assays

Such applications are hybridization assays in which a nucleic acid that displays “probe” nucleic acids for each of the genes to be assayed/profiled in the profile to be generated is employed. In these assays, a sample of target nucleic acids is first prepared from the initial nucleic acid sample being assayed, where preparation may include labeling of the target nucleic acids with a label, e.g., a member of a signal producing system. Following target nucleic acid sample preparation, the sample is contacted with the array under hybridization conditions, whereby complexes are formed between target nucleic acids that are complementary to probe sequences attached to the array surface. The presence of hybridized complexes is then detected, either qualitatively or quantitatively. Specific hybridization technology which may be practiced to generate the expression profiles employed in the subject methods includes the technology described in U.S. Pat. Nos. 5,143,854; 5,288,644; 5,324,633; 5,432,049; 5,470,710; 5,492,806; 5,503,980; 5,510,270; 5,525,464; 5,547,839; 5,580,732; 5,661,028; 5,800,992; the disclosures of which are herein incorporated by reference; as well as WO 95/21265; WO 96/31622; WO 97/10365; WO 97/27317; EP 373 203; and EP 785 280. In these methods, an array of “probe” nucleic acids that includes a probe for each of the biomarkers whose expression is being assayed is contacted with target nucleic acids as described above. Contact is carried out under hybridization conditions, e.g., stringent hybridization conditions as described above, and unbound nucleic acid is then removed. The resultant pattern of hybridized nucleic acids provides information regarding expression for each of the biomarkers that have been probed, where the expression information is in terms of whether or not the gene is expressed and, typically, at what level, where the expression data, i.e., expression profile, may be both qualitative and quantitative.


Optimal hybridization conditions will depend on the length (e.g., oligomer vs. polynucleotide greater than 200 bases) and type (e.g., RNA, DNA, PNA) of labeled probe and immobilized polynucleotide or oligonucleotide. General parameters for specific (i.e., stringent) hybridization conditions for nucleic acids are described in Sambrook et al., supra, and in Ausubel et al., “Current Protocols in Molecular Biology”, Greene Publishing and Wiley-interscience, NY (1987), which is incorporated in its entirety for all purposes. When the cDNA microarrays are used, typical hybridization conditions are hybridization in 5×SSC plus 0.2% SDS at 65C for 4 hours followed by washes at 25° C. in low stringency wash buffer (1×SSC plus 0.2% SDS) followed by 10 minutes at 25° C. in high stringency wash buffer (0.1SSC plus 0.2% SDS) (see Shena et al., Proc. Natl. Acad. Sci. USA, Vol. 93, p. 10614 (1996)). Useful hybridization conditions are also provided in, e.g., Tijessen, Hybridization With Nucleic Acid Probes”, Elsevier Science Publishers B.V. (1993) and Kricka, “Nonisotopic DNA Probe Techniques”, Academic Press, San Diego, Calif. (1992).


RNA Sequencing

In certain embodiments, the invention involves targeted nucleic acid profiling (e.g., sequencing, quantitative reverse transcription polymerase chain reaction, and the like). In certain embodiments, a target nucleic acid molecule (e.g., RNA molecule), may be sequenced by any method known in the art, for example, methods of high-throughput sequencing, also known as next generation sequencing or deep sequencing. A nucleic acid target molecule labeled with a barcode (for example, an origin-specific barcode) can be sequenced with the barcode to produce a single read and/or contig containing the sequence, or portions thereof, of both the target molecule and the barcode. Exemplary next generation sequencing technologies include, for example, Illumina sequencing, Ion Torrent sequencing, 454 sequencing, SOLiD sequencing, and nanopore sequencing amongst others.


In certain embodiments, the invention involves single cell RNA sequencing (see, e.g., Kalisky, T., Blainey, P. & Quake, S. R. Genomic Analysis at the Single-Cell Level. Annual review of genetics 45, 431-445, (2011); Kalisky, T. & Quake, S. R. Single-cell genomics. Nature Methods 8, 311-314 (2011); Islam, S. et al. Characterization of the single-cell transcriptional landscape by highly multiplex RNA-seq. Genome Research, (2011); Tang, F. et al. RNA-Seq analysis to capture the transcriptome landscape of a single cell. Nature Protocols 5, 516-535, (2010); Tang, F. et al. mRNA-Seq whole-transcriptome analysis of a single cell. Nature Methods 6, 377-382, (2009); Ramskold, D. et al. Full-length mRNA-Seq from single-cell levels of RNA and individual circulating tumor cells. Nature Biotechnology 30, 777-782, (2012); and Hashimshony, T., Wagner, F., Sher, N. & Yanai, I. CEL-Seq: Single-Cell RNA-Seq by Multiplexed Linear Amplification. Cell Reports, Cell Reports, Volume 2, Issue 3, p 666-673, 2012).


In certain embodiments, the invention involves plate based single cell RNA sequencing (see, e.g., Picelli, S. et al., 2014, “Full-length RNA-seq from single cells using Smart-seq2” Nature protocols 9, 171-181, doi:10.1038/nprot.2014.006).


In certain embodiments, the invention involves high-throughput single-cell RNA-seq. In this regard reference is made to Macosko et al., 2015, “Highly Parallel Genome-wide Expression Profiling of Individual Cells Using Nanoliter Droplets” Cell 161, 1202-1214; International patent application number PCT/US2015/049178, published as WO2016/040476 on Mar. 17, 2016; Klein et al., 2015, “Droplet Barcoding for Single-Cell Transcriptomics Applied to Embryonic Stem Cells” Cell 161, 1187-1201; International patent application number PCT/US2016/027734, published as WO2016168584A1 on Oct. 20, 2016; Zheng, et al., 2016, “Haplotyping germline and cancer genomes with high-throughput linked-read sequencing” Nature Biotechnology 34, 303-311; Zheng, et al., 2017, “Massively parallel digital transcriptional profiling of single cells” Nat. Commun. 8, 14049 doi: 10.1038/ncomms14049; International patent publication number WO2014210353A2; Zilionis, et al., 2017, “Single-cell barcoding and sequencing using droplet microfluidics” Nat Protoc. Jan; 12(1):44-73; Cao et al., 2017, “Comprehensive single cell transcriptional profiling of a multicellular organism by combinatorial indexing” bioRxiv preprint first posted online Feb. 2, 2017, doi: dx.doi.org/10.1101/104844; Rosenberg et al., 2017, “Scaling single cell transcriptomics through split pool barcoding” bioRxiv preprint first posted online Feb. 2, 2017, doi: dx.doi.org/10.1101/105163; Rosenberg et al., “Single-cell profiling of the developing mouse brain and spinal cord with split-pool barcoding” Science 15 Mar. 2018; Vitak, et al., “Sequencing thousands of single-cell genomes with combinatorial indexing” Nature Methods, 14(3):302-308, 2017; Cao, et al., Comprehensive single-cell transcriptional profiling of a multicellular organism. Science, 357(6352):661-667, 2017; and Gierahn et al., “Seq-Well: portable, low-cost RNA sequencing of single cells at high throughput” Nature Methods 14, 395-398 (2017), all the contents and disclosure of each of which are herein incorporated by reference in their entirety.


In certain embodiments, the invention involves single nucleus RNA sequencing. In this regard reference is made to Swiech et al., 2014, “In vivo interrogation of gene function in the mammalian brain using CRISPR-Cas9” Nature Biotechnology Vol. 33, pp. 102-106; Habib et al., 2016, “Div-Seq: Single-nucleus RNA-Seq reveals dynamics of rare adult newborn neurons” Science, Vol. 353, Issue 6302, pp. 925-928; Habib et al., 2017, “Massively parallel single-nucleus RNA-seq with DroNc-seq” Nat Methods. 2017 October; 14(10):955-958; and International patent application number PCT/US2016/059239, published as WO2017164936 on Sep. 28, 2017, which are herein incorporated by reference in their entirety.


An altered expression of one or more genome sequences associated with a signaling biochemical pathway can be determined by assaying for a difference in the mRNA levels of the corresponding genes between the test model cell and a control cell, when they are contacted with a candidate agent. Alternatively, the differential expression of the sequences associated with a signaling biochemical pathway is determined by detecting a difference in the level of the encoded polypeptide or gene product.


To assay for an agent-induced alteration in the level of mRNA transcripts or corresponding polynucleotides, nucleic acid contained in a sample is first extracted according to standard methods in the art. For instance, mRNA can be isolated using various lytic enzymes or chemical solutions according to the procedures set forth in Sambrook et al. (1989), or extracted by nucleic-acid-binding resins following the accompanying instructions provided by the manufacturers. The mRNA contained in the extracted nucleic acid sample is then detected by amplification procedures or conventional hybridization assays (e.g. Northern blot analysis) according to methods widely known in the art or based on the methods exemplified herein.


Detection of the gene expression level can be conducted in real time in an amplification assay. In one aspect, the amplified products can be directly visualized with fluorescent DNA-binding agents including but not limited to DNA intercalators and DNA groove binders. Because the amount of the intercalators incorporated into the double-stranded DNA molecules is typically proportional to the amount of the amplified DNA products, one can conveniently determine the amount of the amplified products by quantifying the fluorescence of the intercalated dye using conventional optical systems in the art. DNA-binding dye suitable for this application include SYBR green, SYBR blue, DAPI, propidium iodine, Hoeste, SYBR gold, ethidium bromide, acridines, proflavine, acridine orange, acriflavine, fluorcoumanin, ellipticine, daunomycin, chloroquine, distamycin D, chromomycin, homidium, mithramycin, ruthenium polypyridyls, anthramycin, and the like.


In another aspect, other fluorescent labels such as sequence specific probes can be employed in the amplification reaction to facilitate the detection and quantification of the amplified products. Probe-based quantitative amplification relies on the sequence-specific detection of a desired amplified product. It utilizes fluorescent, target-specific probes (e.g., TaqMan® probes) resulting in increased specificity and sensitivity. Methods for performing probe-based quantitative amplification are well established in the art and are taught in U.S. Pat. No. 5,210,015.


An agent-induced change in expression of sequences associated with a signaling biochemical pathway can also be determined by examining the corresponding gene products. Determining the protein level typically involves a) contacting the protein contained in a biological sample with an agent that specifically bind to a protein associated with a signaling biochemical pathway; and (b) identifying any agent:protein complex so formed. In one aspect of this embodiment, the agent that specifically binds a protein associated with a signaling biochemical pathway is an antibody, preferably a monoclonal antibody. The reaction is performed by contacting the agent with a sample of the proteins associated with a signaling biochemical pathway derived from the test samples under conditions that will allow a complex to form between the agent and the proteins associated with a signaling biochemical pathway. The formation of the complex can be detected directly or indirectly according to standard procedures in the art. In the direct detection method, the agents are supplied with a detectable label and unreacted agents may be removed from the complex; the amount of remaining label thereby indicating the amount of complex formed. For such method, it is preferable to select labels that remain attached to the agents even during stringent washing conditions. It is preferable that the label does not interfere with the binding reaction. In the alternative, an indirect detection procedure may use an agent that contains a label introduced either chemically or enzymatically. A desirable label generally does not interfere with binding or the stability of the resulting agent:polypeptide complex. However, the label is typically designed to be accessible to an antibody for an effective binding and hence generating a detectable signal.


A wide variety of labels suitable for detecting protein levels are known in the art. Non-limiting examples include radioisotopes, enzymes, colloidal metals, fluorescent compounds, bioluminescent compounds, and chemiluminescent compounds.


The amount of agent:polypeptide complexes formed during the binding reaction can be quantified by standard quantitative assays. As illustrated above, the formation of agent:polypeptide complex can be measured directly by the amount of label remained at the site of binding. In an alternative, the protein associated with a signaling biochemical pathway is tested for its ability to compete with a labeled analog for binding sites on the specific agent. In this competitive assay, the amount of label captured is inversely proportional to the amount of protein sequences associated with a signaling biochemical pathway present in a test sample


A number of techniques for protein analysis based on the general principles outlined above are available in the art. They include but are not limited to radioimmunoassays, ELISA (enzyme linked immunoradiometric assays), “sandwich” immunoassays, immunoradiometric assays, in situ immunoassays (using e.g., colloidal gold, enzyme or radioisotope labels), western blot analysis, immunoprecipitation assays, immunofluorescent assays, and SDS-PAGE.


Antibodies that specifically recognize or bind to proteins associated with a signaling biochemical pathway are preferable for conducting the aforementioned protein analyses. Where desired, antibodies that recognize a specific type of post-translational modifications (e.g., signaling biochemical pathway inducible modifications) can be used. Post-translational modifications include but are not limited to glycosylation, lipidation, acetylation, and phosphorylation. These antibodies may be purchased from commercial vendors. For example, anti-phosphotyrosine antibodies that specifically recognize tyrosine-phosphorylated proteins are available from a number of vendors including Invitrogen and Perkin Elmer. Antiphosphotyrosine antibodies are particularly useful in detecting proteins that are differentially phosphorylated on their tyrosine residues in response to an ER stress. Such proteins include but are not limited to eukaryotic translation initiation factor 2 alpha. Alternatively, these antibodies can be generated using conventional polyclonal or monoclonal antibody technologies by immunizing a host animal or an antibody-producing cell with a target protein that exhibits the desired post-translational modification.


In practicing the subject method, it may be desirable to discern the expression pattern of an protein associated with a signaling biochemical pathway in different bodily tissue, in different cell types, and/or in different subcellular structures. These studies can be performed with the use of tissue-specific, cell-specific or subcellular structure specific antibodies capable of binding to protein markers that are preferentially expressed in certain tissues, cell types, or subcellular structures.


An altered expression of a gene associated with a signaling biochemical pathway can also be determined by examining a change in activity of the gene product relative to a control cell. The assay for an agent-induced change in the activity of a protein associated with a signaling biochemical pathway will dependent on the biological activity and/or the signal transduction pathway that is under investigation. For example, where the protein is a kinase, a change in its ability to phosphorylate the downstream substrate(s) can be determined by a variety of assays known in the art. Representative assays include but are not limited to immunoblotting and immunoprecipitation with antibodies such as anti-phosphotyrosine antibodies that recognize phosphorylated proteins. In addition, kinase activity can be detected by high throughput chemiluminescent assays such as AlphaScreen™ (available from Perkin Elmer) and eTag™ assay (Chan-Hui, et al. (2003) Clinical Immunology 111: 162-174).


Where the protein associated with a signaling biochemical pathway is part of a signaling cascade leading to a fluctuation of intracellular pH condition, pH sensitive molecules such as fluorescent pH dyes can be used as the reporter molecules. In another example where the protein associated with a signaling biochemical pathway is an ion channel, fluctuations in membrane potential and/or intracellular ion concentration can be monitored. A number of commercial kits and high-throughput devices are particularly suited for a rapid and robust screening for modulators of ion channels. Representative instruments include FLIPR™ (Molecular Devices, Inc.) and VIPR (Aurora Biosciences). These instruments are capable of detecting reactions in over 1000 sample wells of a microplate simultaneously, and providing real-time measurement and functional data within a second or even a minisecond.


Systems and Devices

The systems described herein can be embodied on diagnostic devices. A number of substrates and configurations may be used. The devices may be capable of defining multiple individual discrete volumes within the device. As used herein an “individual discrete volume” refers to a discrete space, such as a container, receptacle, or other defined volume or space that can be defined by properties that prevent and/or inhibit migration of target molecules, for example a volume or space defined by physical properties such as walls, for example the walls of a well, tube, or a surface of a droplet, which may be impermeable or semipermeable, or as defined by other means such as chemical, diffusion rate limited, electro-magnetic, or light illumination, or any combination thereof that can contain a sample within a defined space. Individual discrete volumes may be identified by molecular tags, such as nucleic acid barcodes. By “diffusion rate limited” (for example diffusion defined volumes) is meant spaces that are only accessible to certain molecules or reactions because diffusion constraints effectively defining a space or volume as would be the case for two parallel laminar streams where diffusion will limit the migration of a target molecule from one stream to the other. By “chemical” defined volume or space is meant spaces where only certain target molecules can exist because of their chemical or molecular properties, such as size, where for example gel beads may exclude certain species from entering the beads but not others, such as by surface charge, matrix size or other physical property of the bead that can allow selection of species that may enter the interior of the bead. By “electro-magnetically” defined volume or space is meant spaces where the electro-magnetic properties of the target molecules or their supports such as charge or magnetic properties can be used to define certain regions in a space such as capturing magnetic particles within a magnetic field or directly on magnets. By “optically” defined volume is meant any region of space that may be defined by illuminating it with visible, ultraviolet, infrared, or other wavelengths of light such that only target molecules within the defined space or volume may be labeled. One advantage to the use of non-walled, or semipermeable discrete volumes is that some reagents, such as buffers, chemical activators, or other agents may be passed through the discrete volume, while other materials, such as target molecules, may be maintained in the discrete volume or space. Typically, a discrete volume will include a fluid medium, (for example, an aqueous solution, an oil, a buffer, and/or a media capable of supporting cell growth) suitable for labeling of the target molecule with the indexable nucleic acid identifier under conditions that permit labeling. Exemplary discrete volumes or spaces useful in the disclosed methods include droplets (for example, microfluidic droplets and/or emulsion droplets), hydrogel beads or other polymer structures (for example poly-ethylene glycol di-acrylate beads or agarose beads), tissue slides (for example, fixed formalin paraffin embedded tissue slides with particular regions, volumes, or spaces defined by chemical, optical, or physical means), microscope slides with regions defined by depositing reagents in ordered arrays or random patterns, tubes (such as, centrifuge tubes, microcentrifuge tubes, test tubes, cuvettes, conical tubes, and the like), bottles (such as glass bottles, plastic bottles, ceramic bottles, Erlenmeyer flasks, scintillation vials and the like), wells (such as wells in a plate), plates, pipettes, or pipette tips among others. In certain embodiments, the compartment is an aqueous droplet in a water-in-oil emulsion. In specific embodiments, any of the applications, methods, or systems described herein requiring exact or uniform volumes may employ the use of an acoustic liquid dispenser.


In certain example embodiments, the device comprises a flexible material substrate on which a number of spots may be defined. Flexible substrate materials suitable for use in diagnostics and biosensing are known within the art. The flexible substrate materials may be made of plant derived fibers, such as cellulosic fibers, or may be made from flexible polymers such as flexible polyester films and other polymer types. Within each defined spot, reagents of the system described herein are applied to the individual spots. Each spot may contain the same reagents except for a different guide RNA or set of guide RNAs, or where applicable, a different detection aptamer to screen for multiple targets at once. Thus, the systems and devices herein may be able to screen samples from multiple sources (e.g. multiple clinical samples from different individuals) for the presence of the same target, or a limited number of targets, or aliquots of a single sample (or multiple samples from the same source) for the presence of multiple different targets in the sample. In certain example embodiments, the elements of the systems described herein are freeze dried onto the paper or cloth substrate. Example flexible material based substrates that may be used in certain example devices are disclosed in Pardee et al. Cell. 2016, 165(5):1255-66 and Pardee et al. Cell. 2014, 159(4):950-54. Suitable flexible material-based substrates for use with biological fluids, including blood are disclosed in International Patent Application Publication No. WO/2013/071301 entitled “Paper based diagnostic test” to Shevkoplyas et al. U.S. Patent Application Publication No. 2011/0111517 entitled “Paper-based microfluidic systems” to Siegel et al. and Shafiee et al. “Paper and Flexible Substrates as Materials for Biosensing Platforms to Detect Multiple Biotargets” Scientific Reports 5:8719 (2015). Further flexible based materials, including those suitable for use in wearable diagnostic devices are disclosed in Wang et al. “Flexible Substrate-Based Devices for Point-of-Care Diagnostics” Cell 34(11):909-21 (2016). Further flexible based materials may include nitrocellulose, polycarbonate, methylethyl cellulose, polyvinylidene fluoride (PVDF), polystyrene, or glass (see e.g., US20120238008). In certain embodiments, discrete volumes are separated by a hydrophobic surface, such as but not limited to wax, photoresist, or solid ink.


In other example embodiments, the elements of the systems described herein may be place on a single use substrate, such as swab or cloth that is used to swab a surface or sample fluid. For example, the system could be used to test for the presence of a pathogen on a food by swabbing the surface of a food product, such as a fruit or vegetable. Similarly, the single use substrate may be used to swab other surfaces for detection of certain microbes or agents, such as for use in security screening. Single use substrates may also have applications in forensics, where the CRISPR systems are designed to detect, for example identifying DNA SNPs that may be used to identify a suspect, or certain tissue or cell markers to determine the type of biological matter present in a sample. Likewise, the single use substrate could be used to collect a sample from a patient—such as a saliva sample from the mouth—or a swab of the skin. In other embodiments, a sample or swab may be taken of a meat product on order to detect the presence of absence of contaminants on or within the meat product.


In certain example embodiments, a single guide sequences specific to a single target is placed in separate volumes. Each volume may then receive a different sample or aliquot of the same sample. In certain example embodiments, multiple guide sequences each to separate target may be placed in a single well such that multiple targets may be screened in a different well. In order to detect multiple guide RNAs in a single volume, in certain example embodiments, multiple effector proteins with different specificities may be used. For example, different orthologs with different sequence specificities may be used. For example, one orthologue may preferentially cut A, while others preferentially cut C, G, U/T. Accordingly, masking constructs completely comprising, or comprised of a substantial portion, of a single nucleotide may be generated, each with a different fluorophore that can be detected at differing wavelengths. In this way, up to four different targets may be screened in a single individual discrete volume. In certain example embodiments, different orthologues from a same class of CRISPR effector protein may be used, such as two Cas13a orthologues, two Cas13b orthologues, or two Cas13c orthologues. The nucleotide preferences of various Cas13 proteins is shown in FIGS. 67A and 67B. In certain other example embodiments, different orthologues with different nucleotide editing preferences may be used such as a Cas13a and Cas13b orthologs, or a Cas13a and a Cas13c orthologs, or a Cas13b orthologs and a Cas13c orthologs etc. In certain example embodiments, a Cas13 protein with a polyU preference and a Cas13 protein with a polyA preference are used. In certain example embodiments, the Cas13 protein with a polyU preference is a Prevotella intermedia Cas13b. and the Cas13 protein with a polyA preference is a Prevotella sp. MA2106 Cas13b protein (PsmCas13b). In certain example embodiments, the Cas13 protein with a polyU preference is a Leptotrichia wadei Cas13a (LwaCas13a) protein and the Cas13 protein with a poly A preference is a Prevotella sp. MA2106 Cas13b protein. In certain example embodiments, the Cas13 protein with a polyU preference is Capnocytophaga canimorsus Cas13b protein (CcaCas13b).


In certain embodiments, the systems, methods, and devices described herein may be used to screen gene signatures that identify a particular cell type, cell phenotype, or cell state. Likewise, through the use of such methods as compressed sensing, the embodiments disclosed herein may be used to detect transcriptomes. Gene expression data are highly structured, such that the expression level of some genes is predictive of the expression level of others. Knowledge that gene expression data are highly structured allows for the assumption that the number of degrees of freedom in the system are small, which allows for assuming that the basis for computation of the relative gene abundances is sparse. It is possible to make several biologically motivated assumptions that allow Applicants to recover the nonlinear interaction terms while under-sampling without having any specific knowledge of which genes are likely to interact. In particular, if Applicants assume that genetic interactions are low rank, sparse, or a combination of these, then the true number of degrees of freedom is small relative to the complete combinatorial expansion, which enables Applicants to infer the full nonlinear landscape with a relatively small number of perturbations. Working around these assumptions, analytical theories of matrix completion and compressed sensing may be used to design under-sampled combinatorial perturbation experiments. In addition, a kernel-learning framework may be used to employ under-sampling by building predictive functions of combinatorial perturbations without directly learning any individual interaction coefficient Compresses sensing provides a way to identify the minimal number of target transcripts to be detected in order obtain a comprehensive gene-expression profile. Methods for compressed sensing are disclosed in PCT/US2016/059230 “Systems and Methods for Determining Relative Abundances of Biomolecules” filed Oct. 27, 2016, which is incorporated herein by reference. Having used methods like compressed sensing to identify a minimal transcript target set, a set of corresponding guide RNAs may then be designed to detect said transcripts. Accordingly, in certain example embodiments, a method for obtaining a gene-expression profile of cell comprises detecting, using the embodiments disclosed, herein a minimal transcript set that provides a gene-expression profile of a cell or population of cells.


Therapeutic Methods

In certain embodiments, the identified signatures, biomarkers and pathways described herein are modulated in order to treat a subject in need thereof, such as a subject suffering from cancer (e.g., a lymphoma). In one aspect, the present invention provides for a method of inhibiting tumor growth of a BCL-2-driven cancer in a subject in need thereof, the method comprising administering to said subject a therapeutically effective amount of one or more agents that induces or enhances expression, activity, and/or function of one or more BCL-2 inhibitor resistance signature genes (see, Tables 1, 2, 3 and 4). In certain embodiments, a resistant signature is shifted to a sensitive signature. In certain embodiments, a combination treatment is administered in order to overcome resistance to the primary treatment (e.g., a BCL-2 inhibitor in combination with an MCL1 inhibitor, ID2 or ID3 agonist, or OXPHOS inhibitor).


The term “treat”, “treated,” “treating” or “treatment” is used herein to mean to relieve, reduce or alleviate at least one symptom of a disease in a subject. For example, treatment can be diminishment of one or several symptoms of a disorder or complete eradication of a disorder, such as cancer. Within the meaning of the present invention, the term “treat” also denote to arrest, delay the onset (i.e., the period prior to clinical manifestation of a disease) and/or reduce the risk of developing or worsening a disease. The term “protect” is used herein to mean prevent delay or treat, or all, as appropriate, development or continuance or aggravation of a disease in a subject. Within the meaning of the present invention, the disease is associated with a cancer.


The term “subject” or “patient” is intended to include animals, which are capable of suffering from or afflicted with a cancer or any disorder involving, directly or indirectly, a cancer. Examples of subjects include mammals, e.g., humans, dogs, cows, horses, pigs, sheep, goats, cats, mice, rabbits, rats, and transgenic non-human animals. In certain embodiments, the subject is a human, e.g., a human having, at risk of having, or potentially capable of having cancer.


The methods described herein may be applicable to the treatment, diagnosis, or prognosis of any cancer. The term “cancer” is used herein to mean malignant solid tumors as well as hematological malignancies. In some instances, the cancer is melanoma. The melanoma may be metastatic melanoma. Additional examples of such tumors include but are not limited to leukemias, lymphomas, myelomas, carcinomas, metastatic carcinomas, sarcomas, adenomas, nervous system cancers and genitourinary cancers. In exemplary embodiments, the foregoing methods are useful in treating adult and pediatric acute lymphoblastic leukemia, acute myeloid leukemia, adrenocortical carcinoma, AIDS-related cancers, anal cancer, cancer of the appendix, astrocytoma, basal cell carcinoma, bile duct cancer, bladder cancer, bone cancer, osteosarcoma, fibrous histiocytoma, brain cancer, brain stem glioma, cerebellar astrocytoma, malignant glioma, ependymoma, medulloblastoma, supratentorial primitive neuroectodermal tumors, hypothalamic glioma, breast cancer, male breast cancer, bronchial adenomas, Burkitt lymphoma, carcinoid tumor, carcinoma of unknown origin, central nervous system lymphoma, cerebellar astrocytoma, malignant glioma, cervical cancer, childhood cancers, chronic lymphocytic leukemia, chronic myelogenous leukemia, chronic myeloproliferative disorders, colorectal cancer, cutaneous T-cell lymphoma, endometrial cancer, ependymoma, esophageal cancer, Ewing family tumors, extracranial germ cell tumor, extragonadal germ cell tumor, extrahepatic bile duct cancer, intraocular melanoma, retinoblastoma, gallbladder cancer, gastric cancer, gastrointestinal stromal tumor, extracranial germ cell tumor, extragonadal germ cell tumor, ovarian germ cell tumor, gestational trophoblastic tumor, glioma, hairy cell leukemia, head and neck cancer, hepatocellular cancer, Hodgkin lymphoma, non-Hodgkin lymphoma, hypopharyngeal cancer, hypothalamic and visual pathway glioma, intraocular melanoma, islet cell tumors, Kaposi sarcoma, kidney cancer, renal cell cancer, laryngeal cancer, lip and oral cavity cancer, small cell lung cancer, non-small cell lung cancer, primary central nervous system lymphoma, Waldenstrom macroglobulinema, malignant fibrous histiocytoma, medulloblastoma, melanoma, Merkel cell carcinoma, malignant mesothelioma, squamous neck cancer, multiple endocrine neoplasia syndrome, multiple myeloma, mycosis fungoides, myelodysplastic syndromes, myeloproliferative disorders, chronic myeloproliferative disorders, nasal cavity and paranasal sinus cancer, nasopharyngeal cancer, neuroblastoma, oropharyngeal cancer, ovarian cancer, pancreatic cancer, parathyroid cancer, penile cancer, pharyngeal cancer, pheochromocytoma, pineoblastoma and supratentorial primitive neuroectodermal tumors, pituitary cancer, plasma cell neoplasms, pleuropulmonary blastoma, prostate cancer, rectal cancer, rhabdomyosarcoma, salivary gland cancer, soft tissue sarcoma, uterine sarcoma, Sezary syndrome, non-melanoma skin cancer, small intestine cancer, squamous cell carcinoma, squamous neck cancer, supratentorial primitive neuroectodermal tumors, testicular cancer, throat cancer, thymoma and thymic carcinoma, thyroid cancer, transitional cell cancer, trophoblastic tumors, urethral cancer, uterine cancer, uterine sarcoma, vaginal cancer, vulvar cancer, and Wilms tumor.


Therapeutic Agents

In certain embodiments, the present invention provides for one or more therapeutic agents against single or combinations of targets identified. Targeting the identified combinations may provide for enhanced or otherwise previously unknown activity in the treatment of disease. In certain embodiments, an agent against one of the targets in a combination may already be known or used clinically. In certain embodiments, targeting the combination may require less of the agent as compared to the current standard of care and provide for less toxicity and improved treatment. In certain embodiments, the one or more agents comprises a small molecule inhibitor, small molecule degrader (e.g., PROTAC), genetic modifying agent, antibody, antibody fragment, antibody-like protein scaffold, aptamer, protein, or any combination thereof.


The terms “therapeutic agent”, “therapeutic capable agent” or “treatment agent” are used interchangeably and refer to a molecule or compound that confers some beneficial effect upon administration to a subject. The beneficial effect includes enablement of diagnostic determinations; amelioration of a disease, symptom, disorder, or pathological condition; reducing or preventing the onset of a disease, symptom, disorder or condition; and generally counteracting a disease, symptom, disorder or pathological condition.


In one aspect, the present invention provides for a method of inhibiting tumor growth of a BCL-2-driven cancer in a subject in need thereof comprising administering to the subject one or more agents capable of inhibiting the oxidative phosphorylation system (OXPHOS). In certain embodiments, the method comprises administering to the subject a combination therapy comprising an inhibitor of BCL-2 and one or more inhibitors selected from the group consisting of an AMPK inhibitor and mitochondrial electron transport chain (mETC) inhibitor.


In another aspect, the present invention provides for a method of inhibiting tumor growth of a BCL-2-driven cancer in a subject in need thereof comprising administering to the subject a combination therapy comprising an inhibitor of BCL-2 and one or more NF kappa B inhibitors.


BCL-2

In certain embodiments, the present invention uses inhibitors of BCL-2 to modulate BCL-2 driven tumors. Targeted and selective BCL-2 inhibitors include, but are not limited to, antisense oligonucleotide drugs such as oblimersen, small molecule inhibitors such as ABT-737 and navitoclax (ABT-263) and mimetic drugs such as venetoclax (ABT-199).


Bcl-2 has been shown to interact with: BAK1, BCAP31, BCL2-like 1, BCL2L11, BECN1, BID, BMF, BNIP2, BNIP3, BNIPL, BAD, BAX, BIK, C-Raf, CAPN2, CASP8, Cdk1, HRK, IRS1, Myc, NR4A1, Noxa, PPP2CA, PSEN1, RAD9A, RRAS, RTN4, SMN1, SOD1, and TP53BP2.


Venetoclax resistance modulating agents are useful therapeutic tools in cancers, as BCL-2 has been implicated in these indications. Unlike oncogenes that promote uncontrolled cellular proliferation, BCL-2 encodes an anti-apoptotic protein that inhibits cell death. Venetoclax, previously known as ABT-199 is the first FDA-approved treatment that targets the B-cell lymphoma 2 (BCL-2) protein. The BCL-2 protein plays an important role in enabling CLL cells to survive.


BCL-2 plays a role in many tumor types. BCL-2 was first discovered as an oncogene in B-cell malignancies. It is also expressed in normal lymphoid cells including T-cells and BCL-2 inhibitors are useful for treatment. Accordingly, venetoclax resistance modulating agents are used to treat B-cell and T-cell malignancies. Moreover, the venetoclax resistance modulating agents are used more generally in BCL-2 driven cancers with other BCL-2 inhibitors when resistance develops to those inhibitors. BCL-2 inhibitors includes, without limitation, navitoclax (ABT-263), obatoclax (GX15-070), and gossypol compounds. (See e.g., Lampson et al., “The Development and Current Use of BCL-2 Inhibitors for the Treatment of Chronic Lymphocytic Leukemia.” Curr Hematol Malig Rep. 2017 February; 12(1): 11-19. doi:10.1007/s11899-017-0359-0). Furthermore, the resistance modulating agents are more generally used in combination with BCL-2 inhibitors at a stage where resistance has not developed. Moreover, the agents can be used with BCL-2 inhibitors in cancers that otherwise are not responsive to BCL-2 inhibition.


BCL2 is expressed in non-lymphoid cells and has been described in neuronal tumors. (See, e.g., I. Garcia, I. Martinou, Y. Tsujimoto, and J. Martinou, “Prevention of programmed cell death of sympathetic neurons by the bcl-2 proto-oncogene,” Science, vol. 258, no. 5080, pp. 302-304, 1992.) Accordingly, resistance modulating agents according to the invention can be combined with BCL2 inhibitors, more generally BCL2-family inhibitors for treatment of such tumor types.


Expression of BCL2 in normal epithelium indicates that BCL2 is expressed in carcinoma. For example, high expression of BCL2 is found in prostate cancer, including in androgen-independent tumors. (See, e.g., T. J. McDonnell, P. Troncoso, S. M. Brisbay et al., “Expression of the protooncogene bcl-2 in the prostate and its association with emergence of androgen-independent prostate cancer,” Cancer Research, vol. 52, no. 24, pp. 6940-6944, 1992.)


High BCL2 expression has been reported in many different tumor types including non-small cell and small lcell lung cancer (See, e.g., F. Pezzella, H. Turley, I. Kuzu et al., “bcl-2 protein in non-small-cell lung carcinoma,” The New England Journal of Medicine, vol. 329, no. 10, pp. 690-694, 1993; N. Ikegaki, M. Katsumata, J. Minna, and Y. Tsujimoto, “Expression of bcl-2 in small cell lung carcinoma cells,” Cancer Research, vol. 54, no. 1, pp. 6-8, 1994.) BCL-2 expression is observed in ovarian cancer (See, e.g., Y. Kuwashima, T. Uehara, K. Kishi, K. Shiromizu, M. Matsuzawa, and S. Takayama, “Immunohistochemical characterization of undifferentiated carcinomas of the ovary,” Journal of Cancer Research and Clinical Oncology, vol. 120, no. 11, pp. 672-677, 1994.) and breast cancer (See, e.g., P. Monaghan, D. Robertson, T. A. S. Amos, M. J. S. Dyer, D. Y. Mason, and M. F. Greaves, “Ultrastructural localization of BCL-2 protein,” Journal of Histochemistry and Cytochemistry, vol. 40, no. 12, pp. 1819-1825, 1992.). The function of BCL2 in inhibiting apoptosis has been proven in many independent studies, for example, by overexpression or knockdown. (See, e.g., R. X.-D. Song, Z. Zhang, G. Mor, and R. J. Santen, “Down-regulation of Bcl-2 enhances estrogen apoptotic action in long-term estradiol-depleted ER+ breast cancer cells,” Apoptosis, vol. 10, no. 3, pp. 667-678, 2005.) Accordingly, resistance modulating agents according to the invention can be combined with BCL2 inhibitors, more generally BCL2-family inhibitors for treatment of such tumor types. In certain such embodiments, the contributions of the BCL-2 or BCL-2 family inhibitor and resistance modulating agents are additive. In other embodiments, the contributions are synergistic. In certain embodiments, the resistance modulating agent effects or enables the action of the BCL-2 or BCL-2 family inhibitor, i.e. the effect of the inhibitor is observed when the resistance modulating agent is present.


NF kappa B (NF-κB)


In certain embodiments, the present invention uses inhibitors of NF kappa B to modulate BCL-2 driven tumors. As discussed further herein, NKBIA was identified in the loss-of-function screen for BCL-2 inhibitor resistance. Thus, loss of an inhibitor of NF kappa B provided for resistance to BCL-2 inhibition. Protein inhibitors of NF kappa B activity include, but are not limited to, IFRD1 and SIRT1. Other drugs that inhibit NF kappa B activity include, but are not limited to, denosumab, disulfiram, olmesartan, dithiocarbamates, anatabine, BAY 11-7082 and iguratimod. In certain embodiments, a combination therapy comprising an NF kappa B inhibitor and BCL-2 inhibitor is used to treat a subject in need thereof.


Oxidative Phosphorylation

In certain embodiments, the present invention uses inhibitors of oxidative phosphorylation to modulate BCL-2 driven tumors. OXPHOS Inhibitors for use in treating cancer have been described and are applicable to the present invention (see, e.g., Nayak et al., Oxidative Phosphorylation: A Target for Novel Therapeutic Strategies Against Ovarian Cancer. Cancers (Basel). 2018 September; 10(9): 337). In certain embodiments, inhibitors of oxidative phosphorylation include, but are not limited to biguanides, atovaquone, plumbagin, thiazolidinediones and ubiquinone. Complex I Biguanides include metformin, proguanil, and IACS-0107059. Thiazolidinediones include rosiglitazone. Dorsomorphin is a cell-permeable and reversible ATP-competitive inhibitor of AMP-activated protein kinase (AMPK) with Ki value of 109 nM (see, e.g., Lu Y, Akinwumi B C, Shao Z, Anderson H D. Ligand Activation of Cannabinoid Receptors Attenuates Hypertrophy of Neonatal Rat Cardiomyocytes. J Cardiovasc Pharmacol. 2014 Jun. 26). Oligomycin is a specific inhibitor of the ATPase and blocks proton translocation leading to a hyperpolarization of the inner mitochondrial membrane. Antimycin A is an inhibitor of cellular respiration, specifically oxidative phosphorylation. Antimycin A binds to the Qi site of cytochrome c reductase, inhibiting the oxidation of ubiquinone in the Qi site of ubiquinol thereby disrupting the Q-cycle of enzyme turn over.


MCL-1

Myeloid cell leukemia-1 (MCL-1), a member of anti-apoptotic BCL-2 family proteins, is a key regulator of mitochondrial homeostasis and is frequently overexpressed in human primary and drug-resistant cancer cells (see, e.g., Xiang et al., MCL-1 inhibition in cancer treatment. Onco Targets Ther. 2018; 11: 7301-7314). Non-limiting inhibitors include AT-101, TW-37, GA, Sabutoclax (BI-97C1), maritoclax, UMI-77, A-1210477, MIK665/S64315 and S63845, AMG176, and AZD5991. Previous studies have described venetoclax and MCL-1 inhibition (see, e.g., Luedtke et al., Inhibition of Mcl-1 enhances cell death induced by the Bcl-2-selective inhibitor ABT-199 in acute myeloid leukemia cells. Signal Transduct Target Ther. 2017; 2( ):17012).


Small Molecules

In certain embodiments, the one or more agents is a small molecule. The term “small molecule” refers to compounds, preferably organic compounds, with a size comparable to those organic molecules generally used in pharmaceuticals. The term excludes biological macromolecules (e.g., proteins, peptides, nucleic acids, etc.). Preferred small organic molecules range in size up to about 5000 Da, e.g., up to about 4000, preferably up to 3000 Da, more preferably up to 2000 Da, even more preferably up to about 1000 Da, e.g., up to about 900, 800, 700, 600 or up to about 500 Da. In certain embodiments, the small molecule may act as an antagonist or agonist (e.g., blocking an enzyme active site or activating a receptor by binding to a ligand binding site).


One type of small molecule applicable to the present invention is a degrader molecule. Proteolysis Targeting Chimera (PROTAC) technology is a rapidly emerging alternative therapeutic strategy with the potential to address many of the challenges currently faced in modern drug development programs. PROTAC technology employs small molecules that recruit target proteins for ubiquitination and removal by the proteasome (see, e.g., Zhou et al., Discovery of a Small-Molecule Degrader of Bromodomain and Extra-Terminal (BET) Proteins with Picomolar Cellular Potencies and Capable of Achieving Tumor Regression. J. Med. Chem. 2018, 61, 462-481; Bondeson and Crews, Targeted Protein Degradation by Small Molecules, Annu Rev Pharmacol Toxicol. 2017 Jan. 6; 57: 107-123; and Lai et al., Modular PROTAC Design for the Degradation of Oncogenic BCR-ABL Angew Chem Int Ed Engl. 2016 Jan. 11; 55(2): 807-810).


Genetic Modifying Agents

In certain embodiments, the one or more modulating agents may be a genetic modifying agent. The genetic modifying agent may comprise a CRISPR system, a zinc finger nuclease system, a TALEN, a meganuclease or RNAi system.


In general, a CRISPR-Cas or CRISPR system as used in herein and in documents, such as WO 2014/093622 (PCT/US2013/074667), refers collectively to transcripts and other elements involved in the expression of or directing the activity of CRISPR-associated (“Cas”) genes, including sequences encoding a Cas gene, a tracr (trans-activating CRISPR) sequence (e.g. tracrRNA or an active partial tracrRNA), a tracr-mate sequence (encompassing a “direct repeat” and a tracrRNA-processed partial direct repeat in the context of an endogenous CRISPR system), a guide sequence (also referred to as a “spacer” in the context of an endogenous CRISPR system), or “RNA(s)” as that term is herein used (e.g., RNA(s) to guide Cas, such as Cas9, e.g. CRISPR RNA and transactivating (tracr) RNA or a single guide RNA (sgRNA) (chimeric RNA)) or other sequences and transcripts from a CRISPR locus. In general, a CRISPR system is characterized by elements that promote the formation of a CRISPR complex at the site of a target sequence (also referred to as a protospacer in the context of an endogenous CRISPR system). See, e.g, Shmakov et al. (2015) “Discovery and Functional Characterization of Diverse Class 2 CRISPR-Cas Systems”, Molecular Cell, DOI: dx.doi.org/10.1016/j.molcel.2015.10.008.


In certain embodiments, a protospacer adjacent motif (PAM) or PAM-like motif directs binding of the effector protein complex as disclosed herein to the target locus of interest. In some embodiments, the PAM may be a 5′ PAM (i.e., located upstream of the 5′ end of the protospacer). In other embodiments, the PAM may be a 3′ PAM (i.e., located downstream of the 5′ end of the protospacer). The term “PAM” may be used interchangeably with the term “PFS” or “protospacer flanking site” or “protospacer flanking sequence”.


In a preferred embodiment, the CRISPR effector protein may recognize a 3′ PAM. In certain embodiments, the CRISPR effector protein may recognize a 3′ PAM which is 5′H, wherein His A, C or U.


In the context of formation of a CRISPR complex, “target sequence” refers to a sequence to which a guide sequence is designed to have complementarity, where hybridization between a target sequence and a guide sequence promotes the formation of a CRISPR complex. A target sequence may comprise RNA polynucleotides. The term “target RNA” refers to a RNA polynucleotide being or comprising the target sequence. In other words, the target RNA may be a RNA polynucleotide or a part of a RNA polynucleotide to which a part of the gRNA, i.e. the guide sequence, is designed to have complementarity and to which the effector function mediated by the complex comprising CRISPR effector protein and a gRNA is to be directed. In some embodiments, a target sequence is located in the nucleus or cytoplasm of a cell.


In certain example embodiments, the CRISPR effector protein may be delivered using a nucleic acid molecule encoding the CRISPR effector protein. The nucleic acid molecule encoding a CRISPR effector protein, may advantageously be a codon optimized CRISPR effector protein. An example of a codon optimized sequence, is in this instance a sequence optimized for expression in eukaryote, e.g., humans (i.e. being optimized for expression in humans), or for another eukaryote, animal or mammal as herein discussed; see, e.g., SaCas9 human codon optimized sequence in WO 2014/093622 (PCT/US2013/074667). Whilst this is preferred, it will be appreciated that other examples are possible and codon optimization for a host species other than human, or for codon optimization for specific organs is known. In some embodiments, an enzyme coding sequence encoding a CRISPR effector protein is a codon optimized for expression in particular cells, such as eukaryotic cells. The eukaryotic cells may be those of or derived from a particular organism, such as a plant or a mammal, including but not limited to human, or non-human eukaryote or animal or mammal as herein discussed, e.g., mouse, rat, rabbit, dog, livestock, or non-human mammal or primate. In some embodiments, processes for modifying the germ line genetic identity of human beings and/or processes for modifying the genetic identity of animals which are likely to cause them suffering without any substantial medical benefit to man or animal, and also animals resulting from such processes, may be excluded. In general, codon optimization refers to a process of modifying a nucleic acid sequence for enhanced expression in the host cells of interest by replacing at least one codon (e.g. about or more than about 1, 2, 3, 4, 5, 10, 15, 20, 25, 50, or more codons) of the native sequence with codons that are more frequently or most frequently used in the genes of that host cell while maintaining the native amino acid sequence. Various species exhibit particular bias for certain codons of a particular amino acid. Codon bias (differences in codon usage between organisms) often correlates with the efficiency of translation of messenger RNA (mRNA), which is in turn believed to be dependent on, among other things, the properties of the codons being translated and the availability of particular transfer RNA (tRNA) molecules. The predominance of selected tRNAs in a cell is generally a reflection of the codons used most frequently in peptide synthesis. Accordingly, genes can be tailored for optimal gene expression in a given organism based on codon optimization. Codon usage tables are readily available, for example, at the “Codon Usage Database” available at kazusa.orjp/codon/ and these tables can be adapted in a number of ways. See Nakamura, Y., et al. “Codon usage tabulated from the international DNA sequence databases: status for the year 2000” Nucl. Acids Res. 28:292 (2000). Computer algorithms for codon optimizing a particular sequence for expression in a particular host cell are also available, such as Gene Forge (Aptagen; Jacobus, Pa.), are also available. In some embodiments, one or more codons (e.g. 1, 2, 3, 4, 5, 10, 15, 20, 25, 50, or more, or all codons) in a sequence encoding a Cas correspond to the most frequently used codon for a particular amino acid.


In certain embodiments, the methods as described herein may comprise providing a Cas transgenic cell in which one or more nucleic acids encoding one or more guide RNAs are provided or introduced operably connected in the cell with a regulatory element comprising a promoter of one or more gene of interest. As used herein, the term “Cas transgenic cell” refers to a cell, such as a eukaryotic cell, in which a Cas gene has been genomically integrated. The nature, type, or origin of the cell are not particularly limiting according to the present invention. Also the way the Cas transgene is introduced in the cell may vary and can be any method as is known in the art. In certain embodiments, the Cas transgenic cell is obtained by introducing the Cas transgene in an isolated cell. In certain other embodiments, the Cas transgenic cell is obtained by isolating cells from a Cas transgenic organism. By means of example, and without limitation, the Cas transgenic cell as referred to herein may be derived from a Cas transgenic eukaryote, such as a Cas knock-in eukaryote. Reference is made to WO 2014/093622 (PCT/US13/74667), incorporated herein by reference. Methods of US Patent Publication Nos. 20120017290 and 20110265198 assigned to Sangamo BioSciences, Inc. directed to targeting the Rosa locus may be modified to utilize the CRISPR Cas system of the present invention. Methods of US Patent Publication No. 20130236946 assigned to Cellect is directed to targeting the Rosa locus may also be modified to utilize the CRISPR Cas system of the present invention. By means of further example reference is made to Platt et. al. (Cell; 159(2):440-455 (2014)), describing a Cas9 knock-in mouse, which is incorporated herein by reference. The Cas transgene can further comprise a Lox-Stop-polyA-Lox(LSL) cassette thereby rendering Cas expression inducible by Cre recombinase. Alternatively, the Cas transgenic cell may be obtained by introducing the Cas transgene in an isolated cell. Delivery systems for transgenes are well known in the art. By means of example, the Cas transgene may be delivered in for instance eukaryotic cell by means of vector (e.g., AAV, adenovirus, lentivirus) and/or particle and/or nanoparticle delivery, as also described herein elsewhere.


It will be understood by the skilled person that the cell, such as the Cas transgenic cell, as referred to herein may comprise further genomic alterations besides having an integrated Cas gene or the mutations arising from the sequence specific action of Cas when complexed with RNA capable of guiding Cas to a target locus.


In certain aspects the invention involves vectors, e.g. for delivering or introducing in a cell Cas and/or RNA capable of guiding Cas to a target locus (i.e. guide RNA), but also for propagating these components (e.g. in prokaryotic cells). A used herein, a “vector” is a tool that allows or facilitates the transfer of an entity from one environment to another. It is a replicon, such as a plasmid, phage, or cosmid, into which another DNA segment may be inserted so as to bring about the replication of the inserted segment. Generally, a vector is capable of replication when associated with the proper control elements. In general, the term “vector” refers to a nucleic acid molecule capable of transporting another nucleic acid to which it has been linked. Vectors include, but are not limited to, nucleic acid molecules that are single-stranded, double-stranded, or partially double-stranded; nucleic acid molecules that comprise one or more free ends, no free ends (e.g. circular); nucleic acid molecules that comprise DNA, RNA, or both; and other varieties of polynucleotides known in the art. One type of vector is a “plasmid,” which refers to a circular double stranded DNA loop into which additional DNA segments can be inserted, such as by standard molecular cloning techniques. Another type of vector is a viral vector, wherein virally-derived DNA or RNA sequences are present in the vector for packaging into a virus (e.g. retroviruses, replication defective retroviruses, adenoviruses, replication defective adenoviruses, and adeno-associated viruses (AAVs)). Viral vectors also include polynucleotides carried by a virus for transfection into a host cell. Certain vectors are capable of autonomous replication in a host cell into which they are introduced (e.g. bacterial vectors having a bacterial origin of replication and episomal mammalian vectors). Other vectors (e.g., non-episomal mammalian vectors) are integrated into the genome of a host cell upon introduction into the host cell, and thereby are replicated along with the host genome. Moreover, certain vectors are capable of directing the expression of genes to which they are operatively-linked. Such vectors are referred to herein as “expression vectors.” Common expression vectors of utility in recombinant DNA techniques are often in the form of plasmids.


Recombinant expression vectors can comprise a nucleic acid of the invention in a form suitable for expression of the nucleic acid in a host cell, which means that the recombinant expression vectors include one or more regulatory elements, which may be selected on the basis of the host cells to be used for expression, that is operatively-linked to the nucleic acid sequence to be expressed. Within a recombinant expression vector, “operably linked” is intended to mean that the nucleotide sequence of interest is linked to the regulatory element(s) in a manner that allows for expression of the nucleotide sequence (e.g. in an in vitro transcription/translation system or in a host cell when the vector is introduced into the host cell). With regards to recombination and cloning methods, mention is made of U.S. patent application Ser. No. 10/815,730, published Sep. 2, 2004 as US 2004-0171156 A1, the contents of which are herein incorporated by reference in their entirety. Thus, the embodiments disclosed herein may also comprise transgenic cells comprising the CRISPR effector system. In certain example embodiments, the transgenic cell may function as an individual discrete volume. In other words samples comprising a masking construct may be delivered to a cell, for example in a suitable delivery vesicle and if the target is present in the delivery vesicle the CRISPR effector is activated and a detectable signal generated.


The vector(s) can include the regulatory element(s), e.g., promoter(s). The vector(s) can comprise Cas encoding sequences, and/or a single, but possibly also can comprise at least 3 or 8 or 16 or 32 or 48 or 50 guide RNA(s) (e.g., sgRNAs) encoding sequences, such as 1-2, 1-3, 1-4 1-5, 3-6, 3-7, 3-8, 3-9, 3-10, 3-8, 3-16, 3-30, 3-32, 3-48, 3-50 RNA(s) (e.g., sgRNAs). In a single vector there can be a promoter for each RNA (e.g., sgRNA), advantageously when there are up to about 16 RNA(s); and, when a single vector provides for more than 16 RNA(s), one or more promoter(s) can drive expression of more than one of the RNA(s), e.g., when there are 32 RNA(s), each promoter can drive expression of two RNA(s), and when there are 48 RNA(s), each promoter can drive expression of three RNA(s). By simple arithmetic and well established cloning protocols and the teachings in this disclosure one skilled in the art can readily practice the invention as to the RNA(s) for a suitable exemplary vector such as AAV, and a suitable promoter such as the U6 promoter. For example, the packaging limit of AAV is ˜4.7 kb. The length of a single U6-gRNA (plus restriction sites for cloning) is 361 bp. Therefore, the skilled person can readily fit about 12-16, e.g., 13 U6-gRNA cassettes in a single vector. This can be assembled by any suitable means, such as a golden gate strategy used for TALE assembly (genome-engineering.org/taleffectors/). The skilled person can also use a tandem guide strategy to increase the number of U6-gRNAs by approximately 1.5 times, e.g., to increase from 12-16, e.g., 13 to approximately 18-24, e.g., about 19 U6-gRNAs. Therefore, one skilled in the art can readily reach approximately 18-24, e.g., about 19 promoter-RNAs, e.g., U6-gRNAs in a single vector, e.g., an AAV vector. A further means for increasing the number of promoters and RNAs in a vector is to use a single promoter (e.g., U6) to express an array of RNAs separated by cleavable sequences. And an even further means for increasing the number of promoter-RNAs in a vector, is to express an array of promoter-RNAs separated by cleavable sequences in the intron of a coding sequence or gene; and, in this instance it is advantageous to use a polymerase II promoter, which can have increased expression and enable the transcription of long RNA in a tissue specific manner. (see, e.g., nar.oxfordjournals.org/content/34/7/e53.short and nature.com/mt/journal/v16/n9/abs/mt2008144a.html). In an advantageous embodiment, AAV may package U6 tandem gRNA targeting up to about 50 genes. Accordingly, from the knowledge in the art and the teachings in this disclosure the skilled person can readily make and use vector(s), e.g., a single vector, expressing multiple RNAs or guides under the control or operatively or functionally linked to one or more promoters-especially as to the numbers of RNAs or guides discussed herein, without any undue experimentation.


The guide RNA(s) encoding sequences and/or Cas encoding sequences, can be functionally or operatively linked to regulatory element(s) and hence the regulatory element(s) drive expression. The promoter(s) can be constitutive promoter(s) and/or conditional promoter(s) and/or inducible promoter(s) and/or tissue specific promoter(s). The promoter can be selected from the group consisting of RNA polymerases, pol I, pol II, pol III, T7, U6, H1, retroviral Rous sarcoma virus (RSV) LTR promoter, the cytomegalovirus (CMV) promoter, the SV40 promoter, the dihydrofolate reductase promoter, the β-actin promoter, the phosphoglycerol kinase (PGK) promoter, and the EF1α promoter. An advantageous promoter is the promoter is U6.


Additional effectors for use according to the invention can be identified by their proximity to cas1 genes, for example, though not limited to, within the region 20 kb from the start of the cas1 gene and 20 kb from the end of the cas1 gene. In certain embodiments, the effector protein comprises at least one HEPN domain and at least 500 amino acids, and wherein the C2c2 effector protein is naturally present in a prokaryotic genome within 20 kb upstream or downstream of a Cas gene or a CRISPR array. Non-limiting examples of Cas proteins include Cas1, Cas1B, Cas2, Cas3, Cas4, Cas5, Cas6, Cas7, Cas8, Cas9 (also known as Csn1 and Csx12), Cas10, Csy1, Csy2, Csy3, Cse1, Cse2, Csc1, Csc2, Csa5, Csn2, Csm2, Csm3, Csm4, Csm5, Csm6, Cmr1, Cmr3, Cmr4, Cmr5, Cmr6, Csb1, Csb2, Csb3, Csx17, Csx14, Csx10, Csx16, CsaX, Csx3, Csx1, Csx15, Csf1, Csf2, Csf3, Csf4, homologues thereof, or modified versions thereof. In certain example embodiments, the C2c2 effector protein is naturally present in a prokaryotic genome within 20 kb upstream or downstream of a Cas 1 gene. The terms “orthologue” (also referred to as “ortholog” herein) and “homologue” (also referred to as “homolog” herein) are well known in the art. By means of further guidance, a “homologue” of a protein as used herein is a protein of the same species which performs the same or a similar function as the protein it is a homologue of. Homologous proteins may but need not be structurally related, or are only partially structurally related. An “orthologue” of a protein as used herein is a protein of a different species which performs the same or a similar function as the protein it is an orthologue of Orthologous proteins may but need not be structurally related, or are only partially structurally related.


Guide Molecules

The methods described herein may be used to screen inhibition of CRISPR systems employing different types of guide molecules. As used herein, the term “guide sequence” and “guide molecule” in the context of a CRISPR-Cas system, comprises any polynucleotide sequence having sufficient complementarity with a target nucleic acid sequence to hybridize with the target nucleic acid sequence and direct sequence-specific binding of a nucleic acid-targeting complex to the target nucleic acid sequence. The guide sequences made using the methods disclosed herein may be a full-length guide sequence, a truncated guide sequence, a full-length sgRNA sequence, a truncated sgRNA sequence, or an E+F sgRNA sequence. In some embodiments, the degree of complementarity of the guide sequence to a given target sequence, when optimally aligned using a suitable alignment algorithm, is about or more than about 50%, 60%, 75%, 80%, 85%, 90%, 95%, 97.5%, 99%, or more. In certain example embodiments, the guide molecule comprises a guide sequence that may be designed to have at least one mismatch with the target sequence, such that a RNA duplex formed between the guide sequence and the target sequence. Accordingly, the degree of complementarity is preferably less than 99%. For instance, where the guide sequence consists of 24 nucleotides, the degree of complementarity is more particularly about 96% or less. In particular embodiments, the guide sequence is designed to have a stretch of two or more adjacent mismatching nucleotides, such that the degree of complementarity over the entire guide sequence is further reduced. For instance, where the guide sequence consists of 24 nucleotides, the degree of complementarity is more particularly about 96% or less, more particularly, about 92% or less, more particularly about 88% or less, more particularly about 84% or less, more particularly about 80% or less, more particularly about 76% or less, more particularly about 72% or less, depending on whether the stretch of two or more mismatching nucleotides encompasses 2, 3, 4, 5, 6 or 7 nucleotides, etc. In some embodiments, aside from the stretch of one or more mismatching nucleotides, the degree of complementarity, when optimally aligned using a suitable alignment algorithm, is about or more than about 50%, 60%, 75%, 80%, 85%, 90%, 95%, 97.5%, 99%, or more. Optimal alignment may be determined with the use of any suitable algorithm for aligning sequences, non-limiting example of which include the Smith-Waterman algorithm, the Needleman-Wunsch algorithm, algorithms based on the Burrows-Wheeler Transform (e.g., the Burrows Wheeler Aligner), ClustalW, Clustal X, BLAT, Novoalign (Novocraft Technologies; available at www.novocraft.com), ELAND (Illumina, San Diego, Calif.), SOAP (available at soap.genomics.org.cn), and Maq (available at maq.sourceforge.net). The ability of a guide sequence (within a nucleic acid-targeting guide RNA) to direct sequence-specific binding of a nucleic acid-targeting complex to a target nucleic acid sequence may be assessed by any suitable assay. For example, the components of a nucleic acid-targeting CRISPR system sufficient to form a nucleic acid-targeting complex, including the guide sequence to be tested, may be provided to a host cell having the corresponding target nucleic acid sequence, such as by transfection with vectors encoding the components of the nucleic acid-targeting complex, followed by an assessment of preferential targeting (e.g., cleavage) within the target nucleic acid sequence, such as by Surveyor assay as described herein. Similarly, cleavage of a target nucleic acid sequence (or a sequence in the vicinity thereof) may be evaluated in a test tube by providing the target nucleic acid sequence, components of a nucleic acid-targeting complex, including the guide sequence to be tested and a control guide sequence different from the test guide sequence, and comparing binding or rate of cleavage at or in the vicinity of the target sequence between the test and control guide sequence reactions. Other assays are possible, and will occur to those skilled in the art. A guide sequence, and hence a nucleic acid-targeting guide RNA may be selected to target any target nucleic acid sequence.


In certain embodiments, the guide sequence or spacer length of the guide molecules is from 15 to 50 nt. In certain embodiments, the spacer length of the guide RNA is at least 15 nucleotides. In certain embodiments, the spacer length is from 15 to 17 nt, e.g., 15, 16, or 17 nt, from 17 to 20 nt, e.g., 17, 18, 19, or 20 nt, from 20 to 24 nt, e.g., 20, 21, 22, 23, or 24 nt, from 23 to 25 nt, e.g., 23, 24, or 25 nt, from 24 to 27 nt, e.g., 24, 25, 26, or 27 nt, from 27-30 nt, e.g., 27, 28, 29, or 30 nt, from 30-35 nt, e.g., 30, 31, 32, 33, 34, or 35 nt, or 35 nt or longer. In certain example embodiment, the guide sequence is 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39 40, 41, 42, 43, 44, 45, 46, 47 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, or 100 nt.


In some embodiments, the guide sequence is an RNA sequence of between 10 to 50 nt in length, but more particularly of about 20-30 nt advantageously about 20 nt, 23-25 nt or 24 nt. The guide sequence is selected so as to ensure that it hybridizes to the target sequence. This is described more in detail below. Selection can encompass further steps which increase efficacy and specificity.


In some embodiments, the guide sequence has a canonical length (e.g., about 15-30 nt) is used to hybridize with the target RNA or DNA. In some embodiments, a guide molecule is longer than the canonical length (e.g., >30 nt) is used to hybridize with the target RNA or DNA, such that a region of the guide sequence hybridizes with a region of the RNA or DNA strand outside of the Cas-guide target complex. This can be of interest where additional modifications, such deamination of nucleotides is of interest. In alternative embodiments, it is of interest to maintain the limitation of the canonical guide sequence length.


In some embodiments, the sequence of the guide molecule (direct repeat and/or spacer) is selected to reduce the degree secondary structure within the guide molecule. In some embodiments, about or less than about 75%, 50%, 40%, 30%, 25%, 20%, 15%, 10%, 5%, 1%, or fewer of the nucleotides of the nucleic acid-targeting guide RNA participate in self-complementary base pairing when optimally folded. Optimal folding may be determined by any suitable polynucleotide folding algorithm. Some programs are based on calculating the minimal Gibbs free energy. An example of one such algorithm is mFold, as described by Zuker and Stiegler (Nucleic Acids Res. 9 (1981), 133-148). Another example folding algorithm is the online webserver RNAfold, developed at Institute for Theoretical Chemistry at the University of Vienna, using the centroid structure prediction algorithm (see e.g., A. R. Gruber et al., 2008, Cell 106(1): 23-24; and P A Carr and G M Church, 2009, Nature Biotechnology 27(12): 1151-62).


In some embodiments, it is of interest to reduce the susceptibility of the guide molecule to RNA cleavage, such as to cleavage by Cas13. Accordingly, in particular embodiments, the guide molecule is adjusted to avoid cleavage by Cas13 or other RNA-cleaving enzymes.


In certain embodiments, the guide molecule comprises non-naturally occurring nucleic acids and/or non-naturally occurring nucleotides and/or nucleotide analogs, and/or chemically modifications. Preferably, these non-naturally occurring nucleic acids and non-naturally occurring nucleotides are located outside the guide sequence. Non-naturally occurring nucleic acids can include, for example, mixtures of naturally and non-naturally occurring nucleotides. Non-naturally occurring nucleotides and/or nucleotide analogs may be modified at the ribose, phosphate, and/or base moiety. In an embodiment of the invention, a guide nucleic acid comprises ribonucleotides and non-ribonucleotides. In one such embodiment, a guide comprises one or more ribonucleotides and one or more deoxyribonucleotides. In an embodiment of the invention, the guide comprises one or more non-naturally occurring nucleotide or nucleotide analog such as a nucleotide with phosphorothioate linkage, a locked nucleic acid (LNA) nucleotides comprising a methylene bridge between the 2d/or non-naturally occurring nucleotides and/or nucleotide analogs, and/or chemically modifications. Preferably, these non-naturally occurring nucleic acids and nouoro analogs. Further examples of modified bases include, but are not limited to, 2-aminopurine, 5-bromo-uridine, pseudouridine, inosine, 7-methylguanosine. Examples of guide RNA chemical modifications include, without limitation, incorporation of 2ccurrinhyl (M), 2′-O-methyl 3′phosphorothioate (MS), S-constrained ethyl(cEt), or 2ained ethyl (cEtxamples of guide RNA chemical modifications include, without limitation, incorporation of 2ccurrinhyl (M), 2′-O-methyl 3′phosphorothioate (MS), r chemically modificauides, though on-target vs. off-target specificity is not predictable. (See, Hendel, 2015, Nat Biotechnol. 33(9):985-9, doi: 10.1038/nbt.3290, published online 29 Jun. 2015 Ragdarm et al., 0215, PNAS, E7110-E7111; Allerson et al., J. Med Chem. 2005, 48:901-904; Bramsen et al., Front. Genet., 2012, 3:154; Deng et al., PNAS, 2015, 112:11870-11875; Sharma et al., Med Chem Comm., 2014, 5:1454-1471; Hendel et al., Nat. Biotechnol. (2015) 33(9): 985-989; Li et al., Nature Biomedical Engineering, 2017, 1, 0066 DOI:10.1038/s41551-017-0066). In some embodiments, the 5′ and/or 3′ end of a guide RNA is modified by a variety of functional moieties including fluorescent dyes, polyethylene glycol, cholesterol, proteins, or detection tags. (See Kelly et al., 2016, J. Biotech. 233:74-83). In certain embodiments, a guide comprises ribonucleotides in a region that binds to a target RNA and one or more deoxyribonucletides and/or nucleotide analogs in a region that binds to Cas13. In an embodiment of the invention, deoxyribonucleotides and/or nucleotide analogs are incorporated in engineered guide structures, such as, without limitation, stem-loop regions, and the seed region. For Cas13 guide, in certain embodiments, the modification is not in the 5′-handle of the stem-loop regions. Chemical modification in the 5′-handle of the stem-loop region of a guide may abolish its function (see Li, et al., Nature Biomedical Engineering, 2017, 1:0066). In certain embodiments, at least 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 35, 40, 45, 50, or 75 nucleotides of a guide is chemically modified. In some embodiments, 3-5 nucleotides at either the 3′ or the 5′ end of a guide is chemically modified. In some embodiments, only minor modifications are introduced in the seed region, such as 2′-F modifications. In some embodiments, 2′-F modification is introduced at the 3′ end of a guide. In certain embodiments, three to five nucleotides at the 5′ and/or the 3′ end of the guide are chemically modified with 2′-O-methyl (M), 2′-O-methyl 3′ phosphorothioate (MS), S-constrained ethyl(cEt), or 2′-O-methyl 3′ thioPACE (MSP). Such modification can enhance genome editing efficiency (see Hendel et al., Nat. Biotechnol. (2015) 33(9): 985-989). In certain embodiments, all of the phosphodiester bonds of a guide are substituted with phosphorothioates (PS) for enhancing levels of gene disruption. In certain embodiments, more than five nucleotides at the 5′ and/or the 3′ end of the guide are chemically modified with 2′-O-Me, 2′-F or S-constrained ethyl(cEt). Such chemically modified guide can mediate enhanced levels of gene disruption (see Ragdarm et al., 0215, PNAS, E7110-E7111). In an embodiment of the invention, a guide is modified to comprise a chemical moiety at its 3′ and/or 5′ end. Such moieties include, but are not limited to amine, azide, alkyne, thio, dibenzocyclooctyne (DBCO), or Rhodamine. In certain embodiment, the chemical moiety is conjugated to the guide by a linker, such as an alkyl chain. In certain embodiments, the chemical moiety of the modified guide can be used to attach the guide to another molecule, such as DNA, RNA, protein, or nanoparticles. Such chemically modified guide can be used to identify or enrich cells generically edited by a CRISPR system (see Lee et al., eLife, 2017, 6:e25312, DOI:10.7554).


In some embodiments, the modification to the guide is a chemical modification, an insertion, a deletion or a split. In some embodiments, the chemical modification includes, but is not limited to, incorporation of 2′-O-methyl (M) analogs, 2′-deoxy analogs, 2-thiouridine analogs, N6-methyladenosine analogs, 2′-fluoro analogs, 2-aminopurine, 5-bromo-uridine, pseudouridine (Ψ), N1-methylpseudouridine (me1Ψ), 5-methoxyuridine (5moU), inosine, 7-methylguanosine, 2′-O-methyl 3′phosphorothioate (MS), S-constrained ethyl(cEt), phosphorothioate (PS), or 2′-O-methyl 3′thioPACE (MSP). In some embodiments, the guide comprises one or more of phosphorothioate modifications. In certain embodiments, at least 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, or 25 nucleotides of the guide are chemically modified. In certain embodiments, one or more nucleotides in the seed region are chemically modified. In certain embodiments, one or more nucleotides in the 3′-terminus are chemically modified. In certain embodiments, none of the nucleotides in the 5′-handle is chemically modified. In some embodiments, the chemical modification in the seed region is a minor modification, such as incorporation of a 2′-fluoro analog. In a specific embodiment, one nucleotide of the seed region is replaced with a 2′-fluoro analog. In some embodiments, 5 to 10 nucleotides in the 3′-terminus are chemically modified. Such chemical modifications at the 3′-terminus of the Cas13 CrRNA may improve Cas13 activity. In a specific embodiment, 1, 2, 3, 4, 5, 6, 7, 8, 9 or 10 nucleotides in the 3′-terminus are replaced with 2′-fluoro analogues. In a specific embodiment, 1, 2, 3, 4, 5, 6, 7, 8, 9 or 10 nucleotides in the 3′-terminus are replaced with 2′-O-methyl (M) analogs.


In some embodiments, the loop of the 5′-handle of the guide is modified. In some embodiments, the loop of the 5′-handle of the guide is modified to have a deletion, an insertion, a split, or chemical modifications. In certain embodiments, the modified loop comprises 3, 4, or 5 nucleotides. In certain embodiments, the loop comprises the sequence of UCUU, UUUU, UAUU, or UGUU.


In some embodiments, the guide molecule forms a stemloop with a separate non-covalently linked sequence, which can be DNA or RNA. In particular embodiments, the sequences forming the guide are first synthesized using the standard phosphoramidite synthetic protocol (Herdewijn, P., ed., Methods in Molecular Biology Col 288, Oligonucleotide Synthesis: Methods and Applications, Humana Press, New Jersey (2012)). In some embodiments, these sequences can be functionalized to contain an appropriate functional group for ligation using the standard protocol known in the art (Hermanson, G. T., Bioconjugate Techniques, Academic Press (2013)). Examples of functional groups include, but are not limited to, hydroxyl, amine, carboxylic acid, carboxylic acid halide, carboxylic acid active ester, aldehyde, carbonyl, chlorocarbonyl, imidazolylcarbonyl, hydrozide, semicarbazide, thio semicarbazide, thiol, maleimide, haloalkyl, sufonyl, ally, propargyl, diene, alkyne, and azide. Once this sequence is functionalized, a covalent chemical bond or linkage can be formed between this sequence and the direct repeat sequence. Examples of chemical bonds include, but are not limited to, those based on carbamates, ethers, esters, amides, imines, amidines, aminotrizines, hydrozone, disulfides, thioethers, thioesters, phosphorothioates, phosphorodithioates, sulfonamides, sulfonates, fulfones, sulfoxides, ureas, thioureas, hydrazide, oxime, triazole, photolabile linkages, C—C bond forming groups such as Diels-Alder cyclo-addition pairs or ring-closing metathesis pairs, and Michael reaction pairs.


In some embodiments, these stem-loop forming sequences can be chemically synthesized. In some embodiments, the chemical synthesis uses automated, solid-phase oligonucleotide synthesis machines with 2′-acetoxyethyl orthoester (2′-ACE) (Scaringe et al., J. Am. Chem. Soc. (1998) 120: 11820-11821; Scaringe, Methods Enzymol. (2000) 317: 3-18) or 2′-thionocarbamate (2′-TC) chemistry (Dellinger et al., J. Am. Chem. Soc. (2011) 133: 11540-11546; Hendel et al., Nat. Biotechnol. (2015) 33:985-989).


In certain embodiments, the guide molecule comprises (1) a guide sequence capable of hybridizing to a target locus and (2) a tracr mate or direct repeat sequence whereby the direct repeat sequence is located upstream (i.e., 5′) from the guide sequence. In a particular embodiment the seed sequence (i.e. the sequence essential critical for recognition and/or hybridization to the sequence at the target locus) of th guide sequence is approximately within the first 10 nucleotides of the guide sequence.


In a particular embodiment the guide molecule comprises a guide sequence linked to a direct repeat sequence, wherein the direct repeat sequence comprises one or more stem loops or optimized secondary structures. In particular embodiments, the direct repeat has a minimum length of 16 nts and a single stem loop. In further embodiments the direct repeat has a length longer than 16 nts, preferably more than 17 nts, and has more than one stem loops or optimized secondary structures. In particular embodiments the guide molecule comprises or consists of the guide sequence linked to all or part of the natural direct repeat sequence. A typical Type V or Type VI CRISPR-cas guide molecule comprises (in 3′ to 5′ direction or in 5′ to 3′ direction): a guide sequence a first complimentary stretch (the “repeat”), a loop (which is typically 4 or 5 nucleotides long), a second complimentary stretch (the “anti-repeat” being complimentary to the repeat), and a poly A (often poly U in RNA) tail (terminator). In certain embodiments, the direct repeat sequence retains its natural architecture and forms a single stem loop. In particular embodiments, certain aspects of the guide architecture can be modified, for example by addition, subtraction, or substitution of features, whereas certain other aspects of guide architecture are maintained. Preferred locations for engineered guide molecule modifications, including but not limited to insertions, deletions, and substitutions include guide termini and regions of the guide molecule that are exposed when complexed with the CRISPR-Cas protein and/or target, for example the stemloop of the direct repeat sequence.


In particular embodiments, the stem comprises at least about 4 bp comprising complementary X and Y sequences, although stems of more, e.g., 5, 6, 7, 8, 9, 10, 11 or 12 or fewer, e.g., 3, 2, base pairs are also contemplated. Thus, for example X2-10 and Y2-10 (wherein X and Y represent any complementary set of nucleotides) may be contemplated. In one aspect, the stem made of the X and Y nucleotides, together with the loop will form a complete hairpin in the overall secondary structure; and, this may be advantageous and the amount of base pairs can be any amount that forms a complete hairpin. In one aspect, any complementary X:Y basepairing sequence (e.g., as to length) is tolerated, so long as the secondary structure of the entire guide molecule is preserved. In one aspect, the loop that connects the stem made of X:Y basepairs can be any sequence of the same length (e.g., 4 or 5 nucleotides) or longer that does not interrupt the overall secondary structure of the guide molecule. In one aspect, the stemloop can further comprise, e.g. an MS2 aptamer. In one aspect, the stem comprises about 5-7 bp comprising complementary X and Y sequences, although stems of more or fewer basepairs are also contemplated. In one aspect, non-Watson Crick basepairing is contemplated, where such pairing otherwise generally preserves the architecture of the stemloop at that position.


In particular embodiments the natural hairpin or stemloop structure of the guide molecule is extended or replaced by an extended stemloop. It has been demonstrated that extension of the stem can enhance the assembly of the guide molecule with the CRISPR-Cas protein (Chen et al. Cell. (2013); 155(7): 1479-1491). In particular embodiments the stem of the stemloop is extended by at least 1, 2, 3, 4, 5 or more complementary basepairs (i.e. corresponding to the addition of 2, 4, 6, 8, 10 or more nucleotides in the guide molecule). In particular embodiments these are located at the end of the stem, adjacent to the loop of the stemloop.


In particular embodiments, the susceptibility of the guide molecule to RNAses or to decreased expression can be reduced by slight modifications of the sequence of the guide molecule which do not affect its function. For instance, in particular embodiments, premature termination of transcription, such as premature transcription of U6 Pol-III, can be removed by modifying a putative Pol-III terminator (4 consecutive U's) in the guide molecules sequence. Where such sequence modification is required in the stemloop of the guide molecule, it is preferably ensured by a basepair flip.


In a particular embodiment, the direct repeat may be modified to comprise one or more protein-binding RNA aptamers. In a particular embodiment, one or more aptamers may be included such as part of optimized secondary structure. Such aptamers may be capable of binding a bacteriophage coat protein as detailed further herein.


In some embodiments, the guide molecule forms a duplex with a target RNA comprising at least one target cytosine residue to be edited. Upon hybridization of the guide RNA molecule to the target RNA, the cytidine deaminase binds to the single strand RNA in the duplex made accessible by the mismatch in the guide sequence and catalyzes deamination of one or more target cytosine residues comprised within the stretch of mismatching nucleotides.


A guide sequence, and hence a nucleic acid-targeting guide RNA may be selected to target any target nucleic acid sequence. The target sequence may be mRNA.


In certain embodiments, the target sequence should be associated with a PAM (protospacer adjacent motif) or PFS (protospacer flanking sequence or site); that is, a short sequence recognized by the CRISPR complex. Depending on the nature of the CRISPR-Cas protein, the target sequence should be selected such that its complementary sequence in the DNA duplex (also referred to herein as the non-target sequence) is upstream or downstream of the PAM. In the embodiments of the present invention where the CRISPR-Cas protein is a Cas13 protein, the compelementary sequence of the target sequence is downstream or 3′ of the PAM or upstream or 5′ of the PAM. The precise sequence and length requirements for the PAM differ depending on the Cas13 protein used, but PAMs are typically 2-5 base pair sequences adjacent the protospacer (that is, the target sequence). Examples of the natural PAM sequences for different Cas13 orthologues are provided herein below and the skilled person will be able to identify further PAM sequences for use with a given Cas13 protein.


Further, engineering of the PAM Interacting (PI) domain may allow programing of PAM specificity, improve target site recognition fidelity, and increase the versatility of the CRISPR-Cas protein, for example as described for Cas9 in Kleinstiver B P et al. Engineered CRISPR-Cas9 nucleases with altered PAM specificities. Nature. 2015 Jul. 23; 523(7561):481-5. doi: 10.1038/nature14592. As further detailed herein, the skilled person will understand that Cas13 proteins may be modified analogously.


In particular embodiment, the guide is an escorted guide. By “escorted” is meant that the CRISPR-Cas system or complex or guide is delivered to a selected time or place within a cell, so that activity of the CRISPR-Cas system or complex or guide is spatially or temporally controlled. For example, the activity and destination of the 3 CRISPR-Cas system or complex or guide may be controlled by an escort RNA aptamer sequence that has binding affinity for an aptamer ligand, such as a cell surface protein or other localized cellular component. Alternatively, the escort aptamer may for example be responsive to an aptamer effector on or in the cell, such as a transient effector, such as an external energy source that is applied to the cell at a particular time.


The escorted CRISPR-Cas systems or complexes have a guide molecule with a functional structure designed to improve guide molecule structure, architecture, stability, genetic expression, or any combination thereof. Such a structure can include an aptamer.


Aptamers are biomolecules that can be designed or selected to bind tightly to other ligands, for example using a technique called systematic evolution of ligands by exponential enrichment (SELEX; Tuerk C, Gold L: “Systematic evolution of ligands by exponential enrichment: RNA ligands to bacteriophage T4 DNA polymerase.” Science 1990, 249:505-510). Nucleic acid aptamers can for example be selected from pools of random-sequence oligonucleotides, with high binding affinities and specificities for a wide range of biomedically relevant targets, suggesting a wide range of therapeutic utilities for aptamers (Keefe, Anthony D., Supriya Pai, and Andrew Ellington. “Aptamers as therapeutics.” Nature Reviews Drug Discovery 9.7 (2010): 537-550). These characteristics also suggest a wide range of uses for aptamers as drug delivery vehicles (Levy-Nissenbaum, Etgar, et al. “Nanotechnology and aptamers: applications in drug delivery.” Trends in biotechnology 26.8 (2008): 442-449; and, Hicke B J, Stephens A W. “Escort aptamers: a delivery service for diagnosis and therapy.” J Clin Invest 2000, 106:923-928.). Aptamers may also be constructed that function as molecular switches, responding to a que by changing properties, such as RNA aptamers that bind fluorophores to mimic the activity of green flourescent protein (Paige, Jeremy S., Karen Y. Wu, and Samie R. Jaffrey. “RNA mimics of green fluorescent protein.” Science 333.6042 (2011): 642-646). It has also been suggested that aptamers may be used as components of targeted siRNA therapeutic delivery systems, for example targeting cell surface proteins (Zhou, Jiehua, and John J. Rossi. “Aptamer-targeted cell-specific RNA interference.” Silence 1.1 (2010): 4).


Accordingly, in particular embodiments, the guide molecule is modified, e.g., by one or more aptamer(s) designed to improve guide molecule delivery, including delivery across the cellular membrane, to intracellular compartments, or into the nucleus. Such a structure can include, either in addition to the one or more aptamer(s) or without such one or more aptamer(s), moiety(ies) so as to render the guide molecule deliverable, inducible or responsive to a selected effector. The invention accordingly comprehends an guide molecule that responds to normal or pathological physiological conditions, including without limitation pH, hypoxia, O2 concentration, temperature, protein concentration, enzymatic concentration, lipid structure, light exposure, mechanical disruption (e.g. ultrasound waves), magnetic fields, electric fields, or electromagnetic radiation.


Light responsiveness of an inducible system may be achieved via the activation and binding of cryptochrome-2 and CIB1. Blue light stimulation induces an activating conformational change in cryptochrome-2, resulting in recruitment of its binding partner CIB1. This binding is fast and reversible, achieving saturation in <15 sec following pulsed stimulation and returning to baseline <15 min after the end of stimulation. These rapid binding kinetics result in a system temporally bound only by the speed of transcription/translation and transcript/protein degradation, rather than uptake and clearance of inducing agents. Crytochrome-2 activation is also highly sensitive, allowing for the use of low light intensity stimulation and mitigating the risks of phototoxicity. Further, in a context such as the intact mammalian brain, variable light intensity may be used to control the size of a stimulated region, allowing for greater precision than vector delivery alone may offer.


The invention contemplates energy sources such as electromagnetic radiation, sound energy or thermal energy to induce the guide. Advantageously, the electromagnetic radiation is a component of visible light. In a preferred embodiment, the light is a blue light with a wavelength of about 450 to about 495 nm. In an especially preferred embodiment, the wavelength is about 488 nm. In another preferred embodiment, the light stimulation is via pulses. The light power may range from about 0-9 mW/cm2. In a preferred embodiment, a stimulation paradigm of as low as 0.25 sec every 15 sec should result in maximal activation.


The chemical or energy sensitive guide may undergo a conformational change upon induction by the binding of a chemical source or by the energy allowing it act as a guide and have the Cas13 CRISPR-Cas system or complex function. The invention can involve applying the chemical source or energy so as to have the guide function and the Cas13 CRISPR-Cas system or complex function; and optionally further determining that the expression of the genomic locus is altered.


There are several different designs of this chemical inducible system: 1. ABI-PYL based system inducible by Abscisic Acid (ABA) (see, e.g., stke.sciencemag.org/cgi/content/abstract/sigtrans;4/164/rs2), 2. FKBP-FRB based system inducible by rapamycin (or related chemicals based on rapamycin) (see, e.g., www.nature.com/nmeth/journal/v2/n6/full/nmeth763.html), 3. GID1-GAI based system inducible by Gibberellin (GA) (see, e.g., www.nature.com/nchembio/journal/v8/n5/full/nchembio.922.html).


A chemical inducible system can be an estrogen receptor (ER) based system inducible by 4-hydroxytamoxifen (40HT) (see, e.g., www.pnas.org/content/104/3/1027.abstract). A mutated ligand-binding domain of the estrogen receptor called ERT2 translocates into the nucleus of cells upon binding of 4-hydroxytamoxifen. In further embodiments of the invention any naturally occurring or engineered derivative of any nuclear receptor, thyroid hormone receptor, retinoic acid receptor, estrogren receptor, estrogen-related receptor, glucocorticoid receptor, progesterone receptor, androgen receptor may be used in inducible systems analogous to the ER based inducible system.


Another inducible system is based on the design using Transient receptor potential (TRP) ion channel based system inducible by energy, heat or radio-wave (see, e.g., www.sciencemag.org/content/336/6081/604). These TRP family proteins respond to different stimuli, including light and heat. When this protein is activated by light or heat, the ion channel will open and allow the entering of ions such as calcium into the plasma membrane. This influx of ions will bind to intracellular ion interacting partners linked to a polypeptide including the guide and the other components of the Cas13 CRISPR-Cas complex or system, and the binding will induce the change of sub-cellular localization of the polypeptide, leading to the entire polypeptide entering the nucleus of cells. Once inside the nucleus, the guide protein and the other components of the Cas13 CRISPR-Cas complex will be active and modulating target gene expression in cells.


While light activation may be an advantageous embodiment, sometimes it may be disadvantageous especially for in vivo applications in which the light may not penetrate the skin or other organs. In this instance, other methods of energy activation are contemplated, in particular, electric field energy and/or ultrasound which have a similar effect.


Electric field energy is preferably administered substantially as described in the art, using one or more electric pulses of from about 1 Volt/cm to about 10 kVolts/cm under in vivo conditions. Instead of or in addition to the pulses, the electric field may be delivered in a continuous manner. The electric pulse may be applied for between 1 μs and 500 milliseconds, preferably between 1 μs and 100 milliseconds. The electric field may be applied continuously or in a pulsed manner for 5 about minutes.


As used herein, ‘electric field energy’ is the electrical energy to which a cell is exposed. Preferably the electric field has a strength of from about 1 Volt/cm to about 10 kVolts/cm or more under in vivo conditions (see WO97/49450).


As used herein, the term “electric field” includes one or more pulses at variable capacitance and voltage and including exponential and/or square wave and/or modulated wave and/or modulated square wave forms. References to electric fields and electricity should be taken to include reference the presence of an electric potential difference in the environment of a cell. Such an environment may be set up by way of static electricity, alternating current (AC), direct current (DC), etc, as known in the art. The electric field may be uniform, non-uniform or otherwise, and may vary in strength and/or direction in a time dependent manner.


Single or multiple applications of electric field, as well as single or multiple applications of ultrasound are also possible, in any order and in any combination. The ultrasound and/or the electric field may be delivered as single or multiple continuous applications, or as pulses (pulsatile delivery).


Electroporation has been used in both in vitro and in vivo procedures to introduce foreign material into living cells. With in vitro applications, a sample of live cells is first mixed with the agent of interest and placed between electrodes such as parallel plates. Then, the electrodes apply an electrical field to the cell/implant mixture. Examples of systems that perform in vitro electroporation include the Electro Cell Manipulator ECM600 product, and the Electro Square Porator T820, both made by the BTX Division of Genetronics, Inc (see U.S. Pat. No. 5,869,326).


The known electroporation techniques (both in vitro and in vivo) function by applying a brief high voltage pulse to electrodes positioned around the treatment region. The electric field generated between the electrodes causes the cell membranes to temporarily become porous, whereupon molecules of the agent of interest enter the cells. In known electroporation applications, this electric field comprises a single square wave pulse on the order of 1000 V/cm, of about 100 .mu.s duration. Such a pulse may be generated, for example, in known applications of the Electro Square Porator T820.


Preferably, the electric field has a strength of from about 1 V/cm to about 10 kV/cm under in vitro conditions. Thus, the electric field may have a strength of 1 V/cm, 2 V/cm, 3 V/cm, 4 V/cm, 5 V/cm, 6 V/cm, 7 V/cm, 8 V/cm, 9 V/cm, 10 V/cm, 20 V/cm, 50 V/cm, 100 V/cm, 200 V/cm, 300 V/cm, 400 V/cm, 500 V/cm, 600 V/cm, 700 V/cm, 800 V/cm, 900 V/cm, 1 kV/cm, 2 kV/cm, 5 kV/cm, 10 kV/cm, 20 kV/cm, 50 kV/cm or more. More preferably from about 0.5 kV/cm to about 4.0 kV/cm under in vitro conditions. Preferably the electric field has a strength of from about 1 V/cm to about 10 kV/cm under in vivo conditions. However, the electric field strengths may be lowered where the number of pulses delivered to the target site are increased. Thus, pulsatile delivery of electric fields at lower field strengths is envisaged.


Preferably the application of the electric field is in the form of multiple pulses such as double pulses of the same strength and capacitance or sequential pulses of varying strength and/or capacitance. As used herein, the term “pulse” includes one or more electric pulses at variable capacitance and voltage and including exponential and/or square wave and/or modulated wave/square wave forms.


Preferably the electric pulse is delivered as a waveform selected from an exponential wave form, a square wave form, a modulated wave form and a modulated square wave form.


A preferred embodiment employs direct current at low voltage. Thus, Applicants disclose the use of an electric field which is applied to the cell, tissue or tissue mass at a field strength of between 1V/cm and 20V/cm, for a period of 100 milliseconds or more, preferably 15 minutes or more.


Ultrasound is advantageously administered at a power level of from about 0.05 W/cm2 to about 100 W/cm2. Diagnostic or therapeutic ultrasound may be used, or combinations thereof.


As used herein, the term “ultrasound” refers to a form of energy which consists of mechanical vibrations the frequencies of which are so high they are above the range of human hearing. Lower frequency limit of the ultrasonic spectrum may generally be taken as about 20 kHz. Most diagnostic applications of ultrasound employ frequencies in the range 1 and 15 MHz′ (From Ultrasonics in Clinical Diagnosis, P. N. T. Wells, ed., 2nd. Edition, Publ. Churchill Livingstone [Edinburgh, London & NY, 1977]).


Ultrasound has been used in both diagnostic and therapeutic applications. When used as a diagnostic tool (“diagnostic ultrasound”), ultrasound is typically used in an energy density range of up to about 100 mW/cm2 (FDA recommendation), although energy densities of up to 750 mW/cm2 have been used. In physiotherapy, ultrasound is typically used as an energy source in a range up to about 3 to 4 W/cm2 (WHO recommendation). In other therapeutic applications, higher intensities of ultrasound may be employed, for example, HIFU at 100 W/cm up to 1 kW/cm2 (or even higher) for short periods of time. The term “ultrasound” as used in this specification is intended to encompass diagnostic, therapeutic and focused ultrasound.


Focused ultrasound (FUS) allows thermal energy to be delivered without an invasive probe (see Morocz et al 1998 Journal of Magnetic Resonance Imaging Vol. 8, No. 1, pp. 136-142. Another form of focused ultrasound is high intensity focused ultrasound (HIFU) which is reviewed by Moussatov et al in Ultrasonics (1998) Vol. 36, No. 8, pp. 893-900 and TranHuuHue et al in Acustica (1997) Vol. 83, No. 6, pp. 1103-1106.


Preferably, a combination of diagnostic ultrasound and a therapeutic ultrasound is employed. This combination is not intended to be limiting, however, and the skilled reader will appreciate that any variety of combinations of ultrasound may be used. Additionally, the energy density, frequency of ultrasound, and period of exposure may be varied.


Preferably the exposure to an ultrasound energy source is at a power density of from about 0.05 to about 100 Wcm-2. Even more preferably, the exposure to an ultrasound energy source is at a power density of from about 1 to about 15 Wcm-2.


Preferably the exposure to an ultrasound energy source is at a frequency of from about 0.015 to about 10.0 MHz. More preferably the exposure to an ultrasound energy source is at a frequency of from about 0.02 to about 5.0 MHz or about 6.0 MHz. Most preferably, the ultrasound is applied at a frequency of 3 MHz.


Preferably the exposure is for periods of from about 10 milliseconds to about 60 minutes. Preferably the exposure is for periods of from about 1 second to about 5 minutes. More preferably, the ultrasound is applied for about 2 minutes. Depending on the particular target cell to be disrupted, however, the exposure may be for a longer duration, for example, for 15 minutes.


Advantageously, the target tissue is exposed to an ultrasound energy source at an acoustic power density of from about 0.05 Wcm-2 to about 10 Wcm-2 with a frequency ranging from about 0.015 to about 10 MHz (see WO 98/52609). However, alternatives are also possible, for example, exposure to an ultrasound energy source at an acoustic power density of above 100 Wcm-2, but for reduced periods of time, for example, 1000 Wcm-2 for periods in the millisecond range or less.


Preferably the application of the ultrasound is in the form of multiple pulses; thus, both continuous wave and pulsed wave (pulsatile delivery of ultrasound) may be employed in any combination. For example, continuous wave ultrasound may be applied, followed by pulsed wave ultrasound, or vice versa. This may be repeated any number of times, in any order and combination. The pulsed wave ultrasound may be applied against a background of continuous wave ultrasound, and any number of pulses may be used in any number of groups.


Preferably, the ultrasound may comprise pulsed wave ultrasound. In a highly preferred embodiment, the ultrasound is applied at a power density of 0.7 Wcm-2 or 1.25 Wcm-2 as a continuous wave. Higher power densities may be employed if pulsed wave ultrasound is used.


Use of ultrasound is advantageous as, like light, it may be focused accurately on a target. Moreover, ultrasound is advantageous as it may be focused more deeply into tissues unlike light. It is therefore better suited to whole-tissue penetration (such as but not limited to a lobe of the liver) or whole organ (such as but not limited to the entire liver or an entire muscle, such as the heart) therapy. Another important advantage is that ultrasound is a non-invasive stimulus which is used in a wide variety of diagnostic and therapeutic applications. By way of example, ultrasound is well known in medical imaging techniques and, additionally, in orthopedic therapy. Furthermore, instruments suitable for the application of ultrasound to a subject vertebrate are widely available and their use is well known in the art.


In particular embodiments, the guide molecule is modified by a secondary structure to increase the specificity of the CRISPR-Cas system and the secondary structure can protect against exonuclease activity and allow for 5′ additions to the guide sequence also referred to herein as a protected guide molecule.


In one aspect, the invention provides for hybridizing a “protector RNA” to a sequence of the guide molecule, wherein the “protector RNA” is an RNA strand complementary to the 3′ end of the guide molecule to thereby generate a partially double-stranded guide RNA. In an embodiment of the invention, protecting mismatched bases (i.e. the bases of the guide molecule which do not form part of the guide sequence) with a perfectly complementary protector sequence decreases the likelihood of target RNA binding to the mismatched basepairs at the 3′ end. In particular embodiments of the invention, additional sequences comprising an extented length may also be present within the guide molecule such that the guide comprises a protector sequence within the guide molecule. This “protector sequence” ensures that the guide molecule comprises a “protected sequence” in addition to an “exposed sequence” (comprising the part of the guide sequence hybridizing to the target sequence). In particular embodiments, the guide molecule is modified by the presence of the protector guide to comprise a secondary structure such as a hairpin. Advantageously there are three or four to thirty or more, e.g., about 10 or more, contiguous base pairs having complementarity to the protected sequence, the guide sequence or both. It is advantageous that the protected portion does not impede thermodynamics of the CRISPR-Cas system interacting with its target. By providing such an extension including a partially double stranded guide molecule, the guide molecule is considered protected and results in improved specific binding of the CRISPR-Cas complex, while maintaining specific activity.


In particular embodiments, use is made of a truncated guide (tru-guide), i.e. a guide molecule which comprises a guide sequence which is truncated in length with respect to the canonical guide sequence length. As described by Nowak et al. (Nucleic Acids Res (2016) 44 (20): 9555-9564), such guides may allow catalytically active CRISPR-Cas enzyme to bind its target without cleaving the target RNA. In particular embodiments, a truncated guide is used which allows the binding of the target but retains only nickase activity of the CRISPR-Cas enzyme.


CRISPR RNA-Targeting Effector Proteins

In one example embodiment, the CRISPR system effector protein is an RNA-targeting effector protein. In certain embodiments, the CRISPR system effector protein is a Type VI CRISPR system targeting RNA (e.g., Cas13a, Cas13b, Cas13c or Cas13d). Example RNA-targeting effector proteins include Cas13b and C2c2 (now known as Cas13a). It will be understood that the term “C2c2” herein is used interchangeably with “Cas13a”. “C2c2” is now referred to as “Cas13a”, and the terms are used interchangeably herein unless indicated otherwise. As used herein, the term “Cas13” refers to any Type VI CRISPR system targeting RNA (e.g., Cas13a, Cas13b, Cas13c or Cas13d). When the CRISPR protein is a C2c2 protein, a tracrRNA is not required. C2c2 has been described in Abudayyeh et al. (2016) “C2c2 is a single-component programmable RNA-guided RNA-targeting CRISPR effector”; Science; DOI: 10.1126/science.aaf5573; and Shmakov et al. (2015) “Discovery and Functional Characterization of Diverse Class 2 CRISPR-Cas Systems”, Molecular Cell, DOI: dx.doi.org/10.1016/j.molcel.2015.10.008; which are incorporated herein in their entirety by reference. Cas13b has been described in Smargon et al. (2017) “Cas13b Is a Type VI-B CRISPR-Associated RNA-Guided RNases Differentially Regulated by Accessory Proteins Csx27 and Csx28,” Molecular Cell. 65, 1-13; dx.doi.org/10.1016/j.molcel.2016.12.023., which is incorporated herein in its entirety by reference.


In some embodiments, one or more elements of a nucleic acid-targeting system is derived from a particular organism comprising an endogenous CRISPR RNA-targeting system. In certain example embodiments, the effector protein CRISPR RNA-targeting system comprises at least one HEPN domain, including but not limited to the HEPN domains described herein, HEPN domains known in the art, and domains recognized to be HEPN domains by comparison to consensus sequence motifs. Several such domains are provided herein. In one non-limiting example, a consensus sequence can be derived from the sequences of C2c2 or Cas13b orthologs provided herein. In certain example embodiments, the effector protein comprises a single HEPN domain. In certain other example embodiments, the effector protein comprises two HEPN domains.


In one example embodiment, the effector protein comprise one or more HEPN domains comprising a RxxxxH motif sequence. The RxxxxH motif sequence can be, without limitation, from a HEPN domain described herein or a HEPN domain known in the art. RxxxxH motif sequences further include motif sequences created by combining portions of two or more HEPN domains. As noted, consensus sequences can be derived from the sequences of the orthologs disclosed in U.S. Provisional Patent Application 62/432,240 entitled “Novel CRISPR Enzymes and Systems,” U.S. Provisional Patent Application 62/471,710 entitled “Novel Type VI CRISPR Orthologs and Systems” filed on Mar. 15, 2017, and U.S. Provisional Patent Application entitled “Novel Type VI CRISPR Orthologs and Systems,” labeled as attorney docket number 47627-05-2133 and filed on Apr. 12, 2017.


In certain other example embodiments, the CRISPR system effector protein is a C2c2 nuclease (also referred to as Cas13a). The activity of C2c2 may depend on the presence of two HEPN domains. These have been shown to be RNase domains, i.e. nuclease (in particular an endonuclease) cutting RNA. C2c2 HEPN may also target DNA, or potentially DNA and/or RNA. On the basis that the HEPN domains of C2c2 are at least capable of binding to and, in their wild-type form, cutting RNA, then it is preferred that the C2c2 effector protein has RNase function. Regarding C2c2 CRISPR systems, reference is made to U.S. Provisional 62/351,662 filed on Jun. 17, 2016 and U.S. Provisional 62/376,377 filed on Aug. 17, 2016. Reference is also made to U.S. Provisional 62/351,803 filed on Jun. 17, 2016. Reference is also made to U.S. Provisional entitled “Novel Crispr Enzymes and Systems” filed Dec. 8, 2016 bearing Broad Institute No. 10035.PA4 and Attorney Docket No. 47627.03.2133. Reference is further made to East-Seletsky et al. “Two distinct RNase activities of CRISPR-C2c2 enable guide-RNA processing and RNA detection” Nature doi:10/1038/nature19802 and Abudayyeh et al. “C2c2 is a single-component programmable RNA-guided RNA targeting CRISPR effector” bioRxiv doi:10.1101/054742.


In certain embodiments, the C2c2 effector protein is from an organism of a genus selected from the group consisting of: Leptotrichia, Listeria, Corynebacterium, Sutterella, Legionella, Treponema, Filifactor, Eubacterium, Streptococcus, Lactobacillus, Mycoplasma, Bacteroides, Flaviivola, Flavobacterium, Sphaerochaeta, Azospirillum, Gluconacetobacter, Neisseria, Roseburia, Parvibaculum, Staphylococcus, Nitratifractor, Mycoplasma, Campylobacter, and Lachnospira, or the C2c2 effector protein is an organism selected from the group consisting of: Leptotrichia shahii, Leptotrichia. wadei, Listeria seeligeri, Clostridium aminophilum, Carnobacterium gallinarum, Paludibacter propionicigenes, Listeria weihenstephanensis, or the C2c2 effector protein is a L. wadei F0279 or L. wadei F0279 (Lw2) C2C2 effector protein. In another embodiment, the one or more guide RNAs are designed to detect a single nucleotide polymorphism, splice variant of a transcript, or a frameshift mutation in a target RNA or DNA.


In certain example embodiments, the RNA-targeting effector protein is a Type VI-B effector protein, such as Cas13b and Group 29 or Group 30 proteins. In certain example embodiments, the RNA-targeting effector protein comprises one or more HEPN domains. In certain example embodiments, the RNA-targeting effector protein comprises a C-terminal HEPN domain, a N-terminal HEPN domain, or both. Regarding example Type VI-B effector proteins that may be used in the context of this invention, reference is made to U.S. application Ser. No. 15/331,792 entitled “Novel CRISPR Enzymes and Systems” and filed Oct. 21, 2016, International Patent Application No. PCT/US2016/058302 entitled “Novel CRISPR Enzymes and Systems”, and filed Oct. 21, 2016, and Smargon et al. “Cas13b is a Type VI-B CRISPR-associated RNA-Guided RNase differentially regulated by accessory proteins Csx27 and Csx28” Molecular Cell, 65, 1-13 (2017); dx.doi.org/10.1016/j.molcel.2016.12.023, and U.S. Provisional Application No. to be assigned, entitled “Novel Cas13b Orthologues CRISPR Enzymes and System” filed Mar. 15, 2017. In particular embodiments, the Cas13b enzyme is derived from Bergeyella zoohelcum.


In certain example embodiments, the RNA-targeting effector protein is a Cas13c effector protein as disclosed in U.S. Provisional Patent Application No. 62/525,165 filed Jun. 26, 2017, and PCT Application No. US 2017/047193 filed Aug. 16, 2017.


In some embodiments, one or more elements of a nucleic acid-targeting system is derived from a particular organism comprising an endogenous CRISPR RNA-targeting system. In certain embodiments, the CRISPR RNA-targeting system is found in Eubacterium and Ruminococcus. In certain embodiments, the effector protein comprises targeted and collateral ssRNA cleavage activity. In certain embodiments, the effector protein comprises dual HEPN domains. In certain embodiments, the effector protein lacks a counterpart to the Helical-1 domain of Cas13a. In certain embodiments, the effector protein is smaller than previously characterized class 2 CRISPR effectors, with a median size of 928 aa. This median size is 190 aa (17%) less than that of Cas13c, more than 200 aa (18%) less than that of Cas13b, and more than 300 aa (26%) less than that of Cas13a. In certain embodiments, the effector protein has no requirement for a flanking sequence (e.g., PFS, PAM).


In certain embodiments, the effector protein locus structures include a WYL domain containing accessory protein (so denoted after three amino acids that were conserved in the originally identified group of these domains; see, e.g., WYL domain IPR026881). In certain embodiments, the WYL domain accessory protein comprises at least one helix-turn-helix (HTH) or ribbon-helix-helix (RHH) DNA-binding domain. In certain embodiments, the WYL domain containing accessory protein increases both the targeted and the collateral ssRNA cleavage activity of the RNA-targeting effector protein. In certain embodiments, the WYL domain containing accessory protein comprises an N-terminal RHH domain, as well as a pattern of primarily hydrophobic conserved residues, including an invariant tyrosine-leucine doublet corresponding to the original WYL motif. In certain embodiments, the WYL domain containing accessory protein is WYLL. WYL1 is a single WYL-domain protein associated primarily with Ruminococcus.


In other example embodiments, the Type VI RNA-targeting Cas enzyme is Cas13d. In certain embodiments, Cas13d is Eubacterium siraeum DSM 15702 (EsCas13d) or Ruminococcus sp. N15.MGS-57 (RspCas13d) (see, e.g., Yan et al., Cas13d Is a Compact RNA-Targeting Type VI CRISPR Effector Positively Modulated by a WYL-Domain-Containing Accessory Protein, Molecular Cell (2018), doi.org/10.1016/j.molcel.2018.02.028). RspCas13d and EsCas13d have no flanking sequence requirements (e.g., PFS, PAM).


Cas13 RNA Editing

In one aspect, the invention provides a method of modifying or editing a target transcript in a eukaryotic cell. In some embodiments, the method comprises allowing a CRISPR-Cas effector module complex to bind to the target polynucleotide to effect RNA base editing, wherein the CRISPR-Cas effector module complex comprises a Cas effector module complexed with a guide sequence hybridized to a target sequence within said target polynucleotide, wherein said guide sequence is linked to a direct repeat sequence. In some embodiments, the Cas effector module comprises a catalytically inactive CRISPR-Cas protein. In some embodiments, the guide sequence is designed to introduce one or more mismatches to the RNA/RNA duplex formed between the target sequence and the guide sequence. In particular embodiments, the mismatch is an A-C mismatch. In some embodiments, the Cas effector may associate with one or more functional domains (e.g. via fusion protein or suitable linkers). In some embodiments, the effector domain comprises one or more cytindine or adenosine deaminases that mediate endogenous editing of via hydrolytic deamination. In particular embodiments, the effector domain comprises the adenosine deaminase acting on RNA (ADAR) family of enzymes. In particular embodiments, the adenosine deaminase protein or catalytic domain thereof capable of deaminating adenosine or cytidine in RNA or is an RNA specific adenosine deaminase and/or is a bacterial, human, cephalopod, or Drosophila adenosine deaminase protein or catalytic domain thereof, preferably TadA, more preferably ADAR, optionally huADAR, optionally (hu)ADAR1 or (hu)ADAR2, preferably huADAR2 or catalytic domain thereof.


The present application relates to modifying a target RNA sequence of interest (see, e.g, Cox et al., Science. 2017 Nov. 24; 358(6366):1019-1027). Using RNA-targeting rather than DNA targeting offers several advantages relevant for therapeutic development. First, there are substantial safety benefits to targeting RNA: there will be fewer off-target events because the available sequence space in the transcriptome is significantly smaller than the genome, and if an off-target event does occur, it will be transient and less likely to induce negative side effects. Second, RNA-targeting therapeutics will be more efficient because they are cell-type independent and not have to enter the nucleus, making them easier to deliver.


A further aspect of the invention relates to the method and composition as envisaged herein for use in prophylactic or therapeutic treatment, preferably wherein said target locus of interest is within a human or animal and to methods of modifying an Adenine or Cytidine in a target RNA sequence of interest, comprising delivering to said target RNA, the composition as described herein. In particular embodiments, the CRISPR system and the adenonsine deaminase, or catalytic domain thereof, are delivered as one or more polynucleotide molecules, as a ribonucleoprotein complex, optionally via particles, vesicles, or one or more viral vectors. In particular embodiments, the invention thus comprises compositions for use in therapy. This implies that the methods can be performed in vivo, ex vivo or in vitro. In particular embodiments, when the target is a human or animal target, the method is carried out ex vivo or in vitro.


A further aspect of the invention relates to the method as envisaged herein for use in prophylactic or therapeutic treatment, preferably wherein said target of interest is within a human or animal and to methods of modifying an Adenine or Cytidine in a target RNA sequence of interest, comprising delivering to said target RNA, the composition as described herein. In particular embodiments, the CRISPR system and the adenonsine deaminase, or catalytic domain thereof, are delivered as one or more polynucleotide molecules, as a ribonucleoprotein complex, optionally via particles, vesicles, or one or more viral vectors.


In one aspect, the invention provides a method of generating a eukaryotic cell comprising a modified or edited gene. In some embodiments, the method comprises (a) introducing one or more vectors into a eukaryotic cell, wherein the one or more vectors drive expression of one or more of: Cas effector module, and a guide sequence linked to a direct repeat sequence, wherein the Cas effector module associate one or more effector domains that mediate base editing, and (b) allowing a CRISPR-Cas effector module complex to bind to a target polynucleotide to effect base editing of the target polynucleotide within said disease gene, wherein the CRISPR-Cas effector module complex comprises a Cas effector module complexed with the guide sequence that is hybridized to the target sequence within the target polynucleotide, wherein the guide sequence may be designed to introduce one or more mismatches between the RNA/RNA duplex formed between the guide sequence and the target sequence. In particular embodiments, the mismatch is an A-C mismatch. In some embodiments, the Cas effector may associate with one or more functional domains (e.g. via fusion protein or suitable linkers). In some embodiments, the effector domain comprises one or more cytidine or adenosine deaminases that mediate endogenous editing of via hydrolytic deamination. In particular embodiments, the effector domain comprises the adenosine deaminase acting on RNA (ADAR) family of enzymes. In particular embodiments, the adenosine deaminase protein or catalytic domain thereof capable of deaminating adenosine or cytidine in RNA or is an RNA specific adenosine deaminase and/or is a bacterial, human, cephalopod, or Drosophila adenosine deaminase protein or catalytic domain thereof, preferably TadA, more preferably ADAR, optionally huADAR, optionally (hu)ADAR1 or (hu)ADAR2, preferably huADAR2 or catalytic domain thereof.


The present invention may also use a Cas12 CRISPR enzyme. Cas12 enzymes include Cas12a (Cpf1), Cas12b (C2c1), and Cas12c (C2c3), described further herein. The Cas12 may be an ultraCas12. IDT developed a “Alt-R Cas12a” reagent that has 3 main components: a) optimized crRNA; b) A.s. Cas12a; and (c) an electroporation enhancer (for better transfection). The variant is an improved version of IDT's Alt-R Cas12a and is named “Alt-R Cas12a Ultra.”


A further aspect relates to an isolated cell obtained or obtainable from the methods described herein comprising the composition described herein or progeny of said modified cell, preferably wherein said cell comprises a hypoxanthine or a guanine in replace of said Adenine in said target RNA of interest compared to a corresponding cell not subjected to the method. In particular embodiments, the cell is a eukaryotic cell, preferably a human or non-human animal cell, optionally a therapeutic T cell or an antibody-producing B-cell.


In some embodiments, the modified cell is a therapeutic T cell, such as a T cell suitable for adoptive cell transfer therapies (e.g., CAR-T therapies). The modification may result in one or more desirable traits in the therapeutic T cell, as described further herein.


The invention further relates to a method for cell therapy, comprising administering to a patient in need thereof the modified cell described herein, wherein the presence of the modified cell remedies a disease in the patient.


The present invention may be further illustrated and extended based on aspects of CRISPR-Cas development and use as set forth in the following articles and particularly as relates to delivery of a CRISPR protein complex and uses of an RNA guided endonuclease in cells and organisms:

  • Multiplex genome engineering using CRISPR-Cas systems. Cong, L., Ran, F. A., Cox, D., Lin, S., Barretto, R., Habib, N., Hsu, P. D., Wu, X., Jiang, W., Marraffini, L. A., & Zhang, F. Science February 15; 339(6121):819-23 (2013);
  • RNA-guided editing of bacterial genomes using CRISPR-Cas systems. Jiang W., Bikard D., Cox D., Zhang F, Marraffini L A. Nat Biotechnol March; 31(3):233-9 (2013);
  • One-Step Generation of Mice Carrying Mutations in Multiple Genes by CRISPR-Cas-Mediated Genome Engineering. Wang H., Yang H., Shivalila C S., Dawlaty M M., Cheng A W., Zhang F., Jaenisch R. Cell May 9; 153(4):910-8 (2013);
  • Optical control of mammalian endogenous transcription and epigenetic states. Konermann S, Brigham M D, Trevino A E, Hsu P D, Heidenreich M, Cong L, Platt R J, Scott D A, Church G M, Zhang F. Nature. August 22; 500(7463):472-6. doi: 10.1038/Nature12466. Epub 2013 August 23 (2013);
  • Double Nicking by RNA-Guided CRISPR Cas9 for Enhanced Genome Editing Specificity. Ran, F A., Hsu, P D., Lin, C Y., Gootenberg, J S., Konermann, S., Trevino, A E., Scott, D A., Inoue, A., Matoba, S., Zhang, Y., & Zhang, F. Cell August 28. pii: S0092-8674(13)01015-5 (2013-A);
  • DNA targeting specificity of RNA-guided Cas9 nucleases. Hsu, P., Scott, D., Weinstein, J., Ran, F A., Konermann, S., Agarwala, V., Li, Y., Fine, E., Wu, X., Shalem, O., Cradick, T J., Marraffini, L A., Bao, G., & Zhang, F. Nat Biotechnol doi:10.1038/nbt.2647 (2013);
  • Genome engineering using the CRISPR-Cas9 system. Ran, F A., Hsu, P D., Wright, J., Agarwala, V., Scott, D A., Zhang, F. Nature Protocols November; 8(11):2281-308 (2013-B);
  • Genome-Scale CRISPR-Cas9 Knockout Screening in Human Cells. Shalem, O., Sanjana, N E., Hartenian, E., Shi, X., Scott, D A., Mikkelson, T., Heckl, D., Ebert, B L., Root, D E., Doench, J G., Zhang, F. Science December 12. (2013);
  • Crystal structure of cas9 in complex with guide RNA and target DNA. Nishimasu, H., Ran, F A., Hsu, P D., Konermann, S., Shehata, S I., Dohmae, N., Ishitani, R., Zhang, F., Nureki, O. Cell February 27, 156(5):935-49 (2014);
  • Genome-wide binding of the CRISPR endonuclease Cas9 in mammalian cells. Wu X., Scott D A., Kriz A J., Chiu A C., Hsu P D., Dadon D B., Cheng A W., Trevino A E., Konermann S., Chen S., Jaenisch R., Zhang F., Sharp P A. Nat Biotechnol. April 20. doi: 10.1038/nbt.2889 (2014);
  • CRISPR-Cas9 Knockin Mice for Genome Editing and Cancer Modeling. Platt R J, Chen S, Zhou Y, Yim M J, Swiech L, Kempton H R, Dahlman J E, Parnas O, Eisenhaure T M, Jovanovic M, Graham D B, Jhunjhunwala S, Heidenreich M, Xavier R J, Langer R, Anderson D G, Hacohen N, Regev A, Feng G, Sharp P A, Zhang F. Cell 159(2): 440-455 DOI: 10.1016/j.cell.2014.09.014(2014);
  • Development and Applications of CRISPR-Cas9 for Genome Engineering, Hsu P D, Lander E S, Zhang F., Cell. June 5; 157(6):1262-78 (2014).
  • Genetic screens in human cells using the CRISPR-Cas9 system, Wang T, Wei J J, Sabatini D M, Lander E S., Science. January 3; 343(6166): 80-84. doi:10.1126/science.1246981 (2014);
  • Rational design of highly active sgRNAs for CRISPR-Cas9-mediated gene inactivation, Doench J G, Hartenian E, Graham D B, Tothova Z, Hegde M, Smith I, Sullender M, Ebert B L, Xavier R J, Root D E., (published online 3 Sep. 2014) Nat Biotechnol. December; 32(12):1262-7 (2014);
  • In vivo interrogation of gene function in the mammalian brain using CRISPR-Cas9, Swiech L, Heidenreich M, Banerjee A, Habib N, Li Y, Trombetta J, Sur M, Zhang F., (published online 19 Oct. 2014) Nat Biotechnol. January; 33(1):102-6 (2015);
  • Genome-scale transcriptional activation by an engineered CRISPR-Cas9 complex, Konermann S, Brigham M D, Trevino A E, Joung J, Abudayyeh 00, Barcena C, Hsu P D, Habib N, Gootenberg J S, Nishimasu H, Nureki O, Zhang F., Nature. January 29; 517(7536):583-8 (2015).
  • A split-Cas9 architecture for inducible genome editing and transcription modulation, Zetsche B, Volz S E, Zhang F., (published online 2 Feb. 2015) Nat Biotechnol. February; 33(2):139-42 (2015);
  • Genome-wide CRISPR Screen in a Mouse Model of Tumor Growth and Metastasis, Chen S, Sanjana N E, Zheng K, Shalem O, Lee K, Shi X, Scott D A, Song J, Pan J Q, Weissleder R, Lee H, Zhang F, Sharp P A. Cell 160, 1246-1260, Mar. 12, 2015 (multiplex screen in mouse), and
  • In vivo genome editing using Staphylococcus aureus Cas9, Ran F A, Cong L, Yan W X, Scott D A, Gootenberg J S, Kriz A J, Zetsche B, Shalem O, Wu X, Makarova K S, Koonin E V, Sharp P A, Zhang F., (published online 1 Apr. 2015), Nature. April 9; 520(7546):186-91(2015).
  • Shalem et al., “High-throughput functional genomics using CRISPR-Cas9,” Nature Reviews Genetics 16, 299-311 (May 2015).
  • Xu et al., “Sequence determinants of improved CRISPR sgRNA design,” Genome Research 25, 1147-1157 (August 2015).
  • Parnas et al., “A Genome-wide CRISPR Screen in Primary Immune Cells to Dissect Regulatory Networks,” Cell 162, 675-686 (Jul. 30, 2015).
  • Ramanan et al., CRISPR-Cas9 cleavage of viral DNA efficiently suppresses hepatitis B virus,” Scientific Reports 5:10833. doi: 10.1038/srep10833 (Jun. 2, 2015)
  • Nishimasu et al., Crystal Structure of Staphylococcus aureus Cas9,” Cell 162, 1113-1126 (Aug. 27, 2015)
  • BCL11A enhancer dissection by Cas9-mediated in situ saturating mutagenesis, Canver et al., Nature 527(7577):192-7 (Nov. 12, 2015) doi: 10.1038/nature15521. Epub 2015 Sep. 16.
  • Cpf1 Is a Single RNA-Guided Endonuclease of a Class 2 CRISPR-Cas System, Zetsche et al., Cell 163, 759-71 (Sep. 25, 2015).
  • Discovery and Functional Characterization of Diverse Class 2 CRISPR-Cas Systems, Shmakov et al., Molecular Cell, 60(3), 385-397 doi: 10.1016/j.molcel.2015.10.008 Epub Oct. 22, 2015.
  • Rationally engineered Cas9 nucleases with improved specificity, Slaymaker et al., Science 2016 Jan. 1 351(6268): 84-88 doi: 10.1126/science.aad5227. Epub 2015 Dec. 1.
  • Gao et al, “Engineered Cpf1 Enzymes with Altered PAM Specificities,” bioRxiv 091611; doi: http://dx.doi.org/10.1101/091611 (Dec. 4, 2016).
  • Cox et al., “RNA editing with CRISPR-Cas13,” Science. 2017 Nov. 24; 358(6366):1019-1027. doi: 10.1126/science.aaq0180. Epub 2017 Oct. 25.
  • Gaudelli et al. “Programmable base editing of A-T to G-C in genomic DNA without DNA cleavage” Nature 464(551); 464-471 (2017).
  • Strecker et al., “Engineering of CRISPR-Cas12b for human genome editing,” Nature Communications volume 10, Article number: 212 (2019).


each of which is incorporated herein by reference, may be considered in the practice of the instant invention, and discussed briefly below:

    • Cong et al. engineered type II CRISPR-Cas systems for use in eukaryotic cells based on both Streptococcus thermophilus Cas9 and also Streptococcus pyogenes Cas9 and demonstrated that Cas9 nucleases can be directed by short RNAs to induce precise cleavage of DNA in human and mouse cells. Their study further showed that Cas9 as converted into a nicking enzyme can be used to facilitate homology-directed repair in eukaryotic cells with minimal mutagenic activity. Additionally, their study demonstrated that multiple guide sequences can be encoded into a single CRISPR array to enable simultaneous editing of several at endogenous genomic loci sites within the mammalian genome, demonstrating easy programmability and wide applicability of the RNA-guided nuclease technology. This ability to use RNA to program sequence specific DNA cleavage in cells defined a new class of genome engineering tools. These studies further showed that other CRISPR loci are likely to be transplantable into mammalian cells and can also mediate mammalian genome cleavage. Importantly, it can be envisaged that several aspects of the CRISPR-Cas system can be further improved to increase its efficiency and versatility.
    • Jiang et al. used the clustered, regularly interspaced, short palindromic repeats (CRISPR)-associated Cas9 endonuclease complexed with dual-RNAs to introduce precise mutations in the genomes of Streptococcus pneumoniae and Escherichia coli. The approach relied on dual-RNA:Cas9-directed cleavage at the targeted genomic site to kill unmutated cells and circumvents the need for selectable markers or counter-selection systems. The study reported reprogramming dual-RNA:Cas9 specificity by changing the sequence of short CRISPR RNA (crRNA) to make single- and multinucleotide changes carried on editing templates. The study showed that simultaneous use of two crRNAs enabled multiplex mutagenesis. Furthermore, when the approach was used in combination with recombineering, in S. pneumoniae, nearly 100% of cells that were recovered using the described approach contained the desired mutation, and in E. coli, 65% that were recovered contained the mutation.
    • Wang et al. (2013) used the CRISPR-Cas system for the one-step generation of mice carrying mutations in multiple genes which were traditionally generated in multiple steps by sequential recombination in embryonic stem cells and/or time-consuming intercrossing of mice with a single mutation. The CRISPR-Cas system will greatly accelerate the in vivo study of functionally redundant genes and of epistatic gene interactions.
    • Konermann et al. (2013) addressed the need in the art for versatile and robust technologies that enable optical and chemical modulation of DNA-binding domains based CRISPR Cas9 enzyme and also Transcriptional Activator Like Effectors
    • Ran et al. (2013-A) described an approach that combined a Cas9 nickase mutant with paired guide RNAs to introduce targeted double-strand breaks. This addresses the issue of the Cas9 nuclease from the microbial CRISPR-Cas system being targeted to specific genomic loci by a guide sequence, which can tolerate certain mismatches to the DNA target and thereby promote undesired off-target mutagenesis. Because individual nicks in the genome are repaired with high fidelity, simultaneous nicking via appropriately offset guide RNAs is required for double-stranded breaks and extends the number of specifically recognized bases for target cleavage. The authors demonstrated that using paired nicking can reduce off-target activity by 50- to 1,500-fold in cell lines and to facilitate gene knockout in mouse zygotes without sacrificing on-target cleavage efficiency. This versatile strategy enables a wide variety of genome editing applications that require high specificity.
    • Hsu et al. (2013) characterized SpCas9 targeting specificity in human cells to inform the selection of target sites and avoid off-target effects. The study evaluated >700 guide RNA variants and SpCas9-induced indel mutation levels at >100 predicted genomic off-target loci in 293T and 293FT cells. The authors that SpCas9 tolerates mismatches between guide RNA and target DNA at different positions in a sequence-dependent manner, sensitive to the number, position and distribution of mismatches. The authors further showed that SpCas9-mediated cleavage is unaffected by DNA methylation and that the dosage of SpCas9 and guide RNA can be titrated to minimize off-target modification. Additionally, to facilitate mammalian genome engineering applications, the authors reported providing a web-based software tool to guide the selection and validation of target sequences as well as off-target analyses.
    • Ran et al. (2013-B) described a set of tools for Cas9-mediated genome editing via non-homologous end joining (NHEJ) or homology-directed repair (HDR) in mammalian cells, as well as generation of modified cell lines for downstream functional studies. To minimize off-target cleavage, the authors further described a double-nicking strategy using the Cas9 nickase mutant with paired guide RNAs. The protocol provided by the authors experimentally derived guidelines for the selection of target sites, evaluation of cleavage efficiency and analysis of off-target activity. The studies showed that beginning with target design, gene modifications can be achieved within as little as 1-2 weeks, and modified clonal cell lines can be derived within 2-3 weeks.
    • Shalem et al. described a new way to interrogate gene function on a genome-wide scale. Their studies showed that delivery of a genome-scale CRISPR-Cas9 knockout (GeCKO) library targeted 18,080 genes with 64,751 unique guide sequences enabled both negative and positive selection screening in human cells. First, the authors showed use of the GeCKO library to identify genes essential for cell viability in cancer and pluripotent stem cells. Next, in a melanoma model, the authors screened for genes whose loss is involved in resistance to vemurafenib, a therapeutic that inhibits mutant protein kinase BRAF. Their studies showed that the highest-ranking candidates included previously validated genes NF1 and MED12 as well as novel hits NF2, CUL3, TADA2B, and TADA1. The authors observed a high level of consistency between independent guide RNAs targeting the same gene and a high rate of hit confirmation, and thus demonstrated the promise of genome-scale screening with Cas9.
    • Nishimasu et al. reported the crystal structure of Streptococcus pyogenes Cas9 in complex with sgRNA and its target DNA at 2.5 A° resolution. The structure revealed a bilobed architecture composed of target recognition and nuclease lobes, accommodating the sgRNA:DNA heteroduplex in a positively charged groove at their interface. Whereas the recognition lobe is essential for binding sgRNA and DNA, the nuclease lobe contains the HNH and RuvC nuclease domains, which are properly positioned for cleavage of the complementary and non-complementary strands of the target DNA, respectively. The nuclease lobe also contains a carboxyl-terminal domain responsible for the interaction with the protospacer adjacent motif (PAM). This high-resolution structure and accompanying functional analyses have revealed the molecular mechanism of RNA-guided DNA targeting by Cas9, thus paving the way for the rational design of new, versatile genome-editing technologies.
    • Wu et al. mapped genome-wide binding sites of a catalytically inactive Cas9 (dCas9) from Streptococcus pyogenes loaded with single guide RNAs (sgRNAs) in mouse embryonic stem cells (mESCs). The authors showed that each of the four sgRNAs tested targets dCas9 to between tens and thousands of genomic sites, frequently characterized by a 5-nucleotide seed region in the sgRNA and an NGG protospacer adjacent motif (PAM). Chromatin inaccessibility decreases dCas9 binding to other sites with matching seed sequences; thus 70% of off-target sites are associated with genes. The authors showed that targeted sequencing of 295 dCas9 binding sites in mESCs transfected with catalytically active Cas9 identified only one site mutated above background levels. The authors proposed a two-state model for Cas9 binding and cleavage, in which a seed match triggers binding but extensive pairing with target DNA is required for cleavage.
    • Platt et al. established a Cre-dependent Cas9 knockin mouse. The authors demonstrated in vivo as well as ex vivo genome editing using adeno-associated virus (AAV)-, lentivirus-, or particle-mediated delivery of guide RNA in neurons, immune cells, and endothelial cells.
    • Hsu et al. (2014) is a review article that discusses generally CRISPR-Cas9 history from yogurt to genome editing, including genetic screening of cells.
    • Wang et al. (2014) relates to a pooled, loss-of-function genetic screening approach suitable for both positive and negative selection that uses a genome-scale lentiviral single guide RNA (sgRNA) library.
    • Doench et al. created a pool of sgRNAs, tiling across all possible target sites of a panel of six endogenous mouse and three endogenous human genes and quantitatively assessed their ability to produce null alleles of their target gene by antibody staining and flow cytometry. The authors showed that optimization of the PAM improved activity and also provided an on-line tool for designing sgRNAs.
    • Swiech et al. demonstrate that AAV-mediated SpCas9 genome editing can enable reverse genetic studies of gene function in the brain.
    • Konermann et al. (2015) discusses the ability to attach multiple effector domains, e.g., transcriptional activator, functional and epigenomic regulators at appropriate positions on the guide such as stem or tetraloop with and without linkers.
    • Zetsche et al. demonstrates that the Cas9 enzyme can be split into two and hence the assembly of Cas9 for activation can be controlled.
    • Chen et al. relates to multiplex screening by demonstrating that a genome-wide in vivo CRISPR-Cas9 screen in mice reveals genes regulating lung metastasis.
    • Ran et al. (2015) relates to SaCas9 and its ability to edit genomes and demonstrates that one cannot extrapolate from biochemical assays.
    • Shalem et al. (2015) described ways in which catalytically inactive Cas9 (dCas9) fusions are used to synthetically repress (CRISPRi) or activate (CRISPRa) expression, showing. advances using Cas9 for genome-scale screens, including arrayed and pooled screens, knockout approaches that inactivate genomic loci and strategies that modulate transcriptional activity.
    • Xu et al. (2015) assessed the DNA sequence features that contribute to single guide RNA (sgRNA) efficiency in CRISPR-based screens. The authors explored efficiency of CRISPR-Cas9 knockout and nucleotide preference at the cleavage site. The authors also found that the sequence preference for CRISPRi/a is substantially different from that for CRISPR-Cas9 knockout.
    • Parnas et al. (2015) introduced genome-wide pooled CRISPR-Cas9 libraries into dendritic cells (DCs) to identify genes that control the induction of tumor necrosis factor (Tnf) by bacterial lipopolysaccharide (LPS). Known regulators of Tlr4 signaling and previously unknown candidates were identified and classified into three functional modules with distinct effects on the canonical responses to LPS.
    • Ramanan et al (2015) demonstrated cleavage of viral episomal DNA (cccDNA) in infected cells. The HBV genome exists in the nuclei of infected hepatocytes as a 3.2 kb double-stranded episomal DNA species called covalently closed circular DNA (cccDNA), which is a key component in the HBV life cycle whose replication is not inhibited by current therapies. The authors showed that sgRNAs specifically targeting highly conserved regions of HBV robustly suppresses viral replication and depleted cccDNA.
    • Nishimasu et al. (2015) reported the crystal structures of SaCas9 in complex with a single guide RNA (sgRNA) and its double-stranded DNA targets, containing the 5′-TTGAAT-3′ PAM and the 5′-TTGGGT-3′ PAM. A structural comparison of SaCas9 with SpCas9 highlighted both structural conservation and divergence, explaining their distinct PAM specificities and orthologous sgRNA recognition.
    • Canver et al. (2015) demonstrated a CRISPR-Cas9-based functional investigation of non-coding genomic elements. The authors we developed pooled CRISPR-Cas9 guide RNA libraries to perform in situ saturating mutagenesis of the human and mouse BCL11A enhancers which revealed critical features of the enhancers.
    • Zetsche et al. (2015) reported characterization of Cpf1, a class 2 CRISPR nuclease from Francisella novicida U112 having features distinct from Cas9. Cpf1 is a single RNA-guided endonuclease lacking tracrRNA, utilizes a T-rich protospacer-adjacent motif, and cleaves DNA via a staggered DNA double-stranded break.
    • Shmakov et al. (2015) reported three distinct Class 2 CRISPR-Cas systems. Two system CRISPR enzymes (C2c1 and C2c3) contain RuvC-like endonuclease domains distantly related to Cpf1. Unlike Cpf1, C2c1 depends on both crRNA and tracrRNA for DNA cleavage. The third enzyme (C2c2) contains two predicted HEPN RNase domains and is tracrRNA independent.
    • Slaymaker et al (2016) reported the use of structure-guided protein engineering to improve the specificity of Streptococcus pyogenes Cas9 (SpCas9). The authors developed “enhanced specificity” SpCas9 (eSpCas9) variants which maintained robust on-target cleavage with reduced off-target effects.
    • Cox et al., (2017) reported the use of catalytically inactive Cas13 (dCas13) to direct adenosine-to-inosine deaminase activity by ADAR2 (adenosine deaminase acting on RNA type 2) to transcripts in mammalian cells. The system, referred to as RNA Editing for Programmable A to I Replacement (REPAIR), has no strict sequence constraints and can be used to edit full-length transcripts. The authors further engineered the system to create a high-specificity variant and minimized the system to facilitate viral delivery.


The methods and tools provided herein are may be designed for use with or Cas13, a type II nuclease that does not make use of tracrRNA. Orthologs of Cas13 have been identified in different bacterial species as described herein. Further type II nucleases with similar properties can be identified using methods described in the art (Shmakov et al. 2015, 60:385-397; Abudayeh et al. 2016, Science, 5; 353(6299)). In particular embodiments, such methods for identifying novel CRISPR effector proteins may comprise the steps of selecting sequences from the database encoding a seed which identifies the presence of a CRISPR Cas locus, identifying loci located within 10 kb of the seed comprising Open Reading Frames (ORFs) in the selected sequences, selecting therefrom loci comprising ORFs of which only a single ORF encodes a novel CRISPR effector having greater than 700 amino acids and no more than 90% homology to a known CRISPR effector. In particular embodiments, the seed is a protein that is common to the CRISPR-Cas system, such as Cas1. In further embodiments, the CRISPR array is used as a seed to identify new effector proteins.


Also, “Dimeric CRISPR RNA-guided FokI nucleases for highly specific genome editing”, Shengdar Q. Tsai, Nicolas Wyvekens, Cyd Khayter, Jennifer A. Foden, Vishal Thapar, Deepak Reyon, Mathew J. Goodwin, Martin J. Aryee, J. Keith Joung Nature Biotechnology 32(6): 569-77 (2014), relates to dimeric RNA-guided FokI Nucleases that recognize extended sequences and can edit endogenous genes with high efficiencies in human cells.


Also, Harrington et al. “Programmed DNA destruction by miniature CRISPR-Cas14 enzymes” Science 2018 doi:10/1126/science.aav4293, relates to Cas14.


With respect to general information on CRISPR/Cas Systems, components thereof, and delivery of such components, including methods, materials, delivery vehicles, vectors, particles, and making and using thereof, including as to amounts and formulations, as well as CRISPR-Cas-expressing eukaryotic cells, CRISPR-Cas expressing eukaryotes, such as a mouse, reference is made to: U.S. Pat. Nos. 8,999,641, 8,993,233, 8,697,359, 8,771,945, 8,795,965, 8,865,406, 8,871,445, 8,889,356, 8,889,418, 8,895,308, 8,906,616, 8,932,814, and 8,945,839; US Patent Publications US 2014-0310830 (U.S. application Ser. No. 14/105,031), US 2014-0287938 A1 (U.S. application Ser. No. 14/213,991), US 2014-0273234 A1 (U.S. application Ser. No. 14/293,674), US2014-0273232 A1 (U.S. application Ser. No. 14/290,575), US 2014-0273231 (U.S. application Ser. No. 14/259,420), US 2014-0256046 A1 (U.S. application Ser. No. 14/226,274), US 2014-0248702 A1 (U.S. application Ser. No. 14/258,458), US 2014-0242700 A1 (U.S. application Ser. No. 14/222,930), US 2014-0242699 A1 (U.S. application Ser. No. 14/183,512), US 2014-0242664 A1 (U.S. application Ser. No. 14/104,990), US 2014-0234972 A1 (U.S. application Ser. No. 14/183,471), US 2014-0227787 A1 (U.S. application Ser. No. 14/256,912), US 2014-0189896 A1 (U.S. application Ser. No. 14/105,035), US 2014-0186958 (U.S. application Ser. No. 14/105,017), US 2014-0186919 A1 (U.S. application Ser. No. 14/104,977), US 2014-0186843 A1 (U.S. application Ser. No. 14/104,900), US 2014-0179770 A1 (U.S. application Ser. No. 14/104,837) and US 2014-0179006 A1 (U.S. application Ser. No. 14/183,486), US 2014-0170753 (U.S. application Ser. No. 14/183,429); US 2015-0184139 (U.S. application Ser. No. 14/324,960); Ser. No. 14/054,414 European Patent Applications EP 2 771 468 (EP13818570.7), EP 2 764 103 (EP13824232.6), and EP 2 784 162 (EP14170383.5); and PCT Patent Publications WO2014/093661 (PCT/US2013/074743), WO2014/093694 (PCT/US2013/074790), WO2014/093595 (PCT/US2013/074611), WO2014/093718 (PCT/US2013/074825), WO2014/093709 (PCT/US2013/074812), WO2014/093622 (PCT/US2013/074667), WO2014/093635 (PCT/US2013/074691), WO2014/093655 (PCT/US2013/074736), WO2014/093712 (PCT/US2013/074819), WO2014/093701 (PCT/US2013/074800), WO2014/018423 (PCT/US2013/051418), WO2014/204723 (PCT/US2014/041790), WO2014/204724 (PCT/US2014/041800), WO2014/204725 (PCT/US2014/041803), WO2014/204726 (PCT/US2014/041804), WO2014/204727 (PCT/US2014/041806), WO2014/204728 (PCT/US2014/041808), WO2014/204729 (PCT/US2014/041809), WO2015/089351 (PCT/US2014/069897), WO2015/089354 (PCT/US2014/069902), WO2015/089364 (PCT/US2014/069925), WO2015/089427 (PCT/US2014/070068), WO2015/089462 (PCT/US2014/070127), WO2015/089419 (PCT/US2014/070057), WO2015/089465 (PCT/US2014/070135), WO2015/089486 (PCT/US2014/070175), WO2015/058052 (PCT/US2014/061077), WO2015/070083 (PCT/US2014/064663), WO2015/089354 (PCT/US2014/069902), WO2015/089351 (PCT/US2014/069897), WO2015/089364 (PCT/US2014/069925), WO2015/089427 (PCT/US2014/070068), WO2015/089473 (PCT/US2014/070152), WO2015/089486 (PCT/US2014/070175), WO2016/049258 (PCT/US2015/051830), WO2016/094867 (PCT/US2015/065385), WO2016/094872 (PCT/US2015/065393), WO2016/094874 (PCT/US2015/065396), WO2016/106244 (PCT/US2015/067177).


Mention is also made of U.S. application 62/180,709, 17 Jun. 2015, PROTECTED GUIDE RNAS (PGRNAS); U.S. application 62/091,455, filed, 12 Dec. 2014, PROTECTED GUIDE RNAS (PGRNAS); U.S. application 62/096,708, 24 Dec. 2014, PROTECTED GUIDE RNAS (PGRNAS); U.S. applications 62/091,462, 12 Dec. 2014, 62/096,324, 23 Dec. 2014, 62/180,681, 17 Jun. 2015, and 62/237,496, 5 Oct. 2015, DEAD GUIDES FOR CRISPR TRANSCRIPTION FACTORS; U.S. application 62/091,456, 12 Dec. 2014 and 62/180,692, 17 Jun. 2015, ESCORTED AND FUNCTIONALIZED GUIDES FOR CRISPR-CAS SYSTEMS; U.S. application 62/091,461, 12 Dec. 2014, DELIVERY, USE AND THERAPEUTIC APPLICATIONS OF THE CRISPR-CAS SYSTEMS AND COMPOSITIONS FOR GENOME EDITING AS TO HEMATOPOETIC STEM CELLS (HSCs); U.S. application 62/094,903, 19 Dec. 2014, UNBIASED IDENTIFICATION OF DOUBLE-STRAND BREAKS AND GENOMIC REARRANGEMENT BY GENOME-WISE INSERT CAPTURE SEQUENCING; U.S. application 62/096,761, 24 Dec. 2014, ENGINEERING OF SYSTEMS, METHODS AND OPTIMIZED ENZYME AND GUIDE SCAFFOLDS FOR SEQUENCE MANIPULATION; U.S. application 62/098,059, 30 Dec. 2014, 62/181,641, 18 Jun. 2015, and 62/181,667, 18 Jun. 2015, RNA-TARGETING SYSTEM; U.S. application 62/096,656, 24 Dec. 2014 and 62/181,151, 17 Jun. 2015, CRISPR HAVING OR ASSOCIATED WITH DESTABILIZATION DOMAINS; U.S. application 62/096,697, 24 Dec. 2014, CRISPR HAVING OR ASSOCIATED WITH AAV; U.S. application 62/098,158, 30 Dec. 2014, ENGINEERED CRISPR COMPLEX INSERTIONAL TARGETING SYSTEMS; U.S. application 62/151,052, 22 Apr. 2015, CELLULAR TARGETING FOR EXTRACELLULAR EXOSOMAL REPORTING; U.S. application 62/054,490, 24 Sep. 2014, DELIVERY, USE AND THERAPEUTIC APPLICATIONS OF THE CRISPR-CAS SYSTEMS AND COMPOSITIONS FOR TARGETING DISORDERS AND DISEASES USING PARTICLE DELIVERY COMPONENTS; U.S. application 61/939,154, 12 Feb. 2014, SYSTEMS, METHODS AND COMPOSITIONS FOR SEQUENCE MANIPULATION WITH OPTIMIZED FUNCTIONAL CRISPR-CAS SYSTEMS; U.S. application 62/055,484, 25 Sep. 2014, SYSTEMS, METHODS AND COMPOSITIONS FOR SEQUENCE MANIPULATION WITH OPTIMIZED FUNCTIONAL CRISPR-CAS SYSTEMS; U.S. application 62/087,537, 4 Dec. 2014, SYSTEMS, METHODS AND COMPOSITIONS FOR SEQUENCE MANIPULATION WITH OPTIMIZED FUNCTIONAL CRISPR-CAS SYSTEMS; U.S. application 62/054,651, 24 Sep. 2014, DELIVERY, USE AND THERAPEUTIC APPLICATIONS OF THE CRISPR-CAS SYSTEMS AND COMPOSITIONS FOR MODELING COMPETITION OF MULTIPLE CANCER MUTATIONS IN VIVO; U.S. application 62/067,886, 23 Oct. 2014, DELIVERY, USE AND THERAPEUTIC APPLICATIONS OF THE CRISPR-CAS SYSTEMS AND COMPOSITIONS FOR MODELING COMPETITION OF MULTIPLE CANCER MUTATIONS IN VIVO; U.S. applications 62/054,675, 24 Sep. 2014 and 62/181,002, 17 Jun. 2015, DELIVERY, USE AND THERAPEUTIC APPLICATIONS OF THE CRISPR-CAS SYSTEMS AND COMPOSITIONS IN NEURONAL CELLS/TISSUES; U.S. application 62/054,528, 24 Sep. 2014, DELIVERY, USE AND THERAPEUTIC APPLICATIONS OF THE CRISPR-CAS SYSTEMS AND COMPOSITIONS IN IMMUNE DISEASES OR DISORDERS; U.S. application 62/055,454, 25 Sep. 2014, DELIVERY, USE AND THERAPEUTIC APPLICATIONS OF THE CRISPR-CAS SYSTEMS AND COMPOSITIONS FOR TARGETING DISORDERS AND DISEASES USING CELL PENETRATION PEPTIDES (CPP); U.S. application 62/055,460, 25 Sep. 2014, MULTIFUNCTIONAL-CRISPR COMPLEXES AND/OR OPTIMIZED ENZYME LINKED FUNCTIONAL-CRISPR COMPLEXES; U.S. application 62/087,475, 4 Dec. 2014 and 62/181,690, 18 Jun. 2015, FUNCTIONAL SCREENING WITH OPTIMIZED FUNCTIONAL CRISPR-CAS SYSTEMS; U.S. application 62/055,487, 25 Sep. 2014, FUNCTIONAL SCREENING WITH OPTIMIZED FUNCTIONAL CRISPR-CAS SYSTEMS; U.S. application 62/087,546, 4 Dec. 2014 and 62/181,687, 18 Jun. 2015, MULTIFUNCTIONAL CRISPR COMPLEXES AND/OR OPTIMIZED ENZYME LINKED FUNCTIONAL-CRISPR COMPLEXES; and U.S. application 62/098,285, 30 Dec. 2014, CRISPR MEDIATED IN VIVO MODELING AND GENETIC SCREENING OF TUMOR GROWTH AND METASTASIS.


Mention is made of U.S. applications 62/181,659, 18 Jun. 2015 and 62/207,318, 19 Aug. 2015, ENGINEERING AND OPTIMIZATION OF SYSTEMS, METHODS, ENZYME AND GUIDE SCAFFOLDS OF CAS9 ORTHOLOGS AND VARIANTS FOR SEQUENCE MANIPULATION. Mention is made of U.S. applications 62/181,663, 18 Jun. 2015 and 62/245,264, 22 Oct. 2015, NOVEL CRISPR ENZYMES AND SYSTEMS, U.S. applications 62/181,675, 18 Jun. 2015, 62/285,349, 22 Oct. 2015, 62/296,522, 17 Feb. 2016, and 62/320,231, 8 Apr. 2016, NOVEL CRISPR ENZYMES AND SYSTEMS, U.S. application 62/232,067, 24 Sep. 2015, U.S. application Ser. No. 14/975,085, 18 Dec. 2015, European application No. 16150428.7, U.S. application 62/205,733, 16 Aug. 2015, U.S. application 62/201,542, 5 Aug. 2015, U.S. application 62/193,507, 16 Jul. 2015, and U.S. application 62/181,739, 18 Jun. 2015, each entitled NOVEL CRISPR ENZYMES AND SYSTEMS and of U.S. application 62/245,270, 22 Oct. 2015, NOVEL CRISPR ENZYMES AND SYSTEMS. Mention is also made of U.S. application 61/939,256, 12 Feb. 2014, and WO 2015/089473 (PCT/US2014/070152), 12 Dec. 2014, each entitled ENGINEERING OF SYSTEMS, METHODS AND OPTIMIZED GUIDE COMPOSITIONS WITH NEW ARCHITECTURES FOR SEQUENCE MANIPULATION. Mention is also made of PCT/US2015/045504, 15 Aug. 2015, U.S. application 62/180,699, 17 Jun. 2015, and U.S. application 62/038,358, 17 Aug. 2014, each entitled GENOME EDITING USING CAS9 NICKASES.


Each of these patents, patent publications, and applications, and all documents cited therein or during their prosecution (“appln cited documents”) and all documents cited or referenced in the appln cited documents, together with any instructions, descriptions, product specifications, and product sheets for any products mentioned therein or in any document therein and incorporated by reference herein, are hereby incorporated herein by reference, and may be employed in the practice of the invention. All documents (e.g., these patents, patent publications and applications and the appln cited documents) are incorporated herein by reference to the same extent as if each individual document was specifically and individually indicated to be incorporated by reference.


In particular embodiments, pre-complexed guide RNA and CRISPR effector protein, (optionally, adenosine deaminase fused to a CRISPR protein or an adaptor) are delivered as a ribonucleoprotein (RNP). RNPs have the advantage that they lead to rapid editing effects even more so than the RNA method because this process avoids the need for transcription. An important advantage is that both RNP delivery is transient, reducing off-target effects and toxicity issues. Efficient genome editing in different cell types has been observed by Kim et al. (2014, Genome Res. 24(6):1012-9), Paix et al. (2015, Genetics 204(1):47-54), Chu et al. (2016, BMC Biotechnol. 16:4), and Wang et al. (2013, Cell. 9; 153(4):910-8).


In particular embodiments, the ribonucleoprotein is delivered by way of a polypeptide-based shuttle agent as described in WO2016161516. WO2016161516 describes efficient transduction of polypeptide cargos using synthetic peptides comprising an endosome leakage domain (ELD) operably linked to a cell penetrating domain (CPD), to a histidine-rich domain and a CPD. Similarly these polypeptides can be used for the delivery of CRISPR-effector based RNPs in eukaryotic cells.


Tale Systems

As disclosed herein editing can be made by way of the transcription activator-like effector nucleases (TALENs) system. Transcription activator-like effectors (TALEs) can be engineered to bind practically any desired DNA sequence. Exemplary methods of genome editing using the TALEN system can be found for example in Cermak T. Doyle E L. Christian M. Wang L. Zhang Y. Schmidt C, et al. Efficient design and assembly of custom TALEN and other TAL effector-based constructs for DNA targeting. Nucleic Acids Res. 2011; 39:e82; Zhang F. Cong L. Lodato S. Kosuri S. Church G M. Arlotta P Efficient construction of sequence-specific TAL effectors for modulating mammalian transcription. Nat Biotechnol. 2011; 29:149-153 and U.S. Pat. Nos. 8,450,471, 8,440,431 and 8,440,432, all of which are specifically incorporated by reference.


In advantageous embodiments of the invention, the methods provided herein use isolated, non-naturally occurring, recombinant or engineered DNA binding proteins that comprise TALE monomers as a part of their organizational structure that enable the targeting of nucleic acid sequences with improved efficiency and expanded specificity.


Naturally occurring TALEs or “wild type TALEs” are nucleic acid binding proteins secreted by numerous species of proteobacteria. TALE polypeptides contain a nucleic acid binding domain composed of tandem repeats of highly conserved monomer polypeptides that are predominantly 33, 34 or 35 amino acids in length and that differ from each other mainly in amino acid positions 12 and 13. In advantageous embodiments the nucleic acid is DNA. As used herein, the term “polypeptide monomers”, or “TALE monomers” will be used to refer to the highly conserved repetitive polypeptide sequences within the TALE nucleic acid binding domain and the term “repeat variable di-residues” or “RVD” will be used to refer to the highly variable amino acids at positions 12 and 13 of the polypeptide monomers. As provided throughout the disclosure, the amino acid residues of the RVD are depicted using the IUPAC single letter code for amino acids. A general representation of a TALE monomer which is comprised within the DNA binding domain is X1-11-(X12X13)-X14-33 or 34 or 35, where the subscript indicates the amino acid position and X represents any amino acid. X12X13 indicate the RVDs. In some polypeptide monomers, the variable amino acid at position 13 is missing or absent and in such polypeptide monomers, the RVD consists of a single amino acid. In such cases the RVD may be alternatively represented as X*, where X represents X12 and (*) indicates that X13 is absent. The DNA binding domain comprises several repeats of TALE monomers and this may be represented as (X1-11-(X12X13)-X14-33 or 34 or 35)z, where in an advantageous embodiment, z is at least 5 to 40. In a further advantageous embodiment, z is at least 10 to 26.


The TALE monomers have a nucleotide binding affinity that is determined by the identity of the amino acids in its RVD. For example, polypeptide monomers with an RVD of NI preferentially bind to adenine (A), polypeptide monomers with an RVD of NG preferentially bind to thymine (T), polypeptide monomers with an RVD of HD preferentially bind to cytosine (C) and polypeptide monomers with an RVD of NN preferentially bind to both adenine (A) and guanine (G). In yet another embodiment of the invention, polypeptide monomers with an RVD of IG preferentially bind to T. Thus, the number and order of the polypeptide monomer repeats in the nucleic acid binding domain of a TALE determines its nucleic acid target specificity. In still further embodiments of the invention, polypeptide monomers with an RVD of NS recognize all four base pairs and may bind to A, T, G or C. The structure and function of TALEs is further described in, for example, Moscou et al., Science 326:1501 (2009); Boch et al., Science 326:1509-1512 (2009); and Zhang et al., Nature Biotechnology 29:149-153 (2011), each of which is incorporated by reference in its entirety.


The TALE polypeptides used in methods of the invention are isolated, non-naturally occurring, recombinant or engineered nucleic acid-binding proteins that have nucleic acid or DNA binding regions containing polypeptide monomer repeats that are designed to target specific nucleic acid sequences.


As described herein, polypeptide monomers having an RVD of HN or NH preferentially bind to guanine and thereby allow the generation of TALE polypeptides with high binding specificity for guanine containing target nucleic acid sequences. In a preferred embodiment of the invention, polypeptide monomers having RVDs RN, NN, NK, SN, NH, KN, HN, NQ, HH, RG, KH, RH and SS preferentially bind to guanine. In a much more advantageous embodiment of the invention, polypeptide monomers having RVDs RN, NK, NQ, HH, KH, RH, SS and SN preferentially bind to guanine and thereby allow the generation of TALE polypeptides with high binding specificity for guanine containing target nucleic acid sequences. In an even more advantageous embodiment of the invention, polypeptide monomers having RVDs HH, KH, NH, NK, NQ, RH, RN and SS preferentially bind to guanine and thereby allow the generation of TALE polypeptides with high binding specificity for guanine containing target nucleic acid sequences. In a further advantageous embodiment, the RVDs that have high binding specificity for guanine are RN, NH RH and KH. Furthermore, polypeptide monomers having an RVD of NV preferentially bind to adenine and guanine. In more preferred embodiments of the invention, polypeptide monomers having RVDs of H*, HA, KA, N*, NA, NC, NS, RA, and S* bind to adenine, guanine, cytosine and thymine with comparable affinity.


The predetermined N-terminal to C-terminal order of the one or more polypeptide monomers of the nucleic acid or DNA binding domain determines the corresponding predetermined target nucleic acid sequence to which the TALE polypeptides will bind. As used herein the polypeptide monomers and at least one or more half polypeptide monomers are “specifically ordered to target” the genomic locus or gene of interest. In plant genomes, the natural TALE-binding sites always begin with a thymine (T), which may be specified by a cryptic signal within the non-repetitive N-terminus of the TALE polypeptide; in some cases this region may be referred to as repeat 0. In animal genomes, TALE binding sites do not necessarily have to begin with a thymine (T) and TALE polypeptides may target DNA sequences that begin with T, A, G or C. The tandem repeat of TALE monomers always ends with a half-length repeat or a stretch of sequence that may share identity with only the first 20 amino acids of a repetitive full length TALE monomer and this half repeat may be referred to as a half-monomer (FIG. 8), which is included in the term “TALE monomer”. Therefore, it follows that the length of the nucleic acid or DNA being targeted is equal to the number of full polypeptide monomers plus two.


As described in Zhang et al., Nature Biotechnology 29:149-153 (2011), TALE polypeptide binding efficiency may be increased by including amino acid sequences from the “capping regions” that are directly N-terminal or C-terminal of the DNA binding region of naturally occurring TALEs into the engineered TALEs at positions N-terminal or C-terminal of the engineered TALE DNA binding region. Thus, in certain embodiments, the TALE polypeptides described herein further comprise an N-terminal capping region and/or a C-terminal capping region.


An exemplary amino acid sequence of a N-terminal capping region is:









(SEQ ID No. 3)


M D P I R S R T P S P A R E L L S G P Q P D G V Q P





T A D R G V S P P A G G P L D G L P A R R T M S R T





R L P S P P A P S P A F S A D S F S D L L R F D P S





L F N T S L F D S L P P F G A H H T E A A T G E W D





E V Q S G L R A A D A P P P T M R V A V T A A R P P





R A K P A P R R R A A Q P S D A S P A A Q V D L R T





L G Y S Q Q Q Q E K I K P K V R S T V A Q H H E A L





V G H G F T H A H I V A L S Q H P A A L G T V A V K





Y Q D M I A A L P E A T H E A I V G V G K Q W S G A





R A L E A L L T V A G E L R G P P L Q L D T G Q L L





K I A K R G G V T A V E A V H A W R N A L T G A P L





N







An exemplary amino acid sequence of a C-terminal capping region is:









(SEQ ID No. 4)


R P A L E S I V A Q L S R P D P A L A A L T N D H L





V A L A C L G G R P A L D A V K K G L P H A P A L I





K R T N R R I P E R T S H R V A D H A Q V V R V L G





F F Q C H S H P A Q A F D D A M T Q F G M S R H G L





L Q L F R R V G V T E L E A R S G T L P P A S Q R W





D R I L Q A S G M K R A K P S P T S T Q T P D Q A S





L H A F A D S L E R D L D A P S P M H E G D Q T R A





S






As used herein the predetermined “N-terminus” to “C terminus” orientation of the N-terminal capping region, the DNA binding domain comprising the repeat TALE monomers and the C-terminal capping region provide structural basis for the organization of different domains in the d-TALEs or polypeptides of the invention.


The entire N-terminal and/or C-terminal capping regions are not necessary to enhance the binding activity of the DNA binding region. Therefore, in certain embodiments, fragments of the N-terminal and/or C-terminal capping regions are included in the TALE polypeptides described herein.


In certain embodiments, the TALE polypeptides described herein contain a N-terminal capping region fragment that included at least 10, 20, 30, 40, 50, 54, 60, 70, 80, 87, 90, 94, 100, 102, 110, 117, 120, 130, 140, 147, 150, 160, 170, 180, 190, 200, 210, 220, 230, 240, 250, 260 or 270 amino acids of an N-terminal capping region. In certain embodiments, the N-terminal capping region fragment amino acids are of the C-terminus (the DNA-binding region proximal end) of an N-terminal capping region. As described in Zhang et al., Nature Biotechnology 29:149-153 (2011), N-terminal capping region fragments that include the C-terminal 240 amino acids enhance binding activity equal to the full length capping region, while fragments that include the C-terminal 147 amino acids retain greater than 80% of the efficacy of the full length capping region, and fragments that include the C-terminal 117 amino acids retain greater than 50% of the activity of the full-length capping region.


In some embodiments, the TALE polypeptides described herein contain a C-terminal capping region fragment that included at least 6, 10, 20, 30, 37, 40, 50, 60, 68, 70, 80, 90, 100, 110, 120, 127, 130, 140, 150, 155, 160, 170, 180 amino acids of a C-terminal capping region. In certain embodiments, the C-terminal capping region fragment amino acids are of the N-terminus (the DNA-binding region proximal end) of a C-terminal capping region. As described in Zhang et al., Nature Biotechnology 29:149-153 (2011), C-terminal capping region fragments that include the C-terminal 68 amino acids enhance binding activity equal to the full length capping region, while fragments that include the C-terminal 20 amino acids retain greater than 50% of the efficacy of the full length capping region.


In certain embodiments, the capping regions of the TALE polypeptides described herein do not need to have identical sequences to the capping region sequences provided herein. Thus, in some embodiments, the capping region of the TALE polypeptides described herein have sequences that are at least 50%, 60%, 70%, 80%, 85%, 90%, 91%, 92%, 93%, 94%, 95%, 96%, 97%, 98% or 99% identical or share identity to the capping region amino acid sequences provided herein. Sequence identity is related to sequence homology. Homology comparisons may be conducted by eye, or more usually, with the aid of readily available sequence comparison programs. These commercially available computer programs may calculate percent (%) homology between two or more sequences and may also calculate the sequence identity shared by two or more amino acid or nucleic acid sequences. In some preferred embodiments, the capping region of the TALE polypeptides described herein have sequences that are at least 95% identical or share identity to the capping region amino acid sequences provided herein.


Sequence homologies may be generated by any of a number of computer programs known in the art, which include but are not limited to BLAST or FASTA. Suitable computer program for carrying out alignments like the GCG Wisconsin Bestfit package may also be used. Once the software has produced an optimal alignment, it is possible to calculate % homology, preferably % sequence identity. The software typically does this as part of the sequence comparison and generates a numerical result.


In advantageous embodiments described herein, the TALE polypeptides of the invention include a nucleic acid binding domain linked to the one or more effector domains. The terms “effector domain” or “regulatory and functional domain” refer to a polypeptide sequence that has an activity other than binding to the nucleic acid sequence recognized by the nucleic acid binding domain. By combining a nucleic acid binding domain with one or more effector domains, the polypeptides of the invention may be used to target the one or more functions or activities mediated by the effector domain to a particular target DNA sequence to which the nucleic acid binding domain specifically binds.


In some embodiments of the TALE polypeptides described herein, the activity mediated by the effector domain is a biological activity. For example, in some embodiments the effector domain is a transcriptional inhibitor (i.e., a repressor domain), such as an mSin interaction domain (SID). SID4X domain or a Kruppel-associated box (KRAB) or fragments of the KRAB domain. In some embodiments the effector domain is an enhancer of transcription (i.e. an activation domain), such as the VP16, VP64 or p65 activation domain. In some embodiments, the nucleic acid binding is linked, for example, with an effector domain that includes but is not limited to a transposase, integrase, recombinase, resolvase, invertase, protease, DNA methyltransferase, DNA demethylase, histone acetylase, histone deacetylase, nuclease, transcriptional repressor, transcriptional activator, transcription factor recruiting, protein nuclear-localization signal or cellular uptake signal.


In some embodiments, the effector domain is a protein domain which exhibits activities which include but are not limited to transposase activity, integrase activity, recombinase activity, resolvase activity, invertase activity, protease activity, DNA methyltransferase activity, DNA demethylase activity, histone acetylase activity, histone deacetylase activity, nuclease activity, nuclear-localization signaling activity, transcriptional repressor activity, transcriptional activator activity, transcription factor recruiting activity, or cellular uptake signaling activity. Other preferred embodiments of the invention may include any combination the activities described herein.


ZN-Finger Nucleases

Other preferred tools for genome editing for use in the context of this invention include zinc finger systems. One type of programmable DNA-binding domain is provided by artificial zinc-finger (ZF) technology, which involves arrays of ZF modules to target new DNA-binding sites in the genome. Each finger module in a ZF array targets three DNA bases. A customized array of individual zinc finger domains is assembled into a ZF protein (ZFP).


ZFPs can comprise a functional domain. The first synthetic zinc finger nucleases (ZFNs) were developed by fusing a ZF protein to the catalytic domain of the Type IIS restriction enzyme FokI. (Kim, Y. G. et al., 1994, Chimeric restriction endonuclease, Proc. Natl. Acad. Sci. U.S.A. 91, 883-887; Kim, Y. G. et al., 1996, Hybrid restriction enzymes: zinc finger fusions to Fok I cleavage domain. Proc. Natl. Acad. Sci. U.S.A. 93, 1156-1160). Increased cleavage specificity can be attained with decreased off target activity by use of paired ZFN heterodimers, each targeting different nucleotide sequences separated by a short spacer. (Doyon, Y. et al., 2011, Enhancing zinc-finger-nuclease activity with improved obligate heterodimeric architectures. Nat. Methods 8, 74-79). ZFPs can also be designed as transcription activators and repressors and have been used to target many genes in a wide variety of organisms. Exemplary methods of genome editing using ZFNs can be found for example in U.S. Pat. Nos. 6,534,261, 6,607,882, 6,746,838, 6,794,136, 6,824,978, 6,866,997, 6,933,113, 6,979,539, 7,013,219, 7,030,215, 7,220,719, 7,241,573, 7,241,574, 7,585,849, 7,595,376, 6,903,185, and 6,479,626, all of which are specifically incorporated by reference.


Meganucleases

As disclosed herein editing can be made by way of meganucleases, which are endodeoxyribonucleases characterized by a large recognition site (double-stranded DNA sequences of 12 to 40 base pairs). Exemplary method for using meganucleases can be found in U.S. Pat. Nos. 8,163,514; 8,133,697; 8,021,867; 8,119,361; 8,119,381; 8,124,369; and 8,129,134, which are specifically incorporated by reference.


RNAi

In certain embodiments, the genetic modifying agent is RNAi (e.g., shRNA). As used herein, “gene silencing” or “gene silenced” in reference to an activity of an RNAi molecule, for example a siRNA or miRNA refers to a decrease in the mRNA level in a cell for a target gene by at least about 5%, about 10%, about 20%, about 30%, about 40%, about 50%, about 60%, about 70%, about 80%, about 90%, about 95%, about 99%, about 100% of the mRNA level found in the cell without the presence of the miRNA or RNA interference molecule. In one preferred embodiment, the mRNA levels are decreased by at least about 70%, about 80%, about 90%, about 95%, about 99%, about 100%.


As used herein, the term “RNAi” refers to any type of interfering RNA, including but not limited to, siRNAi, shRNAi, endogenous microRNA and artificial microRNA. For instance, it includes sequences previously identified as siRNA, regardless of the mechanism of down-stream processing of the RNA (i.e. although siRNAs are believed to have a specific method of in vivo processing resulting in the cleavage of mRNA, such sequences can be incorporated into the vectors in the context of the flanking sequences described herein). The term “RNAi” can include both gene silencing RNAi molecules, and also RNAi effector molecules which activate the expression of a gene.


As used herein, a “siRNA” refers to a nucleic acid that forms a double stranded RNA, which double stranded RNA has the ability to reduce or inhibit expression of a gene or target gene when the siRNA is present or expressed in the same cell as the target gene. The double stranded RNA siRNA can be formed by the complementary strands. In one embodiment, a siRNA refers to a nucleic acid that can form a double stranded siRNA. The sequence of the siRNA can correspond to the full-length target gene, or a subsequence thereof. Typically, the siRNA is at least about 15-50 nucleotides in length (e.g., each complementary sequence of the double stranded siRNA is about 15-50 nucleotides in length, and the double stranded siRNA is about 15-50 base pairs in length, preferably about 19-30 base nucleotides, preferably about 20-25 nucleotides in length, e.g., 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, or 30 nucleotides in length).


As used herein “shRNA” or “small hairpin RNA” (also called stem loop) is a type of siRNA. In one embodiment, these shRNAs are composed of a short, e.g. about 19 to about 25 nucleotide, antisense strand, followed by a nucleotide loop of about 5 to about 9 nucleotides, and the analogous sense strand. Alternatively, the sense strand can precede the nucleotide loop structure and the antisense strand can follow.


The terms “microRNA” or “miRNA” are used interchangeably herein are endogenous RNAs, some of which are known to regulate the expression of protein-coding genes at the posttranscriptional level. Endogenous microRNAs are small RNAs naturally present in the genome that are capable of modulating the productive utilization of mRNA. The term artificial microRNA includes any type of RNA sequence, other than endogenous microRNA, which is capable of modulating the productive utilization of mRNA. MicroRNA sequences have been described in publications such as Lim, et al., Genes & Development, 17, p. 991-1008 (2003), Lim et al Science 299, 1540 (2003), Lee and Ambros Science, 294, 862 (2001), Lau et al., Science 294, 858-861 (2001), Lagos-Quintana et al, Current Biology, 12, 735-739 (2002), Lagos Quintana et al, Science 294, 853-857 (2001), and Lagos-Quintana et al, RNA, 9, 175-179 (2003), which are incorporated by reference. Multiple microRNAs can also be incorporated into a precursor molecule. Furthermore, miRNA-like stem-loops can be expressed in cells as a vehicle to deliver artificial miRNAs and short interfering RNAs (siRNAs) for the purpose of modulating the expression of endogenous genes through the miRNA and or RNAi pathways.


As used herein, “double stranded RNA” or “dsRNA” refers to RNA molecules that are comprised of two strands. Double-stranded molecules include those comprised of a single RNA molecule that doubles back on itself to form a two-stranded structure. For example, the stem loop structure of the progenitor molecules from which the single-stranded miRNA is derived, called the pre-miRNA (Bartel et al. 2004. Cell 1 16:281-297), comprises a dsRNA molecule.


Antibodies

In certain embodiments, the one or more agents is an antibody. The term “antibody” is used interchangeably with the term “immunoglobulin” herein, and includes intact antibodies, fragments of antibodies, e.g., Fab, F(ab′)2 fragments, and intact antibodies and fragments that have been mutated either in their constant and/or variable region (e.g., mutations to produce chimeric, partially humanized, or fully humanized antibodies, as well as to produce antibodies with a desired trait, e.g., enhanced binding and/or reduced FcR binding). The term “fragment” refers to a part or portion of an antibody or antibody chain comprising fewer amino acid residues than an intact or complete antibody or antibody chain. Fragments can be obtained via chemical or enzymatic treatment of an intact or complete antibody or antibody chain. Fragments can also be obtained by recombinant means. Exemplary fragments include Fab, Fab′, F(ab′)2, Fabc, Fd, dAb, VHH and scFv and/or Fv fragments.


As used herein, a preparation of antibody protein having less than about 50% of non-antibody protein (also referred to herein as a “contaminating protein”), or of chemical precursors, is considered to be “substantially free.” 40%, 30%, 20%, 10% and more preferably 5% (by dry weight), of non-antibody protein, or of chemical precursors is considered to be substantially free. When the antibody protein or biologically active portion thereof is recombinantly produced, it is also preferably substantially free of culture medium, i.e., culture medium represents less than about 30%, preferably less than about 20%, more preferably less than about 10%, and most preferably less than about 5% of the volume or mass of the protein preparation.


The term “antigen-binding fragment” refers to a polypeptide fragment of an immunoglobulin or antibody that binds antigen or competes with intact antibody (i.e., with the intact antibody from which they were derived) for antigen binding (i.e., specific binding). As such these antibodies or fragments thereof are included in the scope of the invention, provided that the antibody or fragment binds specifically to a target molecule.


It is intended that the term “antibody” encompass any Ig class or any Ig subclass (e.g. the IgG1, IgG2, IgG3, and IgG4 subclassess of IgG) obtained from any source (e.g., humans and non-human primates, and in rodents, lagomorphs, caprines, bovines, equines, ovines, etc.).


The term “Ig class” or “immunoglobulin class”, as used herein, refers to the five classes of immunoglobulin that have been identified in humans and higher mammals, IgG, IgM, IgA, IgD, and IgE. The term “Ig subclass” refers to the two subclasses of IgM (H and L), three subclasses of IgA (IgA1, IgA2, and secretory IgA), and four subclasses of IgG (IgG1, IgG2, IgG3, and IgG4) that have been identified in humans and higher mammals. The antibodies can exist in monomeric or polymeric form; for example, lgM antibodies exist in pentameric form, and IgA antibodies exist in monomeric, dimeric or multimeric form.


The term “IgG subclass” refers to the four subclasses of immunoglobulin class IgG-IgG1, IgG2, IgG3, and IgG4 that have been identified in humans and higher mammals by the heavy chains of the immunoglobulins, V1-γ4, respectively. The term “single-chain immunoglobulin” or “single-chain antibody” (used interchangeably herein) refers to a protein having a two-polypeptide chain structure consisting of a heavy and a light chain, said chains being stabilized, for example, by interchain peptide linkers, which has the ability to specifically bind antigen. The term “domain” refers to a globular region of a heavy or light chain polypeptide comprising peptide loops (e.g., comprising 3 to 4 peptide loops) stabilized, for example, by p pleated sheet and/or intrachain disulfide bond. Domains are further referred to herein as “constant” or “variable”, based on the relative lack of sequence variation within the domains of various class members in the case of a “constant” domain, or the significant variation within the domains of various class members in the case of a “variable” domain. Antibody or polypeptide “domains” are often referred to interchangeably in the art as antibody or polypeptide “regions”. The “constant” domains of an antibody light chain are referred to interchangeably as “light chain constant regions”, “light chain constant domains”, “CL” regions or “CL” domains. The “constant” domains of an antibody heavy chain are referred to interchangeably as “heavy chain constant regions”, “heavy chain constant domains”, “CH” regions or “CH” domains). The “variable” domains of an antibody light chain are referred to interchangeably as “light chain variable regions”, “light chain variable domains”, “VL” regions or “VL” domains). The “variable” domains of an antibody heavy chain are referred to interchangeably as “heavy chain constant regions”, “heavy chain constant domains”, “VH” regions or “VH” domains).


The term “region” can also refer to a part or portion of an antibody chain or antibody chain domain (e.g., a part or portion of a heavy or light chain or a part or portion of a constant or variable domain, as defined herein), as well as more discrete parts or portions of said chains or domains. For example, light and heavy chains or light and heavy chain variable domains include “complementarity determining regions” or “CDRs” interspersed among “framework regions” or “FRs”, as defined herein.


The term “conformation” refers to the tertiary structure of a protein or polypeptide (e.g., an antibody, antibody chain, domain or region thereof). For example, the phrase “light (or heavy) chain conformation” refers to the tertiary structure of a light (or heavy) chain variable region, and the phrase “antibody conformation” or “antibody fragment conformation” refers to the tertiary structure of an antibody or fragment thereof.


The term “antibody-like protein scaffolds” or “engineered protein scaffolds” broadly encompasses proteinaceous non-immunoglobulin specific-binding agents, typically obtained by combinatorial engineering (such as site-directed random mutagenesis in combination with phage display or other molecular selection techniques). Usually, such scaffolds are derived from robust and small soluble monomeric proteins (such as Kunitz inhibitors or lipocalins) or from a stably folded extra-membrane domain of a cell surface receptor (such as protein A, fibronectin or the ankyrin repeat).


Such scaffolds have been extensively reviewed in Binz et al. (Engineering novel binding proteins from nonimmunoglobulin domains. Nat Biotechnol 2005, 23:1257-1268), Gebauer and Skerra (Engineered protein scaffolds as next-generation antibody therapeutics. Curr Opin Chem Biol. 2009, 13:245-55), Gill and Damle (Biopharmaceutical drug discovery using novel protein scaffolds. Curr Opin Biotechnol 2006, 17:653-658), Skerra (Engineered protein scaffolds for molecular recognition. J Mol Recognit 2000, 13:167-187), and Skerra (Alternative non-antibody scaffolds for molecular recognition. Curr Opin Biotechnol 2007, 18:295-304), and include without limitation affibodies, based on the Z-domain of staphylococcal protein A, a three-helix bundle of 58 residues providing an interface on two of its alpha-helices (Nygren, Alternative binding proteins: Affibody binding proteins developed from a small three-helix bundle scaffold. FEBS J 2008, 275:2668-2676); engineered Kunitz domains based on a small (ca. 58 residues) and robust, disulphide-crosslinked serine protease inhibitor, typically of human origin (e.g. LACI-D1), which can be engineered for different protease specificities (Nixon and Wood, Engineered protein inhibitors of proteases. Curr Opin Drug Discov Dev 2006, 9:261-268); monobodies or adnectins based on the 10th extracellular domain of human fibronectin III (10Fn3), which adopts an Ig-like beta-sandwich fold (94 residues) with 2-3 exposed loops, but lacks the central disulphide bridge (Koide and Koide, Monobodies: antibody mimics based on the scaffold of the fibronectin type III domain. Methods Mol Biol 2007, 352:95-109); anticalins derived from the lipocalins, a diverse family of eight-stranded beta-barrel proteins (ca. 180 residues) that naturally form binding sites for small ligands by means of four structurally variable loops at the open end, which are abundant in humans, insects, and many other organisms (Skerra, Alternative binding proteins: Anticalins harnessing the structural plasticity of the lipocalin ligand pocket to engineer novel binding activities. FEBS J 2008, 275:2677-2683); DARPins, designed ankyrin repeat domains (166 residues), which provide a rigid interface arising from typically three repeated beta-turns (Stumpp et al., DARPins: a new generation of protein therapeutics. Drug Discov Today 2008, 13:695-701); avimers (multimerized LDLR-A module) (Silverman et al., Multivalent avimer proteins evolved by exon shuffling of a family of human receptor domains. Nat Biotechnol 2005, 23:1556-1561); and cysteine-rich knottin peptides (Kolmar, Alternative binding proteins: biological activity and therapeutic potential of cystine-knot miniproteins. FEBS J 2008, 275:2684-2690).


“Specific binding” of an antibody means that the antibody exhibits appreciable affinity for a particular antigen or epitope and, generally, does not exhibit significant cross reactivity. “Appreciable” binding includes binding with an affinity of at least 25 μM. Antibodies with affinities greater than 1×107 M−1 (or a dissociation coefficient of 1 M or less or a dissociation coefficient of 1 nm or less) typically bind with correspondingly greater specificity. Values intermediate of those set forth herein are also intended to be within the scope of the present invention and antibodies of the invention bind with a range of affinities, for example, 100 nM or less, 75 nM or less, 50 nM or less, 25 nM or less, for example 10 nM or less, 5 nM or less, 1 nM or less, or in embodiments 500 pM or less, 100 pM or less, 50 pM or less or 25 pM or less. An antibody that “does not exhibit significant crossreactivity” is one that will not appreciably bind to an entity other than its target (e.g., a different epitope or a different molecule). For example, an antibody that specifically binds to a target molecule will appreciably bind the target molecule but will not significantly react with non-target molecules or peptides. An antibody specific for a particular epitope will, for example, not significantly crossreact with remote epitopes on the same protein or peptide. Specific binding can be determined according to any art-recognized means for determining such binding. Preferably, specific binding is determined according to Scatchard analysis and/or competitive binding assays.


As used herein, the term “affinity” refers to the strength of the binding of a single antigen-combining site with an antigenic determinant. Affinity depends on the closeness of stereochemical fit between antibody combining sites and antigen determinants, on the size of the area of contact between them, on the distribution of charged and hydrophobic groups, etc. Antibody affinity can be measured by equilibrium dialysis or by the kinetic BIACORE™ method. The dissociation constant, Kd, and the association constant, Ka, are quantitative measures of affinity.


As used herein, the term “monoclonal antibody” refers to an antibody derived from a clonal population of antibody-producing cells (e.g., B lymphocytes or B cells) which is homogeneous in structure and antigen specificity. The term “polyclonal antibody” refers to a plurality of antibodies originating from different clonal populations of antibody-producing cells which are heterogeneous in their structure and epitope specificity but which recognize a common antigen. Monoclonal and polyclonal antibodies may exist within bodily fluids, as crude preparations, or may be purified, as described herein.


The term “binding portion” of an antibody (or “antibody portion”) includes one or more complete domains, e.g., a pair of complete domains, as well as fragments of an antibody that retain the ability to specifically bind to a target molecule. It has been shown that the binding function of an antibody can be performed by fragments of a full-length antibody. Binding fragments are produced by recombinant DNA techniques, or by enzymatic or chemical cleavage of intact immunoglobulins. Binding fragments include Fab, Fab′, F(ab′)2, Fabc, Fd, dAb, Fv, single chains, single-chain antibodies, e.g., scFv, and single domain antibodies.


“Humanized” forms of non-human (e.g., murine) antibodies are chimeric antibodies that contain minimal sequence derived from non-human immunoglobulin. For the most part, humanized antibodies are human immunoglobulins (recipient antibody) in which residues from a hypervariable region of the recipient are replaced by residues from a hypervariable region of a non-human species (donor antibody) such as mouse, rat, rabbit or nonhuman primate having the desired specificity, affinity, and capacity. In some instances, FR residues of the human immunoglobulin are replaced by corresponding non-human residues. Furthermore, humanized antibodies may comprise residues that are not found in the recipient antibody or in the donor antibody. These modifications are made to further refine antibody performance. In general, the humanized antibody will comprise substantially all of at least one, and typically two, variable domains, in which all or substantially all of the hypervariable regions correspond to those of a non-human immunoglobulin and all or substantially all of the FR regions are those of a human immunoglobulin sequence. The humanized antibody optionally also will comprise at least a portion of an immunoglobulin constant region (Fc), typically that of a human immunoglobulin.


Examples of portions of antibodies or epitope-binding proteins encompassed by the present definition include: (i) the Fab fragment, having VL, CL, VH and CH1 domains; (ii) the Fab′ fragment, which is a Fab fragment having one or more cysteine residues at the C-terminus of the CH1 domain; (iii) the Fd fragment having VH and CH1 domains; (iv) the Fd′ fragment having VH and CH1 domains and one or more cysteine residues at the C-terminus of the CHI domain; (v) the Fv fragment having the VL and VH domains of a single arm of an antibody; (vi) the dAb fragment (Ward et al., 341 Nature 544 (1989)) which consists of a VH domain or a VL domain that binds antigen; (vii) isolated CDR regions or isolated CDR regions presented in a functional framework; (viii) F(ab′)2 fragments which are bivalent fragments including two Fab′ fragments linked by a disulphide bridge at the hinge region; (ix) single chain antibody molecules (e.g., single chain Fv; scFv) (Bird et al., 242 Science 423 (1988); and Huston et al., 85 PNAS 5879 (1988)); (x) “diabodies” with two antigen binding sites, comprising a heavy chain variable domain (VH) connected to a light chain variable domain (VL) in the same polypeptide chain (see, e.g., EP 404,097; WO 93/11161; Hollinger et al., 90 PNAS 6444 (1993)); (xi) “linear antibodies” comprising a pair of tandem Fd segments (VH-Ch1-VH-Ch1) which, together with complementary light chain polypeptides, form a pair of antigen binding regions (Zapata et al., Protein Eng. 8(10):1057-62 (1995); and U.S. Pat. No. 5,641,870).


As used herein, a “blocking” antibody or an antibody “antagonist” is one which inhibits or reduces biological activity of the antigen(s) it binds. In certain embodiments, the blocking antibodies or antagonist antibodies or portions thereof described herein completely inhibit the biological activity of the antigen(s).


Antibodies may act as agonists or antagonists of the recognized polypeptides. For example, the present invention includes antibodies which disrupt receptor/ligand interactions either partially or fully. The invention features both receptor-specific antibodies and ligand-specific antibodies. The invention also features receptor-specific antibodies which do not prevent ligand binding but prevent receptor activation. Receptor activation (i.e., signaling) may be determined by techniques described herein or otherwise known in the art. For example, receptor activation can be determined by detecting the phosphorylation (e.g., tyrosine or serine/threonine) of the receptor or of one of its down-stream substrates by immunoprecipitation followed by western blot analysis. In specific embodiments, antibodies are provided that inhibit ligand activity or receptor activity by at least 95%, at least 90%, at least 85%, at least 80%, at least 75%, at least 70%, at least 60%, or at least 50% of the activity in absence of the antibody.


The invention also features receptor-specific antibodies which both prevent ligand binding and receptor activation as well as antibodies that recognize the receptor-ligand complex. Likewise, encompassed by the invention are neutralizing antibodies which bind the ligand and prevent binding of the ligand to the receptor, as well as antibodies which bind the ligand, thereby preventing receptor activation, but do not prevent the ligand from binding the receptor. Further included in the invention are antibodies which activate the receptor. These antibodies may act as receptor agonists, i.e., potentiate or activate either all or a subset of the biological activities of the ligand-mediated receptor activation, for example, by inducing dimerization of the receptor. The antibodies may be specified as agonists, antagonists or inverse agonists for biological activities comprising the specific biological activities of the peptides disclosed herein. The antibody agonists and antagonists can be made using methods known in the art. See, e.g., PCT publication WO 96/40281; U.S. Pat. No. 5,811,097; Deng et al., Blood 92(6):1981-1988 (1998); Chen et al., Cancer Res. 58(16):3668-3678 (1998); Harrop et al., J. Immunol. 161(4):1786-1794 (1998); Zhu et al., Cancer Res. 58(15):3209-3214 (1998); Yoon et al., J. Immunol. 160(7):3170-3179 (1998); Prat et al., J. Cell. Sci. III (Pt2):237-247 (1998); Pitard et al., J. Immunol. Methods 205(2):177-190 (1997); Liautard et al., Cytokine 9(4):233-241 (1997); Carlson et al., J. Biol. Chem. 272(17):11295-11301 (1997); Taryman et al., Neuron 14(4):755-762 (1995); Muller et al., Structure 6(9):1153-1167 (1998); Bartunek et al., Cytokine 8(1):14-20 (1996).


The antibodies as defined for the present invention include derivatives that are modified, i.e., by the covalent attachment of any type of molecule to the antibody such that covalent attachment does not prevent the antibody from generating an anti-idiotypic response. For example, but not by way of limitation, the antibody derivatives include antibodies that have been modified, e.g., by glycosylation, acetylation, pegylation, phosphylation, amidation, derivatization by known protecting/blocking groups, proteolytic cleavage, linkage to a cellular ligand or other protein, etc. Any of numerous chemical modifications may be carried out by known techniques, including, but not limited to specific chemical cleavage, acetylation, formylation, metabolic synthesis of tunicamycin, etc. Additionally, the derivative may contain one or more non-classical amino acids.


Simple binding assays can be used to screen for or detect agents that bind to a target protein, or disrupt the interaction between proteins (e.g., a receptor and a ligand). Because certain targets of the present invention are transmembrane proteins, assays that use the soluble forms of these proteins rather than full-length protein can be used, in some embodiments. Soluble forms include, for example, those lacking the transmembrane domain and/or those comprising the IgV domain or fragments thereof which retain their ability to bind their cognate binding partners. Further, agents that inhibit or enhance protein interactions for use in the compositions and methods described herein, can include recombinant peptido-mimetics.


Detection methods useful in screening assays include antibody-based methods, detection of a reporter moiety, detection of cytokines as described herein, and detection of a gene signature as described herein.


Another variation of assays to determine binding of a receptor protein to a ligand protein is through the use of affinity biosensor methods. Such methods may be based on the piezoelectric effect, electrochemistry, or optical methods, such as ellipsometry, optical wave guidance, and surface plasmon resonance (SPR).


Aptamers

In certain embodiments, the one or more agents is an aptamer. Nucleic acid aptamers are nucleic acid species that have been engineered through repeated rounds of in vitro selection or equivalently, SELEX (systematic evolution of ligands by exponential enrichment) to bind to various molecular targets such as small molecules, proteins, nucleic acids, cells, tissues and organisms. Nucleic acid aptamers have specific binding affinity to molecules through interactions other than classic Watson-Crick base pairing. Aptamers are useful in biotechnological and therapeutic applications as they offer molecular recognition properties similar to antibodies. In addition to their discriminate recognition, aptamers offer advantages over antibodies as they can be engineered completely in a test tube, are readily produced by chemical synthesis, possess desirable storage properties, and elicit little or no immunogenicity in therapeutic applications. In certain embodiments, RNA aptamers may be expressed from a DNA construct. In other embodiments, a nucleic acid aptamer may be linked to another polynucleotide sequence. The polynucleotide sequence may be a double stranded DNA polynucleotide sequence. The aptamer may be covalently linked to one strand of the polynucleotide sequence. The aptamer may be ligated to the polynucleotide sequence. The polynucleotide sequence may be configured, such that the polynucleotide sequence may be linked to a solid support or ligated to another polynucleotide sequence.


Aptamers, like peptides generated by phage display or monoclonal antibodies (“mAbs”), are capable of specifically binding to selected targets and modulating the target's activity, e.g., through binding, aptamers may block their target's ability to function. A typical aptamer is 10-15 kDa in size (30-45 nucleotides), binds its target with sub-nanomolar affinity, and discriminates against closely related targets (e.g., aptamers will typically not bind other proteins from the same gene family). Structural studies have shown that aptamers are capable of using the same types of binding interactions (e.g., hydrogen bonding, electrostatic complementarity, hydrophobic contacts, steric exclusion) that drives affinity and specificity in antibody-antigen complexes.


Aptamers have a number of desirable characteristics for use in research and as therapeutics and diagnostics including high specificity and affinity, biological efficacy, and excellent pharmacokinetic properties. In addition, they offer specific competitive advantages over antibodies and other protein biologics. Aptamers are chemically synthesized and are readily scaled as needed to meet production demand for research, diagnostic or therapeutic applications. Aptamers are chemically robust. They are intrinsically adapted to regain activity following exposure to factors such as heat and denaturants and can be stored for extended periods (>1 yr) at room temperature as lyophilized powders. Not being bound by a theory, aptamers bound to a solid support or beads may be stored for extended periods.


Oligonucleotides in their phosphodiester form may be quickly degraded by intracellular and extracellular enzymes such as endonucleases and exonucleases. Aptamers can include modified nucleotides conferring improved characteristics on the ligand, such as improved in vivo stability or improved delivery characteristics. Examples of such modifications include chemical substitutions at the ribose and/or phosphate and/or base positions. SELEX identified nucleic acid ligands containing modified nucleotides are described, e.g., in U.S. Pat. No. 5,660,985, which describes oligonucleotides containing nucleotide derivatives chemically modified at the 2′ position of ribose, 5 position of pyrimidines, and 8 position of purines, U.S. Pat. No. 5,756,703 which describes oligonucleotides containing various 2′-modified pyrimidines, and U.S. Pat. No. 5,580,737 which describes highly specific nucleic acid ligands containing one or more nucleotides modified with 2′-amino (2′-NH2), 2′-fluoro (2′-F), and/or 2′-O-methyl (2′-OMe) substituents. Modifications of aptamers may also include, modifications at exocyclic amines, substitution of 4-thiouridine, substitution of 5-bromo or 5-iodo-uracil; backbone modifications, phosphorothioate or allyl phosphate modifications, methylations, and unusual base-pairing combinations such as the isobases isocytidine and isoguanosine. Modifications can also include 3′ and 5′ modifications such as capping. As used herein, the term phosphorothioate encompasses one or more non-bridging oxygen atoms in a phosphodiester bond replaced by one or more sulfur atoms. In further embodiments, the oligonucleotides comprise modified sugar groups, for example, one or more of the hydroxyl groups is replaced with halogen, aliphatic groups, or functionalized as ethers or amines. In one embodiment, the 2′-position of the furanose residue is substituted by any of an O-methyl, O-alkyl, 0-allyl, S-alkyl, S-allyl, or halo group. Methods of synthesis of 2′-modified sugars are described, e.g., in Sproat, et al., Nucl. Acid Res. 19:733-738 (1991); Cotten, et al, Nucl. Acid Res. 19:2629-2635 (1991); and Hobbs, et al, Biochemistry 12:5138-5145 (1973). Other modifications are known to one of ordinary skill in the art. In certain embodiments, aptamers include aptamers with improved off-rates as described in International Patent Publication No. WO 2009012418, “Method for generating aptamers with improved off-rates,” incorporated herein by reference in its entirety. In certain embodiments aptamers are chosen from a library of aptamers. Such libraries include, but are not limited to those described in Rohloff et al., “Nucleic Acid Ligands With Protein-like Side Chains: Modified Aptamers and Their Use as Diagnostic and Therapeutic Agents,” Molecular Therapy Nucleic Acids (2014) 3, e201. Aptamers are also commercially available (see, e.g., SomaLogic, Inc., Boulder, Colo.). In certain embodiments, the present invention may utilize any aptamer containing any modification as described herein.


Administration and Pharmaceutical Agents

It will be appreciated that administration of therapeutic entities in accordance with the invention will be administered with suitable carriers, excipients, and other agents that are incorporated into formulations to provide improved transfer, delivery, tolerance, and the like. A multitude of appropriate formulations can be found in the formulary known to all pharmaceutical chemists: Remington's Pharmaceutical Sciences (15th ed, Mack Publishing Company, Easton, Pa. (1975)), particularly Chapter 87 by Blaug, Seymour, therein. These formulations include, for example, powders, pastes, ointments, jellies, waxes, oils, lipids, lipid (cationic or anionic) containing vesicles (such as Lipofectin™), DNA conjugates, anhydrous absorption pastes, oil-in-water and water-in-oil emulsions, emulsions carbowax (polyethylene glycols of various molecular weights), semi-solid gels, and semi-solid mixtures containing carbowax. Any of the foregoing mixtures may be appropriate in treatments and therapies in accordance with the present invention, provided that the active ingredient in the formulation is not inactivated by the formulation and the formulation is physiologically compatible and tolerable with the route of administration. See also Baldrick P. “Pharmaceutical excipient development: the need for preclinical guidance.” Regul. Toxicol Pharmacol. 32(2):210-8 (2000), Wang W. “Lyophilization and development of solid protein pharmaceuticals.” Int. J. Pharm. 203(1-2): 1-60 (2000), Charman W N “Lipids, lipophilic drugs, and oral drug delivery-some emerging concepts.” J Pharm Sci. 89(8):967-78 (2000), Powell et al. “Compendium of excipients for parenteral formulations” PDA J Pharm Sci Techno 1. 52:238-311 (1998) and the citations therein for additional information related to formulations, excipients and carriers well known to pharmaceutical chemists. In practicing any of the methods disclosed herein, a suitable vector can be introduced to a cell or an embryo via one or more methods known in the art, including without limitation, microinjection, electroporation, sonoporation, biolistics, calcium phosphate-mediated transfection, cationic transfection, liposome transfection, dendrimer transfection, heat shock transfection, nucleofection transfection, magnetofection, lipofection, impalefection, optical transfection, proprietary agent-enhanced uptake of nucleic acids, and delivery via liposomes, immunoliposomes, virosomes, or artificial virions. In some methods, the vector is introduced into an embryo by microinjection. The vector or vectors may be microinjected into the nucleus or the cytoplasm of the embryo. In some methods, the vector or vectors may be introduced into a cell by nucleofection. Provided herein are pharmaceutical formulations comprising single agents, such as BCL-2 inhibitors, NF kappa B inhibitors, AMPK inhibitors and/or mitochondrial electron transport chain (mETC) inhibitors (and/or pharmacologically active metabolites, salts, solvates and racemates thereof).


Agents may contain one or more asymmetric elements such as stereogenic centers or stereogenic axes, e.g., asymmetric carbon atoms, so that the compounds can exist in different stereoisomeric forms. These compounds can be, for example, racemates or optically active forms. For compounds with two or more asymmetric elements, these compounds can additionally be mixtures of diastereomers. For compounds having asymmetric centers, it should be understood that all of the optical isomers and mixtures thereof are encompassed. In addition, compounds with carbon-carbon double bonds may occur in Z- and E-forms; all isomeric forms of the compounds are included in the present invention. In these situations, the single enantiomers (optically active forms) can be obtained by asymmetric synthesis, synthesis from optically pure precursors, or by resolution of the racemates. Resolution of the racemates can also be accomplished, for example, by conventional methods such as crystallization in the presence of a resolving agent, or chromatography, using, for example a chiral HPLC column.


Unless otherwise specified, or clearly indicated by the text, reference to compounds useful in the therapeutic methods of the invention includes both the free base of the compounds, and all pharmaceutically acceptable salts of the compounds. The term “pharmaceutically acceptable salts” includes derivatives of the disclosed compounds, wherein the parent compound is modified by making non-toxic acid or base addition salts thereof, and further refers to pharmaceutically acceptable solvates, including hydrates, of such compounds and such salts. Examples of pharmaceutically acceptable salts include, but are not limited to, mineral or organic acid addition salts of basic residues such as amines; alkali or organic addition salts of acidic residues such as carboxylic acids; and the like, and combinations comprising one or more of the foregoing salts. The pharmaceutically acceptable salts include non-toxic salts and the quaternary ammonium salts of the parent compound formed, for example, from non-toxic inorganic or organic acids. For example, non-toxic acid salts include those derived from inorganic acids such as hydrochloric, hydrobromic, sulfuric, sulfamic, phosphoric, and nitric; other acceptable inorganic salts include metal salts such as sodium salt, potassium salt, and cesium salt; and alkaline earth metal salts, such as calcium salt and magnesium salt; and combinations comprising one or more of the foregoing salts. In some embodiments, the salt is a hydrochloride salt.


Pharmaceutically acceptable organic salts include salts prepared from organic acids such as acetic, trifluoroacetic, propionic, succinic, glycolic, stearic, lactic, malic, tartaric, citric, ascorbic, pamoic, maleic, hydroxymaleic, phenylacetic, glutamic, benzoic, salicylic, mesylic, esylic, besylic, sulfanilic, 2-acetoxybenzoic, fumaric, toluenesulfonic, methanesulfonic, ethane disulfonic, oxalic, isethionic, HOOC(CH.sub.2).sub.nCOOH where n is 0-4; organic amine salts such as triethylamine salt, pyridine salt, picoline salt, ethanolamine salt, triethanolamine salt, dicyclohexylamine salt, N,N′-dibenzylethylenediamine salt; and amino acid salts such as arginate, asparginate, and glutamate, and combinations comprising one or more of the foregoing salts.


The agents of the invention are administered in effective amounts. An “effective amount” is an amount sufficient to provide an observable improvement over the baseline clinically observable signs and symptoms of the disorder treated with the combination.


The effective amount may be determined using known methods and will depend upon a variety of factors, including the activity of the agents; the age, body weight, general health, gender and diet of the subject; the time and route of administration; and other medications the subject is taking. Effective amounts may be established using routine testing and procedures that are well known in the art.


A physician or veterinarian having ordinary skill in the art can readily determine and prescribe the effective amount of the pharmaceutical composition required. For example, the physician or veterinarian could start at doses lower than those required to achieve the desired therapeutic effect and gradually increase the dosage until the desired effect is achieved. In general, a suitable daily dose of will be that amount of the compound that is the lowest dose effective to produce a therapeutic effect.


Generally, therapeutically effective doses of the compounds of this invention for a patient will range from about 0.0001 to about 1000 mg per kilogram of body weight per day, more preferably from about 0.01 to about 50 mg per kg per day.


If desired, the effective daily dose of the active compound may be administered as two, three, four, five, six or more sub-doses administered separately at appropriate intervals throughout the day, optionally, in unit dosage forms.


The agents may be administered using a variety of routes of administration known to those skilled in the art. The agents may be administered to humans and other animals orally, parenterally, sublingually, by aerosolization or inhalation spray, rectally, intracisternally, intravaginally, intraperitoneally, bucally, or topically in dosage unit formulations containing conventional nontoxic pharmaceutically acceptable carriers, adjuvants, and vehicles as desired. Topical administration may also involve the use of transdermal administration such as transdermal patches or ionophoresis devices. The term parenteral as used herein includes subcutaneous injections, intravenous, intramuscular, intrasternal injection, or infusion techniques.


Administration of the combination includes administration of the combination in a single formulation or unit dosage form, administration of the individual agents of the combination concurrently but separately, or administration of the individual agents of the combination sequentially by any suitable route. The dosage of the individual agents of the combination may require more frequent administration of one of the agents as compared to the other agent in the combination. Therefore, to permit appropriate dosing, packaged pharmaceutical products may contain one or more dosage forms that contain the combination of agents, and one or more dosage forms that contain one of the combinations of agents, but not the other agent(s) of the combination. Administration may be concurrent or sequential.


The pharmaceutical formulations may additionally comprise a carrier or excipient, stabilizer, flavoring agent, and/or coloring agent. Methods of formulation are well known in the art and are disclosed, for example, in Remington: The Science and Practice of Pharmacy, Mack Publishing Company, Easton, Pa., 19th Edition (1995). Pharmaceutical compositions for use in the present invention can be in the form of sterile, non-pyrogenic liquid solutions or suspensions, coated capsules, suppositories, lyophilized powders, transdermal patches or other forms known in the art.


Injectable preparations, for example, sterile injectable aqueous or oleaginous suspensions may be formulated according to the known art using suitable dispersing or wetting agents and suspending agents. The sterile injectable preparation may also be a sterile injectable solution, suspension or emulsion in a nontoxic parenterally acceptable diluent or solvent, for example, as a solution in 1,3 propanediol or 1,3 butanediol. Among the acceptable vehicles and solvents that may be employed are water, Ringer's solution, U.S.P. and isotonic sodium chloride solution. In addition, sterile, fixed oils are conventionally employed as a solvent or suspending medium. For this purpose any bland fixed oil may be employed including synthetic mono or di glycerides. In addition, fatty acids such as oleic acid find use in the preparation of injectables. The injectable formulations can be sterilized, for example, by filtration through a bacterial-retaining filter, or by incorporating sterilizing agents in the form of sterile solid compositions which can be dissolved or dispersed in sterile water or other sterile injectable medium prior to use.


In order to prolong the effect of a drug, it is often desirable to slow the absorption of the drug from subcutaneous or intramuscular injection. This may be accomplished by the use of a liquid suspension of crystalline or amorphous material with poor water solubility. The rate of absorption of the drug then depends upon its rate of dissolution which, in turn, may depend upon crystal size and crystalline form. Alternatively, delayed absorption of a parenterally administered drug form may be accomplished by dissolving or suspending the drug in an oil vehicle. Injectable depot forms are made by forming microencapsule matrices of the drug in biodegradable polymers such as polylactide polyglycolide. Depending upon the ratio of drug to polymer and the nature of the particular polymer employed, the rate of drug release can be controlled. Examples of other biodegradable polymers include poly(orthoesters) and poly(anhydrides). Depot injectable formulations may also be prepared by entrapping the drug in liposomes or microemulsions, which are compatible with body tissues.


The pharmaceutical products can be released in various forms. “Releasable form” is meant to include instant release, immediate-release, controlled-release, and sustained-release forms.


“Instant-release” is meant to include a dosage form designed to ensure rapid dissolution of the active agent by modifying the normal crystal form of the active agent to obtain a more rapid dissolution.


“Immediate-release” is meant to include a conventional or non-modified release form in which greater than or equal to about 50% or more preferably about 75% of the active agents is released within two hours of administration, preferably within one hour of administration.


“Sustained-release” or “extended-release” includes the release of active agents at such a rate that blood (e.g., plasma) levels are maintained within a therapeutic range but below toxic levels for at least about 8 hours, preferably at least about 12 hours, more preferably about 24 hours after administration at steady-state. The term “steady-state” means that a plasma level for a given active agent or combination of active agents, has been achieved and which is maintained with subsequent doses of the active agent(s) at a level which is at or above the minimum effective therapeutic level and is below the minimum toxic plasma level for a given active agent(s).


The pharmaceutical products can be administrated by oral dosage form. “Oral dosage form” is meant to include a unit dosage form prescribed or intended for oral administration. An oral dosage form may or may not comprise a plurality of subunits such as, for example, microcapsules or microtablets, packaged for administration in a single dose.


Compositions for rectal or vaginal administration are preferably suppositories which can be prepared by mixing the compounds of this invention with suitable non irritating excipients or carriers such as cocoa butter, polyethylene glycol or a suppository wax which are solid at ambient temperature but liquid at body temperature and therefore melt in the rectum or vaginal cavity and release the active compound.


Solid dosage forms for oral administration include capsules, tablets, pills, powders, and granules. In such solid dosage forms, the active compound is mixed with at least one inert, pharmaceutically acceptable excipient or carrier such as sodium citrate or dicalcium phosphate and/or a) fillers or extenders such as starches, lactose, sucrose, glucose, mannitol, and silicic acid, b) binders such as, for example, carboxymethylcellulose, alginates, gelatin, polyvinylpyrrolidinone, sucrose, and acacia, c) humectants such as glycerol, d) disintegrating agents such as agar-agar, calcium carbonate, potato or tapioca starch, alginic acid, certain silicates, and sodium carbonate, e) solution retarding agents such as paraffin, f) absorption accelerators such as quaternary ammonium compounds, g) wetting agents such as, for example, acetyl alcohol and glycerol monostearate, h) absorbents such as kaolin and bentonite clay, and i) lubricants such as talc, calcium stearate, magnesium stearate, solid polyethylene glycols, sodium lauryl sulfate, and mixtures thereof. In the case of capsules, tablets and pills, the dosage form may also comprise buffering agents.


Solid compositions of a similar type may also be employed as fillers in soft and hard-filled gelatin capsules using such excipients as lactose or milk sugar as well as high molecular weight polyethylene glycols and the like.


The solid dosage forms of tablets, dragees, capsules, pills, and granules can be prepared with coatings and shells such as enteric coatings and other coatings well known in the pharmaceutical formulating art. They may optionally contain opacifying agents and can also be of a composition that they release the active ingredient(s) only, or preferentially, in a certain part of the intestinal tract, optionally, in a delayed manner. Examples of embedding compositions that can be used include polymeric substances and waxes.


The active compounds can also be in micro-encapsulated form with one or more excipients as noted above. The solid dosage forms of tablets, dragees, capsules, pills, and granules can be prepared with coatings and shells such as enteric coatings, release controlling coatings and other coatings well known in the pharmaceutical formulating art. In such solid dosage forms the active compound may be admixed with at least one inert diluent such as sucrose, lactose or starch. Such dosage forms may also comprise, as is normal practice, additional substances other than inert diluents, e.g., tableting lubricants and other tableting aids such a magnesium stearate and microcrystalline cellulose. In the case of capsules, tablets and pills, the dosage forms may also comprise buffering agents. They may optionally contain opacifying agents and can also be of a composition that they release the active ingredient(s) only, or preferentially, in a certain part of the intestinal tract, optionally, in a delayed manner. Examples of embedding compositions that can be used include polymeric substances and waxes.


Liquid dosage forms for oral administration include pharmaceutically acceptable emulsions, microemulsions, solutions, suspensions, syrups and elixirs. In addition to the active compounds, the liquid dosage forms may contain inert diluents commonly used in the art such as, for example, water or other solvents, solubilizing agents and emulsifiers such as ethyl alcohol, isopropyl alcohol, ethyl carbonate, EtOAc, benzyl alcohol, benzyl benzoate, propylene glycol, 1,3 butylene glycol, dimethylformamide, oils (in particular, cottonseed, groundnut, corn, germ, olive, castor, and sesame oils), glycerol, tetrahydrofurfuryl alcohol, polyethylene glycols and fatty acid esters of sorbitan, and mixtures thereof. Besides inert diluents, the oral compositions can also include adjuvants such as wetting agents, emulsifying and suspending agents, sweetening, flavoring, and perfuming agents.


Dosage forms for topical or transdermal administration of a compound of this invention include ointments, pastes, creams, lotions, gels, powders, solutions, sprays, inhalants or patches. The active component is admixed under sterile conditions with a pharmaceutically acceptable carrier and any needed preservatives or buffers as may be required. Ophthalmic formulations, ear drops, and the like are also contemplated as being within the scope of this invention.


The ointments, pastes, creams and gels may contain, in addition to an active compound of this invention, excipients such as animal and vegetable fats, oils, waxes, paraffins, starch, tragacanth, cellulose derivatives, polyethylene glycols, silicones, bentonites, silicic acid, talc and zinc oxide, or mixtures thereof.


Compositions of the invention may also be formulated for delivery as a liquid aerosol or inhalable dry powder. Liquid aerosol formulations may be nebulized predominantly into particle sizes that can be delivered to the terminal and respiratory bronchioles.


Aerosolized formulations of the invention may be delivered using an aerosol forming device, such as a jet, vibrating porous plate or ultrasonic nebulizer, preferably selected to allow the formation of an aerosol particles having with a mass medium average diameter predominantly between 1 to 5 microns. Further, the formulation preferably has balanced osmolarity ionic strength and chloride concentration, and the smallest aerosolizable volume able to deliver effective dose of the compounds of the invention to the site of the infection. Additionally, the aerosolized formulation preferably does not impair negatively the functionality of the airways and does not cause undesirable side effects.


Aerosolization devices suitable for administration of aerosol formulations of the invention include, for example, jet, vibrating porous plate, ultrasonic nebulizers and energized dry powder inhalers, that are able to nebulize the formulation of the invention into aerosol particle size predominantly in the size range from 1 to 5 microns. Predominantly in this application means that at least 70% but preferably more than 90% of all generated aerosol particles are within 1 to 5 micron range. A jet nebulizer works by air pressure to break a liquid solution into aerosol droplets. Vibrating porous plate nebulizers work by using a sonic vacuum produced by a rapidly vibrating porous plate to extrude a solvent droplet through a porous plate. An ultrasonic nebulizer works by a piezoelectric crystal that shears a liquid into small aerosol droplets. A variety of suitable devices are available, including, for example, AERONEB and AERODOSE vibrating porous plate nebulizers (AeroGen, Inc., Sunnyvale, Calif.), SIDESTREAM nebulizers (Medic Aid Ltd., West Sussex, England), PARI LC and PARI LC STAR jet nebulizers (Pari Respiratory Equipment, Inc., Richmond, Va.), and AEROSONIC (DeVilbiss Medizinische Produkte (Deutschland) GmbH, Heiden, Germany) and ULTRAAIRE (Omron Healthcare, Inc., Vernon Hills, Ill.) ultrasonic nebulizers.


Compounds of the invention may also be formulated for use as topical powders and sprays that can contain, in addition to the compounds of this invention, excipients such as lactose, talc, silicic acid, aluminum hydroxide, calcium silicates and polyamide powder, or mixtures of these substances. Sprays can additionally contain customary propellants such as chlorofluorohydrocarbons.


Transdermal patches have the added advantage of providing controlled delivery of a compound to the body. Such dosage forms can be made by dissolving or dispensing the compound in the proper medium. Absorption enhancers can also be used to increase the flux of the compound across the skin. The rate can be controlled by either providing a rate controlling membrane or by dispersing the compound in a polymer matrix or gel. The compounds of the present invention can also be administered in the form of liposomes. As is known in the art, liposomes are generally derived from phospholipids or other lipid substances. Liposomes are formed by mono or multi lamellar hydrated liquid crystals that are dispersed in an aqueous medium. Any non-toxic, physiologically acceptable and metabolizable lipid capable of forming liposomes can be used. The present compositions in liposome form can contain, in addition to a compound of the present invention, stabilizers, preservatives, excipients, and the like. The preferred lipids are the phospholipids and phosphatidyl cholines (lecithins), both natural and synthetic. Methods to form liposomes are known in the art. See, for example, Prescott (ed.), “Methods in Cell Biology,” Volume XIV, Academic Press, New York, 1976, p. 33 et seq.


Screening Methods
Modulating Agents

A further aspect of the invention relates to a method for identifying an agent capable of modulating one or more phenotypic aspects of a cell or cell population as disclosed herein, comprising: a) applying a candidate agent to the cell or cell population; b) detecting modulation of one or more phenotypic aspects of the cell or cell population by the candidate agent, thereby identifying the agent. The phenotypic aspects of the cell or cell population that is modulated may be a gene signature, biomarker or pathway specific to a cell type or cell phenotype or phenotype specific to a population of cells (e.g., a BCL-2 inhibitor resistance phenotype). In certain embodiments, steps can include administering candidate modulating agents to cells, detecting changes in signatures, or identifying relative changes in cell populations which may comprise detecting relative abundance of particular gene signatures. In certain embodiments, the one or more candidate agents increase expression, activity, and/or function of one or more BCL-2 inhibitor resistance genes or gene products. In certain embodiments, the one or more candidate agents increase expression, activity, and/or function of one or more target genes or one or more products of one or more target genes which comprise inhibitors of the NF-Kappa B pathway, lymphoid transcription factors and modulators, ubiquitination components, and/or pro-apoptotic BCL-2 family proteins. In certain embodiments, the one or more candidate agents decrease expression, activity, and/or function of one or more target genes or one or more products of one or more target genes which comprise energy-stress sensor signaling pathway components, a mitochondrial energy metabolism component, vesicle transport/autophagy components, ribosomal components, and/or ubiquitination components.


The term “modulate” broadly denotes a qualitative and/or quantitative alteration, change or variation in that which is being modulated. Where modulation can be assessed quantitatively—for example, where modulation comprises or consists of a change in a quantifiable variable such as a quantifiable property of a cell or where a quantifiable variable provides a suitable surrogate for the modulation—modulation specifically encompasses both increase (e.g., activation) or decrease (e.g., inhibition) in the measured variable. The term encompasses any extent of such modulation, e.g., any extent of such increase or decrease, and may more particularly refer to statistically significant increase or decrease in the measured variable. By means of example, modulation may encompass an increase in the value of the measured variable by at least about 10%, e.g., by at least about 20%, preferably by at least about 30%, e.g., by at least about 40%, more preferably by at least about 50%, e.g., by at least about 75%, even more preferably by at least about 100%, e.g., by at least about 150%, 200%, 250%, 300%, 400% or by at least about 500%, compared to a reference situation without said modulation; or modulation may encompass a decrease or reduction in the value of the measured variable by at least about 10%, e.g., by at least about 20%, by at least about 30%, e.g., by at least about 40%, by at least about 50%, e.g., by at least about 60%, by at least about 70%, e.g., by at least about 80%, by at least about 90%, e.g., by at least about 95%, such as by at least about 96%, 97%, 98%, 99% or even by 100%, compared to a reference situation without said modulation. Preferably, modulation may be specific or selective, hence, one or more desired phenotypic aspects of a cell or cell population may be modulated without substantially altering other (unintended, undesired) phenotypic aspect(s).


The term “agent” broadly encompasses any condition, substance or agent capable of modulating one or more phenotypic aspects of a cell or cell population as disclosed herein. Such conditions, substances or agents may be of physical, chemical, biochemical and/or biological nature. The term “candidate agent” refers to any condition, substance or agent that is being examined for the ability to modulate one or more phenotypic aspects of a cell or cell population as disclosed herein in a method comprising applying the candidate agent to the cell or cell population (e.g., exposing the cell or cell population to the candidate agent or contacting the cell or cell population with the candidate agent) and observing whether the desired modulation takes place.


Agents may include any potential class of biologically active conditions, substances or agents, such as for instance antibodies, proteins, peptides, nucleic acids, oligonucleotides, small molecules, or combinations thereof, as described herein.


In certain embodiments, this invention provides a method of developing a biologically active agent that modulates a cell signaling event associated with a disease gene. The method comprises contacting a test compound with a cell comprising one or more vectors that drive expression of one or more of a CRISPR enzyme, and a direct repeat sequence linked to a guide sequence; and detecting a change in a readout that is indicative of a reduction or an augmentation of a cell signaling event associated with, e.g., a mutation in a disease gene contained in the cell.


The methods of phenotypic analysis can be utilized for evaluating environmental stress and/or state, for screening of chemical libraries, and to screen or identify structural, syntenic, genomic, and/or organism and species variations. For example, a culture of cells, can be exposed to an environmental stress, such as but not limited to heat shock, osmolarity, hypoxia, cold, oxidative stress, radiation, starvation, a chemical (for example a therapeutic agent or potential therapeutic agent) and the like. After the stress is applied, a representative sample can be subjected to analysis, for example at various time points, and compared to a control, such as a sample from an organism or cell, for example a cell from an organism, or a standard value. By exposing cells, or fractions thereof, tissues, or even whole animals, to different members of the chemical libraries, and performing the methods described herein, different members of a chemical library can be screened for their effect on phenotypes thereof simultaneously in a relatively short amount of time, for example using a high throughput method.


In some embodiments, screening of test agents involves testing a combinatorial library containing a large number of potential modulator compounds. A combinatorial chemical library may be a collection of diverse chemical compounds generated by either chemical synthesis or biological synthesis, by combining a number of chemical “building blocks” such as reagents. For example, a linear combinatorial chemical library, such as a polypeptide library, is formed by combining a set of chemical building blocks (amino acids) in every possible way for a given compound length (for example the number of amino acids in a polypeptide compound). Millions of chemical compounds can be synthesized through such combinatorial mixing of chemical building blocks.


In certain embodiments, the present invention provides for gene signature screening. The concept of signature screening was introduced by Stegmaier et al. (Gene expression-based high-throughput screening (GE-HTS) and application to leukemia differentiation. Nature Genet. 36, 257-263 (2004)), who realized that if a gene-expression signature was the proxy for a phenotype of interest, it could be used to find small molecules that effect that phenotype without knowledge of a validated drug target. The signatures or pathways of the present invention may be used to screen for drugs that reduce the signature or pathway in cells as described herein. The signature or pathways may be used for GE-HTS. In certain embodiments, pharmacological screens may be used to identify drugs that are selectively toxic to cells having a signature.


The Connectivity Map (cmap) is a collection of genome-wide transcriptional expression data from cultured human cells treated with bioactive small molecules and simple pattern-matching algorithms that together enable the discovery of functional connections between drugs, genes and diseases through the transitory feature of common gene-expression changes (see, Lamb et al., The Connectivity Map: Using Gene-Expression Signatures to Connect Small Molecules, Genes, and Disease. Science 29 Sep. 2006: Vol. 313, Issue 5795, pp. 1929-1935, DOI: 10.1126/science.1132939; and Lamb, J., The Connectivity Map: a new tool for biomedical research. Nature Reviews Cancer January 2007: Vol. 7, pp. 54-60). In certain embodiments, Cmap can be used to screen for small molecules capable of modulating a signature or pathway(s) of the present invention in silico.


Resistance Mechanisms

In certain embodiments, the invention provides methods and compositions for identifying genome-scale loss- (LOF) and gain-of-function (GOF) genetic modifiers of resistance to BCL-2 and BCL-2 family inhibitors such as but not limited to venetoclax. The invention provides screens to be performed to identify target genes and resistance mechanisms in BCL-2 family protein driven cancers. These target genes are identified, for example, by contacting a cell expressing BCL-2 or BCL-2 family protein cell, e.g., a BCL-2 driven tumor cell, with a BCL-2 inhibitor and another modulating agent and monitoring the effect on viability. These target genes In other embodiments, a cell expressing BCL-2 or BCL-2 family protein, e.g., a BCL-2 driven tumor cell is contacted with a BCL-2 inhibitor or other modulating agent and the effect, if any, on the expression of one or more signature genes or one or more products of one or more signature genes is monitored.


In certain embodiments, the present invention provides for genome-scale-loss (LOF) and gain-of-function (GOF) screens. Loss of function screens may use CRISPR systems to knockout individual genes in individual cells in a population of cells. For CRISPR methods, see, e.g. U.S. Pat. Nos. 9,840,713; 9,822,372; 9,790,490; 8,999,641; 8,993,233; 8,945,839; 8,932,814; 8,906,616; 8,895,308; 8,889,418; 8,889,356; 8,871,445; 8,865,406; 8,795,965; 8,771,945; 8,697,359 and US Patent Publication Nos. 20180274017; 20180235961; 20180171297; 20180127783; 20180068062; 20170211142; 20160338326; 20160305934; 20160282354; 20140335620; 20140287938; 20140273232; 20140273231; 20140256046; 20140248702; 20140242700; 20140242699; 20140242664; 20140234972; 20140227787; 20140186843; 20140179770; 20140179006 and 20140170753. Gain of function screens may use vectors that overexpress individual genes in individual cells in a population of cells. In certain embodiments, the screening method screens for cell viability. Cell viability may be tested for by measuring enrichment of cells comprising either guide sequences or vectors specific to a target gene. Cell viability may be tested for by measuring depletion of cells comprising either guide sequences or vectors specific to a target gene as compared to the original proportion in the initial population. Thus, targets affecting viability may be detected.


In certain embodiments, genomewide screens according to the present invention may be performed in additional cell lines, in particular cancer cell lines. In certain embodiments, the cell is derived from cells taken from a subject, such as a cell line. A wide variety of cell lines for tissue culture models are known in the art. Examples of cell lines include, but are not limited to, OCI-LY1, HT115, RPE1, C8161, CCRF-CEM, MOLT, mIMCD-3, NHDF, HeLa-S3, Huh1, Huh4, Huh7, HUVEC, HASMC, HEKn, HEKa, MiaPaCell, Panc1, PC-3, TF1, CTLL-2, C1R, Rat6, CV1, RPTE, A10, T24, J82, A375, ARH-77, Calu1, SW480, SW620, SKOV3, SK-UT, CaCo2, P388D1, SEM-K2, WEHI-231, HB56, TIB55, Jurkat, J45.01, LRMB, Bcl-1, BC-3, IC21, DLD2, Raw264.7, NRK, NRK-52E, MRC5, MEF, Hep G2, HeLa B, HeLa T4, COS, COS-1, COS-6, COS-M6A, BS-C-1 monkey kidney epithelial, BALB/3T3 mouse embryo fibroblast, 3T3 Swiss, 3T3-L1, 132-d5 human fetal fibroblasts; 10.1 mouse fibroblasts, 293-T, 3T3, 721, 9L, A2780, A2780ADR, A2780cis, A172, A20, A253, A431, A-549, ALC, B16, B35, BCP-1 cells, BEAS-2B, bEnd.3, BHK-21, BR 293, BxPC3, C3H-10T1/2, C6/36, Cal-27, CHO, CHO-7, CHO-IR, CHO-K1, CHO-K2, CHO-T, CHO Dhfr −/−, COR-L23, COR-L23/CPR, COR-L23/5010, COR-L23/R23, COS-7, COV-434, CML T1, CMT, CT26, D17, DH82, DU145, DuCaP, EL4, EM2, EM3, EMT6/AR1, EMT6/AR10.0, FM3, H1299, H69, HB54, HB55, HCA2, HEK-293, HeLa, Hepa1c1c7, HL-60, HMEC, HT-29, Jurkat, JY cells, K562 cells, Ku812, KCL22, KG1, KYO1, LNCap, Ma-Mel 1-48, MC-38, MCF-7, MCF-10A, MDA-MB-231, MDA-MB-468, MDA-MB-435, MDCK II, MDCK II, MOR/0.2R, MONO-MAC 6, MTD-1A, MyEnd, NCI-H69/CPR, NCI-H69/LX10, NCI-H69/LX20, NCI-H69/LX4, NIH-3T3, NALM-1, NW-145, OPCN/OPCT cell lines, Peer, PNT-1A/PNT 2, RenCa, RIN-5F, RMA/RMAS, Saos-2 cells, Sf-9, SkBr3, T2, T-47D, T84, THP1 cell line, U373, U87, U937, VCaP, Vero cells, WM39, WT-49, X63, YAC-1, YAR, and transgenic varieties thereof. Cell lines are available from a variety of sources known to those with skill in the art (see, e.g., the American Type Culture Collection (ATCC) (Manassas, Va.)).


Kits

The present invention also comprises a kit with a detection reagent that binds to one or more signature nucleic acids. Also provided by the invention is an array of detection reagents, e.g., oligonucleotides that can bind to one or more signature nucleic acids. Suitable detection reagents include nucleic acids that specifically identify one or more signature nucleic acids by having homologous nucleic acid sequences, such as oligonucleotide sequences, complementary to a portion of the signature nucleic acids packaged together in the form of a kit. The oligonucleotides can be fragments of the signature genes. For example, the oligonucleotides can be 200, 150, 100, 50, 25, 10 or fewer nucleotides in length. The kit may contain in separate container or packaged separately with reagents for binding them to the matrix), control formulations (positive and/or negative), and/or a detectable label such as fluorescein, green fluorescent protein, rhodamine, cyanine dyes, Alexa dyes, luciferase, radio labels, among others. Instructions (e.g., written, tape, VCR, CD-ROM, etc.) for carrying out the assay may be included in the kit. The assay may for example be in the form of a Northern hybridization or DNA chips or a sandwich ELISA or any other method as known in the art. Alternatively, the kit contains a nucleic acid substrate array comprising one or more nucleic acid sequences.


Although the present invention and its advantages have been described in detail, it should be understood that various changes, substitutions and alterations can be made herein without departing from the spirit and scope of the invention as defined in the appended claims.


Further embodiments are illustrated in the following Examples which are given for illustrative purposes only and are not intended to limit the scope of the invention.


EXAMPLES
Example 1—Loss of Function (LOF) and Gain of Function (GOF) Screens for Venetoclax Resistance

The B-cell lymphoma 2 (BCL-2) family includes both pro- and anti-apoptotic proteins that govern mitochondrial apoptosis. In leukemias and solid cancers, apoptosis dysregulation can result from overexpression of the anti-apoptotic BCL-2 protein that can sequester certain pro-apoptotic BH3-only proteins (BIM, BID) to avoid BAX and BAK oligomerization and subsequent mitochondrial outer membrane permeabilization. Within B cell tumors, BCL-2 dysregulation commonly arises from genetic abnormalities such as the translocation t(14;18)(q32;q21), which places BCL2 under the control of IGH promoter (in follicular lymphoma)1,2; or focal deletion of chromosome 13 (del[13q14]), which leads to loss of a negative regulatory microRNA of BCL-2, miR-15a/16-1 (in chronic lymphocytic leukemia (CLL))3. Thus, BCL-2 has been a rational therapeutic target in lymphoid cancers.


Venetoclax (formerly ABT-199/GDC-0199) is a first-in-class BCL-2 inhibitor and has been recently FDA-approved for the treatment of CLL4. It displaces pro-apoptotic BH3-only proteins from BCL-2, allowing them to activate the mitochondrial pore-forming proteins BAK or BAX5. Despite its potent clinical activity in CLL cases failing control with chemotherapy regimens such as those carrying disruption of TP534, disease progression on venetoclax is becoming an increasing therapeutic challenge6,7.


Here, Applicants aimed to uncover the determinants of venetoclax resistance by using genome-scale survival screens, phenotypic characterization of venetoclax-resistant lymphoid cell lines, and exome-wide sequencing-based analysis of drug-resistant cell lines and primary CLL samples. The complementary analyses revealed venetoclax resistance to involve not only modulation of BCL2-family members, but also broader changes in mitochondrial metabolism.


Genome-scale screens identify BCL-2 family members and novel candidate drivers of venetoclax resistance. To systematically identify drivers of resistance to venetoclax, Applicants performed parallel genome-scale loss-of-function (LOF) and gain-of-function (GOF) genetic modifier screens, using the BCL-2-driven OCI-Ly1 lymphoma cell line (FIG. 1a). For the LOF screen, OCI-Ly1 cells, modified to stably express Cas9, were infected with the Brunello lentiviral library of 76,441 sgRNAs targeting 19,114 genes and 1,000 control sgRNAs8, and treated with venetoclax (or DMSO, as control) for 14 days (FIG. 7a). To evaluate changes in sgRNA representation due to drug treatment, genomic DNA from viable cells on day 14 underwent sequencing for detection of the sgRNA sequences. Although average sgRNA representation was overall decreased in the transduced cells treated with venetoclax compared to duplicate sets of untreated and DMSO-treated transduced cells, a clear subset of venetoclax-treated transduced cells were enriched (FIG. 1b). By analysis with the STARS software (v1.3, Broad Institute)8, sgRNAs corresponding to 11 genes were consistently enriched over 2 replicates after drug treatment compared to DMSO after 14 days (STARS score >4; FIG. 1d, Table 1), with high consistency in the changes in representation amongst the 4 sgRNAs per gene (FIG. 7b). Not surprisingly, four of 11 knocked-out genes encoded pro-apoptotic BCL-2-family proteins (PMAIP1, BAX, BAK1, BCL-2L11). Moreover, the level of representation by sgRNAs corresponding to the other BCL-2 members matched their known functions as either pro- or anti-apoptotic family members (FIG. 7c). Notably, the other 7 candidate hit genes were not BCL-2-family members, but were involved in pathways highly relevant to lymphoid biology. These included NFKBIA, an inhibitor of the NF-Kappa B pathway, lymphoid transcription factors and modulators (IKZF5, ID3, EP300, NFIA), and components of the processes of ubiquitination (OTUD5, UBR5). Several of the discovered genes are recurrently mutated in B cell malignancies: UBR5 in 18% of mantle cell lymphomas9, ID3 in 68% of Burkitt lymphomas10, and NFKBIA in 20% of Hodgkin lymphomas11.


In an analogous fashion, Applicants performed a GOF screen by using a genome-scale library including 17,255 barcoded ORFs encoding 12,952 unique proteins with at least 99% nucleotide and protein match to comprehensively identify genes that confer resistance to venetoclax when overexpressed in OCI-Ly1 cells. A total of 71 ORFs (arising from 70 genes) had a log2 fold change (LFC) greater than 2 (FIG. 1e, Table 2). The top four genes that generated resistance when overexpressed were those encoding known anti-apoptotic proteins (BCL2L1, BCL2L2, BCL2, MCL1). Included among the top 50 genes of the screen were components of the energy-stress sensor PKA/AMPK signaling pathway (ADIPOQ, PRKAR2B, PRKAA2), mitochondrial energy metabolism (SLC25A3) or vesicle transport/autophagy (RNF26, DNM2, PRKD2, ATG5), ribosomal proteins (RPL17, RPS4Y1, RPS15A), and components of ubiquitination (OTUD6A, FBXO9, USP54) (FIG. 1e).


To confirm the LOF screen results, Applicants generated single-gene knockout OCI-Ly1 cell lines for each of the 11 hits (2 cell lines per gene, generated from the 2 most efficient sgRNAs per gene). Applicants also generated control lines corresponding to 2 non-targeting sgRNAs and for 2 sgRNAs targeting TP53 (FIG. 7d). From the GOF screen, Applicants detected two protein kinases components from related signaling pathways (PRKAR2B, PRKAA2). Applicants hence prioritized the generation of 2 OCI-Ly1 cell lines, one with overexpression of the regulatory subunit of cAMP-dependent protein kinase (protein kinase A, PKA) encoded by PRKAR2B and the other, of the catalytic subunit of the AMP-activated protein kinase (AMPK) encoded by PRKAA2, both of which are key regulators of cellular metabolism (FIG. 7e)12,13.


Across the individual knockout cell lines, Applicants observed a decreased sensitivity to venetoclax with median increase in IC50 of 2.1-fold (range, 1.3- to 13.8-fold; P<0.05, extra-sum-of-squares F test) compared to cell lines transduced with 2 non-targeting control sgRNAs (FIG. 1f, FIG. 7f). Moreover, all generated knockout and overexpression lines showed increased cumulative growth over 10 days of in vitro venetoclax treatment (FIG. 1h). Exposure of the knockout cell lines to venetoclax increased the degree of depletion of the targeted protein and enriched the frequency of frameshift indels generated by the introduction of sgRNAs into the cell lines (FIG. 7d, g, Table 3). Altogether, these results confirmed the on-target effects of the sgRNAs and the ORFs identified in the analyses of the parallel genome-wide screens.


Determining the Signature of Venetoclax Resistance

In complementary experiments, Applicants characterized the transcript-level and protein expression profiles of a venetoclax-resistant cell line (OCI-Ly1-R, IC50 1 μM), generated through chronic in vitro drug exposure of the parental (OCI-Ly1-S, IC50 4 nM) cells (FIG. 2a). By RNA-sequencing (RNA-Seq) of the resistant and sensitive cell lines, Applicants identified 19 upregulated and 28 downregulated genes (adjusted P-value <0.05; |LFC|>2) (FIG. 8a, Table 3). Comparison of the transcriptomes and the proteomes (identified via mass spectrometry-based proteomics, see Methods) of the OCI-Ly1-S and OCI-Ly1-R cells revealed close concordance across these two platforms (R2=0.4, all genes; R2=0.8, restricted to differentially expressed genes; FIG. 2b), with 14 upregulated and 13 downregulated proteins (adjusted P-value <0.05, |LFC|>2) (Tables 3 and 4).


When evaluated at the gene-level, MCL-1 emerged as the only significantly and coordinately deregulated transcript and protein that also overlapped with the gene hits from the genome-scale screens (FIG. 2b). MCL-1 overexpression has been previously reported in the characterizations of cancer cell lines rendered resistant to BCL-2 inhibition and has been described to sequester the pro-apoptotic BIM protein14,15. Applicants confirmed the relative increase in protein expression of MCL-1 in OCI-Ly1-R cells compared to OCI-Ly1-S cells (FIG. 2c), and observed in vitro synergy between venetoclax and the MCL-1 inhibitor S6384516 on OCI-Ly1-S cells (combination index <1, FIG. 2d-e). MCL-1 inhibition could furthermore restore venetoclax sensitivity to the OCI-Ly1-R cells (FIG. 2f). These results confirm a key role of MCL-1 overexpression in mediating venetoclax resistance.


In contrast to gene-level analysis, pathway-level geneset enrichment analysis (GSEA) based on RNAseq data revealed 35 significantly enriched pathways (nominal P-value <0.05, FDR <0.25) (Table 5). Consistent with pathway-level results from Applicants' gain- and loss-of-function screens, positively regulated pathways included lymphoid differentiation and chromatin maintenance, while top negatively regulated pathways related to metabolism and the endoplasmic reticulum (nominal P-value <0.002, FDR <0.9) (FIG. 2g). In addition, as observed in Applicants' functional genomics screens, the most coordinately upregulated transcripts and proteins (Tables 3 and 4) originated from genes critical to cellular metabolism (AOX1, GLUL, PAPSS1, GATM, TSTD1, GALM, FBP1) (FIG. 2b). GLUL encodes the glutamine synthetase that plays a role in cell survival17; FBP1 encodes the fructose-bisphosphatase 1 and its repression was previously shown to efficiently promote glycolysis18. The other upregulated transcripts/proteins highlighted other mechanisms of potential interest, including cell cycle regulation (CDK6, CDKN1A [encoding p21], TT39C), B-cell biology (DOCK10) as well as autophagy (DENND3, OPTN) and reactive oxygen species generation (CYBB).


Metabolic reprogramming plays a critical role in the resistance to BCL-2 inhibition. Given the dysregulation of proteins critical to AMPK signaling and metabolism in both the GOF screen and in OCI-Ly1-R cells, Applicants hypothesized that metabolic reprogramming also contributes to resistance of malignant B cells to venetoclax. A recent genome-wide CRISPR screen identified AMPK subunits as regulators of oxidative phosphorylation19. Applicants therefore evaluated mitochondrial respiration by measuring the oxygen consumption rate over time following the addition of mitochondrial electron transplant chain (mETC) modulators (Seahorse assay, Methods). Compared to OCI-Ly1-S cells, OCI-Ly1-R cells demonstrated markedly higher rate of oligomycin sensitive oxygen consumption, suggesting a state of higher oxidative phosphorylation (OXPHOS) (FIG. 3a, P<0.0001). Applicants also noted the OCI-Ly1-R cells to have higher levels of reactive oxygen species and higher mitochondrial membrane potential (FIG. 3b, FIG. 8b). Applicants ascertained that this was not a result of an increased mass of mitochondria per cell in the resistant cells, since the quantity of mitochondrial DNA was equivalent between the drug-resistant and -sensitive cells (FIG. 3c). Applicants found that OCI-Ly1-R also exhibited a higher basal level of glycolysis, as assessed by extracellular acidification rate (ECAR) (FIG. 3e, P<0.0001).


To investigate whether venetoclax directly affects cellular energy metabolism, Applicants measured oxygen consumption of the cell lines following venetoclax exposure. Consistent with impairment of OXPHOS by venetoclax, Applicants observed both an immediate decrease in oxygen consumption (by 2-fold within 20 minutes after drug exposure) and an immediate increase in ECAR following venetoclax in the OCI-Ly1-S cells, but not in the OCI-Ly1-R cells (FIGS. 3d and 3e, P<0.0001). The impact on OXPHOS was apoptosis-independent, as it was not fully prevented with the caspase inhibitor zVAD.


In line with these findings, the AMPK inhibitor dorsomorphin (compound C) and drugs targeting the mETC (i.e. oligomycin, antimycin) synergized with venetoclax in the OCI-Ly1-S cells (combination index <1, FIG. 3f, FIG. 8c). Additionally, dorsomorphin and oligomycin could each restore sensitivity to venetoclax in the OCI-Ly1-R cells (FIG. 3g). Altogether, these results show that venetoclax not only induces cell death through caspase activation but also induces rapid changes in metabolism. Furthermore, multiple lines of evidence suggest that resistance to this compound results at least in part from metabolic reprogramming.


To define the possible mechanisms by which the candidate hit genes identified from the survival screens were related to venetoclax resistance, Applicants first evaluated MCL-1 expression in the respective knockout and overexpression cell lines. None of 14 tested cell lines demonstrated elevated MCL-1 levels (FIG. 5a) nor clear sensitivity to MCL-1 inhibition (FIG. 5b), suggesting their engagement in alternative mechanisms of resistance to venetoclax. Transcriptome profiling of each of the knockout cell lines corresponding to 6 non-BCL-2 family member gene candidates revealed the knockout line of the lymphoid transcription factor ID3 as the most similar to the OCI-Ly1-R cell line (FIG. 5c). Shared were transcripts involved in lymphoid signaling (PLCL2, KCNA3, PAG1) or transcription (XBP1), metabolism (CYP2U1, CYBB), apoptosis (TNFRSF21) and Ras signaling (DIRAS1, GNG7, RAPGEF5). Of note, ID2 (closely related to ID3) was amongst the coordinately deregulated transcripts and proteins in the OCI-Ly1-R cell line (indicated in FIG. 2b). Recent work has implicated lymphoid transcriptional factors as metabolic gatekeepers20 and the ID family of genes has been previously suggested to regulate the function of specific mETC complexes, thereby modulating mitochondrial OXPHOS21,22.


In keeping with these reports, PRKAR2B, which Applicants had previously uncovered in the GOF screen, was the most significantly upregulated gene of the ID3 knockout cell line (adjusted P-value <0.05, LFC>2; FIG. 5d). Other strongly dysregulated transcripts fell in the mTOR pathway (e.g. DEPTOR [DEP domain-containing mTOR-interacting protein] gene), and the pathways of Ras signaling (DIRAS1, RHOB, GNG7, SYNGAP1 genes) and B-cell differentiation (EGR1, EGR2). Conversely, overexpression of PRKAR2B (encoding a PKA subunit) or PRKAA2 (encoding the catalytic AMPK subunit) led to repression of both ID3 and ID2 genes (FIG. 5e). Single cell clones derived from the ID3 knockout cell line (FIG. 8d) were more sensitive to the combination of venetoclax and either dorsmorphin or oligomycin than control cells (FIG. 5f), suggesting AMPK dependency and metabolic adaptation related to ID3 repression. PKA and AMPK overexpressing cells demonstrated similar increased sensitivity to the combination of venetoclax and oligomycin (FIG. 8e). Thus, metabolic dysregulation through ID3 links the findings of Applicants' complementary GOF and LOF screens.


Venetoclax resistance in CLL patients is associated with clonal shifts. To determine if there was a genetic basis for the observed drug resistance in the OCI-Ly1-R cells, Applicants compared the results of whole-exome sequencing (WES) of DNA isolated from the OCI-Ly1-R and OCI-Ly1-S cell lines. No non-silent somatic single nucleotide variants (sSNVs) overlapping with Applicants' screen data were identified except in BCL2, a common target of aberrant somatic hypermutation frequently affected in B lymphomas and most B-cell lines.21 However, none involved BH3 domain residues previously linked to venetoclax resistance in cell lines24. Regarding somatic copy number variations (sCNVs), a clear region was amplified on chromosome 1q23 (amp[1q]) in the OC-Ly1-R but not in the OCI-Ly-S cells. No other differential sCNVs were identified (FIG. 6a, FIG. 9a).


Similarly, in a WES-based analysis of paired CLL DNA samples isolated from 6 patients at treatment initiation and at the time of progression on venetoclax (median time to relapse 16.4 months [range, 5.1-22.8].









TABLE 6







Venetoclax resistance in CLL patients.

















Pre-venetoclax









baseline



Time to



Age (y)

cytogenetic
IGHV
Daily
Best
progression


Patient
Gender
Prior therapy
features
status
dose
response
(months)

















1
70 F
FCR
del(17p),
ND
400 mg
PR
22.8





del(11q), CK


2
80 M
FCR, BR,
del(17p),
UM
400 mg
PR
7.1




R-MP,
tri 12, CK




alemtuzumab


3
64 F
FCR
del(17p)
UM
400 mg
PR
16.4


4
54 F
FCR, R-MP
del(17p),
ND
400 mg
PR
5.1





del(11q), tri 12,





del(13q), CK


5
66 M
FR, BR,
normal FISH
UM
400 mg
PR
8.2




ibrutinib,




idelalisib


6
46 M
FCR, BTKi
normal FISH
UM
1200
PR
22.8




(AVL292)


mg then







400 mg
















TABLE 7







Sample Characteristics











Pre-venetoclax
Post-venetoclax
Germline


Patient
sample
sample
sample





1
Marrow MCs
Marrow MCs
saliva


2
PBMCs
PBMCs
saliva


3
FFPE marrow
FFPE marrow
absent



biopsy
biopsy


4
FFPE marrow
Fresh lymph
saliva



biopsy
node biopsy


5
PBMCs
PBMCs
saliva


6
PBMCs
PBMCs
Saliva





Mononuclear cells were isolated with Ficoll/Hypaque density-gradient centrifugation, cryopreserved with 10% DMSO and stored in vapor-phase liquid nitrogen until the time of analysis. MCs, mononuclear cells; PB, peripheral blood; FFPE, formalin-fixed, paraffin-embedded.






Applicants did not identify any sSNVs in BCL2 itself at baseline or at progression, nor in any coding region of BCL-2 family members, despite the observation of marked clonal shifts in all patients (FIG. 6b-c, Methods). No differences in the median mutation rate between baseline and relapse samples across patients were observed (FIG. 9b; Mann-Whitney two-tailed P=0.40). Numerous instances of shifting cancer cell fractions (CCF) of subclones with ATM, TP53 or SF3B1 mutation, even of distinct subclones with differing mutated alleles of the same gene within an individual (FIG. 6c, FIG. 9c-d) were observed, but no sSNVs of known CLL driver mutations were consistently selected with resistance.


The shifts in sCNVs were more revealing. In both Patients 1 and 2, resistance was associated with a large expansion of a subclone carrying a combination of recurrent cancer alterations comprised of del(17p) [TP53], amp(8q) [MYC] and del(8p) [encompasses the TRAIL receptor] (FIG. 5b, FIGS. 9b and 10). Applicants previously described enrichment of del(8p) in the setting of resistance to the targeted BTK inhibitor ibrutinib25, and BCL-2 inhibition has been shown to sensitize human cancer cells to TRAIL-induced apoptosis by inducing the expression of its receptor26. Applicants' finding of amp(8q) (MYC locus) together with the recently reported del(9p) (CDKN2A/B locus) in venetoclax resistant patients27, supports the idea that changes in cell cycle regulation are important in resistance. Applicants noted that Patients 1 and 2 both had truncal SF3B1 and TP53 mutations, suggesting the selection of this complex subclone as a common trajectory (FIG. 6b, FIG. 9c). In line with the cell line data, Applicants observed growing subclones with amp(1q) in 4 of 6 cases (Patients 1, 2, 3 and 4; FIG. 6b, FIG. 9d and FIG. 10). Applicants confirmed a common region of gain of 8 Mb when overlapping cell lines and Patients 1, 2, and 3 data. Contained within this amplified region were several genes of interest including MCL1 and PRKAB2, encoding the regulatory subunit of AMPK (FIG. 6d). In line with cell line data, these results support the involvement of MCL-1 and AMPK in patients.









TABLE 8





Patient sSNVs and sCNVs




















Hugo_Symbol
Patient ID
Chromosome
Start_position
End_position
Variant_Classification





Unknown
MDA-1
20
5049934
5049934
IGR


AATK
MDA-1
17
79100307
79100307
Silent


ABCD4
MDA-1
14
74769649
74769649
5′UTR


ABCF1
MDA-1
6
30557939
30557939
Silent


ABTB2
MDA-1
11
34189512
34189512
Missense_Mutation


ACAD10
MDA-1
12
112140025
112140025
Missense_Mutation


ACAT1
MDA-1
11
108013201
108013201
Silent


ACD
MDA-1
16
67693054
67693054
Intron


ACIN1
MDA-1
14
23547434
23547434
Silent


ACKR3
MDA-1
2
237489447
237489447
Silent


ADC
MDA-1
1
33563771
33563771
Missense_Mutation


ADORA3
MDA-1
1
112031338
112031338
Missense_Mutation


AHNAK2
MDA-1
14
105418236
105418236
Intron


ALG8
MDA-1
11
77850647
77850647
5′UTR


ANO9
MDA-1
11
418786
418786
Silent


ARMC12
MDA-1
6
35716408
35716408
Missense_Mutation


ARSK
MDA-1
5
94901826
94901826
Missense_Mutation


ASAP2
MDA-1
2
9458703
9458703
Silent


ATP13A1
MDA-1
19
19766380
19766380
Silent


ATP6V0B
MDA-1
1
44443534
44443534
Intron


ATP6V0B
MDA-1
1
44443854
44443854
3′UTR


ATP8B4
MDA-1
15
50223345
50223345
Missense_Mutation


BFSP1
MDA-1
20
17474966
17474966
Missense_Mutation


C15orf27
MDA-1
15
76484383
76484383
Silent


C15orf39
MDA-1
15
75500385
75500385
Missense_Mutation


C16orf45
MDA-1
16
15677033
15677033
Intron


C19orf18
MDA-1
19
58469962
58469962
3′UTR


C21orf58
MDA-1
21
47737231
47737231
5′UTR


C2CD2
MDA-1
21
43327136
43327136
Missense_Mutation


CACNA1S
MDA-1
1
201008831
201008831
3′UTR


CAD
MDA-1
2
27438370
27438370
5′Flank


CADM3
MDA-1
1
159169596
159169596
Silent


CAPRIN2
MDA-1
12
30866733
30866733
Missense_Mutation


CASP5
MDA-1
11
104879640
104879640
Intron


CCDC57
MDA-1
17
80146161
80146161
Missense_Mutation


CDC42BPB
MDA-1
14
103412888
103412888
Missense_Mutation


CDK6
MDA-1
7
92462649
92462649
5′UTR


CENPT
MDA-1
16
67859170
67859170
IGR


CEPT1
MDA-1
1
111724875
111724875
Missense_Mutation


CES4A
MDA-1
16
67034915
67034915
Intron


CFTR
MDA-1
7
117171082
117171082
Missense_Mutation


CHRNA4
MDA-1
20
61975048
61975048
IGR


CHRNA4
MDA-1
20
61977100
61977100
3′UTR


CHRNB3
MDA-1
8
42587276
42587276
Missense_Mutation


CHTF18
MDA-1
16
839639
839639
Missense_Mutation


CLTB
MDA-1
5
175843297
175843297
Missense_Mutation


COL18A1
MDA-1
21
46925155
46925155
Silent


COMMD4
MDA-1
15
75632451
75632451
3′UTR


CSMD2
MDA-1
1
34192274
34192274
Missense_Mutation


CTBP1
MDA-1
4
1222131
1222131
Splice_Site


CYP1A2
MDA-1
15
75047364
75047364
Missense_Mutation


DEFA4
MDA-1
8
6793444
6793444
3′UTR


DEFB1
MDA-1
8
6728155
6728155
3′UTR


DIABLO
MDA-1
12
122710543
122710543
Missense_Mutation


DOPEY2
MDA-1
21
37581028
37581028
Silent


DST
MDA-1
6
56472185
56472185
Missense_Mutation


DYNC1H1
MDA-1
14
102493523
102493523
Silent


DYSF
MDA-1
2
71778274
71778274
Silent


EIF2AK4
MDA-1
15
40284365
40284365
Intron


ENPEP
MDA-1
4
111469387
111469387
Missense_Mutation


EP300
MDA-1
22
41575101
41575101
3′UTR


EPHB4
MDA-1
7
100410369
100410369
Splice_Site


ERCC6
MDA-1
10
50732137
50732137
Missense_Mutation


ESYT1
MDA-1
12
56532010
56532010
Missense_Mutation


EXPH5
MDA-1
11
108384034
108384034
Missense_Mutation


EXPH5
MDA-1
11
108381304
108381304
Missense_Mutation


FAM111B
MDA-1
11
58892455
58892455
Silent


FAM65B
MDA-1
6
24936164
24936164
5′UTR


FAM71B
MDA-1
5
156593004
156593004
Missense_Mutation


FBXL16
MDA-1
16
745861
745861
Silent


FLNB
MDA-1
3
58109215
58109215
Silent


FLYWCH2
MDA-1
16
2946755
2946755
Missense_Mutation


FNBP4
MDA-1
11
47788853
47788853
5′UTR


FNBP4
MDA-1
11
47776121
47776121
Missense_Mutation


FZD8
MDA-1
10
35928269
35928269
3′UTR


GCC1
MDA-1
7
127223259
127223259
Silent


GNA15
MDA-1
19
3148650
3148650
Silent


GPR144
MDA-1
9
127230406
127230406
Silent


GRIP1
MDA-1
12
66742963
66742963
Missense_Mutation


HAVCR1
MDA-1
5
156482307
156482307
Missense_Mutation


HGD
MDA-1
3
120393783
120393783
Silent


HNRNPM
MDA-1
19
8528518
8528518
Missense_Mutation


HNRNPUL2
MDA-1
11
62489302
62489302
Missense_Mutation


HSD17B12
MDA-1
11
43876811
43876811
3′UTR


HSDL2
MDA-1
9
115232876
115232876
3′UTR


IGHM
MDA-1
14
106322331
106322331
RNA


INTS6
MDA-1
13
51938412
51938412
IGR


IQGAP1
MDA-1
15
90931555
90931555
5′UTR


ITPR1
MDA-1
3
4687151
4687151
Silent


JMJD1C
MDA-1
10
64927838
64927838
Silent


JMJD1C
MDA-1
10
64974886
64974886
Missense_Mutation


JPH3
MDA-1
16
87678135
87678135
Silent


JPH4
MDA-1
14
24040505
24040505
Missense_Mutation


KDELR2
MDA-1
7
6505949
6505949
Silent


KIAA0020
MDA-1
9
2827078
2827078
Missense_Mutation


KIAA1109
MDA-1
4
123131078
123131078
Splice_Site


KLF11
MDA-1
2
10187822
10187822
Missense_Mutation


KNTC1
MDA-1
12
123087655
123087655
Intron


KRT35
MDA-1
17
39637094
39637094
Missense_Mutation


KRTAP24-1
MDA-1
21
31654701
31654701
Missense_Mutation


LINC00207
MDA-1
22
44966400
44966400
lincRNA


LRIG2
MDA-1
1
113661942
113661942
Missense_Mutation


LRRC16B
MDA-1
14
24526377
24526377
Splice_Site


LSM14B
MDA-1
20
60705322
60705322
Missense_Mutation


MB21D2
MDA-1
3
192516813
192516813
Missense_Mutation


MCF2L2
MDA-1
3
182923971
182923971
Missense_Mutation


MED12L
MDA-1
3
151101587
151101587
Silent


MIR1207
MDA-1
8
129061462
129061462
RNA


MLXIP
MDA-1
12
122618415
122618415
Missense_Mutation


MSLNL
MDA-1
16
825490
825490
Missense_Mutation


MST1
MDA-1
3
49723393
49723393
Missense_Mutation


MT1L
MDA-1
16
56651379
56651379
RNA


MT3
MDA-1
16
56624854
56624854
Missense_Mutation


MTHFD2L
MDA-1
4
75091057
75091057
Missense_Mutation


MUC17
MDA-1
7
100675393
100675393
Silent


MYO10
MDA-1
5
16701732
16701732
Missense_Mutation


NARS
MDA-1
18
55273918
55273918
Missense_Mutation


NCBP1
MDA-1
9
100409817
100409817
Missense_Mutation


NCOR2
MDA-1
12
124862913
124862913
Silent


NDUFB10
MDA-1
16
2013040
2013040
IGR


NEK9
MDA-1
14
75568358
75568358
Splice_Site


NEU4
MDA-1
2
242757729
242757729
Silent


NFATC4
MDA-1
14
24836781
24836781
Intron


NKX2-6
MDA-1
8
23563912
23563912
Missense_Mutation


NNT
MDA-1
5
43651894
43651894
Missense_Mutation


NPAT
MDA-1
11
108093355
108093355
5′UTR


NRXN1
MDA-1
2
50574367
50574367
Intron


NUMBL
MDA-1
19
41174010
41174010
Missense_Mutation


OGFOD2
MDA-1
12
123463489
123463489
Missense_Mutation


ORAI3
MDA-1
16
30965479
30965479
Intron


OTUD7B
MDA-1
1
149907209
149907209
IGR


OXSR1
MDA-1
3
38207236
38207236
De_novo_Start_OutOfFrame


PAFAH1B3
MDA-1
19
42806354
42806354
Intron


PALD1
MDA-1
10
72285814
72285814
Missense_Mutation


PAPPA
MDA-1
9
118997737
118997737
Silent


PCDHGB3
MDA-1
5
140778157
140778157
Intron


PCID2
MDA-1
13
113833282
113833282
Missense_Mutation


PDE6A
MDA-1
5
149276036
149276036
Silent


PI4KA
MDA-1
22
21165309
21165309
Silent


PIK3C2A
MDA-1
11
17167386
17167386
Intron


PKD1L1
MDA-1
7
47921683
47921683
Splice_Site


PKD1L3
MDA-1
16
71976911
71976911
RNA


PKD2L2
MDA-1
5
137275656
137275656
3′UTR


PMEL
MDA-1
12
56351763
56351763
Missense_Mutation


POU5F1
MDA-1
6
31130524
31130524
IGR


PPM1D
MDA-1
17
53677718
58677718
5′UTR


PPP1R1B
MDA-1
17
37783643
37783643
5′UTR


PPP4R1
MDA-1
18
9583132
9583132
Missense_Mutation


PRKD3
MDA-1
2
37501808
37501808
Silent


PRR24
MDA-1
19
47778307
47778307
Missense_Mutation


PSD4
MDA-1
2
113943416
113943416
Intron


RAB3GAP2
MDA-1
1
220320914
220320914
IGR


RAC2
MDA-1
22
37637174
37637174
Intron


RAPGEF6
MDA-1
5
130788792
130788792
Missense_Mutation


RASGRF1
MDA-1
15
79254437
79254437
3′UTR


RP11-54D18.3
MDA-1
9
15047904
15047904
RNA


RP11-794P6.2
MDA-1
11
111327280
111327280
Intron


RTKN
MDA-1
2
74657626
74657626
Missense_Mutation


RTN3
MDA-1
11
63521144
63521144
Silent


SDCCAG8
MDA-1
1
243433414
243433414
Silent


SH3BGR
MDA-1
21
40887097
40887097
3′UTR


SLC13A3
MDA-1
20
45217841
45217841
Missense_Mutation


SLC17A4
MDA-1
6
25778222
25778222
Missense_Mutation


SLC25A15
MDA-1
13
41373522
41373522
Intron


SLIRP
MDA-1
14
78189606
78189606
IGR


SON
MDA-1
21
34926768
34926768
Missense_Mutation


SORCS2
MDA-1
4
7194810
7194810
Missense_Mutation


SPAG6
MDA-1
10
22680829
22680829
Missense_Mutation


SRRM2
MDA-1
16
2802811
2802811
5′UTR


SUSD2
MDA-1
22
24580150
24580150
Silent


SYT14
MDA-1
1
210337320
210337320
IGR


SZT2
MDA-1
1
43916570
43916570
3′UTR


TDRD6
MDA-1
6
46657514
46657514
Missense_Mutation


TDRD6
MDA-1
6
46656177
46656177
Silent


THBS1
MDA-1
15
39885328
39885328
Silent


TIE1
MDA-1
1
43779586
43779586
Missense_Mutation


TIE1
MDA-1
1
43770936
43770936
Missense_Mutation


TLR4
MDA-1
9
120476185
120476185
Nonsense_Mutation


TMED4
MDA-1
7
44619029
44619029
3′UTR


TNFAIP8
MDA-1
5
118690924
118690924
5′UTR


TNIK
MDA-1
3
170811733
170811733
Silent


TRPC1
MDA-1
3
142443349
142443349
5′UTR


TSPAN4
MDA-1
11
850346
850346
Silent


UBA7
MDA-1
3
49851352
49851352
5′UTR


USP37
MDA-1
2
219423357
219423357
Missense_Mutation


USP4
MDA-1
3
49365185
49365185
Silent


VPS4A
MDA-1
16
69352811
69352811
IGR


VWA8
MDA-1
13
42179335
42179335
Missense_Mutation


WDR78
MDA-1
1
67390719
67390719
5′Flank


WIPF1
MDA-1
2
175426977
175426977
3′UTR


YPEL4
MDA-1
11
57414510
57414510
Missense_Mutation


ZCCHC4
MDA-1
4
25334843
25334843
Missense_Mutation


ZFHX4
MDA-1
8
77763768
77763768
Silent


ZMYM6
MDA-1
1
35472669
35472669
Missense_Mutation


ZNF215
MDA-1
11
6977338
6977338
Missense_Mutation


ZNF219
MDA-1
14
21567088
21567088
5′UTR


ZNF28
MDA-1
19
53303413
53303413
IGR


ZNF408
MDA-1
11
46726678
46726678
Silent


ZNF408
MDA-1
11
46726773
46726773
Missense_Mutation


ZNF408
MDA-1
11
46726774
46726774
Silent


ZNF517
MDA-1
8
146033535
146033535
Missense_Mutation


ZNF560
MDA-1
19
9577708
9577708
Missense_Mutation


ZNF696
MDA-1
8
144378499
144378499
Silent


ZNF883
MDA-1
9
115760450
115760450
lincRNA


loss_17p
MDA-1
17
11268
11268
arm_level


DIS3
MDA-1
13
73346034
73346034
Splice_Site


FLG
MDA-1
1
152285533
152285533
Missense_Mutation


MTOR
MDA-1
1
11273600
11273600
Silent


DYSF
MDA-1
2
71816674
71816674
Intron


C1orf141
MDA-1
1
67591462
67591462
In_Frame_Del


NFKBIA
MDA-1
14
35871144
35871144
3′UTR


COL1A1
MDA-1
17
48268874
48268874
Intron


SIPA1
MDA-1
11
65417544
65417544
Intron


DPAGT1
MDA-1
11
118972984
118972984
5′UTR


PRPSAP1
MDA-1
17
74303641
74303641
IGR


FN3K
MDA-1
17
80707026
80707026
Intron


MGP
MDA-1
12
15037257
15037257
Intron


GUCY2D
MDA-1
17
7906495
7906495
In_Frame_Del


LMBR1
MDA-1
7
156549023
156549023
Intron


COL6A1
MDA-1
21
47407300
47407300
Intron


TRPM4
MDA-1
19
49669256
49669256
Intron


RP11-295K3.1
MDA-1
11
1775188
1775188
Intron


AE000661.50
MDA-1
14
22887651
22887651
lincRNA


C17orf66
MDA-1
17
34185385
34185385
Intron


CLEC17A
MDA-1
19
14706064
14706064
Intron


EXOSC9
MDA-1
4
122731087
122731087
Intron


FARP2
MDA-1
2
242381871
242381871
Intron


SON
MDA-1
21
34924280
34924280
In_Frame_Del


NUDT17
MDA-1
1
145588656
145588656
Intron


AKAP12
MDA-1
6
151672689
151672689
Missense_Mutation


PLEKHG1
MDA-1
6
151161157
151161157
Missense_Mutation


SYNE1
MDA-1
6
152702311
152702311
Missense_Mutation


HORMAD2
MDA-1
22
30494844
30494844
Frame_Shift_Del


ATP8B2
MDA-1
1
154315677
154315677
Silent


CTD-2090I13.1
MDA-1
1
227618307
227618307
lincRNA


LYST
MDA-1
1
235901547
235901547
Intron


EXOC6B
MDA-1
2
72723734
72723734
Intron


ADAMTS13
MDA-1
9
136303408
136303408
Missense_Mutation


ADRA1A
MDA-1
8
26721824
26721824
Silent


AGAP1
MDA-1
2
236708124
236708124
Silent


ALOX15B
MDA-1
17
7942858
7942858
Missense_Mutation


ALOX15B
MDA-1
17
7942611
7942611
Silent


ASXL3
MDA-1
18
31241641
31241641
Silent


BAI3
MDA-1
6
70042825
70042825
Missense_Mutation


BMP2
MDA-1
20
6759416
6759416
Missense_Mutation


C1orf228
MDA-1
1
45163892
45163892
Missense_Mutation


C6orf223
MDA-1
6
43968844
43968844
Missense_Mutation


CDH23
MDA-1
10
73434870
73434870
Splice_Site


CHST9
MDA-1
18
24496858
24496858
Missense_Mutation


CHSY3
MDA-1
5
129520406
129520406
Missense_Mutation


CLCN6
MDA-1
1
11900298
11900298
3′UTR


CLCN6
MDA-1
1
11900279
11900279
Nonstop_Mutation


DMXL1
MDA-1
5
118539121
118539121
Missense_Mutation


EDC3
MDA-1
15
74963997
74963997
Missense_Mutation


FAM160B1
MDA-1
10
116623340
116623340
3′UTR


GIMAP7
MDA-1
7
150217208
150217208
Missense_Mutation


HERC2
MDA-1
15
28525392
28525392
Missense_Mutation


HIST1H2AC
MDA-1
6
26124770
26124770
Missense_Mutation


HTR7
MDA-1
10
92508591
92508591
3′UTR


IGSF9B
MDA-1
11
133792571
133792571
Missense_Mutation


JUNB
MDA-1
19
12902748
12902748
Missense_Mutation


KIRREL
MDA-1
1
158047907
158047907
Missense_Mutation


MAGI2
MDA-1
7
78150857
78150857
5′UTR


NLRP5
MDA-1
19
56565030
56565030
Missense_Mutation


OAS2
MDA-1
12
113447025
113447025
Missense_Mutation


PAX9
MDA-1
14
37132532
37132532
Silent


PIWIL2
MDA-1
8
22168789
22168789
Silent


PSG9
MDA-1
19
43763145
43763145
Silent


SEC11C
MDA-1
18
56816778
56816778
Missense_Mutation


SEC14L3
MDA-1
22
30860845
30860845
Missense_Mutation


SLC18A3
MDA-1
10
50819048
50819048
Missense_Mutation


SLC26A9
MDA-1
1
205887995
205887995
Silent


TMEM91
MDA-1
19
41869348
41869348
Intron


USP8
MDA-1
15
50782476
50782476
Missense_Mutation


XRN1
MDA-1
3
142119314
142119314
Missense_Mutation


XRRA1
MDA-1
11
74556315
74556315
Splice_Site


ZNF318
MDA-1
6
43336757
43336757
Missense_Mutation


ATM
MDA-1
11
108203621
108203621
Nonsense_Mutation


ATM
MDA-1
11
108206648
108206648
Missense_Mutation


SERPINB13
MDA-1
18
61264391
61264391
Missense_Mutation


SF3B1
MDA-1
2
198266834
198266834
Missense_Mutation


TP53
MDA-1
17
7577539
7577539
Missense_Mutation


gain_1q23.3
MDA-1
1
155899084
155899084
focal_level


gain_TERT
MDA-1
5
0
0
focal_level


SFSWAP
MDA-1
12
132262624
132262624
In_Frame_Ins


loss_10q25.1
MDA-1
10
0
0
focal_level


gain_6p21.1
MDA-1
6
0
0
focal_level


gain_22q11.21
MDA-1
22
0
0
focal_level


gain_MCL1
MDA-1
1
0
0
focal_level


gain_9p24.2
MDA-1
9
0
0
focal_level


gain_11q13.2
MDA-1
11
0
0
focal_level


AMOTL1
MDA-1
11
94532695
94532695
Silent


CADPS2
MDA-1
7
122056192
122056192
Missense_Mutation


GAS2L3
MDA-1
12
101012342
101012342
Missense_Mutation


IDO1
MDA-1
8
39782839
39782839
Missense_Mutation


KBTBD11
MDA-1
8
1949784
1949784
Silent


NPR2
MDA-1
9
35811698
35811698
IGR


OR10K1
MDA-1
1
158435618
158435618
Missense_Mutation


PGBD1
MDA-1
6
28269532
28269532
Missense_Mutation


PLCH1
MDA-1
3
155199029
155199029
Missense_Mutation


PSMD9
MDA-1
12
122326731
122326731
5′UTR


TAPT1
MDA-1
4
16228907
16228907
5′Flank


TP53
MDA-1
17
7578263
7578263
Nonsense_Mutation


TSC2
MDA-1
16
2106716
2106716
Silent


SLC4A4
MDA-1
4
72102269
72102269
Intron


BAZ2A
MDA-1
12
56995184
56995184
Frame_Shift_Ins


gain_KRAS
MDA-1
12
25243120
25243120
focal_level


loss_6q
MDA-1
6
89926979
89926979
arm_level


DRG2
MDA-1
17
17991306
17991306
5′Flank


homdel_2q37.3
MDA-1
2
242135224
242135224
focal_level


gain_AKT3
MDA-1
1
244999804
244999804
focal_level


AP000275.65
MDA-1
21
33975570
33975570
Frame_Shift_Ins


ASCC3
MDA-1
6
101248307
101248307
Silent


CTNNA2
MDA-1
2
80136918
80136918
Missense_Mutation


DST
MDA-1
6
56330919
56330919
Missense_Mutation


FAM179B
MDA-1
14
45465138
45465138
Intron


MTERFD2
MDA-1
2
242036571
242036571
Intron


PNLDC1
MDA-1
6
160222206
160222206
Missense_Mutation


RASSF8
MDA-1
12
26217538
26217538
Missense_Mutation


RDH16
MDA-1
12
57345813
57345813
Nonstop_Mutation


SYNM
MDA-1
15
99678194
99678194
IGR


TCTN2
MDA-1
12
124172597
124172597
Splice_Site


TRBV25-1
MDA-1
7
142378971
142378971
RNA


TRIM24
MDA-1
7
138210057
138210057
Missense_Mutation


gain_MDM4
MDA-1
1
0
0
focal_level


gain_11q14.1
MDA-1
11
0
0
focal_level


loss_9p13.1
MDA-1
9
0
0
focal_level


gain_19q13.42
MDA-1
19
0
0
focal_level


gain_11q22.2
MDA-1
11
0
0
focal_level


gain_CCND1
MDA-1
11
0
0
focal_level


gain_8q21.13
MDA-1
8
0
0
focal_level


MTMR3
MDA-1
22
30384504
30384504
5′UTR


MYPN
MDA-1
10
69961683
69961683
Silent


SPIDR
MDA-1
8
48585972
48585972
Intron


VNN1
MDA-1
6
133014444
133014444
Missense_Mutation


ERCC2
MDA-1
19
45860751
45860751
Missense_Mutation


homdel_19q13.32
MDA-1
19
45643447
45643447
focal_level


gain_NKX2-1
MDA-1
14
0
0
focal_level


homdel_3p26.3
MDA-1
3
0
0
focal_level


homdel_11p15.5
MDA-1
11
372620
372620
focal_level


gain_5q35.3
MDA-1
5
0
0
focal_level


loss_16q23.1
MDA-1
16
0
0
focal_level


gain_10p15.1
MDA-1
10
93514
93514
focal_level


loss_1p36.23
MDA-1
1
0
0
focal_level


homdel_STK11
MDA-1
19
66207
66207
focal_level


gain_ZNF217
MDA-1
20
0
0
focal_level


homdel_BRCA1
MDA-1
17
0
0
focal_level


gain_3q29
MDA-1
3
184035626
184035626
focal_level


FAM13C
MDA-1
10
61120839
61120839
Intron


IGHV1-24
MDA-1
14
106733177
106733177
RNA


NDUFA9
MDA-1
12
4768297
4768297
Missense_Mutation


PABPC4L
MDA-1
4
135121930
135121930
Missense_Mutation


TDRD9
MDA-1
14
104493257
104493257
Missense_Mutation


homdel_16p13.3
MDA-1
16
64355
64355
focal_level


homdel_17q25.3
MDA-1
17
78933941
78933941
focal_level


loss_9q34.3
MDA-1
9
134738488
134738488
focal_level


gain_E2F3
MDA-1
6
17600996
17600996
focal_level


loss_19q
MDA-1
19
26500001
26500001
arm_level


loss_19p
MDA-1
19
7794161
7794161
arm_level


loss_15q
MDA-1
15
20169963
20169963
arm_level


homdel_12q24.33
MDA-1
12
124158259
124158259
focal_level


gain_17q11.2
MDA-1
17
22023424
22023424
focal_level


gain_13q34
MDA-1
13
111009859
111009859
focal_level


gain_13q
MDA-1
13
28636105
28636105
arm_level


loss_18p
MDA-1
18
3135636
3135636
arm_level


loss_1q44
MDA-1
1
244999804
244999804
focal_level


homdel_4p16.3
MDA-1
4
502688
502688
focal_level


loss_APC
MDA-1
5
98192256
98192256
focal_level


gain_ERBB2
MDA-1
17
36352492
36352492
focal_level


gain_9p
MDA-1
9
14783
14783
arm_level


homdel_10q26.3
MDA-1
10
129839197
129839197
focal_level


gain_NEDD9
MDA-1
6
203616
203616
focal_level


homdel_21q22.3
MDA-1
21
41032953
41032953
focal_level


homdel_16q23.1
MDA-1
16
74908224
74908224
focal_level


homdel_IKZF2
MDA-1
2
211421050
211421050
focal_level


homdel_1p36.23
MDA-1
1
1391715
1391715
focal_level


loss_22q
MDA-1
22
19026506
19026506
arm_level


AMOTL2
MDA-2
3
134090204
134090204
Silent


ANAPC4
MDA-2
4
25382101
25382101
Splice_Site


ANKRD11
MDA-2
16
89341518
89341518
Nonsense_Mutation


BIRC3
MDA-2
11
102207790
102207790
Missense_Mutation


C8orf48
MDA-2
8
13424852
13424852
Nonsense_Mutation


CDH11
MDA-2
16
65026835
65026835
Missense_Mutation


COL6A5
MDA-2
3
130188150
130188150
Silent


CORO1A
MDA-2
16
30198004
30198004
Missense_Mutation


CPEB2
MDA-2
4
15005914
15005914
Silent


DIRAS3
MDA-2
1
68512864
68512864
Silent


DNAH9
MDA-2
17
11648208
11648208
Missense_Mutation


EGR2
MDA-2
10
64573332
64573332
Missense_Mutation


ELP3
MBA-2
8
28019514
28019514
Splice_Site


ENKD1
MDA-2
16
67696094
67696094
IGR


ENO2
MDA-2
12
7026829
7026829
Intron


FLNB
MDA-2
3
57994391
57994391
Missense_Mutation


FPR2
MDA-2
19
52272264
52272264
Missense_Mutation


GABARAPL2
MDA-2
16
75601950
75601950
Missense_Mutation


GPR133
MDA-2
12
131488811
131488811
Nonsense_Mutation


HCN1
MDA-2
5
45396641
45396641
Missense_Mutation


IGHMBP2
MDA-2
11
68697880
68697880
Intron


IKBIP
MDA-2
12
99020023
99020023
Silent


INTU
MDA-2
4
128608937
128608937
Missense_Mutation


IRS2
MDA-2
13
110436229
110436229
Silent


KIAA0196
MDA-2
8
126073352
126073352
Missense_Mutation


MED7
MDA-2
5
156566010
156566010
Missense_Mutation


MICAL3
MDA-2
22
18387572
18387572
Missense_Mutation


MTMR12
MDA-2
5
32263277
32263277
Missense_Mutation


OBSL1
MDA-2
2
220417648
220417648
Silent


PCGF5
MDA-2
10
93000303
93000303
Missense_Mutation


SCO1
MDA-2
17
10584508
10584508
Silent


SLC12A4
MDA-2
16
67980168
67980168
Missense_Mutation


SLC26A8
MDA-2
6
35987370
35987370
Missense_Mutation


SNED1
MDA-2
2
241988534
241988534
Missense_Mutation


SOX5
MDA-2
12
23793755
23793755
Silent


SYNE1
MDA-2
6
152776560
152776560
Splice_Site


TACR2
MDA-2
10
71164666
71164666
Silent


TBX6
MDA-2
16
30100374
30100374
Missense_Mutation


TDRD6
MDA-2
6
46656097
46656097
Missense_Mutation


TMEM175
MDA-2
4
947036
947036
Missense_Mutation


UBA52
MDA-2
19
18686046
18686046
3′UTR


ZNF408
MDA-2
11
46722598
46722598
Start_Codon_SNP


ATM
MDA-2
11
108199835
108199835
Missense_Mutation


IRF4
MDA-2
6
394950
394950
Missense_Mutation


IRF4
MDA-2
6
394951
394951
Missense_Mutation


TP53
MDA-2
17
7578406
7578406
Missense_Mutation


gain_21q
MDA-2
21
0
0
arm_level


homdel_17q25.3
MDA-2
17
76692090
76692090
focal_level


homdel_22q13.32
MDA-2
22
42540374
42540374
focal_level


homdel_19q13.32
MDA-2
19
40400564
40400564
focal_level


homdel_14q32.33
MDA-2
14
102323122
102323122
focal_level


loss_18q23
MDA-2
18
74962837
74962837
focal_level


homdel_17p13.3
MDA-2
17
11268
11268
focal_level


gain_1q23.3
MDA-2
1
153631640
153631640
focal_level


NLGN1
MDA-2
3
173993271
173993271
Frame_Shift_Del


gain_22q11.21
MDA-2
22
19466599
19466599
focal_level


gain_MDM4
MDA-2
1
204234120
204234120
focal_level


homdel_10q25.1
MDA-2
10
0
0
focal_level


homdel_STK11
MDA-2
19
1108895
1108895
focal_level


loss_12q24.33
MDA-2
12
0
0
focal_level


homdel_19q13.43
MDA-2
19
54819095
54819095
focal_level


homdel_2q37.3
MDA-2
2
0
0
focal_level


gain_ZNF217
MDA-2
20
0
0
focal_level


gain_E2F3
MDA-2
6
203616
203616
focal_level


loss_19p
MDA-2
19
66207
66207
arm_level


homdel_7p22.3
MDA-2
7
193501
193501
focal_level


gain_4p
MDA-2
4
6578378
6578378
arm_level


gain_12q
MDA-2
12
35800001
35800001
arm_level


gain_MDM2
MDA-2
12
57957163
57957163
focal_level


gain_NEDD9
MDA-2
6
203616
203616
focal_level


loss_5q35.3
MDA-2
5
179538518
179538518
focal_level


loss_20p
MDA-2
20
68379
68379
arm_level


gain_8p
MDA-2
8
0
0
arm_level


gain_CCND1
MDA-2
11
0
0
focal_level


homdel_21q22.3
MDA-2
21
46078042
46078042
focal_level


homdel_16q23.1
MDA-2
16
0
0
focal_level


gain_18q
MDA-2
18
0
0
arm_level


loss_16p
MDA-2
16
15680630
15680630
arm_level


loss_11q23.1
MDA-2
11
82444131
82444131
focal_level


NELL1
MDA-2
11
20699494
20699494
Frame_Shift_Del


loss_22q
MDA-2
22
16157621
16157621
arm_level


gain_17q24.2
MDA-2
17
0
0
focal_level


gain_IGF1R
MDA-2
15
90347519
90347519
focal_level


loss_MLL3
MDA-2
7
0
0
focal_level


homdel_1p36.23
MDA-2
1
12175
12175
focal_level


gain_NKX2-1
MDA-2
14
0
0
focal_level


gain_13q
MDA-2
13
0
0
arm_level


loss_15q15.1
MDA-2
15
0
0
focal_level


gain_CDK4
MDA-2
12
57957163
57957163
focal_level


loss_8p21.2
MDA-2
8
0
0
focal_level


gain_10p15.1
MDA-2
10
0
0
focal_level


gain_11q14.1
MDA-2
11
0
0
focal_level


gain_7q36.3
MDA-2
7
154720339
154720339
focal_level


gain_12p
MDA-2
12
19592927
19592927
arm_level


homdel_10q26.3
MDA-2
10
134062573
134062573
focal_level


gain_12p13.33
MDA-2
12
78865
78865
focal_level


gain_9p24.2
MDA-2
9
0
0
focal_level


homdel_9q34.3
MDA-2
9
136081283
136081283
focal_level


homdel_4p16.3
MDA-2
4
59385
59385
focal_level


gain_KRAS
MDA-2
12
19592927
19592927
focal_level


homdel_5q35.3
MDA-2
5
0
0
focal_level


gain_3q
MDA-2
3
130313169
130313169
arm_level


loss_17p
MDA-2
17
11268
11268
arm_level


loss_4p
MDA-2
4
6578378
6578378
arm_level


gain_5q
MDA-2
5
69736634
69736634
arm_level


gain_11q13.2
MDA-2
11
0
0
focal_level


homdel_15q15.1
MDA-2
15
20169963
20169963
focal_level


AGXT2
MDA-3
5
35037047
35037047
Splice_Site


BCL11B
MDA-3
14
99640472
99640472
3′UTR


BTBD19
MDA-3
1
45279566
45279566
3′UTR


CAPRIN2
MDA-3
12
30881755
30881755
Nonsense_Mutation


CDH2
MDA-3
18
25565083
25565083
Missense_Mutation


CEP112
MDA-3
17
64125931
64125931
Missense_Mutation


CPN1
MDA-3
10
101823394
101823394
Missense_Mutation


DDX49
MDA-3
19
19038937
19038937
Splice_Site


DNAH17
MDA-3
17
76456002
76456002
Missense_Mutation


DTNA
MDA-3
18
32392010
32392010
Missense_Mutation


HNF1B
MDA-3
17
36099531
36099531
Silent


HNF4A
MDA-3
20
43053034
43053034
Intron


HTRA3
MDA-3
4
8288312
8288312
Silent


IL1R2
MDA-3
2
102641126
102641126
Missense_Mutation


ITGA4
MDA-3
2
182402403
182402403
IGR


LAPTM5
MDA-3
1
31230602
31230602
De_novo_Start_OutOfFrame


MAN1B1
MDA-3
9
140002966
140002966
Missense_Mutation


NBPF22P
MDA-3
5
85578423
85578423
RNA


NCKAP1
MDA-3
2
183800091
183800091
Missense_Mutation


NIPAL4
MDA-3
5
156894089
156894089
Missense_Mutation


NRXN2
MDA-3
11
64435958
64435958
Missense_Mutation


OBSCN
MDA-3
1
228399849
228399849
Missense_Mutation


OR4C6
MDA-3
11
55433623
55433623
3′UTR


OR4C6
MDA-3
11
55433624
55433624
3′UTR


OR4N5
MDA-3
14
20612441
20612441
Nonsense_Mutation


OR52N2
MDA-3
11
5842456
5842456
Silent


P4HA3
MDA-3
11
74022497
74022497
Missense_Mutation


PCSK2
MDA-3
20
17462397
17462397
Silent


PDCD11
MDA-3
10
105184926
105184926
Silent


PDE6C
MDA-3
10
95372819
95372819
Missense_Mutation


PDE6H
MDA-3
12
15131080
15131080
Splice_Site


PNOC
MDA-3
8
28186755
28186755
Silent


POU5F1
MDA-3
6
31138427
31138427
Intron


PRKAA2
MDA-3
1
57169881
57169881
Silent


RBL2
MDA-3
16
53503957
53503957
Missense_Mutation


RPS7
MDA-3
2
3625354
3625354
Missense_Mutation


SH3TC2
MDA-3
5
148384418
148384418
Silent


SLCO3A1
MDA-3
15
92663804
92663804
Silent


SNAP25
MDA-3
20
10277587
10277587
Missense_Mutation


SPATA17
MDA-3
1
217915399
217915399
Missense_Mutation


SYNPO2
MDA-3
4
119978776
119978776
Missense_Mutation


SYT3
MDA-3
19
51140536
51140536
Missense_Mutation


TMEM222
MDA-3
1
27662013
27662013
3′UTR


TRIP10
MDA-3
19
6741049
6741049
Missense_Mutation


VPS13B
MDA-3
8
100147957
100147957
Missense_Mutation


VWDE
MDA-3
7
12409877
12409877
Silent


WDFY3
MDA-3
4
85729561
85729561
Missense_Mutation


ZCCHC10
MDA-3
5
132362200
132362200
Silent


loss_11q23.1
MDA-3
11
103780484
103780484
focal_level


SF3B1
MDA-3
2
198267361
198267361
Missense_Mutation


gain_MCL1
MDA-3
1
0
0
focal_level


CYB5RL
MDA-3
1
54640457
54640457
Frame_Shift_Del


gain_8q
MDA-3
8
54142123
54142123
arm_level


homdel_STK11
MDA-3
19
0
0
focal_level


TP53
MDA-3
17
7578480
7578480
In_Frame_Del


homdel_APC
MDA-3
5
0
0
focal_level


gain_IGF1R
MDA-3
15
0
0
focal_level


loss_14q32.33
MDA-3
14
106330010
106330010
focal_level


loss_8p
MDA-3
8
417733
417733
arm_level


homdel_14q32.33
MDA-3
14
0
0
focal_level


gain_11q22.2
MDA-3
11
0
0
focal_level


homdel_RB1
MDA-3
13
0
0
focal_level


loss_19q
MDA-3
19
0
0
arm_level


loss_19p
MDA-3
19
0
0
arm_level


loss_6p
MDA-3
6
0
0
arm_level


loss_3p26.3
MDA-3
3
0
0
focal_level


loss_17p
MDA-3
17
11268
11268
arm_level


homdel_15q15.1
MDA-3
15
35045126
35045126
focal_level


EIF4A1
MDA-3
17
7474085
7474085
5′Flank


Unknown
DFCI-5243
13
114453897
114453897
IGR


AC015849.16
DFCI-5243
17
34235657
34235657
lincRNA


AC015849.16
DFCI-5243
17
34235658
34235658
lincRNA


AHNAK
DFCI-5243
11
62298814
62298814
Silent


ANPEP
DFCI-5243
15
90346930
90346930
Missense_Mutation


ATP4A
DFCI-5243
19
36051399
36051399
Missense_Mutation


B3GALT2
DFCI-5243
1
193150535
193150535
Missense_Mutation


BHLHE40
DFCI-5243
3
5021888
5021888
Intron


BUB1
DFCI-5243
2
111413397
111413397
Missense_Mutation


C17orf70
DFCI-5243
17
79517349
79517349
Missense_Mutation


C1orf101
DFCI-5243
1
244715837
244715837
Silent


C1orf141
DFCI-5243
1
67561036
67561036
Missense_Mutation


C8orf37
DFCI-5243
8
96264494
96264494
Missense_Mutation


CEP152
DFCI-5243
15
49085631
49085631
Missense_Mutation


CHD2
DFCI-5243
15
93557977
93557977
Nonsense_Mutation


CHRNB2
DFCI-5243
1
154542795
154542795
Missense_Mutation


COL12A1
DFCI-5243
6
75818846
75818846
Missense_Mutation


CPZ
DFCI-5243
4
8620213
8620213
Missense_Mutation


CRIM1
DFCI-5243
2
36739471
36739471
Missense_Mutation


CRIP2
DFCI-5243
14
105944697
105944697
Splice_Site


DKK3
DFCI-5243
11
11989955
11989955
Missense_Mutation


DNAH8
DFCI-5243
6
38819441
38819441
Silent


DOCK1
DFCI-5243
10
129249683
129249683
Missense_Mutation


FAR2
DFCI-5243
12
29446197
29446197
Intron


FLNB
DFCI-5243
3
58132626
58132626
Silent


FTMT
DFCI-5243
5
121187843
121187843
Missense_Mutation


GAL3ST2
DFCI-5243
2
242742809
242742809
Missense_Mutation


GIT1
DFCI-5243
17
27902682
27902682
Missense_Mutation


GUCA2A
DFCI-5243
1
42628585
42628585
Missense_Mutation


IGHG1
DFCI-5243
14
106208271
106208271
RNA


IGHJ6
DFCI-5243
14
106330112
106330112
RNA


IGHJ6
DFCI-5243
14
106330303
106330303
RNA


IGHM
DFCI-5243
14
106322169
106322169
RNA


IGHV2-26
DFCI-5243
14
106757764
106757764
RNA


IGHV3-23
DFCI-5243
14
106725322
106725322
RNA


IGHV3-23
DFCI-5243
14
106725401
106725401
RNA


IGHV3-23
DFCI-5243
14
106725638
106725638
RNA


IGLV3-21
DFCI-5243
22
23055439
23055439
RNA


IGLV3-21
DFCI-5243
22
23055509
23055509
RNA


IGLV3-21
DFCI-5243
22
23055535
23055535
RNA


IGLV4-3
DFCI-5243
22
23213939
23213939
RNA


IGLV4-3
DFCI-5243
22
23213951
23213951
RNA


IGLV4-3
DFCI-5243
22
23214029
23214029
RNA


IGLV4-3
DFCI-5243
22
23214032
23214032
RNA


IGLV4-3
DFCI-5243
22
23214070
23214070
RNA


LAMB4
DECI-5243
7
107748104
107748104
Missense_Mutation


LPPR4
DFCI-5243
1
99771478
99771478
Missense_Mutation


LRP1
DFCI-5243
12
57593084
57593084
Nonsense_Mutation


MEFV
DFCI-5243
16
3304458
3304458
Intron


MLH3
DFCI-5243
14
75515428
75515428
Nonsense_Mutation


MMP16
DFCI-5243
8
89053931
89053931
Missense_Mutation


MYH7
DFCI-5243
14
23884924
23884924
Missense_Mutation


NAALADL2
DFCI-5243
3
174814707
174814707
Silent


NLRC5
DFCI-5243
16
57060669
57060669
Missense_Mutation


NPAT
DFCI-5243
11
108031824
108031824
Missense_Mutation


NRXN3
DFCI-5243
14
80328170
80328170
Missense_Mutation


NUAK1
DFCI-5243
12
106477645
106477645
Silent


OR4K14
DFCI-5243
14
20482830
20482830
Missense_Mutation


PAQR4
DFCI-5243
16
3021331
3021331
Intron


PCLO
DFCI-5243
7
82582228
82582228
Missense_Mutation


PLA2G2E
DFCI-5243
1
20246902
20246902
Missense_Mutation


PLCB1
DFCI-5243
20
8665676
8665676
Missense_Mutation


PPA1
DFCI-5243
10
71977629
71977629
Missense_Mutation


RAPGEF2
DFCI-5243
4
160279443
160279443
3′UTR


RCC2
DFCI-5243
1
17752073
17752073
Missense_Mutation


REEP6
DFCI-5243
19
1497371
1497371
3′UTR


RGMA
DFCI-5243
15
93595250
93595250
Silent


RING1
DFCI-5243
6
33177736
33177736
Missense_Mutation


RNF213
DFCI-5243
17
78313787
78313787
Missense_Mutation


SALL1
DFCI-5243
16
51174769
51174769
5′Flank


SCNN1A
DFCI-5243
12
6464558
6464558
Silent


SLC35E2B
DFCI-5243
1
1602985
1602985
Missense_Mutation


SNAP91
DFCI-5243
6
84300969
84300969
Missense_Mutation


SNAP91
DFCI-5243
6
84417596
84417596
Silent


SNCAIP
DFCI-5243
5
121776408
121776408
Missense_Mutation


SPDYE4
DFCI-5243
17
8660637
8660637
Nonsense_Mutation


SYMPK
DFCI-5243
19
46351042
46351042
Missense_Mutation


TENM3
DFCI-5243
4
183674641
183674641
Missense_Mutation


TIMD4
DFCI-5243
5
156381444
156381444
Missense_Mutation


TMEM178A
DFCI-5243
2
39931271
39931271
Missense_Mutation


TMEM216
DFCI-5243
11
61160711
61160711
Missense_Mutation


TMEM242
DFCI-5243
6
157744517
157744517
Silent


TMPRSS9
DFCI-5243
19
2399142
2399142
Silent


TRIM27
DFCI-5243
6
28879492
28879492
Missense_Mutation


TRIML2
DFCI-5243
4
189019400
189019400
Nonsense_Mutation


UGT3A1
DFCI-5243
5
35965535
35965535
Missense_Mutation


WDR46
DFCI-5243
6
33256726
33256726
Missense_Mutation


ZFP36L2
DFCI-5243
2
43452046
43452046
Silent


ZNF488
DFCI-5243
10
48370750
48370750
Missense_Mutation


SF3B1
DFCI-5243
2
198267364
198267364
Missense_Mutation


SF3B1
DFCI-5243
2
198267360
198267360
Missense_Mutation


SF3B1
DFCI-5243
2
198267355
198267355
Missense_Mutation


TP53
DFCI-5243
17
7577568
7577568
Missense_Mutation


gain_8q24.3
DFCI-5243
8
0
0
focal_level


ADNP2
DFCI-5243
18
77896576
77896576
Frame_Shift_Del


loss_9p21.2
DFCI-5243
9
0
0
focal_level


loss_9p21.3
DFCI-5243
9
0
0
focal_level


SEC16A
DFCI-5243
9
139354108
139354108
Intron


homdel_14q32.33
DFCI-5243
14
106436541
106436541
focal_level


loss_18p
DFCI-5243
18
0
0
arm_level


gain_MYC
DFCI-5243
8
0
0
focal_level


loss_9q34.3
DFCI-5243
9
0
0
focal_level


gain_1q23.3
DFCI-5243
1
0
0
focal_level


gain_22q11.21
DFCI-5243
22
0
0
focal_level


loss_5p
DFCI-5243
5
0
0
arm_level


loss_14q
DFCI-5243
14
0
0
arm_level


loss_5q
DFCI-5243
5
0
0
arm_level


C5orf45
DFCI-5243
5
179278379
179278379
Intron


DNAH6
DFCI-5243
2
84851685
84851685
Frame_Shift_Del


loss_8p11.21
DFCI-5243
8
0
0
focal_level


gain_4q
DFCI-5243
4
0
0
arm_level


gain_4p
DFCI-5243
4
0
0
arm_level


loss_18q23
DFCI-5243
18
0
0
focal_level


loss_9p24.1
DFCI-5243
9
0
0
focal_level


ZFC3H1
DFCI-5243
12
72004352
72004352
Intron


loss_PARK2
DFCI-5243
6
0
0
focal_level


gain_MCL1
DFCI-5243
1
0
0
focal_level


LIFR
DFCI-5243
5
38506742
38506742
Intron


loss_4q
DFCI-5243
4
0
0
arm_level


gain_8q
DFCI-5243
8
91813930
91813930
arm_level


gain_8p
DFCI-5243
8
0
0
arm_level


loss_4p
DFCI-5243
4
0
0
arm_level


gain_10q
DFCI-5243
10
0
0
arm_level


gain_18p
DFCI-5243
18
0
0
arm_level


PDE6A
DFCI-5243
5
149247333
149247333
Frame_Shift_Del


C10orf137
DFCI-5243
10
127422796
127422796
Intron


gain_8q23.3
DECI-5243
8
0
0
focal_level


loss_RB1
DFCI-5243
13
0
0
focal_level


loss_10q
DFCI-5243
10
0
0
arm_level


gain_8q22.2
DFCI-5243
8
0
0
focal_level


loss_8p
DFCI-5243
8
0
0
arm_level


RAB4B-EGLN2
DFCI-5243
19
41286513
41286513
Intron


gain_13q
DFCI-5243
13
0
0
arm_level


CHD2
DFCI-5243
15
93489277
93489277
Frame_Shift_Del


DDX11
DFCI-5243
12
31255035
31255035
Intron


gain_7q36.3
DFCI-5243
7
0
0
focal_level


MYB
DFCI-5243
6
135507082
135507082
Frame_Shift_Del


homdel_RB1
DFCI-5243
13
46946342
46946342
focal_level


gain_6q
DFCI-5243
6
0
0
arm_level


SRSF12
DFCI-5243
6
89816808
89816808
Intron


gain_7q
DFCI-5243
7
0
0
arm_level


gain_7p
DFCI-5243
7
0
0
arm_level


loss_6p
DFCI-5243
6
0
0
arm_level


loss_17p13.3
DFCI-5243
17
11268
11268
focal_level


loss_17p
DFCI-5243
17
0
0
arm_level


loss_10p15.3
DFCI-5243
10
0
0
focal_level


gain_6p
DFCI-5243
6
0
0
arm_level


gain_5q
DFCI-5243
5
0
0
arm_level


loss_21q
DFCI-5243
21
0
0
arm_level


MTR
DFCI-5243
1
237013559
237013559
Intron


ANGPTL6
DFCI-5591
19
10204247
10204247
Missense_Mutation


BCAR1
DFCI-5591
16
75271198
75271198
Silent


BHLHA15
DFCI-5591
7
97841917
97841917
Missense_Mutation


BID
DFCI-5591
22
18218233
18218233
3′UTR


C10orf11
DFCI-5591
10
77818427
77818427
Nonsense_Mutation


C7
DFCI-5591
5
40972658
40972658
Nonsense_Mutation


CEND1
DFCI-5591
11
788346
788346
Missense_Mutation


CXCR2
DFCI-5591
2
219000146
219000146
Missense_Mutation


DEFB114
DFCI-5591
6
49928146
49928146
Silent


DNAH5
DFCI-5591
5
13810295
13810295
Silent


DNHD1
DFCI-5591
11
6561128
6561128
Missense_Mutation


EDNRA
DFCI-5591
4
148406926
148406926
Silent


EXOC6B
DFCI-5591
2
72727078
72727078
Silent


GRM5
DFCI-5591
11
88323800
88323800
Silent


HADH
DFCI-5591
4
108926012
108926012
Intron


IRF8
DFCI-5591
16
85952268
85952268
Missense_Mutation


KIF20B
DFCI-5591
10
91528048
91528048
Splice_Site


LPHN3
DFCI-5591
4
62936529
62936529
Missense_Mutation


MPP5
DFCI-5591
14
67768145
67768145
Nonsense_Mutation


MT1A
DFCI-5591
16
56669949
56669949
5′Flank


MTIF3
DFCI-5591
13
28009715
28009715
IGR


NAV2
DFCI-5591
11
20044578
20044578
Intron


NCKAP5
DFCI-5591
2
133543162
133543162
Silent


NDRG1
DFCI-5591
8
134260968
134260968
Missense_Mutation


PDZRN4
DFCI-5591
12
41966165
41966165
Splice_Site


RBM38
DFCI-5591
20
55967758
55967758
Missense_Mutation


RD3
DFCI-5591
1
211654657
211654657
Missense_Mutation


RIOK1
DFCI-5591
6
7403005
7403005
Intron


ROBO4
DFCI-5591
11
124756289
124756289
Intron


SAMHD1
DFCI-5591
20
35545453
35545453
Splice_Site


SAMHD1
DFCI-5591
20
35545450
35545450
Nonsense_Mutation


SEMA4G
DFCI-5591
10
102738735
102738735
Missense_Mutation


SEMA6D
DFCI-5591
15
48062908
48062908
Silent


SLC25A10
DFCI-5591
17
79682553
79682553
Missense_Mutation


SPATS2
DFCI-5591
12
49893882
49893882
Missense_Mutation


TENM2
DFCI-5591
5
167379775
167379775
Missense_Mutation


TMEM176B
DFCI-5591
7
150487604
150487604
IGR


TMPRSS15
DFCI-5591
21
19666585
19666585
Splice_Site


TNIP3
DFCI-5591
4
122085425
122085425
Intron


TRAF5
DFCI-5591
1
211526705
211526705
Missense_Mutation


TRBC2
DFCI-5591
7
142498969
142498969
RNA


ZNF16
DFCI-5591
8
146157523
146157523
Missense_Mutation


ZNF292
DFCI-5591
6
87964825
87964825
Missense_Mutation


ZNF296
DFCI-5591
19
45575370
45575370
Missense_Mutation


ZNF629
DFCI-5591
16
30793826
30793826
Missense_Mutation


FAT1
DFCI-5591
4
187628840
187628840
Silent


KEL
DFCI-5591
7
142658532
142658532
Silent


NRAS
DFCI-5591
1
115256529
115256529
Missense_Mutation


loss_14q32.33
DFCI-5591
14
106478155
106478155
focal_level


SAMHD1
DFCI-5591
20
35545235
35545235
Splice_Site


IRF8
DFCI-5591
16
85954853
85954853
Frame_Shift_Del


homdel_APC
DFCI-5591
5
89854675
89854675
focal_level


homdel_14q32.33
DFCI-5591
14
0
0
focal_level


HAL
DFCI-5591
12
96379985
96379985
Intron


NOTCH1
DFCI-5591
9
139390649
139390649
Frame_Shift_Del


XPO4
DFCI-5591
13
21370223
21370223
Frame_Shift_Del


SAMHD1
DFCI-5591
20
35526886
35526886
Frame_Shift_Ins


RAI1
DFCI-5591
17
17699398
17699398
Frame_Shift_Ins


ABCA13
JB-0126
7
48314267
48314267
Silent


ANO5
JB-0126
11
22283745
22283745
Missense_Mutation


ASXL3
JB-0126
18
31318986
31318986
Missense_Mutation


ATP12A
JB-0126
13
25283966
25283966
Splice_Site


BRSK2
JB-0126
11
1466575
1466575
Missense_Mutation


C17orf62
JB-0126
17
80401837
80401837
Intron


CDK5R1
JB-0126
17
30815159
30815159
Missense_Mutation


COL12A1
JB-0126
6
75851747
75851747
Splice_Site


COX15
JB-0126
10
101476107
101476107
Nonsense_Mutation


CTD-3064M3.7
JB-0126
8
142446906
142446906
RNA


DROSHA
JB-0126
5
31422948
31422948
Missense_Mutation


DSEL
JB-0126
18
65180361
65180361
Missense_Mutation


FAM120A
JB-0126
9
96318716
96318716
Missense_Mutation


FSIP2
JB-0126
2
186673166
186673166
Nonsense_Mutation


GALNT5
JB-0126
2
158156101
158156101
IGR


GPT
JB-0126
8
145731356
145731356
Intron


GRIK3
JB-0126
1
37267592
37267592
Missense_Mutation


IRAK1BP1
JB-0126
6
79607875
79607875
Missense_Mutation


MIR518C
JB-0126
19
54209520
54209520
RNA


MYH9
JB-0126
22
36689375
36689375
Splice_Site


NXF1
JB-0126
11
62571282
62571282
Missense_Mutation


OR5AR1
JB-0126
11
56431642
56431642
Missense_Mutation


OR5J2
JB-0126
11
55944294
55944294
Silent


PDIA3
JB-0126
15
44062481
44062481
Missense_Mutation


PGLYRP3
JB-0126
1
153283186
153283186
5′UTR


RCC1
JB-0126
1
28835165
28835165
Intron


RP11-343C2.12
JB-0126
16
69362870
69362870
3′UTR


RPL22L1
JB-0126
3
170585988
170585988
Intron


SLC12A5
JB-0126
20
44675042
44675042
Missense_Mutation


SNHG14
JB-0126
15
25328564
25328564
RNA


TENM3
JB-0126
4
183600992
183600992
Missense_Mutation


TOM1L2
JB-0126
17
17787978
17787978
Silent


TP53
JB-0126
17
7577498
7577498
Splice_Site


TP53
JB-0126
17
7577610
7577610
Splice_Site


TRIM37
JB-0126
17
57125047
57125047
Missense_Mutation


TRIP4
JB-0126
15
64698567
64698567
Missense_Mutation


TUBGCP2
JB-0126
10
135111566
135111566
Missense_Mutation


ZNF12
JB-0126
7
6746108
6746108
5′UTR


ZNF254
JB-0126
19
24216365
24216365
5′UTR


ZNF560
JB-0126
19
9577562
9577562
Silent


loss_14q32.33
JB-0126
14
106757700
106757700
focal_level


PTPN11
JB-0126
12
112888166
112888166
Missense_Mutation


SF3B1
JB-0126
2
198266611
198266611
Splice_Site


SF3B1
JB-0126
2
198267360
198267360
Missense_Mutation


TP53
JB-0126
17
7578395
7578395
Missense_Mutation


TP53
JB-0126
17
7578538
7578538
Missense_Mutation


TP53
JB-0126
17
7577563
7577563
Missense_Mutation


homdel_RB1
JB-0126
13
0
0
focal_level


TC2N
JB-0126
14
92251797
92251797
Intron


gain_22q11.21
JB-0126
22
0
0
focal_level


loss_11p15.5
JB-0126
11
619532
619532
focal_level


SYNE1
JB-0126
6
152763448
152763448
Intron


homdel_APC
JB-0126
5
0
0
focal_level


BAZ2A
JB-0126
12
56994757
56994757
Frame_Shift_Del
















Hugo_Symbol
Variant_Type
Reference_Allele
Tumor_Seq_Allele1
Tumor_Seq_Allele2







Unknown
SNP
C
C
T



AATK
SNP
G
G
A



ABCD4
SNP
G
G
C



ABCF1
SNP
G
G
A



ABTB2
SNP
C
C
T



ACAD10
SNP
G
G
T



ACAT1
SNP
T
T
C



ACD
SNP
T
T
G



ACIN1
SNP
T
T
C



ACKR3
SNP
C
C
T



ADC
SNP
C
C
G



ADORA3
SNP
C
C
T



AHNAK2
SNP
G
G
A



ALG8
SNP
G
G
A



ANO9
SNP
A
A
G



ARMC12
SNP
C
C
T



ARSK
SNP
G
G
A



ASAP2
SNP
G
G
A



ATP13A1
SNP
G
G
A



ATP6V0B
SNP
G
G
A



ATP6V0B
SNP
G
G
A



ATP8B4
SNP
T
T
c



BFSP1
SNP
G
G
T



C15orf27
SNP
C
C
G



C15orf39
SNP
G
G
A



C16orf45
SNP
A
A
C



C19orf18
SNP
G
G
A



C21orf58
SNP
C
C
T



C2CD2
SNP
C
C
T



CACNA1S
SNP
C
C
G



CAD
SNP
G
G
A



CADM3
SNP
C
C
T



CAPRIN2
SNP
G
G
A



CASP5
SNP
T
T
G



CCDC57
SNP
G
G
A



CDC42BPB
SNP
C
C
T



CDK6
SNP
G
G
T



CENPT
SNP
C
C
T



CEPT1
SNP
T
T
G



CES4A
SNP
G
G
A



CFTR
SNP
A
A
T



CHRNA4
SNP
C
C
A



CHRNA4
SNP
C
C
A



CHRNB3
SNP
A
A
G



CHTF18
SNP
A
A
G



CLTB
SNP
G
G
A



COL18A1
SNP
C
C
G



COMMD4
SNP
C
C
G



CSMD2
SNP
C
C
T



CTBP1
SNP
C
C
T



CYP1A2
SNP
G
G
T



DEFA4
SNP
A
A
T



DEFB1
SNP
T
T
C



DIABLO
SNP
A
A
T



DOPEY2
SNP
C
C
G



DST
SNP
T
T
C



DYNC1H1
SNP
A
A
G



DYSF
SNP
C
C
G



EIF2AK4
SNP
T
T
C



ENPEP
SNP
G
G
A



EP300
SNP
T
T
C



EPHB4
SNP
C
C
T



ERCC6
SNP
G
G
A



ESYT1
SNP
G
G
A



EXPH5
SNP
C
C
G



EXPH5
SNP
G
G
T



FAM111B
SNP
C
C
T



FAM65B
SNP
C
C
G



FAM71B
SNP
T
T
G



FBXL16
SNP
G
G
A



FLNB
SNP
G
G
A



FLYWCH2
SNP
G
G
A



FNBP4
SNP
C
C
T



FNBP4
SNP
G
G
C



FZD8
SNP
C
C
G



GCC1
SNP
G
G
A



GNA15
SNP
C
C
T



GPR144
SNP
C
C
T



GRIP1
SNP
C
C
T



HAVCR1
SNP
G
G
A



HGD
SNP
C
C
T



HNRNPM
SNP
C
C
T



HNRNPUL2
SNP
T
T
C



HSD17B12
SNP
G
G
A



HSDL2
SNP
T
T
C



IGHM
SNP
C
C
A



INTS6
SNP
A
A
G



IQGAP1
SNP
A
A
G



ITPR1
SNP
G
G
A



JMJD1C
SNP
G
G
A



JMJD1C
SNP
G
G
T



JPH3
SNP
G
G
A



JPH4
SNP
G
G
A



KDELR2
SNP
G
G
A



KIAA0020
SNP
T
T
C



KIAA1109
SNP
A
A
G



KLF11
SNP
A
A
G



KNTC1
SNP
C
C
A



KRT35
SNP
C
C
A



KRTAP24-1
SNP
T
T
A



LINC00207
SNP
T
T
C



LRIG2
SNP
A
A
G



LRRC16B
SNP
C
C
A



LSM14B
SNP
G
G
A



MB21D2
SNP
T
T
C



MCF2L2
SNP
C
C
A



MED12L
SNP
G
G
A



MIR1207
SNP
A
A
G



MLXIP
SNP
T
T
C



MSLNL
SNP
G
G
A



MST1
SNP
A
A
G



MT1L
SNP
T
T
C



MT3
SNP
G
G
A



MTHFD2L
SNP
A
A
G



MUC17
SNP
G
G
A



MYO10
SNP
G
G
C



NARS
SNP
T
T
G



NCBP1
SNP
G
G
T



NCOR2
SNP
C
C
T



NDUFB10
SNP
T
T
C



NEK9
SNP
A
A
G



NEU4
SNP
C
C
A



NFATC4
SNP
G
G
A



NKX2-6
SNP
A
A
G



NNT
SNP
C
C
T



NPAT
SNP
G
G
C



NRXN1
SNP
G
G
A



NUMBL
SNP
G
G
T



OGFOD2
SNP
C
C
T



ORAI3
SNP
G
G
A



OTUD7B
SNP
A
A
G



OXSR1
SNP
C
C
A



PAFAH1B3
SNP
C
C
G



PALD1
SNP
A
A
G



PAPPA
SNP
T
T
C



PCDHGB3
SNP
G
G
A



PCID2
SNP
T
T
C



PDE6A
SNP
G
G
A



PI4KA
SNP
G
G
A



PIK3C2A
SNP
C
C
T



PKD1L1
SNP
G
G
T



PKD1L3
SNP
A
A
G



PKD2L2
SNP
C
C
A



PMEL
SNP
C
C
T



POU5F1
SNP
C
C
A



PPM1D
SNP
C
C
G



PPP1R1B
SNP
G
G
C



PPP4R1
SNP
T
T
C



PRKD3
SNP
A
A
C



PRR24
SNP
C
C
T



PSD4
SNP
C
C
T



RAB3GAP2
SNP
G
G
A



RAC2
SNP
G
G
A



RAPGEF6
SNP
C
C
T



RASGRF1
SNP
C
C
A



RP11-54D18.3
SNP
T
T
C



RP11-794P6.2
SNP
C
C
A



RTKN
SNP
C
C
T



RTN3
SNP
C
C
A



SDCCAG8
SNP
C
C
T



SH3BGR
SNP
C
C
A



SLC13A3
SNP
C
C
T



SLC17A4
SNP
C
C
T



SLC25A15
SNP
C
C
T



SLIRP
SNP
G
G
A



SON
SNP
G
G
A



SORCS2
SNP
C
C
G



SPAG6
SNP
T
T
C



SRRM2
SNP
A
A
T



SUSD2
SNP
C
C
T



SYT14
SNP
T
T
C



SZT2
SNP
G
G
A



TDRD6
SNP
A
A
G



TDRD6
SNP
C
C
A



THBS1
SNP
G
G
A



TIE1
SNP
A
A
G



TIE1
SNP
G
G
A



TLR4
SNP
G
G
A



TMED4
SNP
A
A
T



TNFAIP8
SNP
C
C
T



TNIK
SNP
G
G
A



TRPC1
SNP
G
G
A



TSPAN4
SNP
C
C
T



UBA7
SNP
A
A
G



USP37
SNP
T
T
C



USP4
SNP
G
G
A



VPS4A
SNP
C
C
T



VWA8
SNP
T
T
G



WDR78
SNP
G
G
C



WIPF1
SNP
G
G
A



YPEL4
SNP
C
C
T



ZCCHC4
SNP
A
A
G



ZFHX4
SNP
A
A
G



ZMYM6
SNP
C
C
T



ZNF215
SNP
A
A
G



ZNF219
SNP
G
G
C



ZNF28
SNP
C
C
T



ZNF408
SNP
C
C
T



ZNF408
SNP
G
G
T



ZNF408
SNP
G
G
T



ZNF517
SNP
A
A
G



ZNF560
SNP
C
C
T



ZNF696
SNP
C
C
T



ZNF883
SNP
C
C
A



loss_17p
CNV
None
None
None



DIS3
SNP
C
C
A



FLG
SNP
C
C
A



MTOR
SNP
T
T
C



DYSF
DEL
C
C




C1orf141
DEL
TTGTCT
TTGTCT




NFKBIA
DEL
TTTTC
TTTTC




COL1A1
DEL
G
G




SIPA1
DEL
G
G




DPAGT1
DEL
A
A




PRPSAP1
DEL
ACTCT
ACTCT




FN3K
DEL
GAGT
GAGT




MGP
INS


T



GUCY2D
DEL
CTG
CTG




LMBR1
DEL
TATC
TATC




COL6A1
DEL
T
T




TRPM4
DEL
G
G




RP11-295K3.1
DEL
CCAGCC
CCAGCC




AE000661.50
INS


A



C17orf66
INS


A



CLEC17A
DEL
C
C




EXOSC9
DEL
CA
CA




FARP2
INS


A



SON
DEL
AGGTTAGCTCA
AGGTTAGCTCA






GGATCCTTAC
GGATCCTTAC



NUDT17
DEL
G
G




AKAP12
SNP
C
C
G



PLEKHG1
SNP
G
G
A



SYNE1
SNP
G
G
C



HORMAD2
DEL
AC
AC




ATP8B2
SNP
C
C
T



CTD-2090I13.1
SNP
C
C
A



LYST
SNP
A
A
G



EXOC6B
INS


GG



ADAMTS13
SNP
G
G
A



ADRA1A
SNP
G
G
A



AGAP1
SNP
G
G
A



ALOX15B
SNP
A
A
G



ALOX15B
SNP
T
T
C



ASXL3
SNP
A
A
T



BAI3
SNP
T
T
C



BMP2
SNP
C
C
T



C1orf228
SNP
G
G
A



C6orf223
SNP
C
C
A



CDH23
SNP
C
C
T



CHST9
SNP
C
C
G



CHSY3
SNP
A
A
T



CLCN6
SNP
T
T
A



CLCN6
SNP
G
G
T



DMXL1
SNP
G
G
T



EDC3
SNP
T
T
C



FAM160B1
SNP
T
T
G



GIMAP7
SNP
A
A
T



HERC2
SNP
C
C
T



HIST1H2AC
SNP
G
G
A



HTR7
SNP
C
C
A



IGSF9B
SNP
G
G
A



JUNB
SNP
G
G
A



KIRREL
SNP
G
G
A



MAGI2
SNP
C
C
T



NLRP5
SNP
C
C
T



OAS2
SNP
A
A
G



PAX9
SNP
G
G
A



PIWIL2
SNP
C
C
A



PSG9
SNP
G
G
A



SEC11C
SNP
G
G
C



SEC14L3
SNP
A
A
G



SLC18A3
SNP
G
G
T



SLC26A9
SNP
G
G
A



TMEM91
SNP
C
C
T



USP8
SNP
C
C
T



XRN1
SNP
C
C
A



XRRA1
SNP
A
A
T



ZNF318
SNP
G
G
A



ATM
SNP
C
C
T



ATM
SNP
C
C
T



SERPINB13
SNP
G
G
A



SF3B1
SNP
T
T
C



TP53
SNP
G
G
C



gain_1q23.3
CNV
None
None
None



gain_TERT
CNV
NA
NA
NA



SFSWAP
INS


CCC



loss_10q25.1
CNV
NA
NA
NA



gain_6p21.1
CNV
NA
NA
NA



gain_22q11.21
CNV
NA
NA
NA



gain_MCL1
CNV
NA
NA
NA



gain_9p24.2
CNV
NA
NA
NA



gain_11q13.2
CNV
NA
NA
NA



AMOTL1
SNP
C
C
T



CADPS2
SNP
T
T
C



GAS2L3
SNP
C
C
T



IDO1
SNP
G
G
A



KBTBD11
SNP
G
G
T



NPR2
SNP
G
G
A



OR10K1
SNP
G
G
T



PGBD1
SNP
A
A
G



PLCH1
SNP
C
C
A



PSMD9
SNP
C
C
T



TAPT1
SNP
C
C
T



TP53
SNP
G
G
A



TSC2
SNP
C
C
T



SLC4A4
DEL
T
T




BAZ2A
INS


A



gain_KRAS
CNV
None
None
None



loss_6q
CNV
None
None
None



DRG2
SNP
C
C
T



homdel_2q37.3
CNV
None
None
None



gain_AKT3
CNV
None
None
None



AP000275.65
INS


GCCTCTGCCT



ASCC3
SNP
T
T
C



CTNNA2
SNP
A
A
C



DST
SNP
C
C
A



FAM179B
SNP
A
A
C



MTERFD2
SNP
C
C
T



PNLDC1
SNP
G
G
C



RASSF8
SNP
A
A
G



RDH16
SNP
T
T
G



SYNM
SNP
G
G
T



TCTN2
SNP
G
G
T



TRBV25-1
SNP
C
C
A



TRIM24
SNP
A
A
G



gain_MDM4
CNV
NA
NA
NA



gain_11q14.1
CNV
NA
NA
NA



loss_9p13.1
CNV
NA
NA
NA



gain_19q13.42
CNV
NA
NA
NA



gain_11q22.2
CNV
NA
NA
NA



gain_CCND1
CNV
NA
NA
NA



gain_8q21.13
CNV
NA
NA
NA



MTMR3
SNP
A
A
T



MYPN
SNP
C
C
T



SPIDR
SNP
T
T
G



VNN1
SNP
A
A
C



ERCC2
SNP
G
G
C



homdel_19q13.32
CNV
None
None
None



gain_NKX2-1
CNV
NA
NA
NA



homdel_3p26.3
CNV
NA
NA
NA



homdel_11p15.5
CNV
None
None
None



gain_5q35.3
CNV
NA
NA
NA



loss_16q23.1
CNV
NA
NA
NA



gain_10p15.1
CNV
None
None
None



loss_1p36.23
CNV
NA
NA
NA



homdel_STK11
CNV
None
None
None



gain_ZNF217
CNV
NA
NA
NA



homdel_BRCA1
CNV
NA
NA
NA



gain_3q29
CNV
None
None
None



FAM13C
SNP
C
C
T



IGHV1-24
SNP
T
T
C



NDUFA9
SNP
A
A
C



PABPC4L
SNP
C
C
T



TDRD9
SNP
A
A
G



homdel_16p13.3
CNV
None
None
None



homdel_17q25.3
CNV
None
None
None



loss_9q34.3
CNV
None
None
None



gain_E2F3
CNV
None
None
None



loss_19q
CNV
None
None
None



loss_19p
CNV
None
None
None



loss_15q
CNV
None
None
None



homdel_12q24.33
CNV
None
None
None



gain_17q11.2
CNV
None
None
None



gain_13q34
CNV
None
None
None



gain_13q
CNV
None
None
None



loss_18p
CNV
None
None
None



loss_1q44
CNV
None
None
None



homdel_4p16.3
CNV
None
None
None



loss_APC
CNV
None
None
None



gain_ERBB2
CNV
None
None
None



gain_9p
CNV
None
None
None



homdel_10q26.3
CNV
None
None
None



gain_NEDD9
CNV
None
None
None



homdel_21q22.3
CNV
None
None
None



homdel_16q23.1
CNV
None
None
None



homdel_IKZF2
CNV
None
None
None



homdel_1p36.23
CNV
None
None
None



loss_22q
CNV
None
None
None



AMOTL2
SNP
G
G
A



ANAPC4
SNP
C
C
T



ANKRD11
SNP
G
G
A



BIRC3
SNP
G
G
T



C8orf48
SNP
G
G
T



CDH11
SNP
G
G
A



COL6A5
SNP
G
G
A



CORO1A
SNP
A
A
G



CPEB2
SNP
G
G
A



DIRAS3
SNP
G
G
A



DNAH9
SNP
T
T
A



EGR2
SNP
C
C
T



ELP3
SNP
G
G
A



ENKD1
SNP
C
C
T



ENO2
SNP
G
G
A



FLNB
SNP
A
A
G



FPR2
SNP
T
T
C



GABARAPL2
SNP
G
G
T



GPR133
SNP
C
C
T



HCN1
SNP
C
C
T



IGHMBP2
SNP
G
G
A



IKBIP
SNP
C
C
T



INTU
SNP
G
G
C



IRS2
SNP
C
C
T



KIAA0196
SNP
G
G
A



MED7
SNP
G
G
C



MICAL3
SNP
G
G
A



MTMR12
SNP
T
T
C



OBSL1
SNP
C
C
A



PCGF5
SNP
C
C
G



SCO1
SNP
G
G
A



SLC12A4
SNP
T
T
G



SLC26A8
SNP
G
G
A



SNED1
SNP
G
G
A



SOX5
SNP
G
G
C



SYNE1
SNP
C
C
G



TACR2
SNP
C
C
T



TBX6
SNP
G
G
A



TDRD6
SNP
G
G
A



TMEM175
SNP
G
G
A



UBA52
SNP
C
C
G



ZNF408
SNP
A
A
G



ATM
SNP
T
T
G



IRF4
SNP
C
C
A



IRF4
SNP
T
T
A



TP53
SNP
C
C
T



gain_21q
CNV
NA
NA
NA



homdel_17q25.3
CNV
None
None
None



homdel_22q13.32
CNV
None
None
None



homdel_19q13.32
CNV
None
None
None



homdel_14q32.33
CNV
None
None
None



loss_18q23
CNV
None
None
None



homdel_17p13.3
CNV
None
None
None



gain_1q23.3
CNV
None
None
None



NLGN1
DEL
T
T




gain_22q11.21
CNV
None
None
None



gain_MDM4
CNV
None
None
None



homdel_10q25.1
CNV
NA
NA
NA



homdel_STK11
CNV
None
None
None



loss_12q24.33
CNV
NA
NA
NA



homdel_19q13.43
CNV
None
None
None



homdel_2q37.3
CNV
NA
NA
NA



gain_ZNF217
CNV
NA
NA
NA



gain_E2F3
CNV
None
None
None



loss_19p
CNV
None
None
None



homdel_7p22.3
CNV
None
None
None



gain_4p
CNV
None
None
None



gain_12q
CNV
None
None
None



gain_MDM2
CNV
None
None
None



gain_NEDD9
CNV
None
None
None



loss_5q35.3
CNV
None
None
None



loss_20p
CNV
None
None
None



gain_8p
CNV
NA
NA
NA



gain_CCND1
CNV
NA
NA
NA



homdel_21q22.3
CNV
None
None
None



homdel_16q23.1
CNV
NA
NA
NA



gain_18q
CNV
NA
NA
NA



loss_16p
CNV
None
None
None



loss_11q23.1
CNV
None
None
None



NELL1
DEL
G
G




loss_22q
CNV
None
None
None



gain_17q24.2
CNV
NA
NA
NA



gain_IGF1R
CNV
None
None
None



loss_MLL3
CNV
NA
NA
NA



homdel_1p36.23
CNV
None
None
None



gain_NKX2-1
CNV
NA
NA
NA



gain_13q
CNV
NA
NA
NA



loss_15q15.1
CNV
NA
NA
NA



gain_CDK4
CNV
None
None
None



loss_8p21.2
CNV
NA
NA
NA



gain_10p15.1
CNV
NA
NA
NA



gain_11q14.1
CNV
NA
NA
NA



gain_7q36.3
CNV
None
None
None



gain_12p
CNV
None
None
None



homdel_10q26.3
CNV
None
None
None



gain_12p13.33
CNV
None
None
None



gain_9p24.2
CNV
NA
NA
NA



homdel_9q34.3
CNV
None
None
None



homdel_4p16.3
CNV
None
None
None



gain_KRAS
CNV
None
None
None



homdel_5q35.3
CNV
NA
NA
NA



gain_3q
CNV
None
None
None



loss_17p
CNV
None
None
None



loss_4p
CNV
None
None
None



gain_5q
CNV
None
None
None



gain_11q13.2
CNV
NA
NA
NA



homdel_15q15.1
CNV
None
None
None



AGXT2
SNR
C
C
A



BCL11B
SNP
G
G
A



BTBD19
SNR
G
G
A



CAPRIN2
SNP
G
G
A



CDH2
SNP
C
C
T



CEP112
SNP
G
G
A



CPN1
SNP
G
G
A



DDX49
SNP
G
G
C



DNAH17
SNP
C
C
T



DTNA
SNP
C
C
T



HNF1B
SNP
C
C
T



HNF4A
SNP
A
A
C



HTRA3
SNP
G
G
T



IL1R2
SNP
C
C
T



ITGA4
SNP
A
A
T



LAPTM5
SNP
G
G
A



MAN1B1
SNP
G
G
C



NBPF22P
SNP
G
G
A



NCKAP1
SNP
A
A
T



NIPAL4
SNP
A
A
G



NRXN2
SNP
G
G
C



OBSCN
SNP
G
G
A



OR4C6
SNP
C
C
A



OR4C6
SNP
A
A
G



OR4N5
SNP
C
C
T



OR52N2
SNP
C
C
G



P4HA3
SNP
A
A
G



PCSK2
SNP
C
C
T



PDCD11
SNP
A
A
G



PDE6C
SNP
A
A
G



PDE6H
SNP
G
G
A



PNOC
SNP
A
A
T



POU5F1
SNP
C
C
T



PRKAA2
SNP
C
C
T



RBL2
SNP
C
C
T



RPS7
SNP
C
C
T



SH3TC2
SNP
C
C
T



SLCO3A1
SNP
G
G
A



SNAP25
SNP
A
A
C



SPATA17
SNP
T
T
A



SYNPO2
SNP
C
C
A



SYT3
SNP
G
G
A



TMEM222
SNP
T
T
C



TRIP10
SNP
C
C
T



VPS13B
SNP
A
A
G



VWDE
SNP
T
T
A



WDFY3
SNP
T
T
A



ZCCHC10
SNP
G
G
T



loss_11q23.1
CNV
None
None
None



SF3B1
SNP
T
T
C



gain_MCL1
CNV
NA
NA
NA



CYB5RL
DEL
CTCTTGGTAA
CTCTTGGTAA




gain_8q
CNV
None
None
None



homdel_STK11
CNV
NA
NA
NA



TP53
DEL
TGTGGAATCAA
TGTGGAATCAA






CCCACAGCTGC
CCCACAGCTGC





ACAGGGCAGGT
ACAGGGCAGGT





CTTGGC
CTTGGC



homdel_APC
CNV
NA
NA
NA



gain_IGF1R
CNV
NA
NA
NA



loss_14q32.33
CNV
None
None
None



loss_8p
CNV
None
None
None



homdel_14q32.33
CNV
NA
NA
NA



gain_11q22.2
CNV
NA
NA
NA



homdel_RB1
CNV
NA
NA
NA



loss_19q
CNV
NA
NA
NA



loss_19p
CNV
NA
NA
NA



loss_6p
CNV
NA
NA
NA



loss_3p26.3
CNV
NA
NA
NA



loss_17p
CNV
None
None
None



homdel_15q15.1
CNV
None
None
None



EIF4A1
DEL
GA
GA




Unknown
SNP
G
G
A



AC015849.16
SNP
C
C
T



AC015849.16
SNP
A
A
G



AHNAK
SNP
C
C
A



ANPEP
SNP
A
A
T



ATP4A
SNP
G
G
A



B3GALT2
SNP
G
G
T



BHLHE40
SNP
C
C
T



BUB1
SNP
C
C
A



C17orf70
SNP
G
G
A



C1orf101
SNP
T
T
C



C1orf141
SNP
C
C
A



C8orf37
SNP
C
C
T



CEP152
SNP
T
T
A



CHD2
SNP
G
G
T



CHRNB2
SNP
G
G
A



COL12A1
SNP
T
T
C



CPZ
SNP
G
G
A



CRIM1
SNP
T
T
C



CRIP2
SNP
G
G
A



DKK3
SNP
C
C
A



DNAH8
SNP
C
C
T



DOCK1
SNP
G
G
A



FAR2
SNP
C
C
A



FLNB
SNP
G
G
T



FTMT
SNP
C
C
A



GAL3ST2
SNP
A
A
G



GIT1
SNP
A
A
T



GUCA2A
SNP
C
C
T



IGHG1
SNP
G
G
C



IGHJ6
SNP
C
C
T



IGHJ6
SNP
C
C
G



IGHM
SNP
C
C
T



IGHV2-26
SNP
G
G
A



IGHV3-23
SNP
G
G
A



IGHV3-23
SNP
A
A
G



IGHV3-23
SNP
C
C
T



IGLV3-21
SNP
A
A
G



IGLV3-21
SNP
C
C
A



IGLV3-21
SNP
C
C
T



IGLV4-3
SNP
G
G
A



IGLV4-3
SNP
G
G
C



IGLV4-3
SNP
C
C
T



IGLV4-3
SNP
C
C
G



IGLV4-3
SNP
G
G
T



LAMB4
SNP
G
G
A



LPPR4
SNP
C
C
T



LRP1
SNP
C
C
T



MEFV
SNP
G
G
A



MLH3
SNP
G
G
A



MMP16
SNP
C
C
A



MYH7
SNP
C
C
T



NAALADL2
SNP
G
G
A



NLRC5
SNP
G
G
A



NPAT
SNP
A
A
G



NRXN3
SNP
T
T
A



NUAK1
SNP
A
A
T



OR4K14
SNP
C
C
A



PAQR4
SNP
C
C
T



PCLO
SNP
C
C
A



PLA2G2E
SNP
G
G
T



PLCB1
SNP
G
G
T



PPA1
SNP
C
C
T



RAPGEF2
SNP
C
C
A



RCC2
SNP
G
G
T



REEP6
SNP
G
G
T



RGMA
SNP
G
G
A



RING1
SNP
G
G
A



RNF213
SNP
G
G
A



SALL1
SNP
G
G
A



SCNN1A
SNP
G
G
T



SLC35E2B
SNP
C
C
T



SNAP91
SNP
C
C
T



SNAP91
SNP
A
A
G



SNCAIP
SNP
G
G
T



SPDYE4
SNP
G
G
A



SYMPK
SNP
C
C
T



TENM3
SNP
G
G
A



TIMD4
SNP
G
G
A



TMEM178A
SNP
C
C
T



TMEM216
SNP
T
T
A



TMEM242
SNP
G
G
A



TMPRSS9
SNP
C
C
T



TRIM27
SNP
T
T
C



TRIML2
SNP
G
G
A



UGT3A1
SNP
C
C
T



WDR46
SNP
G
G
C



ZFP36L2
SNP
G
G
A



ZNF488
SNP
A
A
T



SF3B1
SNP
T
T
c



SF3B1
SNP
T
T
G



SF3B1
SNP
C
C
A



TP53
SNP
C
C
G



gain_8q24.3
CNV
NA
NA
NA



ADNP2
DEL
AG
AG




loss_9p21.2
CNV
NA
NA
NA



loss_9p21.3
CNV
NA
NA
NA



SEC16A
DEL
CGAGAAGG
CGAGAAGG




homdel_14q32.33
CNV
None
None
None



loss_18p
CNV
NA
NA
NA



gain_MYC
CNV
NA
NA
NA



loss_9q34.3
CNV
NA
NA
NA



gain_1q23.3
CNV
NA
NA
NA



gain_22q11.21
CNV
NA
NA
NA



loss_5p
CNV
NA
NA
NA



loss_14q
CNV
NA
NA
NA



loss_5q
CNV
NA
NA
NA



C5orf45
DEL
GGAATGAGATT
GGAATGAGATT






CTATGGACTTG
CTATGGACTTG





GA
GA



DNAH6
DEL
TACAC
TACAC




loss_8p11.21
CNV
NA
NA
NA



gain_4q
CNV
NA
NA
NA



gain_4p
CNV
NA
NA
NA



loss_18q23
CNV
NA
NA
NA



loss_9p24.1
CNV
NA
NA
NA



ZFC3H1
DEL
AAGACAGGGAA
AAGACAGGGAA






GCATAGAAGT
GCATAGAAGT



loss_PARK2
CNV
NA
NA
NA



gain_MCL1
CNV
NA
NA
NA



LIFR
DEL
A
A




loss_4q
CNV
NA
NA
NA



gain_8q
CNV
None
None
None



gain_8p
CNV
NA
NA
NA



loss_4p
CNV
NA
NA
NA



gain_10q
CNV
NA
NA
NA



gain_18p
CNV
NA
NA
NA



PDE6A
DEL
CCAGAATTCA
CCAGAATTCA




C10orf137
DEL
C
C




gain_8q23.3
CNV
NA
NA
NA



loss_RB1
CNV
NA
NA
NA



loss_10q
CNV
NA
NA
NA



gain_8q22.2
CNV
NA
NA
NA



loss_8p
CNV
NA
NA
NA



RAB4B-EGLN2
DEL
AGAG
AGAG




gain_13q
CNV
NA
NA
NA



CHD2
DEL
G
G




DDX11
DEL
GTCCCTG
GTCCCTG




gain_7q36.3
CNV
NA
NA
NA



MYB
DEL
GTGAC
GTGAC




homdel_RB1
CNV
None
None
None



gain_6q
CNV
NA
NA
NA



SRSF12
DEL
AATACATATAT
AATACATATAT





GTATAAGCACG
GTATAAGCACG





CATA
CATA



gain_7q
CNV
NA
NA
NA



gain_7p
CNV
NA
NA
NA



loss_6p
CNV
NA
NA
NA



loss_17p13.3
CNV
None
None
None



loss_17p
CNV
NA
NA
NA



loss_10p15.3
CNV
NA
NA
NA



gain_6p
CNV
NA
NA
NA



gain_5q
CNV
NA
NA
NA



loss_21q
CNV
NA
NA
NA



MTR
DEL
TAAAA
TAAAA




ANGPTL6
SNP
C
C
T



BCAR1
SNP
G
G
A



BHLHA15
SNP
G
G
A



BID
SNP
C
C
T



C10orf11
SNP
C
C
A



C7
SNP
G
G
A



CEND1
SNP
G
G
T



CXCR2
SNP
C
C
T



DEFB114
SNP
C
C
T



DNAH5
SNP
C
C
T



DNHD1
SNP
G
G
A



EDNRA
SNP
C
C
T



EXOC6B
SNP
A
A
T



GRM5
SNP
T
T
C



HADH
SNP
T
T
C



IRF8
SNP
A
A
T



KIF20B
SNP
A
A
G



LPHN3
SNP
G
G
A



MPP5
SNP
C
C
T



MT1A
SNP
G
G
C



MTIF3
SNP
C
C
T



NAV2
SNP
C
C
A



NCKAP5
SNP
G
G
A



NDRG1
SNP
C
C
T



PDZRN4
SNP
G
G
A



RBM38
SNP
A
A
T



RD3
SNP
G
G
A



RIOK1
SNP
A
A
G



ROBO4
SNP
G
G
A



SAMHD1
SNP
C
C
T



SAMHD1
SNP
C
C
T



SEMA4G
SNP
G
G
A



SEMA6D
SNP
A
A
G



SLC25A10
SNP
G
G
A



SPATS2
SNP
C
C
T



TENM2
SNP
G
G
A



TMEM176B
SNP
T
T
C



TMPRSS15
SNP
A
A
G



TNIP3
SNP
G
G
A



TRAF5
SNP
C
C
G



TRBC2
SNP
C
C
T



ZNF16
SNP
G
G
T



ZNF292
SNP
C
C
A



ZNF296
SNP
G
G
A



ZNF629
SNP
G
G
A



FAT1
SNP
C
C
T



KEL
SNP
C
C
T



NRAS
SNP
T
T
C



loss_14q32.33
CNV
None
None
None



SAMHD1
DEL
TAGAAGG
TAGAAGG




IRF8
DEL
TCATTTT
TCATTTT




homdel_APC
CNV
None
None
None



homdel_14q32.33
CNV
NA
NA
NA



HAL
DEL
T
T




NOTCH1
DEL
AG
AG




XPO4
DEL
CTGAAAT
CTGAAAT




SAMHD1
INS


A



RAI1
INS


G



ABCA13
SNP
T
T
C



ANO5
SNP
T
T
A



ASXL3
SNP
T
T
C



ATP12A
SNP
G
G
A



BRSK2
SNP
G
G
C



C17orf62
SNP
T
T
C



CDK5R1
SNP
C
C
T



COL12A1
SNP
C
C
T



COX15
SNP
G
G
A



CTD-3064M3.7
SNP
G
G
A



DROSHA
SNP
C
C
T



DSEL
SNP
G
G
T



FAM120A
SNP
G
G
C



FSIP2
SNP
T
T
A



GALNT5
SNP
G
G
C



GPT
SNP
G
G
A



GRIK3
SNP
G
G
A



IRAK1BP1
SNP
A
A
T



MIR518C
SNP
C
C
T



MYH9
SNP
C
C
T



NXF1
SNP
T
T
A



OR5AR1
SNP
A
A
G



OR5J2
SNP
A
A
T



PDIA3
SNP
A
A
G



PGLYRP3
SNP
G
G
A



RCC1
SNP
C
C
T



RP11-343C2.12
SNP
A
A
G



RPL22L1
SNP
A
A
G



SLC12A5
SNP
C
C
T



SNHG14
SNP
G
G
A



TENM3
SNP
A
A
T



TOM1L2
SNP
G
G
A



TP53
SNP
C
C
A



TP53
SNP
T
T
A



TRIM37
SNP
G
G
T



TRIP4
SNP
G
G
T



TUBGCP2
SNP
T
T
C



ZNF12
SNP
G
G
A



ZNF254
SNP
C
C
G



ZNF560
SNP
G
G
A



loss_14q32.33
CNV
None
None
None



PTPN11
SNP
A
A
T



SF3B1
SNP
C
C
T



SF3B1
SNP
T
T
G



TP53
SNP
G
G
A



TP53
SNP
T
T
A



TP53
SNP
T
T
C



homdel_RB1
CNV
NA
NA
NA



TC2N
INS


AA



gain_22q11.21
CNV
NA
NA
NA



loss_11p15.5
CNV
None
None
None



SYNE1
INS


C



homdel_APC
CNV
NA
NA
NA



BAZ2A
DEL
AG
AG











While discrete gene mutations of the target of therapeutic inhibitors have been long-identified as a common mechanism of resistance to targeted therapies28-30, no recurrent mutations of BCL-2 family members have been yet reported in limited series thus far27, nor within Applicants' small patient cohort. Rather, Applicants' studies implicate major clonal shifts, alterations in the expression profiles of cells, and more complex genomic changes in venetoclax resistance. On the one hand, Applicants' aggregate results underscore that alterations leading to overexpression of MCL-1, and therefore the ability to sequester BIM and therefore to compensate BCL-2 inhibition, are the most consistent adaptive mechanism of resistance for this drug.15,31,32 On the other hand, Applicants' genome-wide screens together with functional characterization of a resistant cell line have implicated deregulated metabolism via altered expression of components of the AMPK signaling pathway in this process. In support of the notion of a dual impact of venetoclax on the mitochondria, Applicants notably identified a recurrence of amp(1q), encompassing both MCL1 and the AMPK pathway component PRKAB2 in both representative cell lines and in patient samples. Applicants' work thus characterizes venetoclax resistance as involving both reprogramming of the outer membrane biology of the mitochondria, leading to expression changes in BCL-2 family members, as well as increased OXPHOS activity which is resident in the organelle's inner membrane (FIG. 6e).


Applicants' findings thus demonstrate that venetoclax imposes a broader scope of ‘mitochondrial stress’ than previously suggested. Through this lens, Applicants' study casts new light on the mechanisms underlying diverse metabolic strategies previously evaluated to overcome resistance to BCL-2 inhibition, which have included hypoxia 33, caloric restriction 4 or the use of the kinase inhibitors (including of AMPK), such as sunitinib35,36. First, Applicants find that at least in part, the regulation of such optimized metabolism depends on repression of the ID family of lymphoid transcriptional regulators. These results mesh well with recent work demonstrating that lymphoid transcription factors function as metabolic gatekeepers by limiting the amount of cellular ATP to levels that are insufficient for malignant transformation.20 Hence, although Applicants' studies focused on the impact of ID3, a broader involvement of altered lymphoid differentiation state on venetoclax resistance is anticipated since repression of additional lymphoid transcription factors (IKZF5, EP300) were identified in Applicants' knockout screen. Second, Applicants' work adds to the growing evidence of crosstalk between the BCL-2 family and the mETC. Early studies demonstrated that even prior to downstream activation of caspases, the apoptosis program results in a defect in the mETC37. Maintenance of mETC integrity was recently shown to allow cells to proliferate after apoptosis induction.38. Conversely, the BCL-2 family proteins can participate in non-apoptotic functions such as regulation of mitochondrial morphology, autophagy or metabolism.39-42


These new insights have the potential to provide new therapeutic opportunities. Applicants point out that mutations affecting these factors have been detected across B-cell malignancies, and thus Applicants expect them to confer venetoclax resistance. Applicants' findings may therefore guide the further development of BCL-2 inhibitors in diseases lacking these mutations. Applicants' data support the idea that targeting MCL-1 with emerging inhibitors would be a rationale and effective way to counteract venetoclax resistance. Given the association with higher OXPHOS status with resistance, this adaptive activity can be exploited to overcome venetoclax resistance.


Methods are provided below.


Human samples. Genomic DNA was isolated (DNAeasy Blood and Tissue Kit, Qiagen) from specimens collected from CLL patients enrolled on clinical trials of venetoclax treatment (NCT01328626, NCT02141282), approved by and conducted in accordance with the principles of the Declaration of Helsinki and with the approval of the Institutional Review Boards (IRB) of the University of Texas/MD Anderson Cancer Center (MDACC; Patients 1, 3, 4) or of Dana-Farber Cancer Institute (DFCI; Patient 2, 5, 6). Blood and/or tissue tumor samples were collected at baseline, before initiation of venetoclax therapy, and at relapse or progression on venetoclax.


Cells lines. OCI-Ly1 cells (DSMZ, Braunschweig Germany) were cultured in Iscove's Modified Dulbecco's Media (Gibco) supplemented with 10% fetal bovine serum (FBS) and 1% penicillin/streptomycin/glutamine. An OCI-Ly1 cell line resistant to venetoclax was generated over 10 weeks by exposing the cells to increasing doses of venetoclax starting at 10 nM, and then doubling this dose when the cells were able to grow at a rate equivalent to the parental lines until the cells were able to tolerate 1 μM of venetoclax.


Drugs. Venetoclax (ABT-199; Selleck Chemicals), dorsomorphin (Sigma), oligomycin A (Sigma), antimycin A (Sigma), and the MCL-1 inhibitor S63845 (Chemietek) were used for drug treatment experiments. All drugs were resuspended in DMSO (Sigma).


Cell viability assay. The Cell Titer-Glo Luminescent Cell Viability Assay (Promega) was used to determine the relative number of viable cells after drug treatment. 0.2×106 cells/mL were seeded in a 24 well-plate and treated with drugs for 24 or 48 hours. The viability assay was conducted using the manufacturer's protocol after treatment. Values were normalized to DMSO-treated cells. Plates were read on a SpectraMax M3 reader (Molecular Devices).


Western blotting. Total protein from cells was isolated using RIPA Buffer (20 mM Tris-HCl pH 7.5, 150 mM NaCl, 1 mM Na2EDTA, 1 mM EGTA, 1% NP-40, 1% sodium deoxycholate, 2.5 mM sodium pyrophosphate, 1 mM 8-glycerophosphate, 1 mM Na3VO4, 1 ug/mL leupeptin), supplemented with protease inhibitors (Thermo Fisher Scientific) and phosphatase inhibitors (Thermo Fisher Scientific). Protein concentration was determined with the BCA Protein Assay (Pierce). Protein samples (25 μg) were separated on either 4-12% Bis-Tris gels (proteins <250 kDa) or Tris-acetate gels (proteins >250 kDa). Protein was transferred to a nitrocellulose or PVDF membrane (Life Technologies) using the iBlot2 system (Life Technologies). Membranes were incubated overnight with primary antibodies recognizing BCL-2 (1:1000; Abcam), MCL-1 (1:200; Santa Cruz), BCL-XL (1:100; Santa Cruz), BIM (1:1000; Cell Signaling Technology), BAK (1:1000; Cell Signaling Technology), BAX (1:1000; Cell Signaling Technology), Pegasus (1:1000; Santa Cruz), OTUD5 (1:1000; Cell Signaling Technology), NOXA (1:100; Santa Cruz), ID3 (1:1000; Cell Signaling Technology), ID2 (1:1000; Cell Signaling Technology), p300 (1:1000; Santa Cruz), UBR5 (1:1000; Cell Signaling Technology), IκBα (1:1000; Cell Signaling Technology), NF-1 (1:200; Santa Cruz), AMPKα (1:1000; Cell Signaling Technology), PKA beta (1:500, Abcam) and GAPDH (1:1000; Cell Signaling Technology). After incubation in the appropriate secondary antibodies (anti-rabbit IgG, 1:5000, HRP-linked, Millipore; anti-mouse IgG, 1:1000, HRP-linked, GE Healthcare UK), protein was detected using chemiluminescence (Western Lightning Plus-ECL, Perkin Elmer).


Genome-scale screens: Conduct of the genome-wide CRISPR-screen. The strategy used was similar in approach as previously reported 4. 300×106 Cas9-OCI-Ly1 cells were suspended in media supplemented with 8 μg/mL polybrene and seeded into 9 12-well plates (1 mL per well). Titration of the dose of puromycin and of polybrene on OCI-Ly1 cells was undertaken to achieve 100% and minimal death of non-infected cells, respectively. The BRUNELLO sgRNA viral library in lentiGuide-puro (Genetic Perturbation Platform, Broad Institute) was added to each well (200 μL/mL), titrated to achieve an infection rate of 30% without excessive cell death and to minimize multiplicity of infection. The plates were spun at 2000 rpm for 2 h at 37° C. and incubated at 37° C. for 24 h. Polybrene was diluted by adding 2 mL of standard media to each well. Puromycin selection (1 μg/mL) was initiated 48 hours post-transduction and sustained for 5 days. Two days after puromycin selection, transduced OCI-Ly1 cells were treated with venetoclax (100 nM—a dose identified to be growth suppressive at day 14) or DMSO as control for 14 days in T225 flasks. Cells were counted and re-split every three days, maintaining a concentration of 200,000 cells/mL Approximately 40 million cells were frozen before and after venetoclax or DMSO selection for sequencing. This experiment was performed in duplicates.


Genomic DNA (gDNA) was isolated (Maxiprep kits, Qiagen), and PCR and barcoded sgRNA or ORF-sequencing were performed, as previously described.8 Samples were sequenced on a HiSeq2000 (Illumina). For analysis, the read counts were normalized to reads per million and then log 2 transformed. The log 2 fold-change of each sgRNAs was determined relative to the initial time point for each. Significance of the sgRNAs' enrichment was assessed using the STARS software (v1.3, Broad Institute).


Conduct of the genome-wide ORF-screen. The approach used was based on previous reports44,45. Optimal transduction conditions were determined in order to achieve 30-50% infection efficiency, corresponding to a multiplicity of infection (MOI) of ˜0.5-1. Briefly, 1.5×106 of OCI-Ly1 cells were spun-infected in 6 wells of a 12-well plates with different virus volumes. The day after, OCI-Ly1 cells were seeded in 2 wells of a 6-well plate, each with complete medium, one supplemented with 1 μg/mL of puromycin. Cells were counted 4 days post-selection to determine the infection efficiency, comparing survival with and without puromycin selection. Volumes of virus that yielded ˜30-50% infection efficiency were used for screening.


Applicants used an ORFeome barcoded library that contains 17,255 barcoded ORFs overexpressing 12,952 unique genes (Broad Institute). Large-scale infections were performed in 12-well format as the viral titration described above using the optimized volume of virus, and pooled 24 hours post-centrifugation. Infections were performed with an adequate number of cells to achieve a representation of at least 1000 cells per ORF following puromycin selection (˜2×107 surviving cells containing 17,255 ORFs). ˜24 hours after infection, all wells within a replicate were pooled and were split into T225 flasks. 48 hours after infection, cells were selected with puromycin for 72 hours to remove uninfected cells. Seventy-two hours after selection, OCI-Ly1 cells were treated with either DMSO or 100 nM venetoclax and passaged in fresh media containing either DMSO or drug every 3-4 days. Cells were harvested 10 days after initiation of treatment. Isolation of genomic DNA, sequencing and analyses were performed as for the CRISPR-Cas9 screen. The log 2 fold-change of each ORF was determined relative to the initial time point for each. This experiment was performed in duplicates.


Generation of CRISPR-Cas9 engineered isogenic cell lines and overexpression cell lines was as described below.


Cloning of sgRNA vectors. Two of 4 sgRNAs per target were selected from the BRUNELLO genome-scale library (based on highest levels of representation from the genome-wide screen) and related DNA oligonucleotides were synthesized (Gene Link; Table 1), along with oligonucleotides corresponding to 2 control non-targeting sgRNAs per gene. Oligonucleotides were phosphorylated and annealed using T4 PNK (New England Biolabs). The backbone vector (pLKO5.sgRNA.EFS.GFP, Addgene #57822) was digested with FastDigest BsmBI (Thermo Scientific), and the vector and oligonucleotides were ligated with T7 DNA ligase (New England Biolabs). The ligation reaction was treated with Plasmid-Safe exonuclease (Epicentre) to prevent unwanted recombination products. The final product (1 μL) was transformed into 25 μL of DH5a competent cells (New England Biolabs). Colonies were selected and sequenced before undergoing plasmid DNA extraction (Endotoxin-Free Plasmid Maxiprep, Qiagen).


Cloning of ORFs vectors. The ORFs for PRKAR2B and PRKAA2 (clone ID: TRCN0000480583 and TRCN0000492160, respectively; Broad Institute Genetic Perturbation Platform ORFeome library (https://portals.broadinstitute.org/gpp/public/)) were cloned into the pLX_TRC317. This is a lentiviral expression vector that encodes a puromycin resistance cassette and an ORF expression cassette under control of the EF1-alpha promoter.


Generation of a Cas9 overexpressing cell line. Stable Cas9-expressing OCI-Ly1 cells were generated by transducing parental cells with lentivirus prepared with lentiCas9-Blast pXR101 (Addgene plasmid #52962)46 encoding Cas9 and blasticidin resistance. Selection with blasticidin (10 μg/mL) was initiated 48 h after transduction and sustained throughout culture of Cas9-expressing cell lines. Cas9 activity was checked as previously reported by using the pXPR-011 vector (Addgene plasmid #52702).47


Lentivirus production and purification. To produce lentivirus, ˜800,000 HEK293T cells were seeded per well in a 6-well plate in 2.7 mL of antibiotic-free DMEM supplemented with 10% FBS. For each well, 150 μL of OptiMEM (Life Technologies) was mixed with 5 μg of pLKO5_sgRNA plasmid, 0.4 μg of pVSV.G, and 1.5 μg of psPAX2 (Addgene #12260). Separately, 9 μl of Lipofectamine 2000 (Life Technologies) was diluted in 150 μl OptiMEM. After a 15 min incubation at room temperature, the DNA and Lipofectamine mixes were combined and incubated together at room temperature for 30 min before being added to the cells. After 12 h, the media was changed to DMEM supplemented with 20% FBS. 48 h post-transfection, 3 mL of media was removed and filtered through a 0.45 μm low protein binding membrane (Millipore Steriflip HV/PVDF) and added to 1 mL of LentiX Concentrator (Clontech). This mixture was then incubated at 4° C. for 2 h, and centrifuged at 1500×g for 45 min at 4° C. The pellet was resuspended in 100 μL of PBS and stored in aliquots at −80° C.


Generation of engineered cell lines. 0.5×106 target OCI-Ly1 cells were suspended in media supplemented with 8 μg/mL polybrene and seeded into 6-well plates (1 mL per well), to which lentivirus was added (50 μL/mL to each well). The plates were spun at 2000 rpm for 2 h at 37° C. and incubated at 37° C. for 24 h. The polybrene-containing media was then replaced by 2 mL of fresh media per well. After 3 days, transduced cells were selected (i.e. by puromycin (1 μg/mL) for 1 week for the ORF-overexpressing cells) or sorted (i.e. based GFP or mCherry expression for the CRISPR gene-edited lines) and cryopreserved for further experiments. As confirmation that the engineered cell lines expressed the expected alterations, Applicants: (i) evaluated the expression of the targeted protein by western-blotting (FIG. 6d), and (ii) for the CRISPR-Cas9 engineered cell lines, performed targeted DNA sequencing for the CRISPR target sites before and after 2 weeks of exposure to venetoclax (100 nM), and assessed the proportion of frameshift indels (FIG. 6g). In brief, Applicants used a two-step touchdown PCR protocol. Genomic DNA from the pre- and post-treated samples was PCR-amplified using KAPA HiFi DNA polymerase and primers specific for the target sequence of the gRNAs. Products from the first reaction were barcoded with Illumina sequencing adaptor sequences and indexes during a second round of PCR. Following PCR, samples were purified with Agencourt AMPure XP beads (Beckman Coulter) and quantified on a Bioanalyzer (Agilent) with High Sensitivity DNA chips. Sample libraries were diluted to 4 nM, pooled, and ran on the Illumina MiSeq platform using single-end sequencing with the following parameters: read 1: 296nt, index 1: 6nt.


Single-cell cloning of the ID3 knockout. OCI-Ly1 cells was performed using dose-limiting dilution strategy. Cells from the bulk ID3 OCI-Ly1 were seeded at a concentration of 0.5 cells/well in a 96-well plate (5 plates per cell line). To investigate the presence of mutations, 6 clones per sgRNA were analyzed by PCR and Sanger sequencing using primers flanking the target sites for the sgRNAs (Forward primer: 5′-TGACAAGTTCCGGAGTGAGC-3′ (SEQ ID NO:1); Reverse:5′-CGGTATCAGCGCTTCCTCAT-3′ (SEQ ID NO:2)). The absence of ID3 protein were confirmed in clones harboring loss-of-function mutations by western blot (FIG. 8d). Three different knockout single-cell clones for each sgRNA were used for further functional studies.


Whole-exome sequencing and data analyses. Library construction from CLL and matched germline DNA of Patients 1-6 was performed as previously described 48, with the following modifications: (i) initial genomic DNA input into shearing was reduced from 3 μg to 10-100 ng in 50 μl of solution; (ii) for adapter ligation, Illumina paired-end adapters were replaced with palindromic forked adapters (from Integrated DNA Technologies), with unique dual-indexed molecular barcode sequences included in the adapter sequence to facilitate downstream pooling. With the exception of the palindromic forked adapters, the reagents used for end repair, A-base addition, adapter ligation and library enrichment PCR were purchased from KAPA Biosciences in 96-reaction kits, (iii) during the post-enrichment solid-phase reversible immobilization (SPRI) cleanup, elution volumes were reduced to 30 μL to maximize library concentration, and a vortexing step was added to maximize the amount of template eluted. Any libraries with concentrations below 40 ng/ml (per PicoGreen assay, automated on an Agilent Bravo) were considered failures and reworked from the start of the protocol. Following library construction, hybridization and capture were performed using the relevant components of Illumina's Nextera Rapid Capture Exome Kit and following the manufacturer's suggested protocol. with the following exceptions: first, all libraries within a library construction plate were pooled prior to hybridization. Second, the Midi plate from Illumina's Nextera Rapid Capture Exome Kit was replaced with a skirted PCR plate to facilitate automation. All hybridization and capture steps were automated on the Agilent Bravo liquid handling system. After post-capture enrichment, library pools were quantified using qPCR (automated assay on the Agilent Bravo), using a kit purchased from KAPA Biosystems with probes specific to the ends of the adapters. On the basis of qPCR quantification, libraries were normalized to 2 nM, and then denatured using 0.1N NaOH on the Hamilton Starlet. After denaturation, libraries were diluted to 20 pM using hybridization buffer purchased from Illumina.


Cluster amplification of denatured templates was performed according to the manufacturer's protocol (Illumina) using HiSeq 4000 cluster chemistry and HiSeq 4000 flowcells. The flowcells are then analyzed using RTA v.1.18.64 or later. Each pool of whole exome libraries was run on paired 76 bp runs, reading the dual-indexed sequences to identify molecular indices and sequenced across the number of lanes needed to meet coverage for all libraries in the pool.


Alignments to hg19 using bwa version 0.5.9-r1649 and quality control were performed using the Picard (http://picard.sourceforge.net/) and Firehose (pipelines at the Broad Institute). Firehose is a framework combining workflows for the analysis of cancer-sequencing data. The workflows perform quality control, local re-alignment, mutation calling, small insertion and deletion identification, rearrangement detection and coverage calculations, among other analyses. A dbGaP accession number for the depositing of WES data for this study is pending.


Identification of somatic mutations. Sequencing output was processed with the Picard and GATK toolkits developed at the Broad Institute, a process that involves marking duplicate reads, recalibrating base qualities and realigning around somatic small insertions and deletions (sINDELs). All BAM files were generated by aligning with bwa version 0.5.9 to the NCBI Human Reference Genome Build hg19. Prior to variant calling, the impact of oxidative damage (oxoG) and FFPE damage to DNA during sequencing was quantified according to Costello et al.50 The cross-sample contamination was measured with ContEst based on the allele fraction of homozygous SNPs51, and this measurement was used in MuTect. From the aligned BAM files, somatic alterations were identified using a set of tools developed at the Broad Institute (www.broadinstitute.org/cancer/cga). The details of Applicants' sequencing data processing have been described elsewhere52,53.


Following Applicants' standard procedure, sSNVs were detected using MuTect9 (version 1.1.6); sINDELs were detected using Strelka54. Applicants then applied a stringent set of filters to improve the specificity of Applicants' sSNV and sINDEL calls and remove likely FFPE artifacts. Applicants applied an allele fraction specific panel-of-normals filter, which compares the detected variants to a large panel of normal exomes and removes variants that were observed in the panel-of-normals. Applicants then applied a realignment based filter, which removes variants that can be attributed entirely to ambiguously mapped reads. All filtered events in candidate CLL genes were also manually reviewed using the Integrated Genomics Viewer (IGV)55. In the matched sample sets from 6 individuals, Applicants utilized “forced calling” to quantify the number of reads supporting the alternate and reference alleles at sites which were detected in any sample from that individual. Estimation of and correction for tumour contamination in normal was performed using the deTiN algorithm56 to recover somatic mutations that would have otherwise been filtered out due to evidence of the mutation in the normal. To address the lack of a matched normal sample (in Patient 3) Applicants used a stringent panel-of-normals and population allele frequency criteria, and excluded non-coding variants from analysis. To address the lack of a matched normal sample (in Patient 6), Applicants used a stringent panel-of-normals and population allele frequency criteria, and excluded non-coding variants from analysis. Furthermore, parental OCI-Ly1-S cells were used as a source control DNA in order to highlight sSNVs that were acquired in the resistant OCI-Ly1-R cells. Reference lists for sSNVs and sINDELs in known putative CLL driver genes as well as for recurrent CNAs were concatenated based on previous sequencing studies of large CLL cohorts57-61. Total copy number was measured using ReCapSeg (www.broadinstitute.org/cancer/cga), then segmented into allelic copy number with AllelicCapSeg62 based on heterozygous germline sites detected with HaplotypeCaller according to the protocol described previously (http://archive.broadinstitute.org/cancer/cga/acsbeta).


Estimation of mutation cancer cell fraction using ABSOLUTE and clonal evolution mapping. The cancer cell fraction (represented as a probability density distribution∈[0, 1]) of individual somatic alterations were estimated using the ABSOLUTE algorithm (v1.5) which calculates the sample purity, ploidy, and local absolute DNA copy-number of each mutation, as previously described59,63. CCFs were clustered as previously described59 to delineate distinct subclonal populations. Phylogenetic relationships between these populations were inferred using patterns of shared mutations and CCF using the PhylogicNDT analysis.


RNA sequencing and cDNA Library Construction. Total RNA was quantified using the Quant-iT™ RiboGreen® RNA Assay Kit and normalized to 5 ng/μl. Following plating, 2 μL of ERCC controls (using a 1:1000 dilution) were spiked into each sample. An aliquot of 200 ng for each sample was transferred into library preparation which uses an automated variant of the Illumina TruSeq™ Stranded mRNA Sample Preparation Kit. This method preserves strand orientation of the RNA transcript. It uses oligo dT beads to select mRNA from the total RNA sample, followed by heat fragmentation and cDNA synthesis from the RNA template. The resultant 400 bp cDNA then goes through dual-indexed library preparation: ‘A’ base addition, adapter ligation using P7 adapters, and PCR enrichment using P5 adapters. After enrichment, the libraries were quantified using Quant-iT PicoGreen (1:200 dilution). After normalizing samples to 5 ng/μL, the set was pooled and quantified using the KAPA Library Quantification Kit for Illumina Sequencing Platforms. The entire process was in a 96-well format and all pipetting is done by either Agilent Bravo or Hamilton Starlet.


Illumina Sequencing. Pooled libraries were normalized to 2 nM and denatured using 0.1 N NaOH prior to sequencing. Flowcell cluster amplification and sequencing were performed according to the manufacturer's protocols using either the HiSeq 2000 or HiSeq 2500 instrument. Each run generated a 101 bp paired-end with an eight-base index barcode read. Data was analyzed using the Broad Picard Pipeline, which includes de-multiplexing and data aggregation.


Data analyses. RNA-seq data were aligned to GRCh38.p5 with STAR-2.5.1b.64 Gene expression was quantified with RSEM-1.2.31.65 DESeq266 was applied to call differentially expressed genes between each cell line and control group. Pathway enrichment analysis was performed with GSEA67 in GenePattern.68 Heatmap and Volcano plots were generated using R software.


Mass spectrometry-based proteome investigations: In Solution Digestion. OCI-Ly1 cell pellets were lysed at 4° C. in 8 M urea, 50 mM Tris-HCl pH 8.0, 150 mM NaCl, 1 mM EDTA, 2 μg/μl aprotinin (Sigma-Aldrich), 10 μg/μl leupeptin (Roche), and 1 mM phenylmethylsulfonyl fluoride (PMSF) (Sigma). Protein concentration was determined using a bicinchoninic acid (BCA) protein assay (Pierce). Proteins were reduced with 5 mM (DTT) for 45 min at room temperature (RT), followed by alkylation with 10 mM iodoacetamide for 30 min at room temperature in the dark. Urea concentration was reduced to 2 M with 50 mM Tris-HCl, pH 8. Samples were pre-digested for 2 h at 30° C. with endoproteinase Lys-C (Wako Laboratories) at an enzyme-to-substrate ratio of 1:50. Samples were digested overnight at 37° C. with sequencing grade trypsin (Promega) at an enzyme-to-substrate ratio of 1:50. Following overnight digest, samples were acidified with neat formic acid to a final concentration of 1%. Acidified samples were subsequently desalted on a 100 mg tC18 Sep-Pak SPE cartridge (Waters). Briefly, cartridges were conditioned with 1 mL of 100% MeCN, 1 mL of 50% MeCN/0.1% FA, and 4× with 1 mL of 0.1% TFA. The sample was loaded, and washed 3× with 1 mL of 0.1% TFA, lx with 1 mL of 1% FA, and eluted 2× with 600 μl of 50% MeCN/0.1% FA. Following desalting, 100 μg of the sample was dried to completion and stored at −80° C.


TMT labeling of peptides. Desalted peptides were labeled with TMT 10-plex isobaric mass tagging reagents (Thermo Fisher Scientific) as previously described69. Each TMT reagent was resuspended in 41 μL of MeCN. Peptides were resuspended in 100 μL of 50 mM HEPES and combined with TMT reagent. Samples were incubated at RT for 1 h while shaking. The TMT reaction was quenched with 8 μL of 5% hydroxylamine at RT for 15 min with shaking. TMT labeled samples were combined, dried to completion, reconstituted in 100 μL of 0.1% FA, and desalted on StageTips or 100 mg SepPak columns as described above.


Basic Reverse Phase (bRP) Fractionation. The TMT labeled samples were fractionated using offline high pH reversed-phase chromatography (bRP) as previously described69. Samples were fractionated using Zorbax 300 Extend C18 column (4.6×250 mm, 300 Å, 5 μm, Agilent) on an Agilent 1100 series high-pressure liquid chromatography (HPLC) system. Samples were reconstituted in 900 μL of 5 mM ammonium formate (pH 10.0)/2% (vol/vol) acetonitrile (MeCN) (bRP solvent A). Samples were injected with Solvent A at a flow rate of 1 mL/min and separated using a 96 min gradient. The gradient consisted of an initial increase to 16% solvent B (90% MeCN, 5 mM ammonium formate, pH 10), followed by 60 min linear gradient from 16% solvent B to 40% B and successive ramps to 44% and 60% at a flow rate of 1 mL/min. Fractions were collected in a 96-deep well plate (GE Healthcare) and pooled in a non-contiguous manner into final 24 proteome fractions. Pooled fractions were dried to completeness using a SpeedVac concentrator.


Liquid chromatography and mass spectrometry. Desalted peptides were resuspended in 9 μL of 3% MeCN/0.1% FA and analyzed by online nanoflow liquid chromatography tandem mass spectrometry (LC-MS/MS) using Q-Exactive+mass spectrometer (Thermo Fisher Scientific) coupled on-line to a Proxeon Easy-nLC 1200 (Thermo Fisher Scientific) as previously described69. Briefly, 4 μL of each sample was loaded onto a microcapillary column (360 m outer diameter×75 m inner diameter) containing an integrated electrospray emitter tip (10 m), packed to approximately 22 cm with ReproSil-Pur C18-AQ 1.9 μm beads (Dr. Maisch GmbH) and heated to 50° C. Samples were analyzed with 110 min method. The 110 min method contained a mobile phase with a flow rate of 200 nL/min, comprised of 3% acetonitrile/0.1% formic acid (Solvent A) and 90% acetonitrile/0.1% formic acid (Solvent B), with the following gradient profile: (min:% B) 0:2; 1:6; 85:30; 94:60; 95:90; 100:90; 101:50; 110:50 (the last two steps at 500 nL/min flow rate). The Q-Exactive+MS was operated in the data-dependent mode acquiring HCD MS/MS scans (r=35,000) after each MS1 scan (r=70,000) on the 12 most abundant precursor ions using an MS1 target of 3×106 and an MS2 target of 5×104. The maximum ion time utilized for MS/MS scans was 120 ms; the HCD-normalized collision energy was set to 30; the dynamic exclusion time was set to 20 s, isotope exclusion function was enabled, and peptide match function was set to preferred. Charge exclusion was enabled for charge states that were unassigned, 1 and >6.


Data Analysis. All data were analyzed using Spectrum Mill software package v 6.1 pre-release (Agilent Technologies). Similar MS/MS spectra acquired on the same precursor m/z within +/−60 s were merged. MS/MS spectra were excluded from searching if they were not within the precursor MH+ range of 750-4000 Da or if they failed the quality filter by not having a sequence tag length >0. MS/MS spectra were searched against UniProt human database. All spectra were allowed +/−20 ppm mass tolerance for precursor and product ions, 30% minimum matched peak intensity, and “trypsin allow P” enzyme specificity with up to 2 missed cleavages. The fixed modifications were carbamidomethylation at cysteine, and TMT at N-termini and internal lysine residues. Variable modifications included oxidized methionine and N-terminal protein acetylation. Individual spectra were automatically designated as confidently assigned using the Spectrum Mill autovalidation module. Specifically, a target-decoy based FDR scoring threshold criteria via a two-step auto threshold strategy at the spectral and protein levels was used. First, peptide mode was set to allow automatic variable range precursor mass filtering with score thresholds optimized to yield a spectral level FDR of <1.2%. A protein polishing autovalidation was applied to further filter the peptide spectrum matches using a target protein-level FDR threshold of 0. Following autovalidation, a protein-protein comparison table was generated, which contained experimental ratios. For all experiments, non-human contaminants and reversed hits were removed. Furthermore, data were filtered to only consider proteins with 2 or more unique peptides and was median normalized.


For statistical analysis, a moderated t-test was implemented in R-Shiny using the limma R library. Correction for multiple testing was performed using the Benjamini-Hochberg false discovery rate method.


Measurement of oxygen consumption and extracellular acidification rate. For each condition, 1.25×105 cells were counted and plated on a Seahorse plate coated with Cell-Tak (Corning Life Sciences) in Seahorse XF DMEM media (Agilent). OCR and ECAR were recorded using a Seahorse XF96 Analyzer (Agilent) for 24 consecutive measurements. OCR is measured before and after the addition of inhibitors to assess mitochondrial function by deriving several parameters of mitochondrial respiration: (i) basal respiration, (ii) ATP-linked respiration and proton leak respiration (after 3 μM oligomycin [Sigma], a complex V inhibitor) and (iii) maximal respiration (after 1 μM carbonyl cyanide m-chlorophenyl hydrazine (CCCP) [Sigma], a protonophore). Mitochondrial respiration is finally inhibited by 1 μM antimycin A (Sigma), a complex III inhibitor.


To measure the effect of venetoclax on OCR/ECAR, cells were pre-treated for 1 h with 10 M of zVAD-FMK (Abcam) or left untreated and OCR/ECAR were recorded for 4 measurements before injection of venetoclax at a final concentration of 100 nM. DMSO injection was used as control.


Mitochondrial DNA copy number. Relative mtDNA copy number was determined using a multiplexed qPCR assay previously reported70.


Measurement of mitochondrial superoxide levels. To measure relative levels of mitochondrial superoxide, cells were stained with 5 μM MitoSOX Red (Invitrogen, cat #M36008) for 10 min at 37° C. Cells were then washed three times with the media. Using a flow cytometer (FACSymphony, BD), MitoSOX Red was excited at 488 nm and fluorescence emission at 610/20 nm (BB630) was measured. Relative fluorescence intensity from biological triplicate of 10,000 cells were used as an indicator of mitochondrial superoxide levels.


Mitochondrial membrane potential. Cells were stained with 2.5 μM JC-1 (ThermoFisher Scientific, cat #T3168) for 30 min at 37° C. Cells were then washed three times with the media and subjected to the flow cytometry (FACS-Canto) following manufacturer instruction. Briefly, JC-1 was excited at 488 nm and its emission at both 525 nm (FITC-A) and 585 nm (PE-A) were measured. By comparing the ratio of emission at 585 nm/525 nm, relative levels of mitochondrial membrane potential were determined from 10,000 cells in biological triplicate.


Statistical analysis. Data analyses were carried out using GraphPad Prism version 7 and R software. The data are summarized as mean±s.e.m. or s.d. as indicated, and are presented as individual values as scatter plots with column bar graphs and were analyzed using Student's t-tests (two-sided). One-way ANOVA was used to compare three or more groups in time point analyses. Differences were considered significant when P<0.05.


Synergy analysis for venetoclax drug combinations were performed using the Chou-Talalay method based on the median-effect principle.71 Combination index values and isobolograms were generated using CompuSyn.


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Various modifications and variations of the described methods, pharmaceutical compositions, and kits of the invention will be apparent to those skilled in the art without departing from the scope and spirit of the invention. Although the invention has been described in connection with specific embodiments, it will be understood that it is capable of further modifications and that the invention as claimed should not be unduly limited to such specific embodiments. Indeed, various modifications of the described modes for carrying out the invention that are obvious to those skilled in the art are intended to be within the scope of the invention. This application is intended to cover any variations, uses, or adaptations of the invention following, in general, the principles of the invention and including such departures from the present disclosure come within known customary practice within the art to which the invention pertains and may be applied to the essential features herein before set forth.

Claims
  • 1. A method of inhibiting tumor growth of a BCL-2-driven cancer in a subject in need thereof, increasing sensitivity of a cell or population of cells to a BCL-2 inhibitor, or decreasing a BCL-2 inhibitor resistance signature of a cell or population of cells comprising administering to the subject, cell or population of cells: one or more agents capable of inhibiting the oxidative phosphorylation system (OXPHOS); orone or more agents that induces or enhances expression, activity, and/or function of one or more BCL-2 inhibitor resistance signature genes selected from the group consisting of those listed in Table 1, downregulated genes in Table 3, and/or downregulated genes in Table 4: or an agent that inhibits expression, activity, and/or function of one or more BCL-2 inhibitor resistance signature genes selected from the group consisting of those listed in Table 2, upregulated genes in Table 3, and/or upregulated genes in Table 4, preferably, a therapeutically effective amount of one or more agents; ora combination therapy comprising an inhibitor of BCL-2 and one or more NF kappa B inhibitors.
  • 2. The method of claim 1, wherein the method comprises administering to the subject a combination therapy comprising an inhibitor of BCL-2 and one or more inhibitors selected from the group consisting of an AMPK inhibitor and mitochondrial electron transport chain (mETC) inhibitor, preferably, wherein the BCL-2 inhibitor is Venetoclax; and/orwherein the AMPK inhibitor is dorsomorphin (compound C); and/orwherein the mitochondrial electron transport chain (mETC) inhibitor comprises oligomycin or antimycin.
  • 3. (canceled)
  • 4. (canceled)
  • 5. (canceled)
  • 6. (canceled)
  • 7. The method of claim 1, wherein the one or more agents increase expression, activity, and/or function of one or more target genes or one or more products of one or more target genes selected from the group consisting of: a. PMAIP1, BAX, NFKBIA, IKZF5, BAK1, ID3, EP300, ZEB2, NFIA, BCL2L11 and OTUD5; orb. FNBP1, CD9, PLXNB2, TTC39C and DENND3; orc. XBP1, CYBB, PAG1 and DIRAS1; ord. CD9, PLXNB2, TTC39C, DENND3, ICAM1, GNG7, ID2, FNBP1, FBP1, ACY3, CDKN1A, GALM, PTK2 and CYBB.
  • 8. The method of claim 1, wherein the one or more agents decrease expression, activity, and/or function of one or more target genes or one or more products of one or more target genes selected from the group consisting of: a. BCL2L1, BCL2L2, BCL2, MCL1, SRPX, RNF26, HSPB9, OR1S2, ADIPOQ, PIGF, CSGALNACT1, OTUD6A, SLC25A3, PRKAR2B, DNM2, SPHAR, APOBEC3C, RPL17, INMT, THADA, SBNO2, PRKAA2, BRMS1L, TRNAU1AP, CNNM3, ADAM33, PRKD2, FCHSD2, LOC399886, BABAM1, C1orf146, LMAN2L, ZNF460, TEX2, YRDC, ARHGAP11A, SPEG, FBXO9, USP54, SLC22A6, RPS4Y1, FAM71C, SH3BGRL2, HCRTR1, BST1, PHF10, UCKL1, ATG5, RPS15A, CDCl20B, PPIE, TUT1, RPL36, HSD11B1L, MTERF4, PTS, S1PR4, HJURP, HMMR, BOLA2, DNASE1L1, OSGEP, TMBIM4, BTNL3, CHRM3, FBX015, KLK8, ASPN, STYK1 and SRSF6; orb. SYT11, PARM1, ROBO2, CD48, FCRL1 and MCL1; orc. PLCL2, KCNA3, TNFRSF21, CYP2U1, TRAM2 and RAPGEF5; ord. TSTD1, DNAJC12, TRAF3IP3, OPTN, DOCK10, PYHINI, CD48, P4HA2, PLCL2, AOX1, CDK6, GATM, GLUL, PAPSS1, MCL1 and GATM.
  • 9. The method of claim 1, wherein the tumor overexpresses BCL-2; and/or wherein the tumor is resistant to an inhibitor of BCL-2; and/orwherein the tumor is resistant to Venetoclax.
  • 10. (canceled)
  • 11. (canceled)
  • 12. The method of claim 1, further comprising administering to said subject a therapeutically effective amount of an inhibitor of BCL-2, preferably, wherein the inhibitor of BCL-2 is Venetoclax.
  • 13. (canceled)
  • 14. (canceled)
  • 15. The method of claim 1, wherein the NF kappa B inhibitor is selected from the group consisting of denosumab, disulfiram, olmesartan, dithiocarbamates, anatabine, BAY 11-7082 and iguratimod.
  • 16. (canceled)
  • 17. (canceled)
  • 18. (canceled)
  • 19. The method of claim 1, wherein the one or more agents enhance expression, activity, and/or function of one or more genes selected from the group consisting of: a) PMAIP1, BAX, BAK1, or BCL-2L11,b) NFKBIA, IKZF5, ID3, EP300, NFIA, OTUD5, or UBR5; orc) FNBP1, CD9, PLXNB2, TTC39C, DENND3, XBP1, CYBB, PAG1, DIRAS1, ICAM1, GNG7, ID2, FBP1, ACY3, CDKN1A, GALM or PTK2; ordecrease expression, activity, and/or function of one or more genes selected from the group consisting of:a) BCL2L1, BCL2L12, BCL2 or MCL1,b) ADIPOQ, PRKAR2B, PRKAA2, SLC25A3, RFN26, DNM2, PRKD2, ATG5, RPL17, RPS4Y1, RPS15A, OUTUD6A, FBXO9, or USP54, orc) SYT11, PARM1, ROBO2, CD48, FCRL1, MCL1, PLCL2, KCNA3, TNFRSF21, CYP2U1, TRAM2, RAPGEF5, TSTD1, DNAJC12, TRAF3IP3, OPTN, DOCK10, PYHINI, CD48, P4HA2, AOX1, CDK6, GATM, GLUL, PAPSS1 or GATM.
  • 20. A method of screening for one or more agents that increases a BCL-2 inhibitor sensitive signature or decreases a BCL-2 inhibitor resistance signature of a cell or a population of cells that expresses BCL-2 comprising: delivering to the cell one or more candidate agents and selecting one or more agents that increases expression, activity, and/or function of one or more target genes or one or more products of one or more genes selected from the group consisting of those listed in Table 1, downregulated genes in Table 3, and/or downregulated genes in Table 4; ordecreases expression, activity, and/or function of one or more target genes or one or more products of one or more target genes selected from the group consisting of those listed in Table 2, upregulated genes in Table 3, and/or upregulated genes in Table 4.
  • 21. The method of claim 20, wherein the one or more candidate agents increase expression, activity, and/or function of one or more target genes or one or more products of one or more target genes which comprise inhibitors of the NF-Kappa B pathway, lymphoid transcription factors and modulators, ubiquitination components, and/or pro-apoptotic BCL-2 family proteins; or wherein the one or more candidate agents decrease expression, activity, and/or function of one or more target genes or one or more products of one or more target genes which comprise energy-stress sensor signaling pathway components, a mitochondrial energy metabolism component, vesicle transport/autophagy components, ribosomal components, and/or ubiquitination components; orwherein the one or more candidate agents increase expression, activity, and/or function of one or more target genes or one or more products of one or more target genes selected from the group consisting of:a. PMAIP1, BAX, NFKBIA, IKZF5, BAK1, ID3, EP300, ZEB2, NFIA, BCL2L11 and OTUD5; orb. FNBP1, CD9, PLXNB2, TTC39C and DENND3; orc. XBP1, CYBB, PAG1 and DIRAS1: ord. CD9, PLXNB2, TTC39C, DENND3, ICAM1, GNG7, ID2, FNBP1, FBP1, ACY3, CDKN1A, GALM, PTK2 and CYBB; orwherein the one or more candidate agents decrease expression, activity, and/or function of one or more target genes or one or more products of one or more target genes selected from the group consisting of:a. BCL2L1, BCL2L2, BCL2, MCL1, SRPX, RNF26, HSPB9, OR1S2, ADIPOQ, PIGF, CSGALNACT1, OTUD6A, SLC25A3, PRKAR2B, DNM2, SPHAR, APOBEC3C, RPL17, INMT, THADA, SBNO2, PRKAA2, BRMS1L, TRNAU1AP, CNNM3, ADAM33, PRKD2, FCHSD2, LOC399886, BABAM1, C1orf146, LMAN2L, ZNF460, TEX2, YRDC, ARHGAP11A, SPEG, FBXO9, USP54, SLC22A6, RPS4Y1, FAM71C, SH3BGRL2, HCRTR1, BST1, PHF10, UCKL1, ATG5, RPS15A, CDC20B, PPIE, TUT1, RPL36, HSD11B1L, MTERF4, PTS, S1PR4, HJURP, HMMR, BOLA2, DNASE1L1, OSGEP, TMBIM4, BTNL3, CHRM3, FBX015, KLK8, ASPN, STYK1 and SRSF6; orb. SYT11, PARM1, ROBO2, CD48, FCRL1 and MCL1; orc. PLCL2, KCNA3, TNFRSF21, CYP2U1, TRAM2 and RAPGEF5; ord. TSTD1, DNAJC12, TRAF3IP3, OPTN, DOCK10, PYHINI, CD48, P4HA2, PLCL2, AOX1, CDK6, GATM, GLUL, PAPSS1, MCL1 and GATM.
  • 22. (canceled)
  • 23. (canceled)
  • 24. (canceled)
  • 25. The method of claim 20, wherein the cell or population of cells overexpresses BCL-2.
  • 26. The method of claim 20, wherein the method further comprises exposing the cell or population of cells to an agent that modulates the expression or activity of at least one BCL-2 antagonist of cell death (BAD) pathway component, preferably, wherein the method further comprises exposing the cell or population of cells to an agent that inhibits BCL-2, more preferably, wherein the agent that inhibits BCL-2 is Venetoclax.
  • 27. (canceled)
  • 28. (canceled)
  • 29. The method of claim 1, wherein the agent is a small molecule, small molecule degrader, genetic modifying agent, antibody, antibody fragment, antibody-like protein scaffold, aptamer, protein, or any combination thereof.
  • 30. The method of claim 29, wherein the genetic modifying agent comprises a CRISPR system, RNAi system, a zinc finger nuclease system, a TALE system, or a meganuclease, preferably, wherein the CRISPR system comprises a Class 2, Type II, V, or VI CRISPR-Cas system; orwherein the CRISPR system comprises a dCas fused or otherwise linked to a nucleotide deaminase, more preferably, wherein the nucleotide deaminase is a cytidine deaminase or an adenosine deaminase.
  • 31. (canceled)
  • 32. (canceled)
  • 33. (canceled)
  • 34. A method of detecting a BCL-2 inhibitor resistance signature in a subject in need thereof comprising detecting in a tumor sample obtained from the subject the expression of one or more genes selected from the group consisting of those listed in Table 1, Table 2, Table 3, and/or Table 4.
  • 35. The method of claim 34, wherein the genes selected from the group consisting of: a. PMAIP1, BAX, NFKBIA, IKZF5, BAK1, ID3, EP300, ZEB2, NFIA, BCL2L11 and OTUD5; orb. FNBP1, CD9, PLXNB2, TTC39C and DENND3; orc. XBP1, CYBB, PAG1 and DIRAS1; ord. CD9, PLXNB2, TTC39C, DENND3, ICAM1, GNG7, ID2, FNBP1, FBP1, ACY3, CDKN1A, GALM, PTK2 and CYBB,are downregulated as compared to a reference value; orwherein the genes selected from the group consisting of:a. BCL2L1, BCL2L2, BCL2, MCL1, SRPX, RNF26, HSPB9, OR1S2, ADIPOQ, PIGF, CSGALNACT1, OTUD6A, SLC25A3, PRKAR2B, DNM2, SPHAR, APOBEC3C, RPL17, INMT, THADA, SBNO2, PRKAA2, BRMS1L, TRNAU1AP, CNNM3, ADAM33, PRKD2, FCHSD2, LOC399886, BABAM1, C1orf146, LMAN2L, ZNF460, TEX2, YRDC, ARHGAP11A, SPEG, FBXO9, USP54, SLC22A6, RPS4Y1, FAM71C, SH3BGRL2, HCRTR1, BST1, PHF10, UCKL1, ATG5, RPS15A, CDC20B, PPIE, TUT1, RPL36, HSD11B1L, MTERF4, PTS, S1PR4, HJURP, HMMR, BOLA2, DNASE1L1, OSGEP, TMBIM4, BTNL3, CHRM3, FBXO15, KLK8, ASPN, STYK1 and SRSF6; orb. SYT11, PARM1, ROBO2, CD48, FCRL1 and MCL1; orc. PLCL2, KCNA3, TNFRSF21, CYP2U1, TRAM2 and RAPGEF5; ord. TSTD1, DNAJC12, TRAF3IP3, OPTN, DOCK10, PYHINI, CD48, P4HA2, PLCL2, AOX1, CDK6, GATM, GLUL, PAPSS1, MCL1 and GATM,are upregulated as compared to a reference value.
  • 36. (canceled)
  • 37. The method of claim 34, wherein if a BCL-2 inhibitor resistance signature is detected the method further comprises administering a treatment to the subject according to claim 1.
  • 38. A method of identifying a signature gene, a gene signature, or other genetic element associated with a BCL-2 family function, activity or phenotype comprising: a) contacting a cell or population of cells with an agent that inhibits an anti-apoptotic BCL-2 family protein or a gene that encodes the protein; andb) identifying one or more gene loci whose activity is modulated by step (a);thereby identifying a signature gene, a gene signature, or other genetic element associated with a BCL-2 family function.
  • 39. The method of claim 38, wherein the cell or population of cells comprises a Cas protein or nucleic acid encoding the Cas protein and one or more guides or nucleic acids encoding the one or more guides, wherein the guide(s) target one or more nucleic acid(s) in the cell or population of cells,whereby one or more nucleic acid(s) in the cell or population of cells is modified,whereby the viability of a cell or population of cells comprising the one or more modified nucleic acid(s) is modulated; and/orwherein the cell or population of cells comprises nucleic acids modified by a CRISPR-Cas system comprising a Cas protein and one or more guides; and/orwherein the viability of the cell or cell population comprising the one or more modified nucleic acid(s) is correlated with representation of one or more of the one or more guides; and/orwherein the cell or population of cells comprises one or more gene knock-outs; and/orwherein the CRISPR-Cas system comprises a Cas9; and/orwherein the BCL-2 family protein is BCL-2.
  • 40. (canceled)
  • 41. (canceled)
  • 42. (canceled)
  • 43. (canceled)
  • 44. (canceled)
  • 45. A kit comprising reagents to detect at least one gene or gene product according to claim 34.
CROSS-REFERENCE TO RELATED APPLICATIONS

This application claims the benefit of U.S. Provisional Application No. 62/744,081, filed Oct. 10, 2018. The entire contents of the above-identified application are hereby fully incorporated herein by reference.

STATEMENT REGARDING FEDERALLY SPONSORED RESEARCH

This invention was made with government support under Grant No. CA206978 awarded by the National Institutes of Health. The government has certain rights in the invention.

PCT Information
Filing Document Filing Date Country Kind
PCT/US2019/055702 10/10/2019 WO
Provisional Applications (1)
Number Date Country
62744081 Oct 2018 US