Stem-Progenitor Cell Specific Micro-Ribonucleic Acids and Uses Thereof

Abstract
Provided herein are methods and compositions for modulating the differentiation of incompletely differentiated cells, such as stem-progenitor cells, e.g., hematopoietic stem-progenitor cells. A method may comprise contacting a cell with an agononist or an antagonist of a miRNA comprising a nucleotide sequence from SEQ ID NO: 1-34.
Description
BACKGROUND

MicroRNAs (miRNAs) consist of a class of epigenetic elements that inhibit translation of mRNA to protein and also may result in gene silencing through chromatin remodeling (1). miRNAs have been identified in many organisms, including plants, Drosophila, rats, mice, and humans, where they have been shown to control major cellular processes, including metabolism, differentiation, and development (2). miRNAs have been implicated in the differentiation of mammalian blood cell lineages. miRNA-181 seems to bias mouse lymphoid progenitors toward B lymphoid development, and miRNA-146 and -223 bias toward T lymphopoiesis (3). miRNA-221 and -222 are critically involved in the negative control of human erythropoiesis (4) and miRNA-223 in the down-regulation of mouse granulopoiesis (5). Given that miRNAs regulate normal cellular functions, it is not surprising that miRNAs also are involved in carcinogenesis. miRNAs have been identified at deleted or amplified genomic regions or translocation breakpoints in human cancers (6); e.g., miRNA-15 and -16 are the critical genetic elements deleted from 13q14 chromosomal region in a subset of chronic lymphocytic leukemia cases (7).


SUMMARY OF THE INVENTION

Provided herein are methods of modulating the differentiation or proliferation of an incompletely differentiated cell, e.g., a stem-progenitor cell, such as a hematopoietic cell. A method may comprise contacting a cell with a miRNA of one or more of SEQ ID NOS: 1 to 34 (Table 1). Contacting may comprise providing an miRNA to said cell, or providing an expression construct encoding said miRNA to said cell. The cell may be located in an animal subject, such as a human, or the cell may be contacted in vitro, wherein the method may comprise further culturing of said cell with or without reintroduction into an animal.


In yet another embodiment, there is provided a method of modulating the proliferation or differentiation of a cell, e.g., a hematopoietic cell, comprising contacting said cell with an agent that is an antagonist of the function or expression of the miRNAs of SEQ ID NOS: 1-34 (Tables 1 and 6). The cell may be contacted in vitro, wherein the method may comprise further culturing of said cell, with or without reintroduction into an animal. The agent may be a peptide, protein, DNA, RNA, antisense DNA, antisense RNA or small molecule.


In a further embodiment, there is provided a method of modulating differentiation of a cell, e.g., a hematopoietic cell, comprising inhibiting the function of one or more of the miRNAs of SEQ ID NOS: 1-34 (Tables 1 and 6). Inhibiting the function may comprise contacting the cell with one or more modified or unmodified antisense constructs directed to one or more of the miRNAs of SEQ ID NOS: 1-34. The cell may be located in an animal subject, such as a human, or the cell may be contacted in vitro, followed by culturing said cell in vitro, with or without reintroduction into an animal.


In still a further embodiment, there is provided a method of modulating differentiation of a cell, e.g., a hematopoietic cell, comprising providing to said cell an agonist of one or more of the miRNAs of SEQ ID NOS: 1-34 (Tables 1 and 6). The agonist may be one or more of the miRNAs of SEQ ID NOS: 1-34. The agonist may also be an expression cassette encoding one or more of the miRNAs of SEQ ID NOS: 1-34. The agonist may be a peptide, protein, nucleic acid, or small molecule that stimulates the expression of one or more of the miRNAs of SEQ ID NOS: 1-34. The cell may be located in an animal subject, such as a human, or the cell may be contacted in vitro, and may be followed by culturing said cell in vitro, with or without reintroduction into the animal.


Provided herein are method for modulating the differentiation of a cell, e.g., a stem-progenitor cell (SPC). A method may comprise contacting a stem-progenitor cell with one or more nucleic acids, wherein each nucleic acid comprises a nucleotide sequence that is at least about 90% identical to one or more of SEQ ID NOs: 1-34 or the complement thereof. Modulating the differentiation of a stem-progenitor cell may be inhibiting the differentiation of a stem-progenitor cell, in which case, the stem-progenitor cell is contacted with one or more nucleic acids, wherein each nucleic acid comprises a nucleotide sequence that is at least about 90% identical to one or more of SEQ ID NOs: 1-34. Modulating the differentiation of a stem-progenitor cell may be stimulating the differentiation of a stem-progenitor cell, in which case, the stem-progenitor cell is contacted with one or more nucleic acids, wherein each nucleic acid comprises a nucleotide sequence that is at least about 90% identical to one or more of the complements of SEQ ID NOs: 1-34. In one embodiment, the stem-progenitor cell is a hematopoietic stem-progenitor cell and the SEQ ID NOs are selected from the group consisting of the sequences of mir-128a, mir-181a, mir-146, mir-155, mir-24a, mir-17, mir-16, mir-103, mir-107, mir-223, mir-221 and mir-222 or the complement thereof The hematopoietic stem-progenitor cell may be a CD34+ cell.


In one embodiment, the differentiation of a hematopoietic stem-progenitor cell beyond the stage of multipotent progenitor cell (MPP) and/or before the stage of common lymphoid progenitor (CLP) or common myeloid progenitor (CMP) is inhibited, and the SEQ ID NOs are selected from the group consisting of mir-128a, mir-181a, mir-146, mir-155, mir-24a, and mir-17. In one embodiment, the differentiation of a hematopoietic stem-progenitor cell beyond the stage of MPP andor before the stage of CLP is inhibited, and the SEQ ID NO is that of mir-146. In one embodiment, the differentiation of a hematopoietic stem-progenitor cell beyond the stage of MPP and/or before the stage of CMP is inhibited, and the SEQ ID NOs are selected from the group consisting of mir-155, mir-24a or mir-17. In one embodiment, the differentiation of a hematopoietic stem-progenitor cell beyond the stage of CMP and/or before the stage of B/Mac bi-potential is inhibited, and the SEQ ID NOs are those of mir-103 or mir-107. In one embodiment, the differentiation of the hematopoietic stem-progenitor cell beyond the stage of CMP and/or before the stage of megakaryocyte-erythrocyte progenitor (MEP) is inhibited, and the SEQ ID NO is that of mir-16. In one embodiment, the differentiation of a hematopoietic stem-progenitor cell beyond the stage of granulocyte-macrophage progenitor cell (GMP) and/or before the stage of granulocytes is inhibited, and the SEQ ID NO is that of mir-223. In one embodiment, the differentiation of a hematopoietic stem-progenitor cell beyond the stage of MEP and/or before the stage of erythrocyte is inhibited, and the SEQ ID NO is that of mir-221 and/or mir-222.


In one embodiment, the differentiation of a hematopoietic stem-progenitor cell towards the stage of CLP and CMP is stimulated, and the SEQ ID NOs are selected from the group consisting of mir-128a, mir-181a, mir-146, mir-155, mir-24a, and mir-17. In one embodiment, the differentiation of a hematopoietic stem-progenitor cell towards the stage of CLP is stimulated, and the SEQ ID NO is that of mir-146. In one embodiment, the differentiation of a hematopoietic stem-progenitor cell towards the stage of CMP is stimulated, and the SEQ ID NOs are selected from the group consisting of mir-155, mir-24a or mir-17. In one embodiment, the differentiation of a hematopoietic stem-progenitor cell towards the stage of B/Mac bi-potential and GMP is stimulated, and the SEQ ID NOs are those of mir-103 or mir-107. In one embodiment, the differentiation of a hematopoietic stem-progenitor cell towards the stage of CMP and/or before the stage of MEP is stimulated, and the SEQ ID NO is that of mir-16. In one embodiment, the differentiation of a hematopoietic stem-progenitor cell towards the stage of granulocyte is stimulated, and the SEQ ID NO is that of mir-223. In one embodiment, the differentiation of a hematopoietic stem-progenitor cell towards the stage of erythrocyte is stimulated, and the SEQ ID NO is that of mir-221 and/or mir-222.


In one embodiment, a stem-progenitor cell is a human embryonic stem cell (ESC), a neural stem cell or a mesenchymal stem cell, and the SEQ ID NOs are selected from the group consisting of the sequences of let-7b, mir-17, mir-92-1, mir-92-2-p, mir-130a, mir-193, mir-197, mir-212 and mir-222 or the complement thereof.


Also provided herein are methods for stimulating the differentiation of a human embryonic stem cell into an embryonic type (primitive) hematopoietic stem cell. A method may comprise contacting a human embryonic stem cell with a nucleic acid comprising a nucleotide sequence that is at least about 90% identical to that of mir-155. Also provided herein are methods for preventing the differentiation of a human embryonic stem cell into an embryonic type (primitive) hematopoietic stem cell. A method may comprise contacting a human embryonic stem cell with a nucleic acid that is at least about 90% identical to that of the complement of mir-155.


In any of the methods described herein, a stem-progenitor cell may be in vitro, in vivo, ex vivo, isolated from a subject, isolated from the peripheral blood or from the bone marrow. When a cell is in vivo, a method for modulating the differentiation of a stem-progenitor cell that is in a subject may comprise administering to a subject or to a stem-progenitor cell that is in a subject in need thereof one or more nucleic acids, wherein each nucleic acid comprises a nucleotide sequence that is at least about 90% identical to one or more of SEQ ID NOs: 1-34 or the complement thereof. The subject may have a disease that is associated with excessive cell differentiation of a stem-progenitor cell and the method may comprise administering to the subject or to the stem-progenitor cell one or more nucleic acids, wherein each nucleic acid comprises a nucleotide sequence that is at least about 90% identical to one or more of SEQ ID NOs: 1-34. SEQ ID NOs may be selected from the group consisting of those of mir-128a, mir-181a, mir-146, mir-155, mir-24a, mir-17, mir-16, mir-103, mir-107, mir-223, mir-221 and mir-222 or the complement thereof. The subject may have a disease that-is associated with an excessive number of insufficiently differentiated cells and the method may comprise administering to the stem-progenitor cell one or more nucleic acids, wherein each nucleic acid comprises a nucleotide sequence that is at least about 90% identical to one or more of the complement of SEQ ID NOs: 1-34. The disease may be cancer, such as a solid tumor cancer or a blood cancer; the stem-progenitor cell may be a cancer stem cell and the SEQ ID NOs may be selected from the group consisting of the complements of the sequences of mir-128a, mir-181a, mir-146, mir-155, mir-24a, mir-17, mir-16, mir-103, mir-107, mir-223, mir-221 and mir-222 or the complement thereof. A subject in need of treatment may also have low levels of differentiated hematopoietic cells and the method may comprise administering to the stem-progenitor cell one or more nucleic acids, wherein each nucleic acid comprises a nucleotide sequence that is at least about 90% identical to one or more of the complement of SEQ ID NOs: 1-34. The subject may be having or having received chemotherapy or radiation therapy or other therapy destroying one or more types of differentiated cells or the subject may have a disease selected from the group consisting of thrombocytopenia, an immunodeficiency disease, an anemia, leukopenia, granulocytosis or neutropenia.


Also provided herein are methods for increasing the number of red blood cells in a subject, comprising administering to a subject in need thereof, an effective amount a nucleic acid comprising the complement of the nucleotide sequence of mir-16. Other methods provided herein include aA method for treating or preventing leukopenia in a subject, comprising administering to a subject in need thereof, an effective amount of a nucleic acid comprising the complement of mi-146. A subject in need of more differentiated cells may also be a subject infected with human immunodeficiency virus.


Further provided are methods for repopulating a hematopoietic cell population in a subject. A method may comprise obtaining a hematopoietic stem-progenitor cell from a subject, contacting ex vivo the stem-progenitor cell with one or more nucleic acids, wherein each nucleic acid comprises a nucleotide sequence that is at least about 90% identical to one or more of the complements of SEQ ID NOs: 1-33 to thereby obtain differentiated hematopoietic cells; and administering all or a portion of the differentiated hematopoietic cells to the subject. A hematopoietic stem-progenitor cells may be contacted with a nucleic acid comprising the complement of the nucleotide sequence of mir-16.


Also provided are methods for expanding a population of stem-progenitor cells. A method may comprise contacting the stem-progenitor cell with one or more nucleic acids, wherein each nucleic acid comprises a nucleotide sequence that is at least about 90% identical to one or more of SEQ ID NOs: 1-34.


Other embodiments include methods for modulating the expression of a gene that is a target of a miRNA set forth herein, e.g., a gene selected from the group consisting of CXCR4, FOS, FOXP1, GATA3, MYB, RUNX-1, RUNX-3, Spi-8, MED, PU.1, CBPβ, CREBBP, HoxA5, HoxB7, Jun, Meis-1, WWP2, ETS, Evi-1, MYB, AGTR1, AGTR2, GATA2, c-kit, MYB, ETS or PPRyin a cell. A method may comprise administering to the cell one or more nucleic acids, wherein each nucleic acid comprises a nucleotide sequence that is at least about 90% identical to one or more of the SEQ ID NOs: 1-33 or the complement thereof that interacts with the gene, as set forth in Table 1.


Isolated cells and populations of cells are also described herein. In one embodiment, an isolated stem-progenitor cell comprises a heterologous (or recombinant) nucleic acid that is at least about 90% identical to one or more of the SEQ ID NOs: 1-34 or the complement thereof. The stem-progenitor cell may be a stem cell. The isolated stem-progenitor cell may be a hematopoietic cell.


Also provided are compositions and kits, e.g., therapeutic or diagnostic compositions and kits. A composition may comprise one or more nucleic acids, wherein each nucleic acid comprises a nucleotide sequence that is at least about 90% identical to one or more of the SEQ ID NOs: 1-34 or the complement thereof and wherein the nucleic acid is linked to a promoter.


Also provided are methods for determining whether a cell is a stem-progenitor cell. A method may comprise determining the level of one or more miRNAs having one of SEQ ID NOs: 1-34, wherein a level of one or more of these miRNAs that is statistically significantly similar to that of Table 1 or Table 6 indicates that the cell is a stem-progenitor cell. A method for detecting a stem-progenitor cell in a population of cells, may comprise determining the level of one or more miRNAs having one of SEQ ID NOs: 1-34 in a cell in the population of cells, wherein a level of one or more of these miRNAs that is statistically significantly similar to that of Table 1 or 6 indicates the presence of a stem-progenitor cell in the population of cells. A method for determining the proportion of stem-progenitor cells in a population of cells, may comprise determining in a small portion of the population of cells the level of one or more miRNAs having one of SEQ ID NOs: 1-34, and comparing the proportion of cells having one or more of these miRNAs to the total number of cells of the small portion of the population, to thereby derive the proportion of stem-progenitor cells in the population of cells. A method for determining the type of stem-progenitor cell of a hematopoietic stem-progenitor cell may comprise determining the presence of one or more miRNAs that are associated with a particular stage of differentiation, wherein the presence of mir-128a and/or mir-181a indicates that the stem-progenitor cell is a LT-HSC, ST-HSC or an MPP; the presence of mir-146 indicates that the stem-progenitor cell is an MPP that will differentiate into a CLP; the presence of mir-155, mir-24a or mir-17 indicates that the stem-progenitor cell is an MPP that will differentiate into a CMP; the presence of mir-16 indicates that the stem-progenitor cell is a CMP that will differentiate into a MEP; the presence of mir-103 or mir-107 indicates that the stem-progenitor cell with differentiate into a B/Mac or GMP; the presence of mir-223 indicates that the stem-progenitor cell is a GMP that will differentiate into a granulocyte; the presence of mir-221 or mir-222 indicates that the stem-progenitor cell is an MEP that will differentiate into an erythrocyte. A method may further comprise determining the presence of mRNA that is specific for a particular stage of differentiation. For example, the presence of mRNA of one or more of CXCR4, FOS, FOXP1, GATA3, MYB, RUNX-1, RUNX-3, Spi-8, MED or PU.1 indicates that the stem-progenitor cell is a lymphoid stem-progenitor cell; wherein the presence of mRNA of one or more of CBPβ, CREBBP, CXCR4, HoxA5, HoxB7, Jun, Meis-1, RUNX-1, RUNX-3, WWP2, ETS, Evi-1, MYB or PU.1 indicates that the stem-progenitor cell is a myeloid stem-progenitor cell; and wherein the presence of mRNA of one or more of AGTR1, AGTR2, CREBB, FOS, GATA2, GATA3, Jun, c-kit, MYB, RUNX-1, ETS or PPRy indicates that the stem-progenitor cell is an erythroid stem-progenitor cell. Also provided are methods for determining the stemness of a cell. A method may comprise determining the level of one or more miRNAs having a nucleotide sequence of one of let-7b, mir-17, mir-92-1, mir-92-2-p, mir-130a, mir-193, mir-197, mir-212, and mir-222, wherein a level of one or more of these miRNAs that is statistically significantly similar to that of Table 6 indicates that the cell is a stem or stem-progenitor cell.


In still yet a further embodiment, there is provided a method of screening a candidate substance for an effect on cell, e.g., hematopoietic cell, differentiation or proliferation comprising (a) providing a cell that expresses one or more of the miRNAs of SEQ ID NOS: 1-34; (b) contacting said cell with said candidate substance; and (c) assessing the effect of said candidate substance on the expression or stability of one or more of the miRNAs of SEQ ID NOS: 1-34, wherein a candidate substance that modulates the expression or stability of one or more of the miRNAs of SEQ ID NOS: 1-34 is a modulator of cell, e.g., hematopoietic cell, differentiation or proliferation. Assessing may comprise measuring the cellular level or turnover of one or more of the miRNAs of SEQ ID NOS: 1-34.


In another embodiment, there is provided a method of screening a candidate substance for an effect on miRNA-mediated reduction in mRNA or protein translation, comprising (a) providing a cell with a vector encoding a reporter gene fused to a 3′ untranslated region (UTR) sequence, wherein the 3′UTR sequence comprises a nucleotide sequence identical or complimentary to that of an miRNA; (b) contacting the cell with said candidate substance; and (c) assessing the effect of the candidate substance on the expression of the reporter gene. The candidate substance may be one ore more of the miRNAs of SEQ ID NOS: 1-34, or a peptide, protein, nucleic acid, or small molecule. The 3′ UTR may comprise a nucleotide sequence identical or complimentary to that of any miRNA. The 3′ UTR may also comprise a nucleotide sequence from the 3′ UTR of any mRNA. The reporter gene may comprise any known reporter, including luciferase, fluorescent proteins, beta galactosidase, or others.


A method for identifying a gene whose expression modulates the differentiation of a stem-progenitor cell may comprise identifying a gene having a sequence from SEQ ID NO: 1-34 in the 3′ or 5′ UTR, wherein the presence of such as sequence indicates that the gene modulates the differentiation of a stem-progenitor cell. A method for identifying the function of a miRNA may comprise comparing an expression profile of mRNA of a specific cell with that of miRNA of the same cell; comparing the sequences of mRNA and miRNA that are expressed in the cell, wherein the identification of a miRNA having the same as a sequence present in the gene encoding the mRNA indicates that the miRNA is likely to regulate the expression of the gene. A method of screening a candidate substance for an effect on cell differentiation or proliferation, e.g., hematopoietic cell differentiation or proliferation may comprise providing a cell, e.g., a hematopoietic cell, that expresses one or more nucleic acids of SEQ ID NOS: 1-34; contacting said cell with a candidate substance; and assessing the effect of the candidate substance on the expression or stability of one or more nucleic acids of SEQ ID NOS: 1-34. A method for determining whether a miRNA inhibits the expression of a gene may comprise contacting a cell comprising a reporter construct linked to the 3′ or 5′ UTR of the gene with the miRNA, and determining the level of expression of the reporter construct, wherein a lower level of reporter construct in the presence of the miRNA relative to its absence indicates that the miRNA inhibits the expression of the gene.


These and other embodiments of the invention will be better appreciated and understood when considered in conjunction with the following description, exemplification and accompanying drawings. It should be understood, however, that the following description, while indicating various embodiments of the invention and numerous specific details thereof, is given by way of illustration and not of limitation. Many substitutions, modifications, additions and/or rearrangements may be made within the scope of the invention without departing from the spirit thereof, and the invention includes all such substitutions, modifications, additions and/or rearrangements.


The contents of all cited references (including literature references, issued patents, published patent applications, and GenBank accession numbers as cited throughout this application) are hereby expressly incorporated by reference. In case of conflict, the definitions herein dominate.





BRIEF DESCRIPTION OF THE DRAWINGS


FIG. 1. A model for HE-miRNA-mediated control of human hematopoiesis. Determination and electronic annotation of the predicted target HSPC-expressed mRNAs for the HE-miRNAs yielded predictions of the differentiation stages where HE-miRNAs might block hematopoietic differentiation. mir-221, mir-222, and mir-223 are predicted to regulate hematopoiesis by the study and supported by other reports; the other miRNAs are new predictions of the present invention. The hierarchy of hematopoietic differentiation is that proposed by Kondo et al. (17). LT-HSC, long-term-repopulating HSC; ST-SHC, short-term-repopulating HSC; MPP, multipotent progenitor cell; CLP, common lymphoid progenitor; CMP, common myeloid progenitor; GMP, granulocyte-macrophage progenitor; MEP, megakaryocyte-erythrocyte progenitor.



FIG. 2. Translation of 16 of 18 tested hematopoietic differentiation-associated mRNAs is controlled by HE-miRNAs. Chimeric mRNAs, consisting of a luc reporter followed by the 3′ UTR from the mRNAs shown, were expressed in K562 cells from a CMV-driven plasmid construct. All values are the percent of luc expression as compared with the control plasmid construct containing luc only. Results are combined from four separate replicate experiments.



FIG. 3. Deletion of specific predicted miRNA-binding sites restored translation of hematopoietic differentiation-associated mRNAs. Individual miRNA-binding sites were deleted from the luc-CXCR4 and luc-KLF2 chimeric mRNA constructs and then transfected into K562 cells. Labels show the mRNA name followed by the miRNA-binding site deleted from that 3′ UTR. All values are the percent of luc expression as compared with the plasmid construct containing luc only. Results are combined from four separate replicate experiments.



FIG. 4. mir-155 inhibited generation of myeloid and erythroid colonies by normal primary human CD34+ cells. Normal PBSC CD34+ cells were transduced with FUGW (empty) or mir-155 lentivector. (A and B) Myeloid (A) and erythroid (B) colonies per 1,000 cells plated. (C) Representative colonies generated by control and mir-155-transduced cells. Results are representative of three separate experiments.



FIG. 5. Production of Luc-3′ UTR reporter constructs and assay for miRNA mediated reduction in mRNA. (A) The luciferase (luc) reporter construct consists of a strong CMV promoter that drives luc expression. 3′ UTR sequences, produced by PCR, were cloned into the 3′ MCS after the luc coding sequence to produce chimeric genes, where luc is under the control of the 3′ UTR from the mRNA predicted to be controlled by a miRNA. (B) If no miRNA binds to the 3′ UTR, luciferase protein is expressed normally. (C) If a miRNA(s), represented as small bars, bind to the 3′ UTR sequence and also inhibit translation, translation will be inhibited resulting in decreased amounts of luciferase protein production.



FIG. 6. Base plasmids used for construction of Luciferase(luc)-3′ UTR Reporter Plasmids. (A) PSP-luc+NF fusion vector. (B) pcDNA-3.1.



FIG. 7. PBSC and BM miRNA expression data. Listed are the probe names for the microRNA chips and the intensity of signal for both PBSC and BM CD34+ cell samples after normalization and merging in GeneSpring.



FIG. 8. miRNAs expressed by PBSC and BM CD34+ cells. Listed are the miRNAs whose expression is shared between both PBSC and BM CD34+ cells, expressed only by PBSC, and expressed only by BM.



FIG. 9. MiR-16 expression changed dramatically during hemin-induced erythroid differentiation of K562 cells, but not during chemically-induced HL60 cell differentiation. (A) MiR levels during hemin-induced erythroid differentiation of K562 cells. (B) HL60 cells were induced to differentiate toward monocytes (1×10−8M 1,25 vitamin D), macrophages (50 ng/ml TPA), eosinophils (5×10−7M butyric acid), or granulocytes (1×10−7M all-trans retinoic acid). Results are a composite of 2 separate experiments containing both biologic and technical duplicates of each sample. (C) Erythroid proteins expressed in control or hemin-induced K562 cells, with our without mir-16 transduction, as measured by SILAC proteomics.



FIG. 10. Enforced miR-16 expression suppressed erythroid differentiation of primary human CD34+ HSPCs. Two days post-transduction of normal CD34+ cells with miR-16-containing or control (FUGW) lentivirus, GFP+ cells were isolated by FACS and assayed by (A) CFC assay or (B) suspension culture. Results in A are means (+/− standard error) of three experiments, and in B are representative plots from three experiments.



FIG. 11 provides the nucleotide sequences of the miRNAs described herein and depicts that some of the miRNAs are encoded by more than one gene.



FIG. 12. miRNA to mRNA compiled interaction chart. This table is a matrix representation of the data outlined in Table 3. Each mRNA transcript is shown in the column direction with each miRNA in the row direction. The mRNA name has been placed under each miRNA that has been predicted to control its translation.



FIG. 13. Cell line miRNA expression data Listed are the probe names for the microRNA chips and the intensity of signal for HAL-01, HL60, K562, KG-1, MV-4-1. REH, TF-1, and TF-1a cell line samples after normalization and merging in GeneSpring.





DETAILED DESCRIPTION

In certain embodiments, the present invention relates to the role of miRNAs in normal or pathological human cell differentiation, e.g., hematopoiesis. The present inventors have determined the miRNA expression profile of human hematopoietic stem-progenitor cells (HSPCs). The inventors then bioinformaticly combined (i) these miRNA expression data, (ii) mRNA expression data obtained for human CD34+ cells from a previous study by the inventors (8), and (iii) the predicted mRNA targets of all known miRNAs (9-11). Combining these five data sets into one database enabled the in silico examination of the interactions between HSPC-expressed miRNAs (HE-miRNAs) and mRNAs. Based on pairing HE-miRNAs with their putative HSPC-expressed mRNA targets, along with annotation implicating certain of these targets as associated with hematopoietic differentiation, the inventors have preicted which HE-miRNAs control hematopoietic differentiation.


The inventors found that 33 miRNAs (Table 1) are expressed in CD34+ HSPCs obtained from both bone marrow (BM) and mobilized blood peripheral blood stem cell (PBSC) harvests, and demonstrated that translation of several mRNAs associated with hematopoietic differentiation is controlled by these HE-miRNAs. Each of these HE-miRNAs targets multiple hematopoietic differentiation-associated mRNAs, suggesting that a relatively small subset of HE-miRNAs negatively regulates hematopoiesis. Taken together, these observations lea to a proposed model in which many of the protein-coding genes that specify hematopoietic differentiation are expressed at an early time point by undifferentiated HSPCs; yet, these factors appear to be held in check by HE-miRNA-mediated repression of protein translation.









TABLE 1







Levels of the HE-miRNAs expressed in


CD34+ cells from PBSC and BM











miRNA*
PBSC RFU
BM, RFU
















hsa-let-7b (SEQ ID NO: 1)

163,441
202,826




hsa-mir-10a (SEQ ID NO: 2)

123,147
104,124




hsa-mir-16a (SEQ ID NO: 3)

123,486
86,828




hsa-mir-17 (SEQ ID NO: 4)

169,601
839,361




hsa-mir-20 (SEQ ID NO: 5)

168,040
657,934




hsa-mir-23a (SEQ ID NO: 6)

445,017
896,002




hsa-mir-23b (SEQ ID NO: 7)

450,110
947,757




hsa-mir-24-1 (SEQ ID NO: 8)

96,912
105,926




hsa-mir-25 (SEQ ID NO: 9)

211,423
3,574,408




hsa-mir-26a (SEQ ID NO: 10)

364,607
867,620




hsa-mir-26b (SEQ ID NO: 11)

368,293
2,851,706




hsa-mir-30b (SEQ ID NO: 12)

136,572
91,862




hsa-mir-30d (SEQ ID NO: 13)

225,309
241,004




hsa-mir-92-1 (SEQ ID NO: 14)

4,115,379
5,793,765




hsa-mir-92-2-p (SEQ ID NO: 15)

3,477,367
4,760,875




hsa-mir-93-1 (SEQ ID NO: 16)

127,149
483,003




hsa-mir-103-2 (SEQ ID NO: 17)

103,209
686,012




hsa-mir-103-1 (SEQ ID NO: 18)

158,154
885,352




hsa-mir-106a (SEQ ID NO: 19)

160,635
729,776




hsa-mir-107 (SEQ ID NO: 20)

136,376
832,992




hsa-mir-128a (SEQ ID NO: 21)

319,848
183,657




hsa-mir-130a (SEQ ID NO: 22)

186,958
420,271




hsa-mir-146 (SEQ ID NO: 23)

626,547
444,647




hsa-mir-155 (SEQ ID NO: 24)

355,623
639,819




hsa-mir-181a (SEQ ID NO: 25)

110,744
598,830




hsa-mir-191 (SEQ ID NO: 26)

247,692
3,563,677




hsa-mir-193 (SEQ ID NO: 27)

104,803
481,103




hsa-mir-197 (SEQ ID NO: 28)

182,695
231,027




hsa-mir-213 (SEQ ID NO: 29)

272,646
1,088,714




hsa-mir-221 (SEQ ID NO: 30)

354,047
549,559




hsa-mir-222 (SEQ ID NO: 31)

354,343
200,347




hsa-mir-222-p (SEQ ID NO: 32)

186,393
138,190




hsa-mir-223 (SEQ ID NO: 33)

2,038,358
504,773







RFU, relative florescence units.



*All miRNAs listed are the mature form, except those suffixed with “-p” which are the precursor forms (RFU values shown in italics).






The inventors also identified a set of 9 miRNAs that are specifically expressed in any early stem-progenitor cell, e.g., human embryonic stem cells, neurological stem cells and mesenchymal stem cells (see Table 6).


Other examples are further described in the Examplary section.


Nucleic acids are provided related to miRNAs, precursors thereto, and targets thereof. Such nucleic acids may be useful for diagnostic, therapeutic and prognostic purposes, and also for modifying target gene expression and stem cell differentiation. Also provided are methods and compositions that may be useful, among other things, for diagnostic, therapeutic and prognostic purposes. Other aspects of the invention will become apparent to the skilled artisan by the following description of the invention.


Definitions

Before the present compounds, products and compositions and methods are disclosed and described, it is to be understood that the terminology used herein is for the purpose of describing particular embodiments only and is not intended to be limiting. It must be noted that, as used in the specification and the appended claims, the singular forms “a,” “an” and “the” include plural referents unless the context clearly dictates otherwise.


“Animal” as used herein may mean fish, amphibians, reptiles, birds, and mammals, such as mice, rats, rabbits, goats, cats, dogs, cows, apes and humans.


“Biological sample” as used herein may mean a sample of biological tissue or fluid that comprises nucleic acids. Such samples include, but are not limited to, tissue or fluid isolated from animals. Biological samples may also include sections of tissues such as biopsy and autopsy samples, frozen sections taken for histologic purposes, blood, plasma, serum, sputum, stool, tears, mucus, hair, and skin. Biological samples also include explants and primary and/or transformed cell cultures derived from animal or patient tissues. A biological sample may be provided by removing a sample of cells from an animal, but can also be accomplished by using previously isolated cells (e.g., isolated by another person, at another time, and/or for another purpose), or by performing the methods described herein in vivo. Archival tissues, such as those having treatment or outcome history, may also be used.


“Cell” used herein may be a naturally occurring cell or a transformed cell that may contain a vector and may support replication of the vector. Cells may be cultured cells, explants, cells in vivo, and the like. Cells may be prokaryotic cells such as E. coli, or eukaryotic cells such as yeast, insect, amphibian, or mammalian cells, such as CHO and HeLa.


In certain embodiments, a host cell is a hematopoietic cell, for examle, a hematopoietic stem-progenitor cell, a long-term repopulating hematopoietic stem cell, a short-term repopulating hematopoietic stem cell, a multipotent progenitor cell, a common lymphoid progenitor cell, a pro-T cell, a T cell, an NK progenitor cell, an NK cell, a pro-B cell, a B cell, a common myeloid progenitor cell, a B-cell/macrophage bi-potential cell, a granulocyte-macrophage progenitor cell, a megakaryocyte-ertythrocyte progenitor cell, a macrophage, a granulocyte, a megakaryocyte progenitor cell, a megakaryocyte, or an erythrocyte. It is contemplated that the miRNAs described here may play a role in the differentiation pathways of other cells. The cell may also be a bacterial, fungal, plant, insect or other type of animal cell.


“Identical” or “identity” as used herein in the context of two or more nucleic acids or polypeptide sequences, may mean that the sequences have a specified percentage of residues that are the same over a specified region. The percentage may be calculated by optimally aligning the two sequences, comparing the two sequences over the specified region, determining the number of positions at which the identical residue occurs in both sequences to yield the number of matched positions, dividing the number of matched positions by the total number of positions in the specified region, and multiplying the result by 100 to yield the percentage of sequence identity. In cases where the two sequences are of different lengths or the alignment produces one or more staggered ends and the specified region of comparison includes only a single sequence, the residues of single sequence are included in the denominator but not the numerator of the calculation. When comparing DNA and RNA, thymine (T) and uracil (U) may be considered equivalent. Identity may be performed manually or by using a computer sequence algorithm such as BLAST or BLAST 2.0.


“Nucleic acid” or “oligonucleotide” or “polynucleotide” used herein may mean at least two nucleotides covalently linked together. The depiction of a single strand also defines the sequence of the complementary strand. Thus, a nucleic acid also encompasses the complementary strand of a depicted single strand, unless the nucleic acid is a single stranded nucleic acid. Many variants of a nucleic acid may be used for the same purpose as a given nucleic acid. A single strand provides a probe that may hybridize to a target sequence under stringent hybridization conditions. Thus, a nucleic acid may also be a probe that hybridizes under stringent hybridization conditions.


Nucleic acids may be single stranded or double stranded, or may contain portions of both double stranded and single stranded sequence. The nucleic acid may be DNA, both genomic and cDNA, RNA, or a hybrid, where the nucleic acid may contain combinations of deoxyribo- and ribo-nucleotides, and combinations of bases including uracil, adenine, thymine, cytosine, guanine, inosine, xanthine hypoxanthine, isocytosine and isoguanine. Nucleic acids may be obtained by chemical synthesis methods or by recombinant methods.


A nucleic acid will generally contain phosphodiester bonds, although nucleic acid analogs may be included that may have at least one different linkage, e.g., phosphoramidate, phosphorothioate, phosphorodithioate, or O-methylphosphoroamidite linkages and peptide nucleic acid backbones and linkages. Other analog nucleic acids include those with positive backbones; non-ionic backbones, and non-ribose backbones, including those described in U.S. Pat. Nos. 5,235,033 and 5,034,506, which are incorporated by reference. Nucleic acids containing one or more non-naturally occurring or modified nucleotides are also included within one definition of nucleic acids. The modified nucleotide analog may be located for example at the 5′-end and/or the 3′-end of the nucleic acid molecule. Representative examples of nucleotide analogs may be selected from sugar- or backbone-modified ribonucleotides. It should be noted, however, that also nucleobase-modified ribonucleotides, i.e. ribonucleotides, containing a non-naturally occurring nucleobase instead of a naturally occurring nucleobase such as uridines or cytidines modified at the 5-position, e.g. 5-(2-amino)propyl uridine, 5-bromo uridine; adenosines and guanosines modified at the 8-position, e.g. 8-bromo guanosine; deaza nucleotides, e.g. 7-deaza-adenosine; O- and N-alkylated nucleotides, e.g. N6-methyl adenosine are suitable. The 2′-OH-group may be replaced by a group selected from H, OR, R, halo, SH, SR, NH2, NHR, NR2 or CN, wherein R is C1-C6 alkyl, alkenyl or alkynyl and halo is F, Cl, Br or I. Modified nucleotides also include nucleotides conjugated with cholesterol through, e.g., a hydroxyprolinol linkage as described in Krutzfeldt et al., Nature (Oct. 30, 2005), Soutschek et al., Nature 432:173-178 (2004), and U.S. Patent Publication No. 20050107325, which are incorporated herein by reference. Modified nucleotides and nucleic acids may also include locked nucleic acids (LNA), as described in U.S. Patent No. 20020115080, which is incorporated herein by reference. Additional modified nucleotides and nucleic acids are described in U.S. Patent Publication No. 20050182005, which is incorporated herein by reference. Modifications of the ribose-phosphate backbone may be done for a variety of reasons, e.g., to increase the stability and half-life of such molecules in physiological environments, to enhance diffusion across cell membranes, or as probes on a biochip. Mixtures of naturally occurring nucleic acids and analogs may be made; alternatively, mixtures of different nucleic acid analogs, and mixtures of naturally occurring nucleic acids and analogs may be made.


“Operably linked” used herein may mean that expression of a gene is under the control of a promoter with which it is spatially connected. A promoter may be positioned 5′ (upstream) or 3′ (downstream) of a gene under its control. The distance between the promoter and a gene may be approximately the same as the distance between that promoter and the gene it controls in the gene from which the promoter is derived. As is known in the art, variation in this distance may be accommodated without loss of promoter function.


“Probe” as used herein may mean an oligonucleotide capable of binding to a target nucleic acid of complementary sequence through one or more types of chemical bonds, usually through complementary base pairing, usually through hydrogen bond formation. Probes may bind target sequences lacking complete complementarity with the probe sequence depending upon the stringency of the hybridization conditions. There may be any number of base pair mismatches which will interfere with hybridization between the target sequence and the single stranded nucleic acids described herein. However, if the number of mutations is so great that no hybridization can occur under even the least stringent of hybridization conditions, the sequence is not a complementary target sequence. A probe may be single stranded or partially single and partially double stranded. The strandedness of the probe is dictated by the structure, composition, and properties of the target sequence. Probes may be directly labeled or indirectly labeled such as with biotin to which a streptavidin complex may later bind.


“Promoter” as used herein may mean a synthetic or naturally-derived molecule which is capable of conferring, activating or enhancing expression of a nucleic acid in a cell. A promoter may comprise one or more specific transcriptional regulatory sequences to further enhance expression and/or to alter the spatial expression and/or temporal expression of same. A promoter may also comprise distal enhancer or repressor elements, which can be located as much as several thousand base pairs from the start site of transcription. A promoter may be derived from sources including viral, bacterial, fungal, plants, insects, and animals. A promoter may regulate the expression of a gene component constitutively, or differentially with respect to cell, the tissue or organ in which expression occurs or, with respect to the developmental stage at which expression occurs, or in response to external stimuli such as physiological stresses, pathogens, metal ions, or inducing agents. Representative examples of promoters include the bacteriophage T7 promoter, bacteriophage T3 promoter, SP6 promoter, lac operator-promoter, tac promoter, SV40 late promoter, SV40 early promoter, RSV-LTR promoter, CMV IE promoter, SV40 early promoter or SV40 late promoter and the CMV IE promoter.


“Selectable marker” used herein may mean any gene which confers a phenotype on a host cell in which it is expressed to facilitate the identification and/or selection of cells which are transfected or transformed with a genetic construct. Representative examples of selectable markers include the ampicillin-resistance gene (Ampr), tetracycline-resistance gene (Tcr), bacterial kanamycin-resistance gene (Kanr), zeocin resistance gene, the AURI-C gene which confers resistance to the antibiotic aureobasidin A, phosphinothricin-resistance gene, neomycin phosphotransferase gene (nptII), hygromycin-resistance gene, beta-glucuronidase (GUS) gene, chloramphenicol acetyltransferase (CAT) gene, green fluorescent protein (GFP)-encoding gene and luciferase gene.


“Stringent hybridization conditions” used herein may mean conditions under which a first nucleic acid sequence (e.g., probe) will hybridize to a second nucleic acid sequence (e.g., target), such as in a complex mixture of nucleic acids. Stringent conditions are sequence-dependent and will be different in different circumstances. Stringent conditions may be selected to be about 5-10° C. lower than the thermal melting point (Tm) for the specific sequence at a defined ionic strength pH. The Tm may be the temperature (under defined ionic strength, pH, and nucleic concentration) at which 50% of the probes complementary to the target hybridize to the target sequence at equilibrium (as the target sequences are present in excess, at Tm, 50% of the probes are occupied at equilibrium). Stringent conditions may be those in which the salt concentration is less than about 1.0 M sodium ion, such as about 0.01-1.0 M sodium ion concentration (or other salts) at pH 7.0 to 8.3 and the temperature is at least about 30.degree. C. for short probes (e.g., about 10-50 nucleotides) and at least about 60° C. for long probes (e.g., greater than about 50 nucleotides). Stringent conditions may also be achieved with the addition of destabilizing agents such as formamide. For selective or specific hybridization, a positive signal may be at least 2 to 10 times background hybridization. Exemplary stringent hybridization conditions include the following: 50% formamide, 5.times.SSC, and 1% SDS, incubating at 42° C., or, 5×SSC, 1% SDS, incubating at 65° C., with wash in 0.2×SSC, and 0.1% SDS at 65° C.


“Substantially complementary” used herein may mean that a first sequence is at least about 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95%, 97%, 98% or 99% identical to the complement of a second sequence over a region of 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 30, 35, 40, 45, 50, 55, 60, 65, 70, 75, 80, 85, 90, 95, 100 or more nucleotides, or that the two sequences hybridize under stringent hybridization conditions.


“Substantially identical” used herein may mean that a first and second sequence are at least about 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95%, 97%, 98% or 99% identical over a region of 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 30, 35, 40, 45, 50, 55, 60, 65, 70, 75, 80, 85, 90, 95, 100 or more nucleotides or amino acids, or with respect to nucleic acids, if the first sequence is substantially complementary to the complement of the second sequence.


“Variant” used herein to refer to a nucleic acid may mean (i) a portion of a referenced nucleotide sequence; (ii) the complement of a referenced nucleotide sequence or portion thereof; (iii) a nucleic acid that is substantially identical to a referenced nucleic acid or the complement thereof; or (iv) a nucleic acid that hybridizes under stringent conditions to the referenced nucleic acid, complement thereof, or a sequences substantially identical thereto.


“Vector” is used to refer to a carrier nucleic acid molecule into which a nucleic acid sequence can be inserted for introduction into a cell where it can be replicated. In accordance with the present invention, it may be desirable to express the miRNAs of the present invention in a vector. The term “exogenous,” means that the vector or entity referred to is foreign to the cell into which it is being introduced or that the sequence is homologous to a sequence in the cell but in a position within the host cell nucleic acid in which the sequence is ordinarily not found. Vectors include plasmids, cosmids, viruses (bacteriophage, animal viruses, and plant viruses), and artificial chromosomes (e.g., BACs, YACs). One of skill in the art would be well equipped to construct a vector through standard recombinant techniques (see, for example, Maniatis et al., 1988 and Ausubel et al., 1994, both incorporated herein by reference).


“Expression vector” refers to any type of genetic construct comprising a nucleic acid coding for an RNA capable of being transcribed. Expression vectors can contain a variety of “control sequences,” which refer to nucleic acid sequences necessary for the transcription and possibly translation of an operably linked coding sequence in a particular host cell. In addition to control sequences that govern transcription and translation, vectors and expression vectors may contain nucleic acid sequences that serve other functions as well and are described infra.


A “promoter” may be one naturally associated with a nucleic acid sequence, as may be obtained by isolating the 5′ non-coding sequences located upstream of the coding segment and/or exon. Such a promoter can be referred to as “endogenous.” Similarly, an enhancer may be one naturally associated with a nucleic acid sequence, located either downstream or upstream of that sequence. Alternatively, certain advantages will be gained by positioning the coding nucleic acid segment under the control of a recombinant or heterologous promoter, which refers to a promoter that is not normally associated with a nucleic acid sequence in its natural environment. A recombinant or heterologous enhancer refers also to an enhancer not normally associated with a nucleic acid sequence in its natural environment. Such promoters or enhancers may include promoters or enhancers of other genes, and promoters or enhancers isolated from any other virus, or prokaryotic or eukaryotic cell, and promoters or enhancers not “naturally occurring,” i.e., containing different elements of different transcriptional regulatory regions, and/or mutations that alter expression. For example, promoters that are most commonly used in recombinant DNA construction include the beta-lactamase (penicillinase), lactose and tryptophan (trp) promoter systems. In addition to producing nucleic acid sequences of promoters and enhancers synthetically, sequences may be produced using recombinant cloning and/or nucleic acid amplification technology, including PCR, in connection with the compositions disclosed herein (see U.S. Pat. Nos. 4,683,202 and 5,928,906, each incorporated herein by reference). Furthermore, it is contemplated the control sequences that direct transcription and/or expression of sequences within non-nuclear organelles such as mitochondria, chloroplasts, and the like, can be employed as well.


In certain embodiments, it may be useful to employ a promoter and/or enhancer that effectively directs the expression of the DNA segment in the organelle, cell type, tissue, organ, or organism chosen for expression. Those of skill in the art of molecular biology generally know the use of promoters, enhancers, and cell type combinations for protein expression, (see, for example Sambrook et al. (2001), incorporated herein by reference). The promoters employed may be constitutive, tissue-specific, inducible, and/or useful under the appropriate conditions to direct high level expression of the introduced DNA segment. The promoter may be heterologous or endogenous.


Additionally any promoter/enhancer combination (as per, for example, the Eukaryotic Promoter Data Base EPDB, www.epd.isb-sib.ch) could also be used to drive expression. Use of a T3, T7 or SP6 cytoplasmic expression system is another possible embodiment. Eukaryotic cells can support cytoplasmic transcription from certain bacterial promoters if the appropriate bacterial polymerase is provided, either as part of the delivery complex or as an additional genetic expression construct.


A specific initiation signal also may be required for efficient translation of coding sequences. These signals include the ATG initiation codon or adjacent sequences. Exogenous translational control signals, including the ATG initiation codon, may need to be provided. One of ordinary skill in the art would readily be capable of determining this and providing the necessary signals. It is well known that the initiation codon must be “in-frame” with the reading frame of the desired coding sequence to ensure translation of the entire insert. The exogenous translational control signals and initiation codons can be either natural or synthetic. The efficiency of expression may be enhanced by the inclusion of appropriate transcription enhancer elements.


In certain embodiments of the invention, the use of internal ribosome entry sites (IRES) elements are used to create multigene, or polycistronic, messages. IRES elements are able to bypass the ribosome scanning model of 5′ methylated Cap dependent translation and begin translation at internal sites (Pelletier and Sonenberg, 1988). IRES elements from two members of the picornavirus family (polio and encephalomyocarditis) have been described (Pelletier and Sonenberg, 1988), as well an IRES from a mammalian message (Macejak and Sarnow, 1991). IRES elements can be linked to heterologous open reading frames. Multiple open reading frames can be transcribed together, each separated by an IRES, creating polycistronic messages. By virtue of the IRES element, each open reading frame is accessible to ribosomes for efficient translation. Multiple genes can be efficiently expressed using a single promoter/enhancer to transcribe a single message (see U.S. Pat. Nos. 5,925,565 and 5,935,819, each herein incorporated by reference).


Surface markers of hematopoietic cells are as follows: HSCs (CD34+/CD38−/CD90+/Lin−), CMPs (CD34+/CD38+/CD123+/CD45RA−), and MEPs (CD34+/CD38+/CD123−/CD45RA−). HSPCs may be CD34+; HSC-enriched cells (CD34+/[CD38/Lin]lo); HPC-enriched cells (CD34+/[CD38/Lin]hi); Erythroid progenitor-enriched cells (CD34+/[CD71/CD235A]+); and (e) Erythroid precursor/mature cells (CD34−/[CD71/CD235A]+).


MicroRNA

While not being bound by theory, a gene coding for an miRNA may be transcribed leading to production of an miRNA precursor known as the pri-miRNA. The pri-miRNA may be part of a polycistronic RNA comprising multiple pri-miRNAs. The pri-miRNA may form a hairpin with a stem and loop. The stem may comprise mismatched bases.


The hairpin structure of the pri-miRNA may be recognized by Drosha, which is an RNase III endonuclease. Drosha may recognize terminal loops in the pri-miRNA and cleave approximately two helical turns into the stem to produce a 60-70 nt precursor known as the pre-miRNA. Drosha may cleave the pri-miRNA with a staggered cut typical of RNase III endonucleases yielding a pre-miRNA stem loop with a 5′ phosphate and about a 2 nucleotide 3′ overhang. Approximately one helical turn of the stem (about 10 nucleotides) extending beyond the Drosha cleavage site may be essential for efficient processing. The pre-miRNA may then be actively transported from the nucleus to the cytoplasm by Ran-GTP and the export receptor Ex-portin-5.


The pre-miRNA may be recognized by Dicer, which is also an RNase III endonuclease. Dicer may recognize the double-stranded stem of the pre-miRNA. Dicer may also recognize the 5′ phosphate and 3′ overhang at the base of the stem loop. Dicer may cleave off the terminal loop two helical turns away from the base of the stem loop leaving an additional 5′ phosphate and about a 2 nucleotide 3′ overhang. The resulting siRNA-like duplex, which may comprise mismatches, comprises the mature miRNA and a similar-sized fragment known as the miRNA*. The miRNA and miRNA* may be derived from opposing arms of the pri-miRNA and pre-miRNA. miRNA* sequences may be found in libraries of cloned miRNAs but typically at lower frequency than the miRNAs.


Although initially present as a double-stranded species with miRNA*, the miRNA may eventually become incorporated as a single-stranded RNA into a ribonucleoprotein complex known as the RNA-induced silencing complex (RISC). Various proteins can form the RISC, which can lead to variability in specifity for miRNA/miRNA* duplexes, binding site of the target gene, activity of miRNA (repress or activate), and which strand of the miRNA/miRNA* duplex is loaded in to the RISC.


When the miRNA strand of the miRNA:miRNA* duplex is loaded into the RISC, the miRNA* may be removed and degraded. The strand of the miRNA:miRNA* duplex that is loaded into the RISC may be the strand whose 5′ end is less tightly paired. In cases where both ends of the miRNA:miRNA* have roughly equivalent 5′ pairing, both miRNA and miRNA* may have gene silencing activity.


The RISC may identify target nucleic acids based on high levels of complementarity between the miRNA and the mRNA, especially by nucleotides 2-8 of the miRNA. A case has been reported in animals where the interaction between the miRNA and its target was along the entire length of the miRNA. This was shown for mir-196 and Hox B8 and it was further shown that mir-196 mediates the cleavage of the Hox B8 mRNA (Yekta et al., 2004, Science 304-594). Such interactions are also known only in plants (Bartel & Bartel, 2003, Plant Physiol 132-709).


A number of studies have examined the base-pairing requirement between miRNA and its mRNA target for achieving efficient inhibition of translation (reviewed by Bartel, 2004, Cell, 116-281). In mammalian cells, the first 8 nucleotides of the miRNA may be important (Doench & Sharp, 2004, GenesDev, 2004-504). However, other parts of the miRNA may also participate in mRNA binding. Moreover, sufficient base pairing at the 3′ can compensate for insufficient pairing at the 5′ (Brennecke et al., 2005, PLoS 3-e85). Computational studies analyzing miRNA binding on whole genomes have suggested a specific role for bases 2-7 at the 5′ of the miRNA in target binding but a role for the first nucleotide, usually “A”, was also recognized (Lewis et al., 2005, Cell, 120-15). Similarly, nucleotides 1-7 or 2-8 were used to identify and validate targets by Krek et al. (2005, Nat Genet, 37-495).


The target sites in the mRNA may be in the 5′ UTR, the 3′ UTR or within the coding region. Multiple miRNAs may regulate the same mRNA target by recognizing the same or multiple sites. The presence of multiple miRNA binding sites in most genetically identified targets may indicate that the cooperative action of multiple RISCs provides the most efficient translational inhibition. Similarly, a single miRNA may regulate multiple mRNA targets by recognizing the same or similar sites on the different targets.


Without being bound by theory, miRNAs may direct the RISC to downregulate gene expression by several mechanisms: mRNA cleavage, translational repression, or chromatin remodeling. The miRNA may specify cleavage of the mRNA if the miRNA has a certain degree of complementarity to the mRNA. When an miRNA guides cleavage, the cut may be between the nucleotides pairing to residues 10 and 11 of the miRNA. Alternatively, the miRNA may repress translation if the miRNA does not have the requisite degree of complementarity to the miRNA. Translational repression may be more prevalent in animals since animals may have a lower degree of complementarity between the miRNA and binding site.


It should be noted that there may be variability in the 5′ and 3′ ends of any pair of miRNA and miRNA*. This variability may be due to variability in the enzymatic processing of Drosha and Dicer with respect to the site of cleavage. Variability at the 5′ and 3′ ends of miRNA and miRNA* may also be due to mismatches in the stem structures of the pri-miRNA and pre-miRNA. The mismatches of the stem strands may lead to a population of different hairpin structures. Variability in the stem structures may also lead to variability in the products of cleavage by Drosha and Dicer.


Methods for Modulating Differentiation of Stem-Progenitor Cells

Provided herein are methods for modulating the differentiation of an incompletely differentiated cell, i.e., a cell that is capable of further differentiation, e.g., a stem-progenitor cell (SPC). A “stem-progenitor cell” is any cell that is capable of further differentiation and/or is capable of proliferation, i.e., undergoing cell division (i.e. renew itself). An SPC may be a eukaryotic cell, e.g., a mammalian cell, a vertebrate cell, a human cell or a non-human cell, e.g., a non-human animal cell. A SPC may be an embryonic SPC, e.g., a human embryonic stem cell, an adult stem cell, as well as a cancer stem cell. It may be also be an adult SPC, and may be of any cell lineage, e.g., a cell lineage specific stem cell, e.g., a neural, mesenchymal, hematopoietic, muscle, stromal cells (e.g., bone marrow stromal cells), skin, liver, brain, and blood vessel specific stem cells.


The potency of a cell is sometimes used to specify the differentiation potential (the potential to differentiate into different cell types) of a stem or stem-progenitor cell. Totipotent stem cells are sometimes referred to as cells that are produced from the fusion of an egg and sperm cell. Cells produced by the first few divisions of the fertilized egg may also be totipotent. These cells can differentiate into embryonic and extraembryonic cell types. Pluripotent stem are sometimes referred to as cells that are the descendants of totipotent cells and can differentiate into cells derived from any of the three germ layers. Multipotent stem cells are cells that can produce only cells of a closely related family of cells (e.g. hematopoietic stem cells differentiate into red blood cells, white blood cells, platelets, etc.). Unipotent cells can produce only one cell type, but have the property of self-renewal which distinguishes them from non-stem cells (e.g. muscle stem cells).


Hematopoietic stem cells may give rise to all the types of blood cells: red blood cells, B lymphocytes, T lymphocytes, natural killer cells, neutrophils, basophils, eosinophils, monocytes, macrophages, and platelets. Bone marrow stromal cells (mesenchymal stem cells) may give rise to a variety of cell types: bone cells (osteocytes), cartilage cells (chondrocytes), fat cells (adipocytes), and other kinds of connective tissue cells such as those in tendons. Neural stem cells in the brain may give rise to its three major cell types: nerve cells (neurons) and two categories of non-neuronal cells—astrocytes and oligodendrocytes. Epithelial stem cells in the lining of the digestive tract occur in deep crypts and give rise to several cell types: absorptive cells, goblet cells, Paneth cells, and enteroendocrine cells. Skin stem cells occur in the basal layer of the epidermis and at the base of hair follicles. The epidermal stem cells amy give rise to keratinocytes, which migrate to the surface of the skin and form a protective layer. The follicular stem cells can give rise to both the hair follicle and to the epidermis (see, e.g., stemcells.nih.gov.).


Certain adult stem cell types are pluripotent. This ability to differentiate into multiple cell types is called plasticity or transdifferentiation. The following list offers examples of adult stem cell plasticity. Hematopoietic stem cells may differentiate into: three major types of brain cells (neurons, oligodendrocytes, and astrocytes); skeletal muscle cells; cardiac muscle cells; and liver cells. Bone marrow stromal cells may differentiate into: cardiac muscle cells and skeletal muscle cells. Brain stem cells may differentiate into: blood cells and skeletal muscle cells (see, e.g., stemcells.nih.gov.).


In one embodiment, a stem-progenitor cell is a hematopoietic stem-progenitor cell (HSPC). An HSPC is any cell that is not fully differentiated, i.e., that is capable of further differentiation and/or is capable of further proliferation (or cell division). An HSPC may be any cell that is set forth in FIG. 1, provided that it is not a fully differentiated cell.


A method may comprise contacting a hematopoietic stem-progenitor cell with one or more agents that modulate the level or activity of exactly or about 1, 2, 3, 5, 10, 15, 20, 25, 30, 32, or 33 miRNAs having one of SEQ ID NOs: 1-33 (see Table 1). In one embodiment, an agent that modulates the level or activity of a miRNA is a nucleic acid, e.g., a natural, synthetic or recombinant nucleic acid, comprising a nucleotide sequence that is at least about 50%, 60%, 70%, 80%, 85%, 90%, 95%, 96%, 97%, 98%, 99% or 100% to that of the miRNA, pre-miRNA or pri-miRNA or the complement thereof. When referring to “comprising a sequence” herein, it is understood that in certain embodiments, “consisting essentially of” or “consisting of” are also included. For example, in certain embodiments, a nucleic acid comprises, consists essentially of or consists of a nucleotide sequence that is at least about 50%, 60%, 70%, 80%, 85%, 90%, 95%, 96%, 97%, 98%, 99% or 100% to that of the miRNA, pre-miRNA or pri-miRNA or the complement thereof. In certain embodiments, a nucleic acid comprises a nucleotide sequence that differs (by substitution, addition or deletion) from that of a miRNA, pre-miRNA or pri-miRNA in about 1, 2, 3, 4, 5, 6, 7, 8, 9, 10 or more nucleotides. In embodiments in which it is desired to inhibit the differentiation of a stem-progenitor cell, a nucleic acid comprising a nucleotide sequence that is identical to or homologous to that of all or a portion of the miRNA, pre-miRNA or pri-miRNA may be used. In embodiments in which it is desired to stimulate the differentiation of a stem-progenitor cell, a nucleic acid comprising a nucleotide sequence that is identical to or homologous to that of the complement of all or a portion of the miRNA, pre-miRNA or pri-miRNA may be used. Generally, when referring to targeting, modulating, inhibiting or stimulating a “miRNA,” it is understood that this may include affecting related or derivative molecules of the miRNA, such as pre- and pri-miRNAs. A difference in nucleotide sequence is permitted provided that i) if the nucleic acid is an antagonist of the miRNA, the nucleic acid binds (or hybridizes) sufficiently strongly and/or specifically to the miRNA, pre-miRNA or pri-miRNA to thereby inhibit or reduce its activity and ii) if the nucleic acid is an agonist of the miRNA, the nucleic acid mimics or has the biological activity or a significant portion thereof, of the wild-type miRNA.


Nucleic acids for modulating the level or activity of miRNAs may, in addition to a sequence that is identical or homologous.to that of the miRNA or complement thereof, also comprise additional, unrelated nucleotides, provided that they do not interfere with the mimicking or inhibition, respectively, of the miRNA. They may comprise, e.g., about 1, 2, 3, 4, 5, 6, 7, 8, 9, 10 or more nucleotides that are located either 5′ and/or 3′ (or internal) to the sequence for modulating the level or activity of the miRNA.


An agonist of a miRNA (understood herein to also include agonists of the related molecules, e.g., pre- or pri-miRNA) is any agent, e.g., a nucleic acid comprising a nucleotide sequence that is identical or homologous to that of the miRNA, that mimics the action of the miRNA. An antagonist of a miRNA (understood herein to also include agonists of the related molecules, e.g., pre- or pri-miRNA) is any agent, e.g., a nucleic acid comprising a nucleotide sequence that is identical or homologous to that of the complement of the miRNA, that inhibits the action of the miRNA.


In certain embodiments, a nucleic acid comprises at least about 2, 3, 5, 10, 15, 20, 25, 30, or more nucleotide sequences that are identical or homologous to that of a miRNA or the complement thereof. The nucleotide sequences may be mimicking or inhibiting the level or activity of one miRNA or alternatively of at least about 2, 3, 5, 10, 15, 20, 25, 30, 32, 33, or more different miRNAs, e.g., those having SEQ ID NOs: 1-33.


Exemplary steps of hematopoiesis that may be modulated by specific miRNAs are set forth in FIG. 1. Generally, agonists of specific miRNAs will inhibit (or block) the differentiation of a hematopoietic stem-progenitor cell past a certain stage of differentiation and/or maintain the cell at a certain stage of differentiation, while antagonists of specific miRNAs will stimulate the differentiation of the cell towards or past (or beyond) a specific stage of differentiation. Thus, the methods described herein allow one to block a cell early in differentiation or later in differentiation, depending on which miRNA agonist is used. The methods described herein also allow one to stimulate the differentiation of an early progenitor or stem cell or a cell at a later stage of diffentiation.


In certain embodiments, a hematopoietic stem-progenitor cell is a pluripotent stem-progenitor cell, a totipotent stem-progenitor cell, a long-term repopulating hematopoietic stem-progenitor cell (HSPC), a short term repopulating HSPC, or a multipotent stem-progenitor cell and its differentiation is modulated with one or more nucleic acids comprising one or more SEQ ID NOs selected from the group consisting of those of mir-128a, mir-181a, mir-146, mir-155, mir-24a, and mir-17 or the complement thereof. In certain embodiments, the differentiation of a hematopoietic stem-progenitor cell into a common lymphoid stem-progenitor is modulated with one or more nucleic acids comprising one or more SEQ ID NOs of mir-146 or the complement thereof. In certain embodiments, the differentiation of a hematopoietic stem-progenitor cell into a common myeloid stem-progenitor is modulated with one or more nucleic acids comprising one or more SEQ ID NOs selected from the group consisting of those of mir-155, mir-24a or mir-17 or the complement thereof. In certain embodiments, the differentiation of a hematopoietic stem-progenitor cell that is a common myeloid stem-progenitor cell into macrophages and granulocytes is modulated with one or more nucleic acids comprising one or more SEQ ID NOs of those of mir-103 or mir-107 or the complement thereof In certain embodiments, the differentiation of a hematopoietic stem-progenitor cell that is a common myeloid stem-progenitor cell into megakaryocyte-erythrocyte stem-progenitor is modulated with one or more nucleic acids comprising one or more SEQ ID NOs of mir-16 or the complement thereof. In certain embodiments, the differentiation of a hematopoietic stem-progenitor cell that is a granulocyte-macrophage stem-progenitor into a granulocyte is modulated with one or more nucleic acids comprising one or more of the SEQ ID NO of mir-223 or the complement thereof. In certain embodiments, the differentiation of a hematopoietic stem-progenitor cell that is a megakaryocyte-erythrocyte stem-progenitor cell into erythrocytes is modulated with one or more nucleic acids comprising one or more of the SEQ ID NOs of mir-221 and/or mir-222 or the complement thereof.


Also provided are methods for stimulating the differentiation of human embryonic stem cells into embryonic type (primitive) hematopoietic stem cells. A method may comprise contacting the human embryonic stem cells with an agonist of mir-155, e.g., a nucleic acid comprising a nucleotide sequence that is at least about 90% identical to that of mir-155. Another method prevents the differentiation of human embryonic stem cells into embryonic type (primitive) hematopoietic stem cells, e.g., by contacting the human embryonic stem cells with an antagonist of mir-155, e.g., a nucleic acid that is at least about 90% identical to that of the complement of mir-155.


In certain embodiments, the differentiation of a HSPC is modulated with the use of more than one agent. For example, the differentiation of a HSPC may be modulated with the use of one or more agents that target the level or activity of at least about 2, 3, 4, 5, 10, 15, 20, 25, 30, 31, 32 or 33 different miRNAs having one of SEQ ID NOs: 1-33. In one embodiment, the differentiation of a HSPC is modulated by contacting or introducing into the HSPC an agonist or antagonist of any one of the miRNAs having one of SEQ ID NOs: 1-33. In one embodiment, the differentiation of a HSPC is stimulated by contacting or introducing into the HSPC an agonist or antagonist of any one of the miRNAs set forth in FIG. 1, i.e., mir-128a, mir-181a, mir-146, mir-155, mir-24a, mir-17, mir-16, mir-103, mir-107, mir-223, mir-221 and mir-222. In situations in which one may wish to differentiate an HSPC into a cell at a certain stage of differentiation (or lineage), one may include a combination of agonists of certain miRNAs and antagonists of other miRNAs. For example, to obtain a population of cells enriched in CMPs, one may contact or administer into a HSPC an agonist of mir-103 and/or mir-107, an agonist of mir-16, an agonist of mir-146 and an antagonist of mir-128a, mir-181a, mir-155, mir-24a and/or mir-17. Other combinations of agonists and antagonists will be evident from FIG. 1.


Other methods provided herein modulate the differentiation of non-hematopoietic stem-progenitor cells, e.g., neuronal, mesenchymal and embryonic stem cell (see Table 6). Modulating the differentiation of such cells may be made with agonists and/or antagonists of miRNAs of Table 6, as described in the context of hematopoietic stem cells.


In certain embodiments (which may relate to methods of differentiation or other methods described herein, miRNAs are not specific miRNAs. For example, in certain embodiments, a miRNA is not mi-146, 181, 221, 222 or 223.


Methods for Enriching or Expanding a Population of Stem-Progenitor Cells

Methods of modulating the differentiation of SPCs may be used to enrich populations of cells in one or more specific types of cells or cells of particular lineages or for expanding populations of cells. For example, a method may be used to expand a population of undifferentiated cells, e.g., stem or progenitor or stem-progenitor cells, such as by blocking differentiation, e.g., by using agonists of miRNAs described herein. In one embodiment, the initial population of cell is a population of cells comprising undifferentiated cells and the method comprises contacting the initial population of cells with one or more agonist of a miRNA set forth in Table 1. In one embodiment, the initial population of cells comprises hematopoietic cells, e.g., from the peripheral blood or bone marrow, and the initial population of cells is contacted with one or more agonists having a sequence from SEQ ID NO: 1-33, such as to enrich the population of cells in hematopoietic stem-progenitor cells that are undifferentiated or at an early stage of differentiation. In other embodiments, a population of cells may be enriched in specific types of hematopoietic cells by using agonists, antagonists of miRNAs of Table 1, e.g., having one or SEQ ID NO: 33 or a combination of agonists and antagonists. A method may be used for enriching a population of cells into differentiated cells, partially differentiated cells or undifferentiated cells.


Enriching or expanding a population of cells may be conducted in vitro, ex vivo or in vivo. When expanding a population of cells in vitro, the initial population of cells may be from a cell line, including embryonic or cancer stem cell lines, or from a subject. An initial population of cells may comprise multiple cell types, or alternatively, it may consist essentially of only one cell type. Where an initial population of cells comprises different types of cells, it may first be enriched in certain types of cells by using techniques known in the art, by immunoaffinity. Accordingly, an initial population of cells may be population of cells that is enriched in certain types of cells. In one example, an initial population of cells are cells obtained from the peripheral blood or bone marrow of a subject and the population of cells has been enriched in CD34+ cells.


In one embodiment, an initial population of cells is obtained from a subject; the initial population of cells is enriched or expanded into one or more particular cell types to obtain an enriched or expanded population of cells; and the enriched or expanded population of cells is administered to a subject, which may be the same subject from whom the initial population of cells was obtained or a different subject. The cells may also be additionally purified, enriched or expanded by other methods, e.g., based on the presence of certain surface markers or by FACS.


In one embodiment, a population of cells is enriched or expanded in vivo. A method may comprise administering to a subject in need thereof a therapeutically effective amount of one or more agonists or antagonists of one or more miRNAs set forth in Table 1, e.g., those having a sequence of SEQ ID NOs: 1-33, to thereby enrich or expand a population of cells in the subject. An agent may be administered locally of systemically. In one embodiment, for expanding or enriching hematopoietic cells in certain types of cells, an agent is administered into the bone marrow. For enriching or expanding a population of cells in the blood, an agent may be administered directly into the blood. An agent may comprise or be comprised in a delivery vehicle that allows targeting to particular cell types. Such targeting may be based on cell surface molecules of the target population of cells.


As it has been shown herein, mir-155 prevents further differentiation of a very early hematopoietic stem cell (HSC), e.g., when differentiated from an embryonic stem cell. In one embodiment, a method for expanding a population of HSC or produce HSC from embryonic stem cells, comprises contacting the cells with an agonist of mir-155. Also provided are methods for stimulating the differentiation of embryonic stem cells past HSCs, comprising contacting the cells with an antagonist of mir-155.


Based at least on the identification of 9 miRNAs that are expressed in several types of stem cells, also encompassed are methods for expanding a population of stem cells, e.g., embryonic stem cells, e.g., human embryonic stem cells. A method may comprise contacting a stem cell with one or more agonists of one or more miRNAs selected from the group consisting of let-7b, mir-17, mir-92-1, mir-92-2p, mir-130a, mir-193, mir-197, mir-212 and mir-222 (“stem cell miRNAs”; Table 6), to thereby prevent the differentiation of the stem cells. Also provided are methods for stimulating the differentiation of a population of stem cells. A method may comprise contacting a stem cell with one or more antagonists of one or more miRNAs selected from the group consisting of let-7b, mir-17, mir-92-1, mir-92-2p, mir-130a, mir-193, mir-197, mir-212 and mir-222, to thereby stimulate the differentiation of the stem cells.


Also provided herein are isolated, purified, expanded and/or enriched populations of cells that are obtained using one or more of the methods described herein for modulating the differentiation of cells. A population of cells may at least about 50%, 60%, 70%, 80%, 90%, 95%, 97%, 98%, 99% or 100% enriched in one or more type or lineage of cells. Populations of cells may also comprise cells comprising one or more heterologous nucleic acid encoding or identical to one or more miRNAs, such as those further described herein. Populations of cells may also be comprised in a pharmaceutical composition, e.g., for administration of the cells to a subject, e.g., in stem cell therapy. Populations of cells and compositions comprising such may also be present in a delivery vehicle, such as a liposome, a viral particle or a nanoparticle, e.g., as further described herein.


Expanded populations of early stem progenitor cells may be used for the production of cells oe one or more lineage, which may then be transplanted into a subject. Alternatively, expanded populations of cells, e.g., undifferentiated cells, are administered to a subject, e.g., for stem cell therapy.


Nucleic Acids Controlling Stem-Progenitor Cell Differentiation

Nucleic acids controlling stem progenitor cell, e.g., hematopoietic stem-progenitor, cell differentiation are provided herein. The nucleic acid may comprise the sequence of SEQ ID NOS: 1-34 or variants thereof. The variant may be a complement of the referenced nucleotide sequence. The variant may also be a nucleotide sequence that is substantially identical to the referenced nucleotide sequence or the complement thereof. The variant may also be a nucleotide sequence that hybridizes under stringent conditions to the referenced nucleotide sequence, complements thereof, or nucleotide sequences substantially identical thereto.


The nucleic acid may have a length of from 10 to 250 nucleotides. The nucleic acid may have a length of at least 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, 60, 70, 80, 90, 100, 125, 150, 175, 200 or 250 nucleotides. The nucleic acid may be synthesized or expressed in a cell (in vitro or in vivo) using a synthetic gene described herein. The nucleic acid may be synthesized as a single stranded molecule and hybridized to a substantially complementary nucleic acid to form a duplex. The nucleic acid may be introduced to a cell, tissue or organ in a single- or double-stranded form or capable of being expressed by a synthetic gene using methods well known to those skilled in the art, including as described in U.S. Pat. No. 6,506,559 which is incorporated by reference. In certain embodiments, it may be useful to incorporate the nucleic acids into a vector, as described supra.


Pri-miRNA

The nucleic acid may comprise a sequence of a pri-miRNA or a variant thereof. The pri-miRNA sequence may comprise from 45-250, 55-200, 70-150 or 80-100 nucleotides. The sequence of the pri-miRNA may comprise a pre-miRNA, miRNA and miRNA*, as set forth herein, and variants thereof. The sequence of the pri-miRNA may comprise the sequence of SEQ ID NOS:1-34, the complement of an miRNA binding site referred to on an mRNA in FIG. 13, or variants thereof.


The pri-miRNA may form a hairpin structure. The hairpin may comprise a first and second nucleic acid sequence that are substantially complementary. The first and second nucleic acid sequence may be from 37-50 nucleotides. The first and second nucleic acid sequence may be separated by a third sequence of from 8-12 nucleotides. The hairpin structure may have a free energy less than −25 Kcal/mole as calculated by the Vienna algorithm with default parameters, as described in Hofacker et al., Monatshefte f. Chemie 125: 167-188 (1994), the contents of which are incorporated herein. The hairpin may comprise a terminal loop of 4-20, 8-12 or 10 nucleotides. The pri-miRNA may comprise at least 19% adenosine nucleotides, at least 16% cytosine nucleotides, at least 23% thymine nucleotides and at least 19% guanine nucleotides.


Pre-miRNA

The nucleic acid may also comprise a sequence of a pre-miRNA or a variant thereof. The pre-miRNA sequence may comprise from 45-90, 60-80 or 60-70 nucleotides. The sequence of the pre-miRNA may comprise a miRNA and a miRNA* as set forth herein, The sequence of the pre-miRNA may also be that of a pri-miRNA excluding from 0-160 nucleotides from the 5′ and 3′ ends of the pri-miRNA. The sequence of the pre-miRNA may comprise the sequence of SEQ ID NOS: 1-34, the complement of an miRNA binding site on an mRNA referred to in FIG. 13, or variants thereof.


miRNA


The nucleic acid may also comprise a sequence of an miRNA (including miRNA*) or a variant thereof The miRNA sequence may comprise from 13-33, 18-24 or 21-23 nucleotides. The miRNA may also comprise a total of at least 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, 31, 32, 33, 34, 35, 36, 37, 38, 39 or 40 nucleotides. The sequence of the miRNA may be the first 13-33 nucleotides of the pre-miRNA. The sequence of the miRNA may also be the last 13-33 nucleotides of the pre-miRNA. The sequence of the miRNA may comprise the sequence of SEQ ID NOS: 1-34, the complement of an miRNA binding site on an mRNA referred to in FIG. 13, or variants thereof.


Anti-miRNA

The nucleic acid may also comprise a sequence of an anti-miRNA that is capable of blocking the activity of a miRNA or miRNA*, such as by binding to the pri-miRNA, pre-miRNA, miRNA or miRNA* (e.g. antisense or RNA silencing), or by binding to the target binding site. The anti-miRNA may comprise a total of 5-100 or 10-60 nucleotides. The anti-miRNA may also comprise a total of at least 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, 31, 32, 33, 34, 35, 36, 37, 38, 39 or 40 nucleotides. The sequence of the anti-miRNA may comprise (a) at least 5 nucleotides that are substantially complementary to the 5′ of a miRNA and at least 5-12 nucleotides that are substantially identical to the flanking regions of the target site from the 5′ end of the miRNA, for the purposes of binding to a miRNA and repressing its activity; or (b) at least 5-12 nucleotides that are substantially identical to the 3′ of a miRNA and at least 5 nucleotide that are substantially complementary to the flanking region of the target site from the 3′ end of the miRNA, for the purposes of inhibiting the ability of a miRNA to bind to its target. The sequence of the anti-miRNA may comprise the complement of SEQ ID NOS:1-34, the miRNA binding site on an mRNA referred to in FIG. 13, or variants thereof.


In some embodiments, morpholino-based oligonucleotides may be used to block the activity of an miRNA. Morpholinos comprise standard nucleic acid bases bound to morpholine rings, instead of deoxyribose rings, and linked through phosphorodiamidate groups, instead of phosphates (Summerton and Weller, 1997, Antisense & Nucleic Acid Drug Development, 7: 187-195). In other embodiments, “multi-blocking morpholinos,” which may inhibit the activity of a targeted miRNA by blocking several steps of its maturation, may be used.


Vectors

Vectors can include a multiple cloning site (MCS), which is a nucleic acid region that contains multiple restriction enzyme sites, any of which can be used in conjunction with standard recombinant technology to digest the vector (see, for example, Carbonelli et al., 1999, Levenson et al., 1998, and Cocea, 1997, incorporated herein by reference.) “Restriction enzyme digestion” refers to catalytic cleavage of a nucleic acid molecule with an enzyme that functions only at specific locations in a nucleic acid molecule. Many of these restriction enzymes are commercially available. Use of such enzymes is widely understood by those of skill in the art. Frequently, a vector is linearized or fragmented using a restriction enzyme that cuts within the MCS to enable exogenous sequences to be ligated to the vector. “Ligation” refers to the process of forming phosphodiester bonds between two nucleic acid fragments, which may or may not be contiguous with each other. Techniques involving restriction enzymes and ligation reactions are well known to those of skill in the art of recombinant technology.


The vectors or constructs of the present invention will generally comprise at least one termination signal. A “termination signal” or “terminator” is comprised of the DNA sequences involved in specific termination of an RNA transcript by an RNA polymerase. Thus, in certain embodiments a termination signal that ends the production of an RNA transcript is contemplated. A terminator may be necessary in vivo to achieve desirable message levels.


In eukaryotic systems, the terminator region may also comprise specific DNA sequences that permit site-specific cleavage of the new transcript so as to expose a polyadenylation site. This signals a specialized endogenous polymerase to add a stretch of about 200 A residues (polyA) to the 3′ end of the transcript. RNA molecules modified with this polyA tail appear to more stable and are translated more efficiently. Thus, in other embodiments involving eukaryotes, it is preferred that that terminator comprises a signal for the cleavage of the RNA, and it is more preferred that the terminator signal promotes polyadenylation of the message. The terminator and/or polyadenylation site elements can serve to enhance message levels and to minimize read through from the cassette into other sequences.


Terminators contemplated for use in the invention include any known terminator of transcription described herein or known to one of ordinary skill in the art, including but not limited to, for example, the termination sequences of genes, such as for example the bovine growth hormone terminator or viral termination sequences, such as for example the SV40 terminator. In certain embodiments, the termination signal may be a lack of transcribable or translatable sequence, such as due to a sequence truncation.


In expression, particularly eukaryotic expression, one will typically include a polyadenylation signal to effect proper polyadenylation of the transcript. The nature of the polyadenylation signal is not believed to be crucial to the successful practice of the invention, and any such sequence may be employed. Preferred embodiments include the SV40 polyadenylation signal or the bovine growth hormone polyadenylation signal, convenient and known to function well in various target cells. Polyadenylation may increase the stability of the transcript or may facilitate cytoplasmic transport.


In order to propagate a vector in a host cell, it may contain one or more origins of replication sites (often termed “ori”), which is a specific nucleic acid sequence at which replication is initiated. Alternatively an autonomously replicating sequence (ARS) can be employed if the host cell is yeast.


In certain embodiments of the invention, cells containing a nucleic acid construct of the present invention may be identified in vitro or in vivo by including a marker in the expression vector. Such markers would confer an identifiable change to the cell permitting easy identification of cells containing the expression vector. Generally, a selectable marker is one that confers a property that allows for selection. A positive selectable marker is one in which the presence of the marker allows for its selection, while a negative selectable marker is one in which its presence prevents its selection. An example of a positive selectable marker is a drug resistance marker.


Usually the inclusion of a drug selection marker aids in the cloning and identification of transformants, for example, genes that confer resistance to neomycin, puromycin, hygromycin, DHFR, GPT, zeocin and histidinol are useful selectable markers. In addition to markers conferring a phenotype that allows for the discrimination of transformants based on the implementation of conditions, other types of markers including screenable markers such as GFP, whose basis is colorimetric analysis, are also contemplated. Alternatively, screenable enzymes such as herpes simplex virus thymidine kinase (tk) or chloramphenicol acetyltransferase (CAT) may be utilized. One of skill in the art would also know how to employ immunologic markers, possibly in conjunction with FACS analysis. The marker used is not believed to be important, so long as it is capable of being expressed simultaneously with the nucleic acid encoding a gene product. Further examples of selectable and screenable markers are well known to one of skill in the art.


In certain embodiments, a plasmid vector is contemplated for use to transform a host cell. In general, plasmid vectors containing replicon and control sequences which are derived from species compatible with the host cell are used in connection with these hosts. The vector ordinarily carries a replication site, as well as marking sequences which are capable of providing phenotypic selection in transformed cells. In a non-limiting example, E. coli is often transformed using derivatives of pBR322, a plasmid derived from an E. coli species. pBR322 contains genes for ampicillin and tetracycline resistance and thus provides easy means for identifying transformed cells. The pBR plasmid, or other microbial plasmid or phage must also contain, or be modified to contain, for example, promoters which can be used by the microbial organism for expression of its own proteins.


In addition, phage vectors containing replicon and control sequences that are compatible with the host microorganism can be used as transforming vectors in connection with these hosts. For example, the phage lambda GEM-11 may be utilized in making a recombinant phage vector which can be used to transform host cells, such as, for example, E. coli LE392.


Further useful plasmid vectors include pIN vectors (Inouye et al., 1985); and pGEX vectors, for use in generating glutathione S-transferase (GST) soluble fusion proteins for later purification and separation or cleavage. Other suitable fusion proteins are those with beta-galactosidase, ubiquitin, and the like.


Bacterial host cells, for example, E. coli, comprising the expression vector, are grown in any of a number of suitable media, for example, LB. The expression of the recombinant protein in certain vectors may be induced, as would be understood by those of skill in the art, by contacting a host cell with an agent specific for certain promoters, e.g., by adding IPTG to the media or by switching incubation to a higher temperature. After culturing the bacteria for a further period, generally of between 2 and 24 h, the cells are collected by centrifugation and washed to remove residual media.


Viral Vectors

The ability of certain viruses to infect cells or enter cells via receptor-mediated endocytosis, and to integrate into host cell genome and express viral genes stably and efficiently have made them attractive candidates for the transfer of foreign nucleic acids into cells (e.g., mammalian cells). Non-limiting examples of virus vectors that may be used to deliver a nucleic acid of the present invention are described below.


Adenoviral Vectors. A particular method for delivery of nucleic acids involves the use of an adenovirus expression vector. Although adenovirus vectors are known to have a low capacity for integration into genomic DNA, this feature is counterbalanced by the high efficiency of gene transfer afforded by these vectors. “Adenovirus expression vector” is meant to include those constructs containing adenovirus sequences sufficient to (a) support packaging of the construct and (b) to ultimately express a tissue or cell-specific construct that has been cloned therein. Knowledge of the genetic organization or adenovirus, a 36 kb, linear, double-stranded DNA virus, allows substitution of large pieces of adenoviral DNA with foreign sequences up to 7 kb (Grunhaus and Horwitz, 1992).


AAV Vectors. The nucleic acid may be introduced into a cell using adenovirus-assisted transfection. Increased transfection efficiencies have been reported in cell systems using adenovirus coupled systems (Kelleher and Vos, 1994; Cotten et al., 1992; Curiel, 1994). Adeno-associated virus (AAV) is an attractive vector system as it has a high frequency of integration and it can infect nondividing cells, thus making it useful for delivery of genes into mammalian cells, for example, in tissue culture (Muzyczka, 1992) or in vivo. AAV has a broad host range for infectivity (Tratschin et al., 1984; Laughlin et al., 1986; Lebkowski et al., 1988; McLaughlin et al., 1988). Details concerning the generation and use of rAAV vectors are described in U.S. Pat. Nos. 5,139,941 and 4,797,368, each incorporated herein by reference.


Retroviral Vectors. Retroviruses have promise as delivery vectors due to their ability to integrate their genes into the host genome, transferring a large amount of foreign genetic material, infecting a broad spectrum of species and cell types and of being packaged in special cell-lines (Miller, 1992).


In order to construct a retroviral vector, a nucleic acid is inserted into the viral genome in the place of certain viral sequences to produce a virus that is replication-defective. In order to produce virions, a packaging cell line containing the gag, pol, and env genes but without the LTR and packaging components is constructed (Mann et al., 1983). When a recombinant plasmid containing a cDNA, together with the retroviral LTR and packaging sequences is introduced into a special cell line (e.g., by calcium phosphate precipitation for example), the packaging sequence allows the RNA transcript of the recombinant plasmid to be packaged into viral particles, which are then secreted into the culture media (Nicolas and Rubenstein, 1988; Temin, 1986; Mann et al., 1983). The media containing the recombinant retroviruses is then collected, optionally concentrated, and used for gene transfer. Retroviral vectors are able to infect a broad variety of cell types. However, integration and stable expression require the division of host cells (Paskind et al., 1975).


Lentiviruses are complex retroviruses, which, in addition to the common retroviral genes gag, pol, and env, contain other genes with regulatory or structural function. Lentiviral vectors are well known in the art (see, for example, Naldini et al., 1996; Zufferey et al., 1997; Blomer et al., 1997; U.S. Pat. Nos. 6,013,516 and 5,994,136). Some examples of lentivirus include the Human Immunodeficiency Viruses: HIV-1, HIV-2 and the Simian Immunodeficiency Virus: SIV. Lentiviral vectors have been generated by multiply attenuating the HIV virulence genes, for example, the genes env, vif, vpr, vpu and nef are deleted making the vector biologically safe.


Recombinant lentiviral vectors are capable of infecting non-dividing cells and can be used for both in vivo and ex vivo gene transfer and expression of nucleic acid sequences. For example, recombinant lentivirus capable of infecting a non-dividing cell wherein a suitable host cell is transfected with two or more vectors carrying the packaging functions, namely gag, pol and env, as well as rev and tat is described in U.S. Pat. No. 5,994,136, incorporated herein by reference. One may target the recombinant virus by linkage of the envelope protein with an antibody or a particular ligand for targeting to a receptor of a particular cell-type. By inserting a sequence (including a regulatory region) of interest into the viral vector, along with another gene which encodes the ligand for a receptor on a specific target cell, for example, the vector is now target-specific.


Other Viral Vectors. Other viral vectors may be employed as vaccine constructs in the present invention. Vectors derived from viruses such as vaccinia virus (Ridgeway, 1988; Baichwal and Sugden, 1986; Coupar et al., 1988), sindbis virus, cytomegalovirus and herpes simplex virus may be employed. They offer several attractive features for various mammalian cells (Friedmann, 1989; Ridgeway, 1988; Baichwal and Sugden, 1986; Coupar et al., 1988; Horwich et al., 1990).


Delivery Using Modified Viruses. A nucleic acid to be delivered may be housed within an infective virus that has been engineered to express a specific binding ligand. The virus particle will thus bind specifically to the cognate receptors of the target cell and deliver the contents to the cell. A novel approach designed to allow specific targeting of retrovirus vectors was developed based on the chemical modification of a retrovirus by the chemical addition of lactose residues to the viral envelope. This modification can permit the specific infection of hepatocytes via sialoglycoprotein receptors.


Another approach to targeting of recombinant retroviruses was designed in which biotinylated antibodies against a retroviral envelope protein and against a specific cell receptor were used. The antibodies were coupled via the biotin components by using streptavidin (Roux et al., 1989). Using antibodies against major histocompatibility complex class I and class II antigens, they demonstrated the infection of a variety of human cells that bore those surface antigens with an ecotropic virus in vitro (Roux et al., 1989).


Delivering Nucleic Acids to Cells

Suitable methods for nucleic acid delivery to cells for use with the current invention are believed to include virtually any method by which a nucleic acid (e.g., DNA), as known to one of ordinary skill in the art. Such methods include, but are not limited to, direct delivery of DNA such as by ex vivo transfection (Wilson et al., 1989, Nabel et al, 1989), by injection (U.S. Pat. Nos. 5,994,624, 5,981,274, 5,945,100, 5,780,448, 5,736,524, 5,702,932, 5,656,610, 5,589,466 and 5,580,859, each incorporated herein by reference), including microinjection (Harland and Weintraub, 1985; U.S. Pat. No. 5,789,215, incorporated herein by reference); by electroporation (U.S. Pat. No. 5,384,253, incorporated herein by reference; Tur-Kaspa et al., 1986; Potter et al., 1984); by calcium phosphate precipitation (Graham and Van Der Eb, 1973; Chen and Okayama, 1987; Rippe et al., 1990); by using DEAE-dextran followed by polyethylene glycol (Gopal, 1985); by direct sonic loading (Fechheimer et al, 1987); by liposome-mediated transfection (Nicolau and Sene, 1982; Fraley et al., 1979; Nicolau et al., 1987; Wong et al., 1980; Kaneda et al., 1989; Kato et al., 1991) and receptor-mediated transfection (Wu and Wu, 1987; Wu and Wu, 1988); by microprojectile bombardment (PCT Application Nos. WO 94/09699 and 95/06128; U.S. Pat. Nos. 5,610,042; 5,322,783 5,563,055, 5,550,318, 5,538,877 and 5,538,880, and each incorporated herein by reference); by agitation with silicon carbide fibers (Kaeppler et al., 1990; U.S. Pat. Nos. 5,302,523 and 5,464,765, each incorporated herein by reference); by desiccation/inhibition-mediated DNA uptake (Potrykus et al., 1985), and any combination of such methods.


Methods for tranfecting cells and tissues removed from an organism in an ex vivo setting are known to those of skill in the art. For example, cannine endothelial cells have been genetically altered by retrovial gene tranfer in vitro and transplanted into a canine (Wilson et al., 1989). In another example, yucatan minipig endothelial cells were tranfected by retrovirus in vitro and transplated into an artery using a double-ballonw catheter (Nabel et al., 1989). Thus, it is contemplated that cells or tissues may be removed and tranfected ex vivo using the nucleic acids of the present invention. In some embodiments, the transplanted cells or tissues may be placed into an organism. In some embodiments, a nucleic acid is expressed in the transplated cells or tissues.


Injection. In certain embodiments, a nucleic acid may be delivered to an organelle, a cell, a tissue or an organism via one or more injections (i.e., a needle injection), such as, for example, subcutaneously, intradermally, intramuscularly, intravenously, intraperitoneally, etc. Methods of injection of vaccines are well known to those of ordinary skill in the art (e.g., injection of a composition comprising a saline solution). Further embodiments of the present invention include the introduction of a nucleic acid by direct microinjection. Direct microinjection has been used to introduce nucleic acid constructs into Xenopus oocytes (Harland and Weintraub, 1985). The amount of nucleic acid used may vary upon the nature of the antigen as well as the organelle, cell, tissue or organism used


Electroporation. In certain embodiments of the present invention, a nucleic acid is introduced into an organelle, a cell, a tissue or an organism via electroporation. Electroporation involves the exposure of a suspension of cells and DNA to a high-voltage electric discharge. In some variants of this method, certain cell wall-degrading enzymes, such as pectin-degrading enzymes, are employed to render the target recipient cells more susceptible to transformation by electroporation than untreated cells (U.S. Pat. No. 5,384,253, incorporated herein by reference). Alternatively, recipient cells can be made more susceptible to transformation by mechanical wounding.


Transfection of eukaryotic cells using electroporation has been quite successful. Mouse pre-B lymphocytes have been transfected with human kappa-immunoglobulin genes (Potter et al., 1984), and rat hepatocytes have been transfected with the chloramphenicol acetyltransferase gene (Tur-Kaspa et al., 1986) in this manner.


To effect transformation by electroporation in cells such as, for example, plant cells, one may employ either friable tissues, such as a suspension culture of cells or embryogenic callus or alternatively one may transform immature embryos or other organized tissue directly. In this technique, one would partially degrade the cell walls of the chosen cells by exposing them to pectin-degrading enzymes (pectolyases) or mechanically wounding in a controlled manner. Examples of some species which have been transformed by electroporation of intact cells include maize (U.S. Pat. No. 5,384,253; Rhodes et al., 1995; D'Halluin et al., 1992), wheat (Zhou et al., 1993), tomato (Hou and Lin, 1996), soybean (Christou et al., 1987) and tobacco (Lee et al., 1989).


Calcium Phosphate. In other embodiments of the present invention, a nucleic acid is introduced to the cells using calcium phosphate precipitation. Human KB cells have been transfected with adenovirus 5 DNA (Graham and Van Der Eb, 1973) using this technique. Also in this manner, mouse L(A9), mouse C127, CHO, CV-1, BHK, NIH3T3 and HeLa cells were transfected with a neomycin marker gene (Chen and Okayama, 1987), and rat hepatocytes were transfected with a variety of marker genes (Rippe et al., 1990).


DEAE-Dextran. In another embodiment, a nucleic acid is delivered into a cell using DEAE-dextran followed by polyethylene glycol. In this manner, reporter plasmids were introduced into mouse myeloma and erythroleukemia cells (Gopal, 1985).


Sonication Loading. Additional embodiments of the present invention include the introduction of a nucleic acid by direct sonic loading. LTK.sup.-fibroblasts have been transfected with the thymidine kinase gene by sonication loading (Fechheimer et al., 1987).


Liposome-Mediated Transfection. In a further embodiment of the invention, a nucleic acid may be entrapped in a lipid complex such as, for example, a liposome. Liposomes are vesicular structures characterized by a phospholipid bilayer membrane and an inner aqueous medium. Multilamellar liposomes have multiple lipid layers separated by aqueous medium. They form spontaneously when phospholipids are suspended in an excess of aqueous solution. The lipid components undergo self-rearrangement before the formation of closed structures and entrap water and dissolved solutes between the lipid bilayers (Ghosh and Bachhawat, 1991). Also contemplated is an nucleic acid complexed with Lipofectamine (Gibco BRL) or Superfect (Qiagen).


Liposome-mediated nucleic acid delivery and expression of foreign DNA in vitro has been very successful (Nicolau and Sene, 1982; Fraley et al., 1979; Nicolau et al., 1987). The feasibility of liposome-mediated delivery and expression of foreign DNA in cultured chick embryo, HeLa and hepatoma cells has also been demonstrated (Wong et al., 1980).


In certain embodiments of the invention, a liposome may be complexed with a hemagglutinating virus (HVJ). This has been shown to facilitate fusion with the cell membrane and promote cell entry of liposome-encapsulated DNA (Kaneda et al., 1989). In other embodiments, a liposome may be complexed or employed in conjunction with nuclear non-histone chromosomal proteins (HMG-1) (Kato et al., 1991). In yet further embodiments, a liposome may be complexed or employed in conjunction with both HVJ and HMG-1. In other embodiments, a delivery vehicle may comprise a ligand and a liposome.


Receptor Mediated Transfection. Still further, a nucleic acid may be delivered to a target cell via receptor-mediated delivery vehicles. These take advantage of the selective uptake of macromolecules by receptor-mediated endocytosis that will be occurring in a target cell. In view of the cell type-specific distribution of various receptors, this delivery method adds another degree of specificity to the present invention.


Certain receptor-mediated gene targeting vehicles comprise a cell receptor-specific ligand and a nucleic acid-binding agent. Others comprise a cell receptor-specific ligand to which the nucleic acid to be delivered has been operatively attached. Several ligands have been used for receptor-mediated gene transfer (Wu and Wu, 1987; Wagner et al., 1990; Perales et al., 1994; Myers, EPO 0273085), which establishes the operability of the technique. Specific delivery in the context of another mammalian cell type has been described (Wu and Wu, 1993; incorporated herein by reference). In certain aspects of the present invention, a ligand will be chosen to correspond to a receptor specifically expressed on the target cell population.


In other embodiments, a nucleic acid delivery vehicle component of a cell-specific nucleic acid targeting vehicle may comprise a specific binding ligand in combination with a liposome. The nucleic acid(s) to be delivered are housed within the liposome and the specific binding ligand is functionally incorporated into the liposome membrane. The liposome will thus specifically bind to the receptor(s) of a target cell and deliver the contents to a cell. Such systems have been shown to be functional using systems in which, for example, epidermal growth factor (EGF) is used in the receptor-mediated delivery of a nucleic acid to cells that exhibit upregulation of the EGF receptor.


In still further embodiments, the nucleic acid delivery vehicle component of a targeted delivery vehicle may be a liposome itself, which will preferably comprise one or more lipids or glycoproteins that direct cell-specific binding. For example, lactosyl-ceramide, a galactose-terminal asialganglioside, have been incorporated into liposomes and observed an increase in the uptake of the insulin gene by hepatocytes (Nicolau et al., 1987). It is contemplated that the tissue-specific transforming constructs of the present invention can be specifically delivered into a target cell in a similar manner.


Synthetic Gene

A synthetic gene is also provided comprising a nucleic acid described herein operably linked to a transcriptional and/or translational regulatory sequence. The synthetic gene may be capable of modifying the expression of a target gene with a binding site for a nucleic acid described herein. Expression of the target gene may be modified in a cell, tissue or organ. The synthetic gene may be synthesized or derived from naturally-occurring genes by standard recombinant techniques. The synthetic gene may also comprise terminators at the 3′-end of the transcriptional unit of the synthetic gene sequence. The synthetic gene may also comprise a selectable marker.


Biochip

A biochip is also provided. In some embodiments, the biochip may be specific for the determination of the state of a hematopoietic cell. The biochip may comprise a solid substrate comprising an attached probe or plurality of probes described herein. The probes may be capable of hybridizing to a target sequence under stringent hybridization conditions. The probes may be attached at spatially defined address on the substrate. More than one probe per target sequence may be used, with either overlapping probes or probes to different sections of a particular target sequence. The probes may be capable of hybridizing to target sequences associated with a single disorder.


The probes may be attached to the biochip in a wide variety of ways, as will be appreciated by those in the art. The probes may either be synthesized first, with subsequent attachment to the biochip, or may be directly synthesized on the biochip.


The solid substrate may be a material that may be modified to contain discrete individual sites appropriate for the attachment or association of the probes and is amenable to at least one detection method. Representative examples of substrates include glass and modified or functionalized glass, plastics (including acrylics, polystyrene and copolymers of styrene and other materials, polypropylene, polyethylene, polybutylene, polyurethanes, TeflonJ, etc.), polysaccharides, nylon or nitrocellulose, resins, silica or silica-based materials including silicon and modified silicon, carbon, metals, inorganic glasses and plastics. The substrates may allow optical detection without appreciably fluorescing.


The substrate may be planar, although other configurations of substrates may be used as well. For example, probes may be placed on the inside surface of a tube, for flow-through sample analysis to minimize sample volume. Similarly, the substrate may be flexible, such as a flexible foam, including closed cell foams made of particular plastics.


The biochip and the probe may be derivatized with chemical functional groups for subsequent attachment of the two. For example, the biochip may be derivatized with a chemical functional group including, but not limited to, amino groups, carboxyl groups, oxo groups or thiol groups. Using these functional groups, the probes may be attached using functional groups on the probes either directly or indirectly using a linkers. The probes may be attached to the solid support by either the 5′ terminus, 3′ terminus, or via an internal nucleotide.


The probe may also be attached to the solid support non-covalently. For example, biotinylated oligonucleotides can be made, which may bind to surfaces covalently coated with streptavidin, resulting in attachment. Alternatively, probes may be synthesized on the surface using techniques such as photopolymerization and photolithography.


Expression Analysis/detecion of miRNAs


Also provided herein a methods of detecting and/or quantifying stem-progenitor cells. As further described in the Examples, the inventors have identified a “molecular signature” of all essentially undifferentiated stem cells and a “molecular signature” of hematopoietic stem-progenitor cells. As understood in the art, a “molecular signature” refers to expression levels of a certain number of biological molecules, in the instant case, of miRNAs. Thus, the finding of such a signature will be evidence of the presence of stem-progenitor cells. Accordingly, a method may comprise determining the level of one or more stem cell of HSPC miRNAs and comparing that level to that of the levels set forth in Table 1 for HSPCs and in Table 6 for essentially undifferentiated stem cells. Such methods may be used to detect or quantify the presence or number of undifferentiated stem cells or HSPCs. In one embodiment, a sample of cells is obtained from a subject and the level of miRNAs is determined. A sample may be a sample of blood cells or of bone marrow. A method may also comprise detecting one or more mRNA that is expressed specifically in hematopoietic stem-progenitor cells, e.g., those described in US application publication No. 22070036765.


A method of detection may comprise determining the level of 1, 2, 3, 4, 5, 10, 15, 20, 25, 30, 31, 32 or 33 miRNAs of Table 1 or 1, 2, 3, 4, 5, 6, 7, 8 or 9 miRNAs of Table 6.


A detection method described herein may also be used to determine the degree of enrichment of a population of cells that is being enriched in particular cell types.


Comparing a molecular fingerprint or signature where an insignificant, e.g., statistically insignificant difference between a miRNA expression profile of a population of cells and that of the molecular signature or portion thereof set forth in Table 1 or 6 or elsewhere herein indicates that the population of cells are significantly the same. A fingerprint may be the level of expression of all the miRNA of a Table set forth herein, e.g., Table 1 or Table 6, or it can be that of a portion of the miRNAs, e.g., at least about 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, 31, 32, 33 or 44 miRNAs.


A method may comprise obtaining a sample from a subject, isolating a population or subpopulation of cells therefrom; detecting the level of miRNAs of a table, e.g., Table 1 or 6; and comparing that or those levels of expression with the molecular signature or portion thereof set forth in the table. In one embodiment, blood cells, e.g., PBMCs or bone marrow cells are obtained from a subject. In one embodiment, CD34+ cells are isolated from the population of cells and the level of expression of one or more miRNAs set forth in Table 1 is determined and compared to that in Table 1. In one embodiment, the level of expression of the 33 mirNAs set forth in Table 1 is determined in CD34+ cells and their level is compared with the molecular signature set forth in Table 1. A statistically significant difference in the level of one or more miRNAs may be indicative of an abormality of CD34+ cells or hematopoietic stem-progenitor cells in the subject. Abnormal may be an abnormal number of CD34+ cells or hematopoietic stem-progenitor cells, which may be indicative of a disease or condition.


Compositions and kits comprising one or more agents for detecting one or more miRNAs are also provided. An exemplary composition may comprise 1 or more agents, such as probes, that detect, e.g., specifically detect 1, 2, 3, 5, 10, 15, 20, 25, 30, 31, 32 or 33 miRNAs selected from the group consisting of SEQ ID NOs: 1-33 (Table 1) or one or more agents that detect 1, 2, 3, 4, 5, 6, 7, 8 or 9 stem cell miRNAs (Table 6).


Detection may be performed by contacting the sample with a probe or biochip described herein and detecting the amount of hybridization. PCR may be used to amplify nucleic acids in the sample, which may provide higher sensitivity.


The level of the nucleic acid in the sample may also be compared to a control cell (e.g., a normal cell) to determine whether the nucleic acid is differentially expressed (e.g., overexpressed or underexpressed). The ability to identify miRNAs that are differentially expressed in pathological or differentiated cells compared to a control can provide high-resolution, high-sensitivity datasets which may be used in the areas of diagnostics, prognostics, therapeutics, drug development, pharmacogenetics, biosensor development, and other related areas. An expression profile generated by the current methods may be a “fingerprint” of the state of the sample with respect to a number of miRNAs. While two states may have any particular miRNA similarly expressed, the evaluation of a number of miRNAs simultaneously allows the generation of a gene expression profile that is characteristic of the state of the cell. That is, normal tissue may be distinguished from diseased tissue. By comparing expression profiles of tissue in known different disease states, information regarding which miRNAs are associated in each of these states may be obtained. Then, diagnosis may be performed or confirmed to determine whether a tissue sample has the expression profile of normal or disease tissue. This may provide for molecular diagnosis of related conditions.


The expression level of a disease- or differentiation-associated nucleic acid is information in a number of ways. For example, a differential expression of a disease- or differentiation-associated nucleic acid compared to a control may be used as a diagnostic that a patient suffers from the disease. Expression levels of a disease- or differentiation-associated nucleic acid may also be used to monitor the treatment and disease state of a patient. Furthermore, expression levels of a disease- or differentiation-associated miRNA may allow the screening of drug candidates for altering a particular expression profile or suppressing an expression profile associated with disease or state of differentiation.


A target nucleic acid may be detected and levels of the target nucleic acid measured by contacting a sample comprising the target nucleic acid with a biochip comprising an attached probe sufficiently complementary to the target nucleic acid and detecting hybridization to the probe above control levels.


The target nucleic acid may also be detected by immobilizing the nucleic acid to be examined on a solid support such as nylon membranes and hybridizing a labeled probe with the sample. Similarly, the target nucleic may also be detected by immobilizing the labeled probe to a solid support and hybridizing a sample comprising a labeled target nucleic acid. Following washing to remove the non-specific hybridization, the label may be detected.


The target nucleic acid may also be detected in situ by contacting permeabilized cells or tissue samples with a labeled probe to allow hybridization with the target nucleic acid. Following washing to remove the non-specifically bound probe, the label may be detected.


These assays can be direct hybridization assays or can comprise sandwich assays, which include the use of multiple probes, as is generally outlined in U.S. Pat. Nos. 5,681,702; 5,597,909; 5,545,730; 5,594,117; 5,591,584; 5,571,670; 5,580,731; 5,571,670; 5,591,584; 5,624,802; 5,635,352; 5,594,118; 5,359,100; 5,124,246; and 5,681,697, each of which is hereby incorporated by reference.


A variety of hybridization conditions may be used, including high, moderate and low stringency conditions as outlined above. The assays may be performed under stringency conditions which allow hybridization of the probe only to the target. Stringency can be controlled by altering a step parameter that is a thermodynamic variable, including, but not limited to, temperature, formamide concentration, salt concentration, chaotropic salt concentration pH, or organic solvent concentration.


Hybridization reactions may be accomplished in a variety of ways. Components of the reaction may be added simultaneously, or sequentially, in different orders. In addition, the reaction may include a variety of other reagents. These include salts, buffers, neutral proteins, e.g., albumin, detergents, etc. which may be used to facilitate optimal hybridization and detection, and/or reduce non-specific or background interactions. Reagents that otherwise improve the efficiency of the assay, such as protease inhibitors, nuclease inhibitors and anti-microbial agents may also be used as appropriate, depending on the sample preparation methods and purity of the target.


Diagnostic

A method of diagnosis is also provided. The method comprises detecting a differential expression level of a disease- or differentiation-associated nucleic acid in a biological sample. The sample may be derived from a patient. Diagnosis of a disease or state of differentiation in a patient may allow for prognosis and selection of therapeutic strategy.


In one embodiment, a method permits the diagnostic or prognosis of diseases that are characterized by or associated with an abnormal number or location of incompletely differentiated cells, e.g., stem-progenitor cells, e.g. HSPCs. Exemplary diseases include cancer, leukemia, and other diseases described herein. For example, the presence of an unsually or abnormally high number of stem or stem-progenitor cells may be indicative of the presence or likelihood of development of a disease. Monitoring the presence and/or number of stem-progenitor cells may also be used to monitor the progression of a diseas and/or the response to treatment.


In situ hybridization of labeled probes to tissue arrays may be performed. When comparing the fingerprints between an individual and a standard, the skilled artisan can make a diagnosis, a prognosis, or a prediction based on the findings. It is further understood that the genes which indicate the diagnosis may differ from those which indicate the prognosis and molecular profiling of the condition of the cells may lead to distinctions between responsive or refractory conditions or may be predictive of outcomes. Such methods may be performed in vitro or in vivo.


In certain embodiments, the miRNAs presented herein are useful to determine the lineage of a cell and to classify a cell or pathological condition. The expression level of these miRNAs can also be correlated with clinical data.


Screening Assays

The present invention also contemplates the screening of compounds, e.g., peptides, polypeptides, nucleic acids or small molecules, for various abilities to mimic, or interfere with the function of the miRNAs described herein. In the screening assays of the present invention, the candidate substance may first be screened for basic biochemical activity—e.g., binding to a target RNA sequence, inhibition of miRNA binding thereto, alteration in gene expression—and then further tested for function in at the cellular or whole animal level.


The present invention provides methods of screening for agents that alter the activity or expression of miRNAs. As used herein, the term “candidate substance” refers to any molecule that may potentially modulate the function of one or more of the miRNAs in SEQ ID NOS: 1-34. The candidate substance may be a protein, peptide, or a small molecule inhibitor, or even a nucleic acid molecule.


One may acquire, from various commercial sources, small molecule libraries that are believed to meet the basic criteria for useful drugs in an effort to identify useful compounds. Screening of such libraries, including combinatorially generated libraries (e.g., peptide libraries), is a rapid and efficient way to screen large number of related (and unrelated) compounds for activity. Combinatorial approaches also lend themselves to rapid evolution of potential drugs by the creation of second, third and fourth generation compounds modeled of active, but otherwise undesirable compounds.


Candidate compounds may include fragments or parts of naturally-occurring compounds or may be found as active combinations of known compounds which are otherwise inactive. It is proposed that compounds isolated from natural sources, such as animals, bacteria, fungi, plant sources, including leaves and bark, and marine samples may be assayed as candidates for the presence of potentially useful pharmaceutical agents. It will be understood that the pharmaceutical agents to be screened could also be derived or synthesized from chemical compositions or man-made compounds. Thus, it is understood that the candidate substance identified by the present invention may be a polypeptide, polynucleotide, small molecule or any other compounds that may be developed through random discovery or rational drug design starting from known compounds that affect these miRNAs.


It will, of course, be understood that all the screening methods of the present invention are useful in themselves notwithstanding the fact that effective candidates may not be found. The invention provides methods for screening for such candidates, not solely methods of finding them.


Various cells naturally express one or more of the miRNAs in SEQ ID NOS: 1-34 and can be utilized for screening of candidate substances. In one embodiment, hematopoetic cells are used, or progenitors thereof Other cells may be engineered to express one or more of the miRNAs in SEQ ID NOS: 1-34, or may contain the control regions for these miRNAs linked to screenable marker genes, permitting one to assess the effects of a candidate substance on the expression of one or more of the miRNAs in SEQ ID NOS: 1-34.


Assays may be employed within the scope of the instant invention for determination of the relative efficiency of gene expression. Gene expression may be determined by measuring the production of miRNA in question, or by use of a reporter. The product may be isolated and/or detected by methods well known in the art. Following detection, one may compare the results seen in a given cell line or individual with a reference group of non-transformed control cells.


Significantly, RT-PCR (reverse transcription-polymerase chain reaction) is the most sensitive technique for mRNA quantitation currently available. Compared to the two other commonly used techniques for quantifying mRNA levels, Northern blot analysis and RNase protection assay, RT-PCR can be used to quantify mRNA levels from much smaller samples. In fact, this technique is sensitive enough to enable quantitation of RNA from a single cell.


Over the last several years, the development of novel chemistries and instrumentation platforms enabling detection of PCR products on a real-time basis has led to widespread adoption of real-time RT-PCR as the method of choice for quantitating changes in gene expression. At the start of any PCR reaction, the amplification proceeds at a constant, exponential rate, due to the excess of reagents. The reaction rate ceases to be exponential and enters a linear phase of amplification, after which the amplification rate drops to near zero (plateaus), and little more product is made. In order to accurately assess nucleic acid quantiteis, it is necessary to collect data at a point in which every sample is in the exponential phase of amplification, since it is only in this phase that amplification is extremely reproducible. Unfortunately, the point at which this transition takes place is highly variable. Real-time PCR automates this otherwise laborious process by quantitating reaction products for each sample in every cycle. The result is an amazingly broad 107-fold dynamic range, with no user intervention or replicates required.


Another option for quantitating RNA species is relative quantitative RT-PCR, which uses primers for an internal control that are multiplexed in the same RT-PCR reaction with the gene specific primers. Internal control and gene-specific primers must be compatible, i.e., they must not produce additional bands or hybridize to each other. Common internal controls include .beta.-actin and GAPDH mRNAs and 18S rRNA. Unlike Northerns and nuclease protection assays, the selection and implementation of controls in relative quantitative RT-PCR requires substantial optimization.


Other assays provided herein allow for the identication of genes that are involved in stem cell differentation and proliferation or other characteristic of a stem or stem-progenitor cell. An assay may comprise identifying a gene that comprises, e.g., in an untranslated region, a nucleotide sequence that is signigicantly identical to or complementary to the sequence of a miRNA identified herein as involved in stem-progenitor cell differentiation, e.g., a miRNA set forth in Table 1 or 6.


Gene Silencing

A method of reducing expression of a target gene in a cell, tissue or organ is also provided. Expression of the target gene may be reduced by expressing a nucleic acid described herein that comprises a sequence substantially complementary to one or more binding sites of the target mRNA. The nucleic acid may be a miRNA comprising SEQ ID NOS: 1-33 or a variant thereof. The nucleic acid may also be pri-miRNA, pre-miRNA, or a variant thereof, which may be processed to yield a miRNA. The expressed miRNA may hybridize to a substantially complementary binding site on the target mRNA. An example for a study employing over-expression of miRNA is Yekta et al 2004, Science 304-594, which is incorporated herein by reference. One of ordinary skill in the art will recognize that the nucleic acids described herein may also be used to inhibit expression of target genes or inhibit activity of miRNAs using antisense methods well known in the art, as well as RNAi methods described in U.S. Pat. Nos. 6,506,559 and 6,573,099, which are incorporated by reference.


The target of gene silencing may be a protein that causes the silencing of a second protein. By repressing expression of the target gene, expression of the second protein may be increased. Examples for efficient suppression of miRNA expression are the studies by Esau et al 2004 JBC 275-52361; and Cheng et al 2005 Nucleic Acids Res. 33-1290, which is incorporated herein by reference. Such methods may be performed in vitro or in vivo.


Enhancement of Gene Expression

A method of increasing expression of a target gene in a cell, tissue or organ is also provided. Expression of the target gene may be increased by expressing a nucleic acid described herein that comprises a sequence substantially complementary to a pri-miRNA, pre-miRNA, miRNA or a variant thereof, e.g., a complement of SEQ ID NOS: 1-34. The nucleic acid may be an anti-miRNA. The anti-miRNA may hybridize with a pri-miRNA, pre-miRNA or miRNA, thereby reducing its gene repression activity. Expression of the target gene may also be increased by expressing a nucleic acid that is substantially complementary to a portion of the binding site in the target gene, such that binding of the nucleic acid to the binding site may prevent miRNA binding. Such methods may be performed in vitro or in vivo.


Therapeutics

Modulating the differentiation of stem cells, e.g., hematopoietic stem cells, may be used for treating or preventing a disease or condition. For example, a subject may receive an agonist of one or more of the miRNAs having any one of SEQ ID NOs: 1-33 (“HSPC miRNAs) or of one of the stem cell miRNAs to block cell differentiation in situations in which an excessive cell differentiation is present and/or insufficient amounts of undifferentiated cells are present in the subject. Such conditions may include those in which a subject has been treated, e.g., by irradiation and has lost a considerable amount of undifferentiated cells or HSPCs. A subject may receive one or more agonists to thereby increase the number of stem progenitor cells.


In other embodiments, in which it is necessary to increase the number of differentiated cells in a subject, a treatment may comprise administering an agonist of one or more stem cell miRNA or HSPC miRNA. For example, a subject having cancer may be treated by receiving one or more antagonists of one or stem cell miRNA or HSPC miRNA, such as to stimulate the differentiation of an undifferentiated cancer cell to thereby reduce the number of cancer cells. Other conditions in which one may want to induce the differentiation of a stem-progenitor cell include those associated with an insufficient number of a differentiated cell, e.g., a differentiated or partially differentiated hematopoietic cell. Exemplary conditions or diseases that may be treated with antagonists include those associated with insufficient leukocytes (leukopenia, e.g., graynulocytosis, neutropenia such as drug or chemotherapy induced neutropenia, and congenital neutropenia); insufficient lymphocytes, insufficient red blood cells (e.g., anemias, such as aplastic anemia, nutritional deficiency anemia, hemolytic anemia); or insufficient platelets (thrombocytopenia). Other diseases include immunodeficiency diseases, e.g., inherited immunodeficiency diseases, drug or therapy induced immunodeficiency diseases, HIV-immunodeficiency diseases. Yet other diseases in which differentiation of cells may be beneficial include blood cancers in which undifferentiated or partially differentiated cells accumulate, e.g., leukemias and lymphomas (e.g., Hodgkin's and non Hodgkin's lymphomas, acute leukemias, e.g., lymphoblastic (ALL) and myelogenous (AML) and chronic leukemias).


Other conditions that may benefit from methods of modulating stem-progenitor cell differentiation include stem cell transplantation, graft versus host disease, and transplantation, e.g., bone marrow transplantation.


Methods described herein may also be used for stem cell treatments. Diseases that would benefit from stem cell treatments include Parkinson's disease, spinal cord injuries (as well as other neuromuscular or neurological degenerative diseases), cancer, muscle damage, bone marrow transplants, leukemias and lymphomas. Generally, disorders that can be treated by infusion of stem cells include but are not limited to five broad categories. First are diseases resulting from a failure or dysfunction of normal blood cell production and maturation (i.e., aplastic anemia and hypoproliferative stem cell disorders). The second group are neoplastic, malignant diseases in the hematopoietic organs (e.g., leukemias, lymphomas, myelomas):The third group of disorders comprises those of patients with a broad spectrum of malignant solid tumors of non-hematopoietic origin. Stem cell infusion in these patients serves as a bone marrow rescue procedure, which is provided to a patient following otherwise lethal chemotherapy or irradiation of the patient, designed to eliminate malignant tumor cells. The fourth group of diseases consists of autoimmune conditions, where the stem cells serve as a source of replacement of an abnormal immune system. The fifth group of diseases comprises a number of genetic disorders which can be corrected by infusion of hematopoietic stem cells, preferably syngeneic, which prior to transplantation have undergone gene therapy. Particular diseases and disorders which can be treated by hematopoietic reconstitution with substantially enriched population of hematopoietic stem cells include but are not limited to those listed here: Diseases resulting from a failure or dysfunction of normal blood (cell production and maturation, hyperproliferative stem cell disorders, aplastic anemia, pancytopenia, agranulocytosis, thrombocytopenia, red cell aplasia, Blackfan-Diamond syndrome, due to drugs, radiation, or infection, idiopathic); Hematopoietic malignancies (acute lymphoblastic (lymphocytic) leukemia, chronic lymphocytic leukemia, acute myelogenous leukemia, chronic myelogenous leukemia, acute malignant myelosclerosis, multiple myeloma, polycythemia vera, agnogenic myelometaplasia, Waldenstrom's macroglobulinemia, Hodgkin's lymphoma, non-Hodgkins's lymphoma); Malignant, solid tumors (malignant melanoma, carcinoma of the stomach, ovarian carcinoma, breast carcinoma, small cell lung carcinoma, retinoblastoma, testicular carcinoma, glioblastoma, rhabdomyosarcoma, neuroblastoma, Ewing's sarcoma, lymphoma); Autoimmune diseases (rheumatoid arthritis, diabetes type I, chronic hepatitis, multiple sclerosis, systemic lupus erythematosus); Genetic (congenital) disorders (anemias, familial aplastic, Fanconi's syndrome, Bloom's syndrome, pure red cell aplasia (PRCA), dyskeratosis congenita, Blackfan-Diamond syndrome, congenital dyserythropoietic syndromes I-IV, Schwachmann-Diamond syndrome, dihydrofolate reductase deficiencies, formamino transferase deficiency, Lesch-Nyhan syndrome, congenital spherocytosis, congenital elliptocytosis, congenital stomatocytosis, congenital Rh null disease, paroxysmal nocturnal hemoglobinuria, G6PD (glucose-6-phosphate dehydrogenase) variants 1, 2, 3, pyruvate kinase deficiency, congenital erythropoietin sensitivity deficiency, sickle cell disease and trait, thalassemia alpha, beta, gamma, met-hemoglobinemia, congenital disorders of immunity, severe combined immunodeficiency disease (SCID), bare lymphocyte syndrome, ionophore-responsive combined immunodeficiency, combined immunodeficiency with a capping abnormality, nucleoside phosphorylase deficiency, granulocyte actin deficiency, infantile agranulocytosis, Gaucher's disease, adenosine deaminase deficiency, Kostmann's syndrome, reticular dysgenesis, congenital leukocyte dysfunction syndromes) and Others (osteopetrosis, myelosclerosis, acquired hemolytic anemias, acquired immunodeficiencies, infectious disorders causing primary or secondary, immunodeficiencies, bacterial infections (e.g., Brucellosis, Listerosis, tuberculosis, leprosy), parasitic infections (e.g., malaria, Leishmaniasis), fungal infections, disorders involving disproportions in lymphoid cell sets and, impaired immune functions due to aging, phagocyte disorders, Kostmann's agranulocytosis, chronic granulomatous disease, Chediak-Higachi syndrome, neutrophil actin deficiency, neutrophil membrane GP-180 deficiency, metabolic storage diseases, mucopolysaccharidoses, mucolipidoses, miscellaneous disorders involving immune mechanisms, Wiskott-Aldrich Syndrome, alpha 1-antitrypsin deficiency).


Any of the disorders set forth in the previous paragraph may also be diagnosed as further described herein.


Compositions, e.g., pharmaceutical compositions are also provided herein. A composition may comprise 1, 2, 3, 4, 5, 6, 7, 8, 9,10, 15, 20, 25, 30, 31, 32, 33 or 34 agonists or antagonists or combinations thereof of miRNAs described herein.


In some embodiments, therapeutic compositions and methods may include the use of modified miRNAs or miRNA antagonists, including 2-O-methyl oligoribonucleotides (2-O-Me-RNAs). Cell permeable forms of these 2-O-Me-RNAs, known as antagomirs, are also contemplated. Antagomirs have been successfully used to down-regulate mi-RNAs in mouse tissue, in vivo, after intravenous injection (Krutzfeldt et al., 2005, Nature, 438: 685-689). Other modifications may include the introduction of phosphorothioate linkages, the addition of 2-O-methoxyethyl groups, and the addition of a cholesteryl or cholesterol moiety. Locked nucleic acid molecules, wherein the 2′-O-oxygen of a 2′-O-modified RNA is bridged to the 4′ position via a methylene linker, to form a rigid bicycle locked into a C3′-endo (RNA) sugar conformation are also contemplated.


The following publications are incorporated by reference in their entirety: Mack, 2007, Nature, 25: 631-638; Blenkiron, 2007, Human Molecular Genetics, 16: R106-R113; Hammond, 2006, Trends in Molecular Medicine, 12: 99-101; Krutzfeldt, 2006, Nature Genetics Supplment, 38: S14-S19; Wurdinger and Costa, 2007, The Pharmacogenomics Journal, 7: 297-304; Hunziker and Hall, 2006, Gene Therapy, 13: 496-502.


Compositions

A pharmaceutical composition is also provided. The composition may comprise a nucleic acid described herein and optionally a pharmaceutically acceptable carrier and/or excipient. The compositions may be used for diagnostic or therapeutic applications. The pharmaceutical composition may be administered by known methods, including wherein a nucleic acid is introduced into a desired target cell in vitro or in vivo. Commonly used gene transfer techniques include calcium phosphate, DEAE-dextran, electroporation, microinjection, viral methods and cationic liposomes. In some embodiments, the compositions may include the use of synthetic miRNAs, which are more potent than naturally occurring miRNAs (Chang D Z, Clin Cancer Res, 2006, 12: 6557-6564).


Kits

A kit is also provided comprising a nucleic acid described herein together with any or all of the following: assay reagents, buffers, probes and/or primers, and sterile saline or another pharmaceutically acceptable emulsion and suspension base. In addition, the kits may include instructional materials containing directions (e.g., protocols) for the practice of the methods described herein.


Method of Synthesis

A method of synthesizing the reverse-complement of a target nucleic acid is also provided. The reverse complement may be synthesized according to methods outlined in U.S. Pat. No. 11/384,049, the contents of which are incorporated herein by reference.


Method of Detection

A method of detecting a target nucleic acid in a biological sample is also provided. The target nucleic acid may be detected according to methods outlined in U.S. Pat. No. 11/384,049, the contents of which are incorporated herein by reference.


Examples

Abbreviations: BM, bone marrow; HE-miRNA, hematopoietic-expressed microRNA; HSPCs, hematopoietic stem-progenitor cells; miRNAs, microRNAs; PBSC, peripheral blood stem cell; RFU, relative fluorescence units.


Example 1
Abstract

MicroRNAs (miRNAs) are a recently identified class of epigenetic elements consisting of small noncoding RNAs that bind to the 3′ untranslated region of mRNAs and down-regulate their translation to protein. miRNAs play critical roles in many different cellular processes including metabolism, differentiation, and development. The present inventors have found 33 miRNAs expressed in CD34+ hematopoietic stem-progenitor cells (HSPCs) from normal human bone marrow and mobilized human peripheral blood stem cell harvests. The inventors then combined these data with human HSPC mRNA expression data and with miRNA-mRNA target predictions, into a previously undescribed miRNA:mRNA interaction database called the Transcriptome Interaction Database. The in silico predictions from the Transcriptome Interaction Database pointed to miRNA control of hematopoietic differentiation through translational control of mRNAs critical to hematopoiesis. From these predictions, the inventors formulated a model for miRNA control of stages of hematopoiesis in which many of the genes specifying hematopoietic differentiation are expressed by HSPCs, but are held in check by miRNAs until differentiation occurs. The inventors validated miRNA control of several of these target mRNAs by demonstrating that their translation in fact is decreased by miRNAs. Finally, the inventors chose miRNA-155 for functional characterization in hematopoiesis, because it was predicted that it would control both myelopoiesis and erythropoiesis. As predicted, miRNA-155 transduction greatly reduced both myeloid and erythroid colony formation of normal human HSPCs.


miRNA Expression in CD34+ Cells.


The expression of 228 human miRNAs in CD34+ HSPCs obtained from normal donor PBSC or BM harvests (FIG. 7) was measured. Mean background was 47,458 relative fluorescence units (RFU) for PBSC and 34,676 RFU for BM CD34+ cells. After normalization of the data with GeneSpring software, the minimum cutoff for an expressed miRNA was calculated to be 96,900 RFU for PBSC and 74,509 RFU for BM CD34+ cells. Filtering for expression, in combination with a Student's t test significance threshold of 0.05, yielded 35 miRNAs expressed in PBSC and 78 miRNAs in BM CD34+ cells (FIG. 8). Intersection analysis (8) of these data sets (Table 1) identified 31 mature miRNAs and 2 precursor miRNAs, 33 miRNAs in total, expressed by CD34+ cells from both PBSC and BM, which were designated hematopoietic-expressed-miRNAs.


HE-miRNAs are Predicted to Regulate Several mRNAs Expressed in CD34+ Cells.


Combining the prior HSPC mRNA expression data sets (8) with the miRNA expression data generated in the current study, along with the miRNA target predictions (9-11), the inventors mapped each of the 33 HE-miRNAs to its multiple predicted target mRNA transcripts expressed in CD34+ cells (from both PBSC and BM). mRNAs (16.7%) expressed by CD34+ HSPCs (HE-mRNAs) from both PBSC and BM are predicted to be regulated by at least one HE-miRNA (i.e., 1,230 of the 7354 mRNAs expressed by CD34+ cells potentially were HE-miRNA-regulated; FIGS. 9 and 10), including several mRNAs thought to be associated with hematopoietic differentiation (Table 2). These in silico data allowed the inventors to formulate a bioinformatic model predicting which HE-miRNAs may control hematopoietic differentiation and at which hematopoietic stages they may act (FIG. 1).









TABLE 2





HSPC-expressed mRNAs associated with hematopoietic differentiation and predicted to be regulated by HE-miRNAs







Erythroid*












Myeloid












Lymphoid












miRNAs in bold are those that, based on the number of predicted target rnRNAs they hit as well as on the strength of association to each category based on the annotation, the inventors predict will be the major regulators of each particular category of differentiation. mRNAs are grouped into categories reflecting their roles in lymphoid, myeloid, and/or erythroid differentiation.







HE-miRNAs Regulate Hematopoietic Differentiation-Associated mRNAs in CD34+ cells. Of the HSPC-expressed mRNAs putatively targeted by HE-miRNAs, 18 mRNAs were selected, because they were either well established and/or annotated to have a role in regulation of hematopoietic differentiation. For each of these selected “hematopoietic differentiation-associated” mRNAs, the 3′ UTR was cloned into the 3.1-Luc expression vector. K562 cells were transduced with each chimeric luc-3′ UTR mRNA. Luc activity in the transduced K562 cells for the following mRNAs was reduced by 52-92% as compared with the luc-positive control: BCL2, C/EBP-beta, CXCR4, GATA2, GATA3, HES1, HOXA9, HOXA10, HOXB5, HOXB7, KLF2, MEIS1, MYB, AML1/RUNX1, and RUNX3 (FIG. 2). However, luc activity of the SOCS2 and WWP2 constructs was increased compared with the luc-positive control; these two activities were identical to that of a chimeric mRNA (Luc-nmiR) containing a 3′UTR devoid of predicted miRNA-binding sites, which (for unknown reasons) resulted in almost twice the control luc activity. Thus, the predictions of targets of the HE-miRNA data resulted in a false-positive rate of 10.5%, considerably lower than the 25-40% false-positive rate postulated by Bentwich (12).


The inventors further characterized HE-miRNA translational control of two of the hematopoietic differentiation-associated mRNAs, by deleting the 21- to 25-nt miRNA binding sites from the 3′ UTRs in the chimeric luc reporter constructs (FIG. 3). Deletion of the miRNA-92-binding site from the KLF2 3′ UTR restored luc expression, demonstrating that miRNA-92 regulates KLF2 in hematopoietic cells. Similarly, deletion of the binding site for miRNA-181 from the CXCR4 3′ UTR resulted in restoration of luc activity, whereas deletion of the miRNA-92-binding site from the CXCR4 3′UTR did not significantly change luc activity, indicating that CXCR4 is specifically modulated by mlRNA-181.


miRNA-155 Controls Myeloid and Erythroid Differentiation.


miRNA-155 was predicted to block hematopoietic differentiation along more than one lineage (FIG. 1), because it was predicted to block protein expression of CREBBP, CXCR4, JUN, MEIS1, PU.1, AGTR1, AGTRII, FOS, and GATA3. Consistent with this Prediction, <I% of miRNA-155-transduced K562 cells, as compared with about 65% of control cells, were treated with hemin differentiated toward erythrocytes (data not shown). In addition, 57%±3% of miRNA-155-transduced K562 cells expressed CD41 (mean fluorescence intensity (MFI)=11.5±1.2), in comparison with 78±5% of control K562 cells (MFI=32.8±3.5) treated with IDB-expressed CD41 (data not shown). Both the decrease in percentage of cells positive for CD41, as well as the about 3-fold decrease in MFI, are indicative of a large decrease in K562 cell megakaryocytic differentiation (13-15). K562 cells transduced with miRNA-155 proliferated at a similar rate to those transduced with control vector (data not shown), indicating that the observed lack of differentiation was not due to cell cycle arrest or decreased cell growth rate.


Normal human PBSC CD34+ cells were transduced with FUG W-miRNA-155, and assayed for hematopoietic colony formation. miRNA-155-transduced cells generated 5-fold fewer myeloid and 3-fold fewer erythroid colonies. Furthermore, the colonies generated by miRNA-155-transduced cells were much smaller than controls (FIG. 4). These data demonstrate that miRNA-155 can control both myeloid and erythroid differentiation of human HSPCs.


Discussion

The present inventors used bioinformatic techniques to combine human HSPC miRNA expression with mRNA expression to begin to define the roles that HE-miRNAs play in human hematopoiesis. The bioinformatic and functional analyses of HE-miRNA action indicate that multiple miRNAs, including miRNA-17, -24, -146, -155, -128, and -181, may hold early hematopoietic cells at an early stem-progenitor stage, blocking their differentiation to more mature cells. miRNA-16, -103, and -107 may block differentiation of later progenitor cells; miRNA-221, -222, and -223 most likely act to control terminal stages of hematopoietic differentiation (FIG. 1). As an initial validation of the in silico predictions, the inventors demonstrate that miRNA-155 is a potent inhibitor of HSPC differentiation.


In a prior mRNA expression study (8), the inventors demonstrated that many genes known to be associated with differentiation of HSPCs (including RUNX1, MEIS1, ETS1, and PU.1) are equivalently expressed at the mRNA level in both the HSC-enriched and the more differentiated HPC-enriched populations. The Transcriptome Interaction Database predicts that about 16.7% of the mRNAs expressed by HSPCs may be regulated at the translational level by the 33 HE-miRNAs. Taking into account the consensus that such predictions likely contains 25% false-positives (12), it is estimated that 10.5% of the HSPC-expressed mRNAs are controlled by HE-miRNAs. This is in concordance with a recent study (16), which compared a limited proteome of HSPCs to various transcriptome studies (including the inventors' own study; ref 8) and found that the expression of about 15% of proteins were underestimated by their mRNA expression levels.


Based on their predicted mRNA targets, it was found that the HE-miRNAs annotated as having hematopoietic function fall into three categories (FIG. 1): (i) those which might inhibit differentiation of all hematopoietic lineages (including B/T/NK lymphoid) by regulating molecules critical to very early steps in hematopoiesis (miRNA-181 and -128); (ii) those that might act in differentiation of (a) lymphoid (miRNA-146); (b) granulocytic/monocytic/erythroid/megakaryocytic/B-lymphoid (miRNA-155, -24, and -17), or (c) granulocytic/monocytic/B-lymphoid (miRNA-16, -103, and -107); and (iii) in combination with other published studies (3-5), those that act only on one specific lineage of blood cells (miRNA-221 and -222 in erythroid development and miRNA-223 in granulocytic development).


The model and specific in silico predictions were validated by testing HE-miRNA translational repression of selected predicted target mRNAs. Of the 18 hematopoietic differentiation-associated mRNAs tested in the model system, it was found that protein expression from 16 were down-regulated greatly in K562 cells expressing the implicated HE-miRNAs. The translational repression that was observed was generally quantitatively greater than that of other past miRNA functional studies, where a 40-60% miRNA-mediated decrease in protein expression has proven to be biologically relevant (4,5). Other studies, although correct, may greatly underestimate the translational repression mediated by HE-miRNAs, because of several factors. First, the present inventors extensively optimized their assays to quantify differences in protein expression. Because the CMV promoters used in these plasmids are such strong initiators of transcription, the present inventors strove for a “low-level” transfection in an attempt to minimize the number of plasmids entering individual cells. Further, the present inventors added the additional control of a chimeric-mRNA containing a 3′ UTR having no predicted miRNA-binding sites. This control vector resulted in twice the amount of luc expression compared with the control vector containing no 3′UTR sequence. It may be that using only a luc alone leads to a major underestimation of miRNA action, and the luc-nmiR may be a much more biologically relevant control, because it mimics the natural structure of mRNAs. To test more directly which miRNAs mediate the observed decrease in protein expression, for two targeted mRNAs, the present inventors produced chimeric mRNAs with 3′ UTRs that had specific deletions of only the predicted miRNA-binding site. In both cases, deletion of miRNA-binding sites completely restored protein expression.


To begin to confirm the biological effects of HE-miRNAs, miRNA-155 was studied because it was predicted to target multiple hematopoietic differentiation-associated molecules, including C/EBP-beta, CREBBP, JUN MEIS1, PU.1, AGTR1, AGTR2, and FOS. In addition, it has been reported that miRNA-155 is overexpressed in undifferentiated CD34+/CD38− acute myeloid leukemia (AML) stem cells and that ectopic over-expression of miRNA-155 in AML cells blocks differentiationli. In the inventors' studies, transduction of cells with miRNA-155 followed by treatment with each of two chemical inducers of differentiation showed that miRNA-155 decreased both erythroid and megakaryocytic differentiation in K562 cell line models of human hematopoiesis. More important, miRNA-155-transduced normal human CD34+ cells generated far fewer (and smaller) myeloid and erythroid colonies than controls. Thus, miRNA-155 negatively regulates normal myelopoiesis and erthryopoiesis.


Most of the cells within the CD34+ population that were studied have differing degrees of self-renewal capacity. In that light, perhaps it is not surprising that the present inventors did not identify any HE-miRNAs that targeted mRNAs and are thought to be involved in self-renewal, such as HOX-B4 (18) and BMI-1 (19, 20).


Three other studies have begun to examine the functional role of miRNAs in the differentiation of specific aspects of hematopoiesis. Fazi et al. (5) showed that murine mmu-miRNA-223 up-regulates mouse granulopoiesis by blocking protein expression of NFI-A, a factor that represses granulopoiesis. The myeloid regulator C/EBP-alpha drives miRNA-223 expression, thereby removing NFI-A mediated differentiation repression. The model of human HE-miRNA regulation of hematopoiesis agrees with this finding in that the Transcriptome Interaction Database predicts that human hsa-mir-223 regulates human NFI-A translation.


Felli et al. (4) showed that human miRNA-221 and -222 block erythropoiesis via translational repression of c-KIT. The inventors' findings strongly support that miRNA-221 and -222 block erythropoiesis. Not only do the in silico studies predict that miRNA-221 and -222 block c-KIT translation, but they also predict that they may block CREBBP, FOS, and PPAR-gamma (additional molecules highly associated with erythroid differentiation) (21-24). miRNA-221 and -222 also may be more generalized inhibitors of hematopoietic differentiation, because the data (Table 2) predict that they also may regulate myeloid differentiation-associated molecules (FIG. 2; MEIS1 and ETS1, both proteins shown to be involved in myeloid development (25, 26), and FOS, which has been implicated in lymphopoiesis; ref 27 and unpublished data). Consistent with this, Felli et at (4) found that overexpression of miRNA-221 and -222 inhibited engraftment of human CD34+ cells in NOD-scid mice, pointing to a more generalized role in differentiation.


Chen et al. (3) studied the role of mmu-mir-142, -181, and -223 in mouse hematopoiesis and found that ectopic overexpression of miRNA-181 in mouse HSPCs resulted in an increase in B-lymphopoiesis, and miRNA-142 and -223 resulted in small but significant increases in T-lymphopoiesis. Unfortunately, the relevant target mRNAs were not determined in that early study. It is important to note that although miRNA-181 is strongly expressed in human CD34+ cells, in the murine system, it seems to be expressed selectively in B lymphocytes. In fact, in human BM, miRNA-181 is expressed more weakly than miRNA-146, an miRNA that Chen et al. (3) finds expressed strongly in all mouse hematopoietic tissues. In addition, the present inventors found that miRNA-142 is not expressed in human HSPCs. Thus, these HE-miRNAs may be expressed and act differently in human hematopoiesis than in mouse hematopoiesis; this interpretation is substantiated by the finding that the same types of human and mouse hematopoietic cells show large differences in miRNA expression (28). Although the predictive data are consistent with a possible outcome that miRNA-181 may affect B lymphoid development, the in silico model indicates that miRNA-181 and miRNA-146 might block differentiation very early in human lymphopoiesis.


This in silico bioinformatic study combines global miRNA and mRNA expression data into a model for exploring the action of miRNAs within a cellular system. The present inventors validated the in silico predictions in two ways: (i) The present inventors showed that 16 of 18 “hematopoietic” mRNAs are controlled by HE-miRNAs and (ii) the inventors functionally validated miRNA-155 as potent controller of normal human myelopoiesis and erythropoieis. A skilled artisan will recognize that these studies will serve to guide the work of other researchers examining the role of miRNAs in hematopoiesis. In certain emodiments, the present invention has utility in models in which many of the genetic components associated with hematopoietic differentiation are expressed at an early time point by undifferentiated HSPCs but are controlled by HE-miRNA-mediated repression of protein translation until differentiation is initiated.


Methods

Cell Samples. Human CD34+ cells. Cryopreserved cadavaric BM and PBSC CD34+ cells from normal adult donors were obtained from the National Heart, Lung, and Blood Institute Program of Excellence in Gene Therapy, Hematopoietic Cell Processing Core (Fred Hutchison Cancer Center). Each BM sample was a pool of cells from two donors. Each PBSC sample was a pool from three to five donors. CD34+ cells were thawed and washed twice with PBS (8).


Cell lines. HEK 293T, Hal-01, HL60, K562, KG1, KG1a, MV-4-1, REH, TF1, and TF1a cell lines were purchased from the American Type Culture Collection (ATCC; Manassas, Va.). A different K562 cell subline, used in the cellular differentiation studies, was provided by Michael McDevitt (The Johns Hopkins University) (29). All cells were cultured by following instructions provided by the ATCC.


miRNA Expression Microarrays. CD34+ cells were disrupted with TRIzol Reagent (15596-018; Invitrogen. Carlsbad, Calif.). Five micrograms of total RNA obtained from the TRIzol preparations were analyzed with miRNA chips (30). Standard microarray methods were used for normalization and statistical analysis of the miRNA expression data. Statistical analyses were carried out in GeneSpring 7.0 (Silicon Genetics/Agilent Technologies, Palo Alto, Calif.) to determine the RFU value fora 95% confidence cutoff for miRNA expression. Significantly expressed miRNAs were identified by using the GeneSpring Cross-Gene Error Model (8). Thus, for each set of samples (PBSC or BM,) values from individual samples were normalized and averaged, then expressed miRNAs were identified as those with a P<0.05 of expression over background (i.e., the weighted averaged values of all chip measurements). Then, to perform intersection analysis, the inventors determined those microRNAs expressed by both PBSC and BM CD34+ samples at the P<0.05 significance level (Student's t test).


Bioinformatic Integration of mRNA and miRNA Expression Data. miRNA expression data, mRNA expression data (determined in ref. 8), and miRNA target prediction data (from Lewis et al., refs. 10 and 11; www.targetscan.org), Sloan-Kettering Cancer Center Human MicroRNA Targets Database (www.microRNA.org; ref. 9) and miRBase Targets (microrna.sanger.ac.uk/targets/v3) were combined in a Filemaker Pro 7.0 (Filemaker Corp., Santa Clara, Calif.) relational database, which was called the “Transcriptome Interaction Database.” Individual data tables consisted of miRNA expression from each individual sample, PBSC CD34+ cell mRNA expression data, BM CD34+ cell mRNA expression data, and miRNA targets predicted by each of the three databases. This integrated database allows the inventors to interrogate directly the predicted interactions of HE-miRNAs with HSPC-expressed mRNAs. Regulated mRNAs were annotated for possible hematopoietic function through both manual and electronic annotation. Manual annotation consisted of the authors scanning the lists of mRNA targets for those with known hematopoietic function. Electronic annotation consisted of querying the PubMed (www.ncbi.nlm.nih.gov/entrez/query.fcgi?holding=jhumlibfft_ndi) and Gene Ontology (www.geneontology.org) databases with search terms of the “gene common name” and terms including “hematopoiesis,” “myeloid,” “erythroid,” “blood,” etc. After compiling the list of candidate hematopoietic differentiation-associated mRNAs, PubMed searches were performed, and peer-reviewed publications were reviewed to assure that these mRNAs actually had been implicated in hematopoietic differentiation. At least two articles, each directly demonstrating either that the mRNA of interest is involved in differentiation or critical to a molecular pathway of a known hematopoietic regulator, were required for the mRNA to be scored as hematopoietic differentiation-associated. In addition, the present inventors also classified certain genes expressed in the HSC-enriched population (8) as hematopoietic differentiation-associated.


Functional Analysis of Expressed HE-miRNAs. Plasmids and constructs: Luciferase(luc)-3′ UTR reporter plasmids. The luc-coding sequence and 3′ multiple-cloning-site (MCS) from the promoterless pSP-luc+NF fusion vector (E4471; Promega, Madison, Wis.) were subcloned into the NheI and XhoI sites of the pcDNA3.1(+) expression vector (V79020; Invitrogen). The resulting plasmid (Luc-3′ UTR) construct contains a strong CMV promoter driving a luc-expression cassette, followed by a 3′ MCS. The 3′ UTR sequences from several hematopoietic differentiation-associated mRNAs were isolated by RT-PCR with primers containing restriction enzyme linkers. These 3′ UTR PCR fragments were cloned into the 3′ MCS of the Luc-3′ UTR reporter construct. The resulting chimeric mRNAs, containing luc and the 3′ UTR of the mRNA of interest, allowed for rapid functional analysis of miRNA translational control of mRNAs of interest (FIG. 6).


In addition, for certain of the luc-3′ UTR reporter plasmids, the present inventors produced variant constructs, in which specific miRNA-binding sites were deleted from the 3′ UTR (Luc-3′ UTR-DL constructs). Approximately 60-mer PCR primers, consisting of the 20-nucleotide (nt) sequence on either side of the miRNA-binding sites plus an intervening 25-bp spacer containing a Pad site, were generated (http://www.pnas.org/cgi/content/full/0610983104/DC1) and then used in full plasmid PCR (QuikChange XL Kit 200516; Stratagene, La Jolla, Calif.). Briefly, these primers span the deletion site but replace the sequence to be deleted with a unique restriction enzyme site that allows for rapid screening of clones with the deletion. The entire mutant plasmid then is produced via PCR, lacking the miRNA-binding site, as described in the manufacturer's protocol.


miRNA expression constructs. The hsa-mir-155 gene was cloned from K562 cell genomic DNA via PCR by using primers containing restriction enzyme linkers that would allow cloning into either the pcDNA3.1(+) expression vector (V79020; Invitrogen) or the FUGW lentiviral expression vector (31). The inventors used vectors containing strong PolII promoters, because miRNA expression and processing by Drosha, Exportin V, and Dicer seem to be much more reliable with longer 5′-capped-mRNA sequences produced by PolII, rather than shorter RNAs produced by PolIII promoters (32). The fragments produced by PCR contained the miRNA precursor (70-120 nt) flanked on both the 5′ and 3′ sides by 250 nt of genomic sequence, resulting in inserts of 570-620 nt.


Expression of miRNA precursor and mature sequences were tested by Lipofectamine (11668-019; Invitrogen) transfection of 293T cells with these expression constructs. Small RNAs were isolated from the transfected cells (MirVana miRNA Isolation Kit 1560; Ambion, Austin, Tex.). Precursor and mature miRNA expression was determined by miRNA RT-PCR (mirVana qRT-PCR miRNA Detection Kit 1158; Ambion; using specific mirVana qRT-PCR Primer Sets; Ambion) and/or by Northern blotting with 32P-radiolabeled probes specific for the mature miRNA sequence (mirVana miRNA Probe Construction Kit 1550; Ambion).


HE-miRNA Translational Control of Hematopoietic Differentiation-Associated mRNAs Expressed in HSPCs. The inventors determined the miRNA expression of 10 hematopoietic cell lines and found that the K562 cell line expresses many HE-miRNAs (FIG. 13). Luc-3′ UTR and Luc-3′ UTR-DL constructs were electroporated into K562 cells (Nucleofector V Kit VCA-1003; Amaxa, Cologne, Germany; Nucleofector II Device AAD-1001; Amaxa). Control plasmids of backbone Luc-3.1 and Luc-nmiR (containing a 3′ UTR with no predicted miRNA-binding sites) controls also were used. Each electroporation included 100 ng of beta-galactosidase (beta-gal)-3.1 plasmid to allow normalization of luc activity. Three days after transfection, cells were lysed (Passive Lysis Buffer E194A; Promega), and luminescence was measured to quantify luc protein expression (Model 1500; Analytical Luminescence Laboratories, San Diego, Calif.; Luciferase Assay System E1501; Promega) and beta-gal expression (Galactolight Plus Kit; Tropix, Bedford, Mass.). Relative beta-gal units were used to generate individual normalization factors to standardize the Relative Luc Units for each sample to the Luc-nmiR-positive control.


Cellular Differentiation Assays. K562 cells were transduced with FUGW-miRNA-155 or FUGW-parental control (i.e., empty vector) lentivirus at a multiplicity of infection of 5. Each of these vectors contains a GFP cassette driven from a second promoter (31). Cells were cultured for 2 days and then checked for GFP expression, indicating lentiviral transduction. Cells then were washed with PBS and cultured incomplete growth media containing ingenol 3,20-dibenzoate (IDB, 1 μg/ml; Sigma) or hemin (50 μM; Sigma). On day 4, IDB-treated cells were assayed by monoclonal antibody staining and flow cytometry for CD41 (Becton Dickinson, Franklin Lake, N.J.) expression, indicating megakaryocytic differentiation (13-15). Hemin-treated cells were assayed similarly on day 6 for benzidine staining, indicating erythroid differentiation (33). Human PBSC CD34+ cells were transduced with miRNA-155 or control lentivirus and assayed by standard colony-forming unit (cfu) assays for myeloid and erythroid differentiation (34).


Additional Methods

Luciferase(luc)-3′ UTR Reporter Plasmids. The luc coding sequence and 3′ multiple-cloning-site (MCS) from the promoterless pSP-luc+NF fusion vector (E4471; Promega, Madison, Wis.) were subcloned into the NheI and XhoI sites of the pcDNA 3.1(+) expression vector (V79020; Invitrogen, Carlsbad, Calif.). The resulting plasmid (Luc-3′ UTR) construct contains a strong CMV promotor driving a luc expression cassette, followed by a 3′ MCS. (FIG. 6) The 3′ MSC contains the restriction sites XbaI-EcoRI-EcoRV-ClaI-XhoI. The 3′ UTR sequences from several hematopoietic differentiation-associated mRNAs were isolated by RT-PCR with primers containing restriction enzyme linkers. These 3′ UTR PCR fragments were cloned into the 3′ MCS of the Luc-3′ UTR reporter construct. The resulting chimeric mRNAs, containing luc and the 3′ UTR of the mRNA of interest, allowed for rapid functional analysis of miRNA translational control of mRNAs of interest (FIG. 6)


Primer sequences: The name of the mRNA is followed by the (size of the insert) in base pairs. L and R represent the forward (left) and reverse (right) primers used for PCR, each followed by the (restriction enzyme) used to clone the insert into the Luc-3′ UTR reporter construct. Within the sequences the restriction site is shown in capital letters. Each prime also contains a 6-bp extension to act as a GC clamp and as a spacer for restriction enzyme binding.










BCL-2 3′ UTR Primers (1,483 bp)



L: (EcoRI) gcattgGAATTCagtcaacatgcctgccccaaacaaatatgc


R: (XhoI) ccgatacCTCGAGgttttacatgtaattccatagacaggggt





CD164 3′ UTR Primers (2,307 bp)


L: (ClaI) gcattgATCGATacagacccattgaattaataaggactggtgattc


R: (XhoI) cgatacCTCGAGgtcagtttggtacatgatacagattggttttgcag





C/EBP-b 3′ UTR primers (5,96 bp)


L: (EcoRI) gcattgGAATTCcgcggcccccgcgcgcgtccccctgccggc


R: (XhoI) cgatacCTCGAGaaccattctcaaaaaaaagtttattaaaag





CXCR4 3′ UTR primers (5,19 bp)


L: (EcoRI) gcattgGAATTCcacagatgtaaaagacttttttttatacga


R: (XhoI) cgatacCTCGAGaagtttaacatgtacttttattaacaactt





GATA-2 3′ UTR primers (1,589 bp)


L: (EcoRI) gcattgGAATTCggaacagatggacgtcgaggaccgggcact


R: (XhoI) cgatacCTCGAGacaaaaagtattttattattcttaacagta





GATA-3 3′ UTR primers (475 bp)


L: (EcoRI) gcattgGAATTCagccctgctcgatgctcacagggcccccag


R: (XhoI) cgatacCTCGAGaatgcatcaaacaactgtggccagtgaaag





Hes-1 3′ UTR primers (295 bp)


L: (EcoRI) gcattgGAATTCctccggactctaaacaggaacttgaatact


R: (XhoI) cgatacCTCGAGctcaaataaacttccccaaaggaagatatt





Hox A5 3′ UTR primers (284 bp)


L: (EcoRI) gcattgGAATTCgtatctgagcgtttaaagtactgagcagta


R: (XhoI) cgatacCTCGAGgttatagttacttcaagtaacacagcttgc





Hox A9 3′ UTR primers (1,165 bp)


L: (ClaI) gcattgATCGATtgccatttgggcttatttagaaaaaagggt


R: (XhoI) cgatacCTCGAGagaaaagaatcaatatattttatttggcaa





Hox A10 3′ UTR primers (1,298 bp)


L: (EcoRI) gcattgGAATTCtgaatctccaggcgacgcggttttttcact


R: (XhoI) cgatacCTCGAGgcttcattccacagcttttattctataaga





Hox B5 3′ UTR primers (951 bp)


L: (EcoRI) gcattgGAATTCgcccgcccagaggagcccagcggcccaaga


R: (XhoI) cgatacCTCGAGtggaagtcaaataaatgtttcccccactcc





Hox B7 3′ UTR primers (586 bp)


L: (EcoRI) gcattgGAATTCgggatggagaaagggcagaggaag


R: (XhoI) cgatacCTCGAGtccatcctttagatacacacagaatgtaaaaggg





KLF2 3′ UTR primers (498 bp)


L: (EcoRI) gcatgcGAATTCaaccgggccgggcacagc


R: (XhoI) cgatgcCTCGAGtcttataaaaacgaaccaggtagccc





LMO2 3′ UTR primers (778 bp)


L: (EcoRI) gcattgGAATTCgcccgagtccccgggcatctttggggaggt


R: (XhoI) cgatacCTCGAGcagtctgtcatttttattaagcctgcagag





MEIS-1 3′ UTR primers (1,500 bp)


L: (EcoRI) gcattgGAATTCccttcatctagttaaccaatcgcaaagcaa


R: (XhoI) cgatacCTCGAGgacaaaaataatcttgtttttattttagat





Myb 3′ UTR primers (1,157 bp)


L: (EcoRI) gcattgGAATTCccagaaaagcattatggttttcagaacac


R: (XhoI) cgatacCTCGAGtgctacaaggcagtaagtacaccgtc





RUNX-1 3′ UTR primers (4,331 bp)


L: (EcoRI) gcattgGAATTCggcgccaggcctggcccggctgggccccgc


R: (ClaI) gcattgATCGATatggtgtatgtacttgtcaaactgtttatttgcc





RUNX-3 3′ UTR primers (1,062 bp)


L: (EcoRI) gcattgGAATTCccgccctggtggactcctcccgctggaggc


R: (ClaI) gcattgATCGATactatttgctttcagagcacaaaacaggtt





SOCS-2 3′ UTR primers (1,000 bp)


L: (EcoRI) gcattgGAATTCatgtctcacatagagtatctccgaatgcag


R: (XhoI) cgatacCTCGAGcagtagaagggagacaactgtttatgtcca





WWP-2 3′ UTR primers (1,800 bp)


L: (EcoRI) gcattgGAATTCccgaggccgcccctcccacgccccccagcg


R: (XhoI) cgatacCTCGAGacagctgctgattgtttattgcacaagaaa






miRNA Knockout Luciferase(luc)-3′ UTR Reporter Plasmids. In addition, for certain of the luc-3′UTR reporter plasmids, the inventors produced variant constructs, in which specific miRNA-binding sites were deleted from the 3′ UTR (Luc-3′ UTR-DL constructs). Approximately 60-mer PCR primers, consisting of the 20-nucleotide (nt) sequence on either side of the miRNA-binding sites plus an intervening 20-bp spacer containing a PacI site, were generated and then used in full-plasmid PCR (QuikChange XL Kit 200516; Stratagene, La Jolla, Calif.). Briefly, these primers span the deletion site but replace the sequence to be deleted with a unique restriction enzyme site that allows for rapid screening of clones with the deletion. The entire mutant plasmid is then produced via PCR, lacking the miRNA binding site, as described in the manufacturer's protocol.


Primer sequences: The name of the primer consists of the mRNA 3′ UTR name and the predicted miRNA binding site deleted from the 3′ UTR sequence. Only the forward primer sequence is shown, because the reverse is the antiparallel sequence of the forward primer. The PacI spacer is shown in blue.









CXCR4 3′ UTR mir-92 deletion primers


ttcctgttcttaagacgtgaacagtaTTAATTAAagctgtaaccaaagcc


caaagtggta





CXCR4 3′ UTR mir-181 deletion primers


gactgtagaaaagggaactgacagtaTTAATTAAagctgtgtaaagctag


aaatgatccc





KLF2-82 3′ UTR mir-92 deletion primers


CGAGTTTTGTTTTTCAAAATacagtaTTAATTAAagctgtATTTAAGTG


GCATCTTCTCT






Cloning of the hsa-mir-155 Gene. The hsa-mir-155 gene was cloned from K562 cell genomic DNA, via PCR by using primers containing restriction enzyme linkers that would allow cloning into either the pcDNA3.1(+) expression vector (V79020; Invitrogen, Carlsbad, Calif.) or the FUGW lentiviral expression vector (1). The inventors used vectors containing strong Pol II promotors, since miRNA expression and processing by Drosha, Exportin V, and Dicer seem to be much more reliable using longer 5′-capped-mRNA sequences produced by Pol II, rather than shorter RNAs produced by Pol III promotors (2). The fragments produced by PCR contained the miRNA precursor (70-120 nt) flanked on both the 5′ and 3′ sides by 250 nt of genomic sequence, resulting in inserts of 570 to 620 nt.


Primer Sequences:









L: (EcoRI) cgatcgGAATTCaaatggactattttcctttcagattta


cta


R: (NheI) gctatgGCTAGCtaaataaccttactttcaaaacttagt


tta






  • 1. Yu X, Zhan X, D'Costa J, Tanavde V M, Ye Z, Peng T, Malehorn M T, Yang X, Civin C I, Cheng L (2003) Mol Ther 7:827-838.

  • 2. Bartel D P (2004) Cell 116:281-297.



Example 2
Abstracts
CD34+ Hematopoietic Stem-Progenitor Cell MicroRNA Expression and Function: The miR Circuit Diagram of Differentiation Control.

Since lin-4, the founding member of the class, was described; microRNAs (miRs) have become a recently realized class of epigenetic elements which modify translation of mRNA to protein, and which also may result in gene silencing through chromatin remodeling. First discovered in C. elegans, miRs have been identified in numerous other organisms including drosophila, rat, mouse, and humans. To date, they have been shown to control cellular metabolism, differentiation and development. Even more importantly aberrant expression of miRs and deletion of miRs are highly associated with the development of various cancers. To better understand the role of miRs in normal hematopoiesis the inventors have determined the microRNA expression profile of primary normal human PBSC and bone marrow CD34+ cells. The inventors have combined this data with the extensive mRNA expression data obtained from CD34+ HSPC, CD34+/CD38−ILin−HSC-enriched, and CD34+/CD38+/Lin+HPC-enriched populations in a previous study. (Cancer Research 644344) Combining these two datasets into one integrated database has allowed the inventors to intricately examine the global interaction of HSPC mRNAs and microRNAs, and to also predict which miRs are involved with differentiation of the hematopoietic system. These findings offer promising new targets for the study of stem cell differentiation and targets for genetic therapies of hematopoietic stem cells.


CD34+ HSPC MicroRNA Expression and Regulation of Hematopoiesis: A Bioinformatic Circuit Diagram of the Hematopoietic Differentiation Control.

MicroRNAs (miRs) are a recently realized class of epigenetic elements which block translation of mRNA to protein, and which also may result in gene silencing through chromatin remodeling. MicroRNAs have been shown to control cellular metabolism, differentiation and development in numerous organisms including drosophila, rat, mouse, and humans. Recently, miRs have been implicated in the control of hematopoiesis. Even more importantly, both aberrant expression and deletion are highly associated with the development of various cancers. To better understand the role of miRs in normal hematopoiesis, the inventors have determined the microRNA expression profile of primary normal human PBSC and bone marrow CD34+ hematopoietic stem-progenitor cells (HSPC). The inventors have combined this data with the extensive mRNA expression data obtained from CD34+ HSPC, CD34+/CD38−ILin−HSC-enriched, and CD34+/CD38+/Lin+HPC-enriched populations in a previous study. (Cancer Research 64:4344) Combining these two datasets into one integrated database has allowed the inventors to intricately examine the global interaction of HSPC mRNAs and microRNAs, and to also predict which miRs are involved with differentiation of the hematopoietic system through their control of expression of hematopoieticly important proteins. The inventors have confirmed that expression of a number of these hematopoieticly important proteins are in fact controlled by microRNAs. Based on the bioinformatic and protein expression studies, the inventors present a global model by which microRNAs control hematopoietic differentiation. These findings offer promising new targets for the study of stem cell differentiation and targets for genetic therapies of hematopoietic stem cells.


MicroRNA hsa-mir-155 Blocks Myeloid and Erythroid Differentiation of Human CD34+ HSPC.


In a previous study, the inventors determined all of the microRNAs expressed by human CD34+ hematopoietic stem progenitor cells from bone marrow and GM-CSF mobilized periferal blood. When the inventors combined microRNA expression with mRNA expression data from a previous study (Georgantas et al, Cancer Research 64:4434), the inventors were able to bioinformatically predict the actions of microRNAs within the hematopoietic system. MicroRNA hsa-mir-155 was highly expressed in CD34+ HSPC, and was immediately identified to be a possible generalized inhibitor of hematopoietic differentiation. MicroRNA-155 was predicted to interact with HSPC expressed mRNAs proteins previously shown to be highly involved myeloid and erythroid differentiation. K562 cells were transduced with hsa-mir-155 lentivirus, and were then differentiated with TPA to megakaryocytes or with hemin to erythrocytes. Compared to controls mir-155 reduced megakaryocyte differentiation by approximately 70%, and erythropoiesis by over 90%. Cell growth was not effected by mir-155, indicating this was a block in differentiation, and not simply a block in cell growth. Transduction of human PBSC CD34+ cells, followed by colony forming assay, revealed that mir-155 reduces both myeloid and erythroid colony formation by greater than 70%. The inventors are currently further testing the effect of mir-155 on PBSC in suspension cultures and transplant into NOG mice. These data strongly indicate that mir-155 acts in control of myeloid and erythroid differentiation.


MicroRNA hsa-mir-16 Contributes to Control of Myeloid Differentiation of Human CD34+ HSPC.


In a previous study, the inventors determined all of the microRNAs expressed by human CD34+ hematopoietic stem-progenitor cells from bone marrow and GM-CSF mobilized peripheral blood. When the inventors combined microRNA expression with mRNA expression data from a previous study (Georgantas et al, Cancer Research 64:4434), the inventors were able to bio-informaticly predict the actions of microRNAs within the hematopoietic system. MicroRNA hsa-mir-16 was highly expressed in CD34+ HSPC, and based on it predicted target mRNAs was identified as a possible regulator of myeloid differentiation. The inventors first confirmed that protein expression from these putative target mRNAs were in fact regulated by mir-16. The 3′UTR sequences from these mRNAs were cloned behind a luciferase reporter construct, which were then transfected into K562 cells, which highly express mir-16. In all cases protein expression was reduced.


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Example 3









TABLE 3





miRNA to mRNA mappings. Predicted mRNA targets (expressed in PBSC and


BM) for each individual miRNA (noted above sub-tables) as identified by the


Transcriptome Interaction Database. Included are the Ensemble Gene ID, the HUGO


systematic gene symbol, the Unigene identifier, the normalized expression level of the


mRNA [in relative fluorescence units (RFU)], and the Affymetrix call flags for each


transcript (P, present/expressed).







92













Ensemble gene
Gene

PBSC,
PBSC
BM,
BM


ID
symbol
Unigene
RFU
flags
RFU
flags





ENSG00000137845
ADAM10
Hs.172028
221.1
PP
315.55
PP


ENSG00000138031
ADCY3
Hs.467898
208.6
PP
178.4
PP


ENSG00000087274
ADD1
Hs.183706
410.2
PP
214.3
PP


ENSG00000143401
ANP32E
Hs.385913
169.2
PP
423.3
PP


ENSG00000143761
ARF1
Hs.286221
1245.2
PP
798.4
PP


ENSG00000163466
ARPC2
Hs.529303
1447.8
PP
1774.7
PP


ENSG00000143153
ATP1B1
Hs.291196
132.4
PP
245.55
PP


ENSG00000174437
ATP2A2
Hs.506759
203.5
PP
255.4
PP


ENSG00000155096
AZIN1
Hs.459106
551.2
PP
619.2
PP


ENSG00000119861
BCL11A
Hs.370549
363.1
PP
387.8
PP


ENSG00000159388
BTG2
Hs.519162
588.2
PP
538.3
PP


ENSG00000171067
C11orf24
Hs.303025
127.9
PP
105.45
PA


ENSG00000139746
C13orf10
Hs.131715
119.8
PP
178.7
PP


ENSG00000152242
C18orf25
Hs.116486
129.7
PP
130.6
PA


ENSG00000117616
C1orf63
Hs.259412
1202.1
PP
1000.85
PP


ENSG00000132823
C20orf111
Hs.75798
346
PP
259.1
PP


ENSG00000031003
C5orf5
Hs.483473
256.3
PP
316.85
PP


ENSG00000132424
C6orf111
Hs.520287
674.8
PP
743.75
PP


ENSG00000112308
C6orf62
Hs.519930
330.6
PP
509.45
PP


ENSG00000067955
CBFB
Hs.460988
719.1
PP
1032
PP


ENSG00000112237
CCNC
Hs.430646
273.3
PP
380.8
PP


ENSG00000110848
CD69
Hs.208854
1631.5
PP
1082.1
PP


ENSG00000070831
CDC42
Hs.467637
620.1
PP
437.75
PP


ENSG00000172216
CEBPB
Hs.517106
374.1
PP
391
PP


ENSG00000166200
COPS2
Hs.369614
521.2
PP
700.65
PP


ENSG00000102974
CTCF
Hs.368367
506.1
PP
535.55
PA


ENSG00000036257
CUL3
Hs.372286
554.5
PP
473.25
PP


ENSG00000168209
DDIT4
Hs.523012
736.8
PP
535.85
PP


ENSG00000124487
DDX3X
Hs.380774
769.8
PP
1229
PP


ENSG00000067048
DDX3Y
Hs.99120
302.6
PP
309.6
PA


ENSG00000132153
DHX30
Hs.517948
209.5
PP
193.5
PP


ENSG00000082458
DLG3
Hs.522680
136.2
PP
89.45
PP


ENSG00000128590
DNAJB9
Hs.6790
211.5
PP
433.55
PP


ENSG00000167264
DUS2L
Hs.534460
140.7
PP
111.5
PA


ENSG00000143507
DUSP10
Hs.497822
328.9
PP
371.8
PP


ENSG00000139318
DUSP6
Hs.298654
166.6
PP
316.85
PP


ENSG00000112242
E2F3
Hs.269408
295.6
PP
585.95
PP


ENSG00000147654
EBAG9
Hs.409368
293.7
PP
285.65
PP


ENSG00000123908
EIF2C2
Hs.449415
150.2
PP
115.85
PP


ENSG00000104131
EIF3S1
Hs.404056
340.4
PP
365.05
PP


ENSG00000110321
EIF4G2
Hs.183684
2137
PP
2701.9
PP


ENSG00000106462
EZH2
Hs.444082
162.9
PP
216.25
PP


ENSG00000166147
FBN1
Hs.146447
195.2
PP
178.7
PP


ENSG00000143756
FBXO28
Hs.64691
106.1
PP
70.5
PA


ENSG00000151702
FLI1
Hs.504281
156.4
PP
248.05
PP


ENSG00000168137
FLJ10707
Hs.288164
452.5
PP
256.1
PM


ENSG00000159202
FLJ13855
Hs.514297
539
PP
525.1
PP


ENSG00000109920
FNBP4
Hs.6834
501.2
PP
497.2
PP


ENSG00000163430
FSTL1
Hs.269512
408.6
PP
227.95
PP


ENSG00000114416
FXR1
Hs.478407
143.9
PP
155.75
PP


ENSG00000138757
G3BP2
Hs.303676
242.8
PP
428.55
PP


ENSG00000196700
GM632
Hs.551552
103.5
PP
145.05
PP


ENSG00000175265
GM88
Hs.182982
627
PP
822.4
PP


ENSG00000147533
GOLGA7
Hs.7953
669.8
PP
592.25
PP


ENSG00000159592
GPBP1L1
Hs.238432
275.7
PP
300.05
PP


ENSG00000128731
HERC2
Hs.434890
257.7
PP
239.3
PP


ENSG00000163349
HIPK1
Hs.532363
347.7
PP
488.5
PP


ENSG00000122566
HNRPA2B1
Hs.487774
1802.2
PP
2268.3
PP


ENSG00000170144
HNRPA3
Hs.516539
375.5
PP
558.6
PP


ENSG00000169045
HNRPH1
Hs.202166
1986.4
PP
2132.6
PP


ENSG00000153807
HOXA10
Hs.110637
161.3
PP
200.7
PA


ENSG00000078399
HOXA9
Hs.127428
739.2
PP
674
PP


ENSG00000164164
HSHIN1
Hs.270851
303.1
PP
312.65
PP


ENSG00000144381
HSPD1
Hs.113684
2868.6
PP
5689.3
PP


ENSG00000168556
ING2
Hs.107153
177
PP
151.85
PP


ENSG00000186480
INSIG1
Hs.520819
196.9
PP
304.7
PP


ENSG00000145703
IQGAP2
Hs.291030
537.8
PP
457.9
PP


ENSG00000143164
IQWD1
Hs.435741
168.5
PP
156.4
PP


ENSG00000150093
ITGB1
Hs.429052
865.6
PP
593.85
PP


ENSG00000177606
JUN
Hs.525704
1300.5
PP
2286.95
PP


ENSG00000179889
KIAA0251
Hs.370781
386
PP
331
PM


ENSG00000126775
KIAA0831
Hs.414809
254.4
PP
217.45
PP


ENSG00000170759
KIF5B
Hs.327736
346.6
PP
430.75
PP


ENSG00000127528
KLF2
Hs.107740
609
PP
859.3
PP


ENSG00000136826
KLF4
Hs.376206
536.5
PP
1193.7
PP


ENSG00000166783
LKAP
Hs.173524
135
PP
182.75
PP


ENSG00000152102
LOC130074
Hs.469941
508.5
PP
344.1
PP


ENSG00000127603
MACF1
Hs.472475
222.8
PP
248.35
PP


ENSG00000121579
MAK3
Hs.269528
268.8
PP
307
PP


ENSG00000012983
MAP4K5
Hs.130491
66
PP
116
PP


ENSG00000081189
MEF2C
Hs.444409
426
PP
437.85
PP


ENSG00000165943
MOAP1
Hs.24719
527.1
PP
299.1
PP


ENSG00000159256
MORC3
Hs.421150
108.8
PP
130.45
PP


ENSG00000147649
MTDH
Hs.377155
258.6
PP
329.8
PP


ENSG00000005810
MYCBP2
Hs.151411
187
PP
643.55
PP


ENSG00000137420
NOL7
Hs.549161
1095.5
PP
1222.05
PP


ENSG00000141458
NPC1
Hs.464779
126.1
PP
135.8
PM


ENSG00000106459
NRF1
Hs.298069
157.5
PP
126.8
PA


ENSG00000180530
NRIP1
Hs.155017
842
PP
914.85
PP


ENSG00000035681
NSMAF
Hs.372000
517.1
PP
517.75
PP


ENSG00000147162
OGT
Hs.405410
165.1
PP
183.6
PP


ENSG00000172939
OXSR1
Hs.475970
211
PP
186.15
PA


ENSG00000172239
PAIP1
Hs.482038
127.8
PP
157
PP


ENSG00000090060
PAPOLA
Hs.253726
307.4
PP
286
PP


ENSG00000185619
PCGF3
Hs.144309
192.1
PP
237.55
PP


ENSG00000102225
PCTK1
Hs.496068
135
PP
88.45
PA


ENSG00000059758
PCTK2
Hs.506415
118.3
PP
220.9
PP


ENSG00000132326
PER2
Hs.58756
162.6
PP
308.65
PP


ENSG00000112511
PHF1
Hs.166204
903.7
PP
604.1
PP


ENSG00000043143
PHF15
Hs.483419
234
PP
320.3
PP


ENSG00000118482
PHF3
Hs.348921
260
PP
268.9
PP


ENSG00000051382
PIK3CB
Hs.239818
275.1
PP
280.95
PP


ENSG00000154217
PITPNC1
Hs.549130
391.3
PP
316.6
PP


ENSG00000112941
POLS
Hs.481542
355.5
PP
367.35
PP


ENSG00000127125
PPCS
Hs.549196
120.7
PP
188.55
PP


ENSG00000058272
PPP1R12A
Hs.49582
154.9
PP
178.75
PP


ENSG00000005249
PRKAR2B
Hs.433068
200.7
PP
237.75
PP


ENSG00000138430
PTD004
Hs.157351
848.2
PP
1052.6
PP


ENSG00000171522
PTGER4
Hs.199248
531.8
PP
514.8
PP


ENSG00000112531
QKI
Hs.510324
284.1
PP
564.45
PP


ENSG00000119396
RAB14
Hs.371563
140.5
PP
198.15
PP


ENSG00000152061
RABGAP1L
Hs.495391
229.4
PP
396.75
PP


ENSG00000164754
RAD21
Hs.81848
281.3
PP
414.9
PP


ENSG00000010017
RANBP9
Hs.306242
381.3
PP
489.95
PP


ENSG00000116473
RAP1A
Hs.190334
217.2
PP
367.75
PP


ENSG00000127314
RAP1B
Hs.369920
1093.1
PP
1537.75
PP


ENSG00000137075
RNF38
Hs.333503
322.6
PP
227.7
PP


ENSG00000063978
RNF4
Hs.66394
115.8
PP
325.65
PP


ENSG00000198838
RYR3
Hs.369250
116.8
PP
131.8
PP


ENSG00000182568
SATB1
Hs.517717
829.9
PP
652.05
PP


ENSG00000121892
SCC-112
Hs.331431
220.4
PP
258.2
PP


ENSG00000156642
SDFR1
Hs.187866
169.4
PP
193.05
PP


ENSG00000179833
SERTAD2
Hs.77293
498.4
PP
556.2
PP


ENSG00000096717
SIRT1
Hs.369779
133.8
PP
124.9
PP


ENSG00000134294
SLC38A2
Hs.221847
634.3
PP
1026.55
PP


ENSG00000184602
SNN
Hs.459952
234.4
PP
239.3
PP


ENSG00000137642
SORL1
Hs.368592
2264.1
PP
1084.65
PP


ENSG00000196700
SOX18
Hs.8619
1264.6
PP
2674
PP


ENSG00000124766
SOX4
Hs.357901
2351.7
PP
2500.65
PP


ENSG00000135250
SRPK2
Hs.285197
106.2
PP
118.7
PM


ENSG00000101972
STAG2
Hs.496710
392
PP
375.2
PP


ENSG00000198648
STK39
Hs.276271
129.8
PP
111.35
PP


ENSG00000173812
SUI1
Hs.150580
6046
PP
6098.85
PP


ENSG00000165169
TCTE1L
Hs.446392
323
PP
369.75
PP


ENSG00000114126
TFDP2
Hs.379018
253.2
PP
196.3
PA


ENSG00000177426
TGIF
Hs.373550
116.7
PP
95.35
PM


ENSG00000183864
TOB2
Hs.474978
165.3
PP
196.4
PP


ENSG00000198900
TOP1
Hs.472737
315.5
PP
468.35
PP


ENSG00000165699
TSC1
Hs.370854
232.7
PP
242.3
PP


ENSG00000132388
UBE2G1
Hs.462035
272.5
PP
373.45
PP


ENSG00000169764
UGP2
Hs.516217
656.9
PP
560.95
PP


ENSG00000164828
UNC84A
Hs.438072
146.4
PP
111.15
PP


ENSG00000135655
USP15
Hs.434951
197.3
PP
160.35
PP


ENSG00000143952
VPS54
Hs.48499
187.9
PP
151.5
PP


ENSG00000198373
WWP2
Hs.408458
231
PP
185.05
PP


ENSG00000100219
XBP1
Hs.437638
1126.5
PP
826.5
PP


ENSG00000100811
YY1
Hs.388927
539.7
PP
740.2
PP


ENSG00000170949
ZNF160
Hs.467236
1056.4
PP
1016.85
PP


ENSG00000179456
ZNF238
Hs.69997
235.7
PP
241.8
PP





Ensemble Gene


PBSC
PBSC

BM


ID
Gene Symbol
Unigene
RFU
Flags
BM RFU
Flags










223













ENSG00000004455
AK2
Hs.470907
303.6
PP
498.6
PP


ENSG00000117020
AKT3
Hs.498292
246.4
PP
259.35
PP


ENSG00000170017
ALCAM
Hs.150693
528.9
PP
695.45
PP


ENSG00000101844
APG4A
Hs.8763
139.4
PP
172.75
PA


ENSG00000117713
ARID1A
Hs.468972
477.6
PP
444.8
PP


ENSG00000143153
ATP1B1
Hs.291196
132.4
PP
245.55
PP


ENSG00000126749
C2F
Hs.504628
383.4
PP
460.7
PM


ENSG00000168958
C2orf33
Hs.471528
235.3
PP
302.3
PP


ENSG00000136925
C9orf97
Hs.494595
207.5
PP
180.4
PP


ENSG00000135932
CAB39
Hs.471593
527.9
PP
637.3
PP


ENSG00000142453
CARM1
Hs.371416
141.6
PP
105.7
PA


ENSG00000067955
CBFB
Hs.460988
719.1
PP
1032
PP


ENSG00000108468
CBX1
Hs.77254
432
PP
415.85
PP


ENSG00000082258
CCNT2
Hs.292754
114.4
PP
102.75
PP


ENSG00000172216
CEBPB
Hs.517106
374.1
PP
391
PP


ENSG00000153922
CHD1
Hs.519474
89.4
PP
202.95
PP


ENSG00000072609
CHFR
Hs.507336
247.4
PP
253.05
PP


ENSG00000166200
COPS2
Hs.369614
521.2
PP
700.65
PP


ENSG00000108848
CROP
Hs.130293
2166.4
PP
1637.55
PP


ENSG00000048740
CUGBP2
Hs.309288
159.6
PP
334.5
PP


ENSG00000160967
CUTL1
Hs.438974
333.3
PP
412.55
PP


ENSG00000121966
CXCR4
Hs.421986
532.4
PP
1919.4
PP


ENSG00000166347
CYB5
Hs.465413
191.8
PP
277.55
PP


ENSG00000168209
DDIT4
Hs.523012
736.8
PP
535.85
PP


ENSG00000124487
DDX3X
Hs.380774
769.8
PP
1229
PP


ENSG00000136986
DERL1
Hs.241576
223
PP
240.65
PA


ENSG00000109606
DHX15
Hs.5683
1219.8
PP
1620.75
PP


ENSG00000112242
E2F3
Hs.269408
295.6
PP
585.95
PP


ENSG00000186676
EEF1G
Hs.144835
19027.3
PP
14878.45
PP


ENSG00000110321
EIF4G2
Hs.183684
2137
PP
2701.9
PP


ENSG00000004478
FKBP4
Hs.524183
490.7
PP
372.15
PM


ENSG00000118689
FOXO3A
Hs.220950
1368.3
PP
720.35
PP


ENSG00000104064
GABPB2
Hs.546852
129.3
PP
183.75
PM


ENSG00000116717
GADD45A
Hs.80409
266
PP
245.7
PP


ENSG00000141429
GALNT1
Hs.514806
220
PP
273.8
PP


ENSG00000106070
GRB10
Hs.164060
550.7
PP
574.15
PP


ENSG00000143321
HDGF
Hs.506748
243.6
PP
858.8
PP


ENSG00000013583
HEBP1
Hs.294133
387.7
PP
516.4
PP


ENSG00000114315
HES1
Hs.250666
232.7
PP
169.8
PP


ENSG00000152804
HHEX
Hs.118651
328.9
PP
298.65
PP


ENSG00000078140
HIP2
Hs.50308
60.5
PP
68.4
PP


ENSG00000010818
HIVEP2
Hs.510172
149.6
PP
157.9
PP


ENSG00000153187
HNRPU
Hs.166463
470.3
PP
887.6
PP


ENSG00000078399
HOXA9
Hs.127428
739.2
PP
674
PP


ENSG00000164164
HSHIN1
Hs.270851
303.1
PP
312.65
PP


ENSG00000102753
KPNA3
Hs.527919
250.8
PP
391.35
PP


ENSG00000133703
KRAS
Hs.505033
355.8
PP
363.05
PP


ENSG00000143815
LBR
Hs.435166
1166
PP
1807.35
PP


ENSG00000135363
LMO2
Hs.34560
1997.3
PP
1809.95
PP


ENSG00000110031
LPXN
Hs.125474
233.9
PP
209.7
PP


ENSG00000171492
LRRC8D
Hs.482087
543.3
PP
374.45
PP


ENSG00000127603
MACF1
Hs.472475
222.8
PP
248.35
PP


ENSG00000121579
MAK3
Hs.269528
268.8
PP
307
PP


ENSG00000047849
MAP4
Hs.517949
302.6
PP
276.5
PP


ENSG00000180398
MCFD2
Hs.293689
289.4
PP
258.25
PP


ENSG00000081189
MEF2C
Hs.444409
426
PP
437.85
PP


ENSG00000133026
MYH10
Hs.16355
375.1
PP
362.5
PP


ENSG00000164190
NIPBL
Hs.481927
165.1
PP
145.15
PP


ENSG00000106459
NRF1
Hs.298069
157.5
PP
126.8
PA


ENSG00000162231
NXF1
Hs.523739
543
PP
626
PP


ENSG00000059758
PCTK2
Hs.506415
118.3
PP
220.9
PP


ENSG00000025293
PHF20
Hs.517044
249.8
PP
173.65
PP


ENSG00000073921
PICALM
Hs.163893
357.3
PP
315.6
PP


ENSG00000104695
PPP2CB
Hs.491440
197.6
PP
323.9
PP


ENSG00000117569
PTBP2
Hs.269895
183
PP
160.15
PP


ENSG00000138430
PTD004
Hs.157351
848.2
PP
1052.6
PP


ENSG00000171862
PTEN
Hs.500466
353.7
PP
334.4
PP


ENSG00000185129
PURA
Hs.443121
149.5
PP
224.95
PP


ENSG00000112531
QKI
Hs.510324
284.1
PP
564.45
PP


ENSG00000103769
RAB11A
Hs.321541
1087.7
PP
1020.15
PP


ENSG00000138069
RAB1A
Hs.310645
70.8
PP
109.75
PM


ENSG00000152061
RABGAP1L
Hs.495391
229.4
PP
396.75
PP


ENSG00000137040
RANBP6
Hs.167496
125.2
PP
140.05
PP


ENSG00000127314
RAP1B
Hs.369920
1093.1
PP
1537.75
PP


ENSG00000145715
RASA1
Hs.553501
138.8
PP
103.6
PP


ENSG00000197676
RBM16
Hs.227602
193.8
PP
274
PP


ENSG00000147274
RBMX
Hs.380118
1610.3
PP
1490.7
PP


ENSG00000168214
RBPSUH
Hs.479396
79.3
PP
100.35
PP


ENSG00000117906
RCN2
Hs.79088
121.2
PP
121.5
PP


ENSG00000157916
RER1
Hs.525527
262.6
PP
329.9
PP


ENSG00000170633
RNF34
Hs.292804
424.6
PP
385.65
PP


ENSG00000063978
RNF4
Hs.66394
115.8
PP
325.65
PP


ENSG00000155878
SEC22L1
Hs.534212
662.9
PP
588.95
PP


ENSG00000125354
6-Sep
Hs.496666
335.7
PP
310.55
PP


ENSG00000153914
SFRS12
Hs.519347
258
PP
229.6
PP


ENSG00000161547
SFRS2
Hs.73965
3723.5
PP
4390.4
PP


ENSG00000124523
SIRT5
Hs.282331
252.8
PP
171.5
PM


ENSG00000138821
SLC39A8
Hs.288034
290.7
PP
275.05
PP


ENSG00000159140
SON
Hs.517262
408.8
PP
467.15
PP


ENSG00000172845
SP3
Hs.531587
137.8
PP
293.35
PP


ENSG00000065526
SPEN
Hs.270499
257.6
PP
262.7
PP


ENSG00000115306
SPTBN1
Hs.503178
589.9
PP
344.65
PP


ENSG00000149136
SSRP1
Hs.523680
329.8
PP
503.65
PP


ENSG00000167323
STIM1
Hs.501735
143.2
PP
99.7
PP


ENSG00000198648
STK39
Hs.276271
129.8
PP
111.35
PP


ENSG00000117632
STMN1
Hs.209983
546.6
PP
663.4
PP


ENSG00000135316
SYNCRIP
Hs.472056
178
PP
315.75
PP


ENSG00000136560
TANK
Hs.516490
307.6
PP
221.95
PP


ENSG00000113649
TCERG1
Hs.443465
196.5
PP
257.25
PP


ENSG00000140262
TCF12
Hs.511504
179.4
PP
439.15
PP


ENSG00000139644
TEGT
Hs.35052
757.7
PP
1052.5
PP


ENSG00000106829
TLE4
Hs.444213
309.2
PP
251.15
PP


ENSG00000062716
TMEM49 ///
Hs.444569
425.2
PP
441.3
PP



MIRN21


ENSG00000173726
TOMM20
Hs.533192
656.5
PP
888.45
PP


ENSG00000166598
TRA1
Hs.192374
151
PP
339.35
PP


ENSG00000077721
UBE2A
Hs.379466
299.1
PP
400.85
PP


ENSG00000170832
USP32
Hs.132868
120.2
PP
118.35
PP


ENSG00000146457
WTAP
Hs.446091
400.8
PP
406.6
PP


ENSG00000179456
ZNF238
Hs.69997
235.7
PP
241.8
PP


ENSG00000112200
ZNF451
Hs.485628
175.7
PP
176.15
PP







146













ENSG00000114770
ABCC5
Hs.368563
373.4
PP
322.1
PM


ENSG00000115091
ACTR3
Hs.433512
353.8
PP
673.3
PP


ENSG00000143761
ARF1
Hs.286221
1245.2
PP
798.4
PP


ENSG00000143153
ATP1B1
Hs.291196
132.4
PP
245.55
PP


ENSG00000175334
BANF1
Hs.433759
387.5
PP
385
PP


ENSG00000119866
BCL11A
Hs.370549
363.1
PP
387.8
PP


ENSG00000159388
BTG2
Hs.519162
588.2
PP
538.3
PP


ENSG00000111913
C6orf32
Hs.484915
83.8
PP
62.8
PP


ENSG00000168564
CARF
Hs.32922
72.4
PP
130
PP


ENSG00000130940
CASZ1
Hs.553537
255.7
PP
200
PP


ENSG00000163660
CCNL1
Hs.4859
1082.6
PP
1052.5
PP


ENSG00000070831
CDC42
Hs.467637
620.1
PP
437.75
PP


ENSG00000153140
CETN3
Hs.528302
107.1
PP
199.4
PP


ENSG00000122705
CLTA
Hs.522114
1204.4
PP
990.1
PP


ENSG00000108848
CROP
Hs.130293
2166.4
PP
1637.55
PP


ENSG00000048740
CUGBP2
Hs.309288
159.6
PP
334.5
PP


ENSG00000036257
CUL3
Hs.372286
554.5
PP
473.25
PP


ENSG00000121966
CXCR4
Hs.421986
532.4
PP
1919.4
PP


ENSG00000112242
E2F3
Hs.269408
295.6
PP
585.95
PP


ENSG00000134001
EIF2S1
Hs.151777
235.7
PP
299.55
PP


ENSG00000104131
EIF3S1
Hs.404056
340.4
PP
365.05
PP


ENSG00000110321
EIF4G2
Hs.183684
2137
PP
2701.9
PP


ENSG00000066044
ELAVL1
Hs.184492
534.6
PP
734.45
PP


ENSG00000120533
ENY2
Hs.492555
316.2
PP
375.85
PP


ENSG00000120616
EPC1
Hs.167805
148.9
PP
88.7
PA


ENSG00000157554
ERG
Hs.473819
369.4
PP
298.05
PA


ENSG00000120705
ETF1
Hs.483494
253.8
PP
461.55
PP


ENSG00000119402
FBXW2
Hs.494985
157.2
PP
167.5
PP


ENSG00000181495
FLJ14054
Hs.13528
1289.4
PP
771.75
PP


ENSG00000170345
FOS
Hs.25647
1254.3
PP
1832.65
PP


ENSG00000145907
G3BP
Hs.3353
167.7
PP
319.25
PP


ENSG00000104064
GABPB2
Hs.546852
129.3
PP
183.75
PM


ENSG00000196700
GM632
Hs.551552
103.5
PP
145.05
PP


ENSG00000185245
GP1BA
Hs.1472
274.2
PP
361.5
PP


ENSG00000163349
HIPK1
Hs.532363
347.7
PP
488.5
PP


ENSG00000122566
HNRPA2B1
Hs.487774
1802.2
PP
2268.3
PP


ENSG00000170144
HNRPA3
Hs.516539
375.5
PP
558.6
PP


ENSG00000138668
HNRPD
Hs.480073
785.7
PP
1067.15
PP


ENSG00000164164
HSHIN1
Hs.270851
303.1
PP
312.65
PP


ENSG00000184216
IRAK1
Hs.522819
529.4
PP
607.85
PP


ENSG00000115548
JMJD1A
Hs.531819
264
PP
207.05
PP


ENSG00000114030
KPNA1
Hs.161008
121.8
PP
91.95
PP


ENSG00000166783
LKAP
Hs.173524
135
PP
182.75
PP


ENSG00000135387
M11S1
Hs.471818
464.9
PP
451.45
PP


ENSG00000145495
6-Mar
Hs.432862
597.3
PP
536.05
PP


ENSG00000168906
MAT2A
Hs.516157
1011.4
PP
738.6
PP


ENSG00000015479
MATR3
Hs.268939
252.4
PP
382.35
PP


ENSG00000125952
MAX
Hs.285354
1178.7
PP
1480.1
PP


ENSG00000152601
MBNL1
Hs.478000
294.4
PP
864.5
PP


ENSG00000124733
MEA1
Hs.278362
452.7
PP
460.2
PP


ENSG00000133606
MKRN1
Hs.490347
392.7
PP
350.15
PP


ENSG00000175727
MONDOA
Hs.437153
201.1
PP
301.1
PP


ENSG00000112651
MRPL2
Hs.55041
198.6
PP
110.3
PA


ENSG00000138386
NAB1
Hs.107474
187.9
PP
203.9
PP


ENSG00000082641
NFE2L1
Hs.514284
735.5
PP
726.35
PP


ENSG00000106459
NRF1
Hs.298069
157.5
PP
126.8
PA


ENSG00000046651
OFD1
Hs.6483
1022.7
PP
692.15
PP


ENSG00000115421
PAPOLG
Hs.387471
153.2
PP
91.25
PP


ENSG00000169564
PCBP1
Hs.2853
1587.4
PP
1289.35
PP


ENSG00000107242
PIP5K1B
Hs.534371
279
PP
312.25
PP


ENSG00000163806
PPP1CB
Hs.468018
65.7
PP
135.05
PP


ENSG00000112498
PPP1R11
Hs.82887
484.7
PP
463.3
PP


ENSG00000107758
PPP3CB
Hs.500067
318.9
PP
241.25
PP


ENSG00000142875
PRKACB
Hs.487325
1018.3
PP
994.45
PP


ENSG00000143106
PSMA5
Hs.485246
649.7
PP
1036.3
PP


ENSG00000108344
PSMD3
Hs.12970
156.3
PP
101.1
PA


ENSG00000117569
PTBP2
Hs.269895
183
PP
160.15
PP


ENSG00000112531
QKI
Hs.510324
284.1
PP
564.45
PP


ENSG00000075785
RAB7
Hs.15738
99.2
PP
107.25
PP


ENSG00000077092
RARB
Hs.436538
111.5
PP
156.85
PP


ENSG00000067560
RHOA
Hs.247077
1537.7
PP
2368.8
PP


ENSG00000022840
RNF10
Hs.442798
327.5
PP
282.35
PM


ENSG00000123091
RNF11
Hs.309641
125.3
PP
161.5
PP


ENSG00000063978
RNF4
Hs.66394
115.8
PP
325.65
PP


ENSG00000159216
RUNX1
Hs.149261
108.8
PP
211.2
PP


ENSG00000052802
SC4MOL
Hs.105269
146.9
PP
73.7
PA


ENSG00000151967
SCHIP1
Hs.134665
497
PP
417.95
PP


ENSG00000156642
SDFR1
Hs.187866
169.4
PP
193.05
PP


ENSG00000107651
SEC23IP
Hs.435004
115.6
PP
130.8
PA


ENSG00000179833
SERTAD2
Hs.77293
498.4
PP
556.2
PP


ENSG00000119335
SET
Hs.436687
2967
PP
4307.1
PP


ENSG00000136450
SFRS1
Hs.68714
1264.9
PP
1622.65
PP


ENSG00000124193
SFRS6
Hs.6891
2001.1
PP
2200.75
PP


ENSG00000096717
SIRT1
Hs.369779
133.8
PP
124.9
PP


ENSG00000005022
SLC25A5
Hs.522767
4938.4
PP
5178.4
PP


ENSG00000102038
SMARCA1
Hs.152292
101.1
PP
72.95
PA


ENSG00000167088
SNRPD1
Hs.464734
518.7
PP
572.8
PP


ENSG00000196700
SOX18
Hs.8619
1264.6
PP
2674
PP


ENSG00000091640
SPAG7
Hs.90436
900.7
PP
517.9
PP


ENSG00000152268
SPON1
Hs.445818
236.5
PP
121.5
PP


ENSG00000180283
SUMO2
Hs.380973
1013.1
PP
783
PP


ENSG00000178691
SUZ12
Hs.462732
602.2
PP
633.3
PP


ENSG00000135316
SYNCRIP
Hs.472056
178
PP
315.75
PP


ENSG00000140416
TPM1
Hs.133892
394.4
PP
661.4
PP


ENSG00000157514
TSC22D3
Hs.522074
1752.5
PP
2189.45
PP


ENSG00000119048
UBE2B
Hs.385986
335
PP
417.45
PP


ENSG00000109332
UBE2D3
Hs.472031
471.2
PP
635.4
PP


ENSG00000132670
VPS16

333
PP
243.95
PP


ENSG00000143952
VPS54
Hs.48499
187.9
PP
151.5
PP


ENSG00000158195
WASF2
Hs.469244
430.1
PP
367.5
PP


ENSG00000166913
YWHAB
Hs.279920
222.4
PP
288.75
PP


ENSG00000107372
ZA20D2
Hs.406096
967.2
PP
1262.9
PP


ENSG00000186908
ZDHHC17
Hs.4014
123.5
PP
166.2
PP


ENSG00000119725
ZNF410
Hs.270869
164.4
PP
257.1
PP







23a













ENSG00000137822
76P
Hs.549135
383.7
PP
259.6
PP


ENSG00000075624
ACTB
Hs.520640
11983.4
PP
11502.85
PP


ENSG00000172493
AFF1
Hs.480190
480.6
PP
776.35
PP


ENSG00000031003
C5orf5
Hs.483473
256.3
PP
316.85
PP


ENSG00000135932
CAB39
Hs.471593
527.9
PP
637.3
PP


ENSG00000100261
CBX6
Hs.511952
308
PP
255.7
PP


ENSG00000163660
CCNL1
Hs.4859
1082.6
PP
1052.5
PP


ENSG00000082258
CCNT2
Hs.292754
114.4
PP
102.75
PP


ENSG00000135535
CD164
Hs.520313
2274.9
PP
2265.25
PP


ENSG00000153774
CFDP1
Hs.461361
278.6
PP
295.4
PP


ENSG00000111596
CNOT2
Hs.133350
431.4
PP
399.2
PP


ENSG00000111605
CPSF6
Hs.369606
402.6
PP
474.05
PP


ENSG00000009307
CSDE1
Hs.69855
1494.1
PP
1637.9
PP


ENSG00000102974
CTCF
Hs.368367
506.1
PP
535.55
PP


ENSG00000048740
CUGBP2
Hs.309288
159.6
PP
334.5
PP


ENSG00000036257
CUL3
Hs.372286
554.5
PP
473.25
PP


ENSG00000124487
DDX3X
Hs.380774
769.8
PP
1229
PP


ENSG00000141141
DDX52
Hs.408452
124.3
PP
74.65
PP


ENSG00000109606
DHX15
Hs.5683
1219.8
PP
1620.75
PP


ENSG00000108406
DHX40
Hs.29403
233.3
PP
196.45
PP


ENSG00000170522
ELOVL6
Hs.412939
96.5
PP
156.45
PP


ENSG00000085832
EPS15
Hs.83722
144.1
PP
218.2
PP


ENSG00000166147
FBN1
Hs.146447
195.2
PP
178.7
PP


ENSG00000138081
FBXO11
Hs.553547
155.7
PP
259.35
PP


ENSG00000114861
FOXP1
Hs.431498
322.7
PP
410.3
PP


ENSG00000114416
FXR1
Hs.478407
143.9
PP
155.75
PA


ENSG00000138757
G3BP2
Hs.303676
242.8
PP
428.55
PP


ENSG00000166503
HDGFRP3
Hs.513954
139.2
PP
156
PP


ENSG00000164104
HMGB2
Hs.434953
855.9
PP
2145.45
PP


ENSG00000122566
HNRPA2B1
Hs.487774
1802.2
PP
2268.3
PP


ENSG00000138668
HNRPD
Hs.480073
785.7
PP
1067.15
PP


ENSG00000126945
HNRPH2
Hs.278857
189.2
PP
158.45
PP


ENSG00000099783
HNRPM
Hs.465808
968.5
PP
880.2
PP


ENSG00000125944
HNRPR
Hs.373763
839.4
PP
980.1
PP


ENSG00000153187
HNRPU
Hs.166463
470.3
PP
887.6
PP


ENSG00000120075
HOXB5
Hs.149548
322
PP
238.15
PP


ENSG00000125347
IRF1
Hs.436061
467.7
PP
299.6
PP


ENSG00000102753
KPNA3
Hs.527919
250.8
PP
391.35
PP


ENSG00000185896
LAMP1
Hs.494419
282.2
PP
383.55
PP


ENSG00000143815
LBR
Hs.435166
1166
PP
1807.35
PP


ENSG00000145012
LPP
Hs.444362
205.6
PP
238.9
PP


ENSG00000120992
LYPLA1
Hs.435850
84.5
PP
420.05
PP


ENSG00000110514
MADD
Hs.82548
423
PP
267.9
PA


ENSG00000161021
MAML1
Hs.484349
331.3
PP
280.35
PP


ENSG00000101367
MAPRE1
Hs.472437
196.1
PP
206.85
PM


ENSG00000166974
MAPRE2
Hs.532824
857.4
PP
715.5
PP


ENSG00000175130
MARCKSL1
Hs.75061
314.8
PP
265.6
PP


ENSG00000164024
METAP1
Hs.480364
351.6
PP
422.25
PP


ENSG00000187109
NAP1L1
Hs.524599
1185.6
PP
1531.65
PP


ENSG00000166579
NDEL1
Hs.372123
218.3
PP
187.2
PP


ENSG00000116044
NFE2L2
Hs.155396
181.2
PP
280.9
PP


ENSG00000167770
OTUB1
Hs.473788
266
PP
155.35
PA


ENSG00000059758
PCTK2
Hs.506415
118.3
PP
220.9
PP


ENSG00000171033
PKIA
Hs.433700
88.6
PP
131.05
PP


ENSG00000146278
PNRC1
Hs.75969
316.4
PP
242.95
PP


ENSG00000112941
POLS
Hs.481542
355.5
PP
367.35
PP


ENSG00000163806
PPP1CB
Hs.468018
65.7
PP
135.05
PP


ENSG00000107758
PPP3CB
Hs.500067
318.9
PP
241.25
PP


ENSG00000137492
PRKRIR
Hs.503315
281.4
PP
549.7
PP


ENSG00000120899
PTK2B
Hs.491322
333.1
PP
183.65
PP


ENSG00000184007
PTP4A2
Hs.470477
110.5
PP
254.55
PP


ENSG00000134644
PUM1
Hs.281707
378.4
PP
422.3
PP


ENSG00000112531
QKI
Hs.510324
284.1
PP
564.45
PP


ENSG00000175582
RAB6A
Hs.503222
371.4
PP
365.75
PP


ENSG00000119318
RAD23B
Hs.521640
156.2
PP
211.05
PP


ENSG00000065150
RANBP5
Hs.513057
123.7
PP
118.85
PP


ENSG00000010017
RANBP9
Hs.306242
381.3
PP
489.95
PP


ENSG00000127314
RAP1B
Hs.369920
1093.1
PP
1537.75
PP


ENSG00000103479
RBL2
Hs.513609
203.5
PP
188.25
PP


ENSG00000134758
RNF138
Hs.302408
186.9
PP
511.9
PP


ENSG00000163602
RYBP
Hs.7910
398
PP
462.8
PP


ENSG00000079332
SARA1
Hs.499960
233.7
PP
442.85
PP


ENSG00000116350
SFRS4
Hs.76122
217.8
PP
375.35
PP


ENSG00000115875
SFRS7
Hs.309090
378.7
PP
743.5
PP


ENSG00000134294
SLC38A2
Hs.221847
634.3
PP
1026.55
PP


ENSG00000008294
SPAG9
Hs.463439
180.3
PP
209.9
PP


ENSG00000116030
SUMO1
Hs.81424
240.9
PP
268.85
PP


ENSG00000106052
TAX1BP1
Hs.34576
550
PP
486.2
PP


ENSG00000100207
TCF20
Hs.475018
251.3
PP
281.15
PP


ENSG00000083312
TNPO1
Hs.482497
483
PP
750.85
PP


ENSG00000077097
TOP2B
Hs.475733
592.4
PP
806
PP


ENSG00000166598
TRA1
Hs.192374
151
PP
339.35
PP


ENSG00000140391
TSPAN3
Hs.5062
516.6
PP
661.45
PP


ENSG00000109332
UBE2D3
Hs.472031
471.2
PP
635.4
PP


ENSG00000135655
USP15
Hs.434951
197.3
PP
160.35
PP


ENSG00000124486
USP9X
Hs.77578
85.3
PP
115.1
PP


ENSG00000078668
VDAC3
Hs.491597
3451.2
PP
4625.2
PP


ENSG00000095787
WAC
Hs.435610
379.2
PP
507.2
PP


ENSG00000149658
YTHDF1
Hs.11747
710.9
PP
778.1
PP







23b













ENSG00000165029
ABCA1
Hs.429294
175.1
PP
156.5
PP


ENSG00000173020
ADRBK1
Hs.83636
706
PP
549.3
PM


ENSG00000172493
AFF1
Hs.480190
480.6
PP
776.35
PP


ENSG00000131503
ANKHD1
Hs.434219
168
PP
163.05
PP


ENSG00000062725
APPBP2
Hs.84084
106.4
PP
116.15
PA


ENSG00000165527
ARF6
Hs.525330
444.1
PP
636.85
PP


ENSG00000134108
ARL10C
Hs.250009
578.1
PP
591.95
PP


ENSG00000128989
ARPP-19
Hs.512908
247.7
PP
139.7
PP


ENSG00000111875
ASF1A
Hs.292316
126.5
PP
114.6
PP


ENSG00000171456
ASXL1
Hs.374043
275.6
PP
307.25
PP


ENSG00000017260
ATP2C1
Hs.546361
229.1
PP
322.9
PP


ENSG00000147416
ATP6V1B2
Hs.295917
179.5
PP
183.85
PP


ENSG00000105829
BET1
Hs.489132
150.8
PP
121.8
PP


ENSG00000104765
BNIP3L
Hs.131226
239.7
PP
375.45
PP


ENSG00000136261
BZW2
Hs.487635
1167.4
PP
1664.45
PP


ENSG00000152242
C18orf25
Hs.116486
129.7
PP
130.6
PA


ENSG00000031003
C5orf5
Hs.483473
256.3
PP
316.85
PP


ENSG00000104267
CA2
Hs.155097
119.4
PP
82.3
PA


ENSG00000135932
CAB39
Hs.471593
527.9
PP
637.3
PP


ENSG00000113328
CCNG1
Hs.79101
1025
PP
737.8
PP


ENSG00000134480
CCNH
Hs.292524
651.2
PP
697.05
PP


ENSG00000163660
CCNL1
Hs.4859
1082.6
PP
1052.5
PP


ENSG00000082258
CCNT2
Hs.292754
114.4
PP
102.75
PP


ENSG00000153774
CFDP1
Hs.461361
278.6
PP
295.4
PP


ENSG00000109572
CLCN3
Hs.481186
244.9
PP
248.15
PP


ENSG00000111596
CNOT2
Hs.133350
431.4
PP
399.2
PA


ENSG00000111605
CPSF6
Hs.369606
402.6
PP
474.05
PP


ENSG00000101266
CSNK2A1
Hs.446484
170.4
PP
261.4
PP


ENSG00000102974
CTCF
Hs.368367
506.1
PP
535.55
PP


ENSG00000171793
CTPS
Hs.473087
206.2
PP
242.75
PP


ENSG00000048740
CUGBP2
Hs.309288
159.6
PP
334.5
PP


ENSG00000036257
CUL3
Hs.372286
554.5
PP
473.25
PP


ENSG00000165659
DACH1
Hs.129452
95.1
PP
144.8
PP


ENSG00000124487
DDX3X
Hs.380774
769.8
PP
1229
PP


ENSG00000141141
DDX52
Hs.408452
124.3
PP
74.65
PP


ENSG00000109606
DHX15
Hs.5683
1219.8
PP
1620.75
PP


ENSG00000152128
DKFZP566N034
Hs.369471
538.7
PP
502.55
PP


ENSG00000198121
EDG2
Hs.126667
243.1
PP
147
PA


ENSG00000124802
EEF1E1
Hs.88977
196.2
PP
308
PA


ENSG00000171570
EGLN2
Hs.515417
259
PP
194.45
PM


ENSG00000120738
EGR1
Hs.326035
128.6
PP
290.15
PP


ENSG00000107581
EIF3S10
Hs.523299
522.9
PP
586.55
PP


ENSG00000156976
EIF4A2
Hs.478553
3569
PP
6526.55
PP


ENSG00000131503
EIF4EBP3 ///

285.5
PP
200
PP



MASK-BP3


ENSG00000109381
ELF2
Hs.260903
150.8
PP
152.4
PP


ENSG00000102034
ELF4
Hs.271940
309.2
PP
202.7
PP


ENSG00000012660
ELOVL5
Hs.520189
681.6
PP
667.3
PP


ENSG00000170522
ELOVL6
Hs.412939
96.5
PP
156.45
PP


ENSG00000085832
EPS15
Hs.83722
144.1
PP
218.2
PP


ENSG00000120705
ETF1
Hs.483494
253.8
PP
461.55
PP


ENSG00000166147
FBN1
Hs.146447
195.2
PP
178.7
PP


ENSG00000138081
FBXO11
Hs.553547
155.7
PP
259.35
PP


ENSG00000181495
FLJ14054
Hs.13528
1289.4
PP
771.75
PP


ENSG00000136122
FLJ22624
Hs.209715
121.6
PP
115.85
PP


ENSG00000125740
FOSB
Hs.75678
1751.3
PP
3599.55
PP


ENSG00000138757
G3BP2
Hs.303676
242.8
PP
428.55
PP


ENSG00000146729
GBAS
Hs.437367
186.8
PP
145.8
PP


ENSG00000115419
GLS
Hs.116448
217.6
PP
242.2
PP


ENSG00000166503
HDGFRP3
Hs.513954
139.2
PP
156
PP


ENSG00000010818
HIVEP2
Hs.510172
149.6
PP
157.9
PP


ENSG00000100281
HMG2L1
Hs.197086
215.2
PP
87.75
PM


ENSG00000164104
HMGB2
Hs.434953
855.9
PP
2145.45
PP


ENSG00000122566
HNRPA2B1
Hs.487774
1802.2
PP
2268.3
PP


ENSG00000092199
HNRPC
Hs.449114
926.9
PP
1161.55
PP


ENSG00000138668
HNRPD
Hs.480073
785.7
PP
1067.15
PP


ENSG00000152795
HNRPDL
Hs.527105
1931.8
PP
1802.05
PP


ENSG00000096746
HNRPH3
Hs.499891
408.7
PP
635.5
PP


ENSG00000165119
HNRPK
Hs.449171
761
PP
1269.35
PP


ENSG00000125944
HNRPR
Hs.373763
839.4
PP
980.1
PP


ENSG00000153187
HNRPU
Hs.166463
470.3
PP
887.6
PP


ENSG00000120075
HOXB5
Hs.149548
322
PP
238.15
PP


ENSG00000173744
HRB
Hs.443507
202.6
PP
405.7
PP


ENSG00000164164
HSHIN1
Hs.270851
303.1
PP
312.65
PP


ENSG00000144381
HSPD1
Hs.113684
2868.6
PP
5689.3
PP


ENSG00000136478
HT008
Hs.175414
443.2
PP
336.2
PP


ENSG00000086758
HUWE1
Hs.136905
535.9
PP
503.6
PP


ENSG00000068383
INPP5A
Hs.523360
302.3
PP
279.95
PP


ENSG00000125347
IRF1
Hs.436061
467.7
PP
299.6
PP


ENSG00000171988
JMJD1C
Hs.413416
107
PP
198.85
PP


ENSG00000126814
KIAA1393
Hs.380159
1228.6
PP
1731.35
PP


ENSG00000156232
KIAA1971 ///
Hs.377360
75.3
PP
71.35
PP



LOC339005 ///



LOC440253


ENSG00000165516
KLHDC2
Hs.509264
709.9
PP
490.3
PP


ENSG00000102753
KPNA3
Hs.527919
250.8
PP
391.35
PP


ENSG00000108424
KPNB1
Hs.532793
415.1
PP
709.85
PP


ENSG00000108424
KPNB1
Hs.532793
160.1
PP
294.95
PP


ENSG00000185896
LAMP1
Hs.494419
282.2
PP
383.55
PP


ENSG00000197017
LAT1-3TM ///
Hs.444600
269.6
PP
389.55
PP



BOLA2 ///



LOC595101


ENSG00000143815
LBR
Hs.435166
1166
PP
1807.35
PP


ENSG00000157978
LDLRAP1
Hs.184482
223.5
PP
298.4
PP


ENSG00000113368
LMNB1
Hs.89497
75.4
PP
143.6
PA


ENSG00000123684
LPGAT1
Hs.497674
106
PP
114.3
PP


ENSG00000145012
LPP
Hs.444362
205.6
PP
238.9
PP


ENSG00000120992
LYPLA1
Hs.435850
84.5
PP
420.05
PP


ENSG00000003056
M6PR
Hs.134084
566.2
PP
575.55
PP


ENSG00000127603
MACF1
Hs.472475
222.8
PP
248.35
PP


ENSG00000110514
MADD
Hs.82548
423
PP
267.9
PA


ENSG00000121579
MAK3
Hs.269528
268.8
PP
307
PP


ENSG00000161021
MAML1
Hs.484349
331.3
PP
280.35
PP


ENSG00000197442
MAP3K5
Hs.186486
227.6
PP
272.25
PP


ENSG00000055208
MAP3K7IP2
Hs.269775
219.1
PP
142.8
PP


ENSG00000101367
MAPRE1
Hs.472437
196.1
PP
206.85
PM


ENSG00000166974
MAPRE2
Hs.532824
857.4
PP
715.5
PP


ENSG00000175130
MARCKSL1
Hs.75061
314.8
PP
265.6
PP


ENSG00000168906
MAT2A
Hs.516157
1011.4
PP
738.6
PP


ENSG00000015479
MATR3
Hs.268939
252.4
PP
382.35
PP


ENSG00000152601
MBNL1
Hs.478000
294.4
PP
864.5
PP


ENSG00000180398
MCFD2
Hs.293689
289.4
PP
258.25
PP


ENSG00000081189
MEF2C
Hs.444409
426
PP
437.85
PP


ENSG00000143995
MEIS1
Hs.526754
452.1
PP
262.65
PP


ENSG00000164024
METAP1
Hs.480364
351.6
PP
422.25
PP


ENSG00000198408
MGEA5
Hs.500842
363.7
PP
363.05
PP


ENSG00000108389
MTMR4
Hs.514373
330.7
PP
407.2
PP


ENSG00000170873
MTSS1
Hs.336994
152.7
PP
194.6
PP


ENSG00000187109
NAP1L1
Hs.524599
1185.6
PP
1531.65
PP


ENSG00000198646
NCOA6
Hs.368971
334.7
PP
445.5
PP


ENSG00000166579
NDEL1
Hs.372123
218.3
PP
187.2
PP


ENSG00000116044
NFE2L2
Hs.155396
181.2
PP
280.9
PP


ENSG00000181163
NPM1
Hs.519452
8905.6
PP
11897.7
PP


ENSG00000180530
NRIP1
Hs.155017
842
PP
914.85
PP


ENSG00000147162
OGT
Hs.405410
165.1
PP
183.6
PP


ENSG00000091039
OSBPL8
Hs.430849
212
PP
251.65
PP


ENSG00000167770
OTUB1
Hs.473788
266
PP
155.35
PA


ENSG00000172939
OXSR1
Hs.475970
211
PP
186.15
PA


ENSG00000059758
PCTK2
Hs.506415
118.3
PP
220.9
PP


ENSG00000150593
PDCD4
Hs.232543
174.3
PP
122.55
PP


ENSG00000143870
PDIA6
Hs.212102
357.6
PP
852.3
PP


ENSG00000073921
PICALM
Hs.163893
357.3
PP
315.6
PP


ENSG00000171033
PKIA
Hs.433700
88.6
PP
131.05
PP


ENSG00000118495
PLAGL1
Hs.444975
187.1
PP
357.8
PP


ENSG00000100941
PNN
Hs.409965
839.5
PP
617.3
PP


ENSG00000146278
PNRC1
Hs.75969
316.4
PP
242.95
PP


ENSG00000163806
PPP1CB
Hs.468018
65.7
PP
135.05
PP


ENSG00000058272
PPP1R12A
Hs.49582
154.9
PP
178.75
PP


ENSG00000154001
PPP2R5E
Hs.334868
135.1
PP
191.45
PP


ENSG00000116731
PRDM2
Hs.371823
329.6
PP
175.6
PP


ENSG00000166501
PRKCB1
Hs.460355
742.5
PP
535.05
PP


ENSG00000137492
PRKRIR
Hs.503315
281.4
PP
549.7
PP


ENSG00000147224
PRPS1
Hs.56
508.2
PP
485.95
PP


ENSG00000171522
PTGER4
Hs.199248
531.8
PP
514.8
PP


ENSG00000184007
PTP4A2
Hs.470477
110.5
PP
254.55
PP


ENSG00000134644
PUM1
Hs.281707
378.4
PP
422.3
PP


ENSG00000055917
PUM2
Hs.467824
238.6
PP
313.25
PP


ENSG00000112531
QKI
Hs.510324
284.1
PP
564.45
PP


ENSG00000048991
R3HDM
Hs.412462
217.6
PP
376.75
PP


ENSG00000119396
RAB14
Hs.371563
140.5
PP
198.15
PP


ENSG00000111737
RAB35
Hs.524788
394.6
PP
431.2
PP


ENSG00000152942
RAD17
Hs.16184
57.2
PP
60
PM


ENSG00000164754
RAD21
Hs.81848
281.3
PP
414.9
PP


ENSG00000119318
RAD23B
Hs.521640
156.2
PP
211.05
PP


ENSG00000065150
RANBP5
Hs.513057
123.7
PP
118.85
PP


ENSG00000010017
RANBP9
Hs.306242
381.3
PP
489.95
PP


ENSG00000116473
RAP1A
Hs.190334
217.2
PP
367.75
PP


ENSG00000127314
RAP1B
Hs.369920
1093.1
PP
1537.75
PP


ENSG00000109756
RAPGEF2
Hs.113912
394.9
PP
551.95
PP


ENSG00000119707
RBM25
Hs.531106
231.5
PP
319.9
PP


ENSG00000049449
RCN1
Hs.97887
294.1
PP
264.85
PP


ENSG00000176624
RKHD2
Hs.465144
210.8
PP
216
PP


ENSG00000124782
RREB1
Hs.298248
339.9
PP
324.15
PP


ENSG00000137815
RTF1
Hs.511096
194.3
PP
256.85
PP


ENSG00000163602
RYBP
Hs.7910
398
PP
462.8
PP


ENSG00000160633
SAFB
Hs.23978
376.8
PP
261.35
PP


ENSG00000130254
SAFB2
Hs.546330
245.2
PP
213.5
PP


ENSG00000182568
SATB1
Hs.517717
829.9
PP
652.05
PP


ENSG00000137575
SDCBP
Hs.200804
934
PP
955.25
PP


ENSG00000155878
SEC22L1
Hs.534212
662.9
PP
588.95
PP


ENSG00000119335
SET
Hs.436687
2967
PP
4307.1
PP


ENSG00000136450
SFRS1
Hs.68714
1264.9
PP
1622.65
PP


ENSG00000116350
SFRS4
Hs.76122
217.8
PP
375.35
PP


ENSG00000115875
SFRS7
Hs.309090
378.7
PP
743.5
PP


ENSG00000198730
SH2BP1
Hs.173288
215.7
PP
203.65
PP


ENSG00000162105
SHANK2
Hs.268726
137.1
PP
128.55
PP


ENSG00000004864
SLC25A13
Hs.489190
106.7
PP
139.8
PP


ENSG00000134294
SLC38A2
Hs.221847
634.3
PP
1026.55
PP


ENSG00000080493
SLC4A4
Hs.5462
124.5
PP
268.4
PP


ENSG00000072501
SMC1L1
Hs.211602
137.5
PP
329.1
PP


ENSG00000102172
SMS
Hs.529887
287.8
PP
275.25
PP


ENSG00000163788
SNRK
Hs.476052
320.6
PP
436.65
PP


ENSG00000008294
SPAG9
Hs.463439
180.3
PP
209.9
PP


ENSG00000065526
SPEN
Hs.270499
257.6
PP
262.7
PP


ENSG00000147475
SPFH2
Hs.125849
125.1
PP
180.9
PP


ENSG00000173757
STAT5B
Hs.132864
463.6
PP
373
PP


ENSG00000168952
STXBP6
Hs.508958
152.6
PP
218.55
PP


ENSG00000173812
SUI1
Hs.150580
6046
PP
6098.85
PP


ENSG00000116030
SUMO1
Hs.81424
240.9
PP
268.85
PP


ENSG00000106052
TAX1BP1
Hs.34576
550
PP
486.2
PP


ENSG00000114126
TFDP2
Hs.379018
253.2
PP
196.3
PA


ENSG00000177426
TGIF
Hs.373550
116.7
PP
95.35
PM


ENSG00000198586
TLK1
Hs.470586
150.2
PP
117.65
PP


ENSG00000120802
TMPO
Hs.11355
206.3
PP
161.7
PP


ENSG00000083312
TNPO1
Hs.482497
483
PP
750.85
PP


ENSG00000183864
TOB2
Hs.474978
165.3
PP
196.4
PP


ENSG00000198900
TOP1
Hs.472737
315.5
PP
468.35
PP


ENSG00000077097
TOP2B
Hs.475733
592.4
PP
806
PP


ENSG00000166598
TRA1
Hs.192374
151
PP
339.35
PP


ENSG00000173334
TRIB1
Hs.444947
238.3
PP
300.85
PP


ENSG00000140391
TSPAN3
Hs.5062
516.6
PP
661.45
PP


ENSG00000131508
UBE2D2
Hs.108332
400.1
PP
512.05
PP


ENSG00000109332
UBE2D3
Hs.472031
471.2
PP
635.4
PP


ENSG00000188021
UBQLN2
Hs.522668
112.4
PP
145.55
PP


ENSG00000169021
UQCRFS1
Hs.170107
1584.8
PP
1518.7
PP


ENSG00000124486
USP9X
Hs.77578
85.3
PP
115.1
PP


ENSG00000101558
VAPA
Hs.165195
1051.8
PP
1198.45
PP


ENSG00000155959
VBP1
Hs.436803
330
PP
595.4
PP


ENSG00000105053
VRK3
Hs.443330
276.1
PP
148
PA


ENSG00000095787
WAC
Hs.435610
379.2
PP
507.2
PP


ENSG00000109046
WSB1
Hs.446017
679.3
PP
880.75
PP


ENSG00000146457
WTAP
Hs.446091
400.8
PP
406.6
PP


ENSG00000149658
YTHDF1
Hs.11747
710.9
PP
778.1
PP


ENSG00000100811
YY1
Hs.388927
539.7
PP
740.2
PP


ENSG00000086666
ZA20D3
Hs.306329
735.1
PP
517.75
PP


ENSG00000185650
ZFP36L1
Hs.85155
94.5
PP
140.7
PP


ENSG00000179456
ZNF238
Hs.69997
235.7
PP
241.8
PP


ENSG00000121848
ZNF364
Hs.523550
205.2
PP
286.9
PP


ENSG00000005955
ZNF403
Hs.514116
382
PP
264.25
PP


ENSG00000036549
ZZZ3
Hs.480506
125
PP
189.7
PP







26a













ENSG00000165029
ABCA1
Hs.429294
175.1
PP
156.5
PP


ENSG00000125257
ABCC4
Hs.508423
301.5
PP
348.15
PP


ENSG00000101126
ADNP
Hs.293736
552.6
PP
494.1
PP


ENSG00000173020
ADRBK1
Hs.83636
706
PP
549.3
PM


ENSG00000172493
AFF1
Hs.480190
480.6
PP
776.35
PP


ENSG00000155189
AGPAT5
Hs.490899
207.1
PP
241.35
PP


ENSG00000151320
AKAP6
Hs.509083
137.8
PP
117.05
PP


ENSG00000143761
ARF1
Hs.286221
1245.2
PP
798.4
PP


ENSG00000117713
ARID1A
Hs.468972
477.6
PP
444.8
PP


ENSG00000188042
ARL7
Hs.111554
240.7
PP
203.4
PP


ENSG00000163466
ARPC2
Hs.529303
1447.8
PP
1774.7
PP


ENSG00000128989
ARPP-19
Hs.512908
247.7
PP
139.7
PP


ENSG00000171456
ASXL1
Hs.374043
275.6
PP
307.25
PP


ENSG00000149311
ATM
Hs.435561
221.9
PP
205.5
PP


ENSG00000017260
ATP2C1
Hs.546361
229.1
PP
322.9
PP


ENSG00000155096
AZIN1
Hs.459106
551.2
PP
619.2
PP


ENSG00000119866
BCL11A
Hs.370549
363.1
PP
387.8
PP


ENSG00000134107
BHLHB2
Hs.171825
482.8
PP
341.5
PP


ENSG00000133639
BTG1
Hs.255935
955.9
PP
1057.95
PP


ENSG00000134153
C15orf24
Hs.160565
612.5
PP
706.2
PP


ENSG00000152242
C18orf25
Hs.116486
129.7
PP
130.6
PA


ENSG00000101084
C20orf24
Hs.184062
878.9
PP
1348.2
PP


ENSG00000114405
C3orf14
Hs.47166
131.5
PP
86.85
PA


ENSG00000168476
C8orf20
Hs.289063
470.1
PP
364.3
PA


ENSG00000135837
CAP350
Hs.413045
177.4
PP
220.9
PP


ENSG00000116489
CAPZA1
Hs.514934
766.7
PP
1165.8
PA


ENSG00000077549
CAPZB
Hs.432760
282.7
PP
199.2
PP


ENSG00000142453
CARM1
Hs.371416
141.6
PP
105.7
PA


ENSG00000067955
CBFB
Hs.460988
719.1
PP
1032
PP


ENSG00000118971
CCND2
Hs.376071
1114.1
PP
1244.6
PP


ENSG00000135535
CD164
Hs.520313
2274.9
PP
2265.25
PP


ENSG00000070831
CDC42
Hs.467637
620.1
PP
437.75
PP


ENSG00000111328
CDK2AP1
Hs.433201
1539.3
PP
1576.75
PP


ENSG00000072609
CHFR
Hs.507336
247.4
PP
253.05
PP


ENSG00000110172
CHORDC1
Hs.22857
84.8
PP
156.6
PP


ENSG00000131873
CHSY1
Hs.110488
404.5
PP
490.95
PP


ENSG00000141367
CLTC
Hs.491351
1169
PP
1399.6
PP


ENSG00000162368
CMPK
Hs.11463
333.8
PP
336.55
PP


ENSG00000100528
CNIH
Hs.294603
252.6
PP
391.7
PP


ENSG00000166200
COPS2
Hs.369614
521.2
PP
700.65
PP


ENSG00000178741
COX5A
Hs.401903
808.6
PP
1092.9
PP


ENSG00000005339
CREBBP
Hs.459759
287.2
PP
239.6
PP


ENSG00000149187
CUGBP1
Hs.530727
383
PP
596.3
PP


ENSG00000048740
CUGBP2
Hs.309288
159.6
PP
334.5
PP


ENSG00000196730
DAPK1
Hs.380277
448.2
PP
549.6
PP


ENSG00000124487
DDX3X
Hs.380774
769.8
PP
1229
PP


ENSG00000067048
DDX3Y
Hs.99120
302.6
PP
309.6
PA


ENSG00000108654
DDX5
Hs.279806
3052
PP
3508.95
PP


ENSG00000155792
DEPDC6
Hs.303788
461.4
PP
409.4
PP


ENSG00000109606
DHX15
Hs.5683
1219.8
PP
1620.75
PP


ENSG00000100697
DICER1
Hs.87889
176.8
PP
186.3
PP


ENSG00000151208
DLG5
Hs.500245
73.1
PP
90.5
PP


ENSG00000092964
DPYSL2
Hs.173381
505.1
PP
495.1
PP


ENSG00000157540
DYRK1A
Hs.368240
367.8
PP
751.2
PP


ENSG00000110047
EHD1
Hs.523774
293.2
PP
330.3
PP


ENSG00000110321
EIF4G2
Hs.183684
2137
PP
2701.9
PP


ENSG00000100664
EIF5
Hs.433702
96.4
PP
55.8
PA


ENSG00000120616
EPC1
Hs.167805
148.9
PP
88.7
PA


ENSG00000120705
ETF1
Hs.483494
253.8
PP
461.55
PP


ENSG00000106462
EZH2
Hs.444082
162.9
PP
216.25
PP


ENSG00000119979
FAM45B ///
Hs.434241
554.8
PP
690.2
PP



FAM45A


ENSG00000153310
FAM49B
Hs.492869
311.6
PP
329.6
PP


ENSG00000138081
FBXO11
Hs.553547
155.7
PP
259.35
PP


ENSG00000143756
FBXO28
Hs.64691
106.1
PP
70.5
PA


ENSG00000037637
FBXO42
Hs.522384
136.1
PP
120.85
PM


ENSG00000111011
FLJ11021
Hs.432996
202
PP
392.6
PP


ENSG00000136048
FLJ11259
Hs.525634
351.2
PP
243.8
PP


ENSG00000175606
FLJ20533
Hs.106650
420.6
PP
454.55
PP


ENSG00000114861
FOXP1
Hs.431498
322.7
PP
410.3
PP


ENSG00000138757
G3BP2
Hs.303676
242.8
PP
428.55
PP


ENSG00000106070
GRB10
Hs.164060
550.7
PP
574.15
PP


ENSG00000103342
GSPT1
Hs.528780
356.7
PP
369.6
PP


ENSG00000103342
GSPT1
Hs.528780
275.4
PP
515.9
PP


ENSG00000110768
GTF2H1
Hs.523510
167.7
PP
191.7
PP


ENSG00000115207
GTF3C2
Hs.75782
405.3
PP
405
PA


ENSG00000164032
H2AFZ
Hs.119192
1477
PP
3477.65
PP


ENSG00000114315
HES1
Hs.250666
232.7
PP
169.8
PP


ENSG00000163349
HIPK1
Hs.532363
347.7
PP
488.5
PP


ENSG00000118418
HMGN3
Hs.77558
1438.8
PP
1894.65
PP


ENSG00000177733
HNRPA0
Hs.96996
655
PP
723.4
PP


ENSG00000105323
HNRPUL1
Hs.155218
406.9
PP
401.15
PP


ENSG00000106004
HOXA5
Hs.37034
507.2
PP
499.3
PP


ENSG00000164164
HSHIN1
Hs.270851
303.1
PP
312.65
PP


ENSG00000086758
HUWE1
Hs.136905
535.9
PP
503.6
PP


ENSG00000071243
ING3
Hs.489811
255.5
PP
407
PP


ENSG00000143127
ITGA10
Hs.158237
145
PP
142.3
PM


ENSG00000008083
JARID2
Hs.269059
1015
PP
894
PP


ENSG00000164151
KIAA0947
Hs.449296
282.9
PP
275.45
PP


ENSG00000155090
KLF10
Hs.435001
348.9
PP
357.65
PP


ENSG00000136826
KLF4
Hs.376206
536.5
PP
1193.7
PP


ENSG00000102753
KPNA3
Hs.527919
250.8
PP
391.35
PP


ENSG00000107929
LARP5
Hs.498455
274.8
PP
203.9
PP


ENSG00000145012
LPP
Hs.444362
205.6
PP
238.9
PP


ENSG00000127603
MACF1
Hs.472475
222.8
PP
248.35
PP


ENSG00000111885
MAN1A1
Hs.102788
309.1
PP
151
PP


ENSG00000166963
MAP1A
Hs.194301
433.9
PP
321.4
PM


ENSG00000055208
MAP3K7IP2
Hs.269775
219.1
PP
142.8
PP


ENSG00000135525
MAP7
Hs.486548
325.7
PP
390.1
PP


ENSG00000166986
MARS
Hs.355867
460.7
PP
614.95
PP


ENSG00000015479
MATR3
Hs.268939
252.4
PP
382.35
PP


ENSG00000133858
MGC23401
Hs.527874
291
PP
309.55
PP


ENSG00000108788
MLX
Hs.383019
219
PP
195.3
PP


ENSG00000114978
MOBK1B
Hs.196437
596.3
PP
556
PP


ENSG00000123562
MORF4L2
Hs.326387
2189.8
PP
2626.1
PP


ENSG00000147649
MTDH
Hs.377155
258.6
PP
329.8
PP


ENSG00000108389
MTMR4
Hs.514373
330.7
PP
407.2
PP


ENSG00000170873
MTSS1
Hs.336994
152.7
PP
194.6
PP


ENSG00000128654
MTX2
Hs.470728
121.8
PP
135.85
PP


ENSG00000138386
NAB1
Hs.107474
187.9
PP
203.9
PP


ENSG00000189043
NDUFA4
Hs.50098
1613.7
PP
1432.5
PP


ENSG00000050344
NFE2L3
Hs.404741
94.5
PP
84.4
PP


ENSG00000120837
NFYB
Hs.84928
204.1
PP
272.85
PP


ENSG00000164190
NIPBL
Hs.481927
165.1
PP
145.15
PP


ENSG00000180530
NRIP1
Hs.155017
842
PP
914.85
PP


ENSG00000137497
NUMA1
Hs.523873
486.3
PP
295.45
PA


ENSG00000124789
NUP153
Hs.121088
216.4
PP
291.8
PP


ENSG00000065154
OAT
Hs.523332
304
PP
486.9
PP


ENSG00000147162
OGT
Hs.405410
165.1
PP
183.6
PP


ENSG00000117859
OSBPL9
Hs.21938
534.9
PP
419.5
PP


ENSG00000100266
PACSIN2
Hs.162877
717.7
PP
302.25
PP


ENSG00000142864
PAI-RBP1
Hs.530412
337.8
PP
662.45
PP


ENSG00000180370
PAK2
Hs.518530
147.3
PP
198.15
PP


ENSG00000105835
PBEF1
Hs.489615
96.8
PP
138.65
PP


ENSG00000114054
PCCB
Hs.63788
270.6
PP
392.75
PP


ENSG00000114209
PDCD10
Hs.478150
463.6
PP
560.4
PP


ENSG00000184588
PDE4B
Hs.198072
234.1
PP
349.5
PP


ENSG00000164040
PGRMC2
Hs.507910
89.1
PP
87.85
PM


ENSG00000118482
PHF3
Hs.348921
260
PP
268.9
PP


ENSG00000145675
PIK3R1
Hs.132225
249.1
PP
181
PP


ENSG00000137193
PIM1
Hs.81170
1021.7
PP
801.85
PP


ENSG00000154217
PITPNC1
Hs.549130
391.3
PP
316.6
PP


ENSG00000181191
PJA1
Hs.522679
316.3
PP
332.1
PP


ENSG00000152952
PLOD2
Hs.477866
92.1
PP
128.6
PP


ENSG00000004399
PLXND1
Hs.301685
578.6
PP
512.35
PP


ENSG00000146278
PNRC1
Hs.75969
316.4
PP
242.95
PP


ENSG00000078304
PPP2R5C
Hs.368264
174.9
PP
165.25
PP


ENSG00000138814
PPP3CA
Hs.435512
122.5
PP
205
PP


ENSG00000107758
PPP3CB
Hs.500067
318.9
PP
241.25
PP


ENSG00000154845
PPP4R1
Hs.464595
472.6
PP
378.85
PP


ENSG00000131238
PPT1
Hs.3873
767.9
PP
861.2
PP


ENSG00000117569
PTBP2
Hs.269895
183
PP
160.15
PP


ENSG00000171862
PTEN
Hs.500466
353.7
PP
334.4
PP


ENSG00000110958
PTGES3
Hs.50425
1018.1
PP
1526.7
PP


ENSG00000112245
PTP4A1
Hs.227777
439.5
PP
431.2
PP


ENSG00000185129
PURA
Hs.443121
149.5
PP
224.95
PP


ENSG00000112531
QKI
Hs.510324
284.1
PP
564.45
PP


ENSG00000103769
RAB11A
Hs.321541
1087.7
PP
1020.15
PP


ENSG00000017797
RALBP1
Hs.528993
379
PP
244.05
PP


ENSG00000010017
RANBP9
Hs.306242
381.3
PP
489.95
PP


ENSG00000116473
RAP1A
Hs.190334
217.2
PP
367.75
PP


ENSG00000139687
RB1
Hs.408528
152.7
PP
153.35
PP


ENSG00000102054
RBBP7
Hs.495755
942.6
PP
1356.35
PP


ENSG00000136144
RCBTB1
Hs.508021
121.9
PP
194.4
PP


ENSG00000049449
RCN1
Hs.97887
294.1
PP
264.85
PP


ENSG00000089902
RCOR1
Hs.510521
118.3
PP
144.05
PP


ENSG00000176624
RKHD2
Hs.465144
210.8
PP
216
PP


ENSG00000123091
RNF11
Hs.309641
125.3
PP
161.5
PP


ENSG00000134758
RNF138
Hs.302408
186.9
PP
511.9
PP


ENSG00000127870
RNF6
Hs.136885
74.1
PP
122.9
PP


ENSG00000131051
RNPC2
Hs.282901
1756.3
PP
1736.7
PP


ENSG00000137815
RTF1
Hs.511096
194.3
PP
256.85
PP


ENSG00000163602
RYBP
Hs.7910
398
PP
462.8
PP


ENSG00000163785
RYK
Hs.245869
232.7
PP
184.9
PP


ENSG00000092421
SEMA6A
Hs.156967
140
PP
182.2
PP


ENSG00000120742
SERP1
Hs.518326
285.7
PP
343.4
PP


ENSG00000153914
SFRS12
Hs.519347
258
PP
229.6
PP


ENSG00000161547
SFRS2
Hs.73965
3723.5
PP
4390.4
PP


ENSG00000116350
SFRS4
Hs.76122
217.8
PP
375.35
PP


ENSG00000122912
SLC25A16
Hs.180408
693.5
PP
585.25
PP


ENSG00000178537
SLC25A20
Hs.13845
513.4
PP
284.75
PP


ENSG00000134294
SLC38A2
Hs.221847
634.3
PP
1026.55
PP


ENSG00000080493
SLC4A4
Hs.5462
124.5
PP
268.4
PP


ENSG00000175387
SMAD2
Hs.12253
243.4
PP
321.4
PP


ENSG00000184602
SNN
Hs.459952
234.4
PP
239.3
PP


ENSG00000163788
SNRK
Hs.476052
320.6
PP
436.65
PP


ENSG00000089006
SNX5
Hs.316890
327.9
PP
403.25
PP


ENSG00000124766
SOX4
Hs.357901
2351.7
PP
2500.65
PP


ENSG00000095480
SPFH1
Hs.150087
646.4
PP
689.15
PP


ENSG00000115306
SPTBN1
Hs.503178
589.9
PP
344.65
PP


ENSG00000153037
SRP19
Hs.483090
290.8
PP
365.35
PP


ENSG00000096063
SRPK1
Hs.443861
231.6
PP
200.5
PP


ENSG00000198648
STK39
Hs.276271
129.8
PP
111.35
PP


ENSG00000117632
STMN1
Hs.209983
546.6
PP
663.4
PP


ENSG00000165283
STOML2
Hs.3439
880.1
PP
583.05
PP


ENSG00000140262
TCF12
Hs.511504
179.4
PP
439.15
PP


ENSG00000123066
THRAP2
Hs.159799
142.1
PP
396.2
PP


ENSG00000100926
TM9SF1
Hs.91586
214.5
PP
148.05
PP


ENSG00000170348
TMP21
Hs.74137
293.5
PP
280.3
PA


ENSG00000198900
TOP1
Hs.472737
315.5
PP
468.35
PP


ENSG00000165699
TSC1
Hs.370854
232.7
PP
242.3
PP


ENSG00000163084
TSN
Hs.75066
130.8
PP
178.35
PP


ENSG00000077721
UBE2A
Hs.379466
299.1
PP
400.85
PP


ENSG00000131508
UBE2D2
Hs.108332
400.1
PP
512.05
PP


ENSG00000109332
UBE2D3
Hs.472031
471.2
PP
635.4
PP


ENSG00000132388
UBE2G1
Hs.462035
272.5
PP
373.45
PP


ENSG00000185651
UBE2L3
Hs.108104
775.4
PP
605.6
PP


ENSG00000124208
UBE2V1 /// Kua-
Hs.420529
504.3
PP
320.6
PP



UEV


ENSG00000114062
UBE3A
Hs.22543
456.9
PP
470.75
PP


ENSG00000130939
UBE4B
Hs.386404
291.8
PP
387.95
PP


ENSG00000135655
USP15
Hs.434951
197.3
PP
160.35
PP


ENSG00000115464
USP34
Hs.468663
1075.5
PP
1012.75
PP


ENSG00000090686
USP48
Hs.467524
366.1
PP
393.65
PP


ENSG00000117533
VAMP4
Hs.6651
271.8
PP
299.3
PP


ENSG00000136485
WDR68
Hs.410596
150.9
PP
192.1
PP


ENSG00000108953
YWHAE
Hs.513851
328.6
PP
424.95
PP


ENSG00000108953
YWHAE
Hs.513851
2306.8
PP
4150.1
PP


ENSG00000086666
ZA20D3
Hs.306329
735.1
PP
517.75
PP


ENSG00000023041
ZDHHC6
Hs.196990
289.3
PP
293.9
PP


ENSG00000179456
ZNF238
Hs.69997
235.7
PP
241.8
PP







26b













ENSG00000115091
ACTR3
Hs.433512
353.8
PP
673.3
PP


ENSG00000101126
ADNP
Hs.293736
552.6
PP
494.1
PP


ENSG00000143761
ARF1
Hs.286221
1245.2
PP
798.4
PP


ENSG00000163466
ARPC2
Hs.529303
1447.8
PP
1774.7
PP


ENSG00000155096
AZIN1
Hs.459106
551.2
PP
619.2
PP


ENSG00000134107
BHLHB2
Hs.171825
482.8
PP
341.5
PP


ENSG00000134153
C15orf24
Hs.160565
612.5
PP
706.2
PP


ENSG00000114405
C3orf14
Hs.47166
131.5
PP
86.85
PA


ENSG00000077549
CAPZB
Hs.432760
282.7
PP
199.2
PP


ENSG00000082258
CCNT2
Hs.292754
114.4
PP
102.75
PP


ENSG00000072609
CHFR
Hs.507336
247.4
PP
253.05
PP


ENSG00000100528
CNIH
Hs.294603
252.6
PP
391.7
PP


ENSG00000166200
COPS2
Hs.369614
521.2
PP
700.65
PP


ENSG00000005339
CREBBP
Hs.459759
287.2
PP
239.6
PP


ENSG00000149187
CUGBP1
Hs.530727
383
PP
596.3
PP


ENSG00000108654
DDX5
Hs.279806
3052
PP
3508.95
PP


ENSG00000104131
EIF3S1
Hs.404056
340.4
PP
365.05
PP


ENSG00000156976
EIF4A2
Hs.478553
3569
PP
6526.55
PP


ENSG00000120616
EPC1
Hs.167805
148.9
PP
88.7
PA


ENSG00000120705
ETF1
Hs.483494
253.8
PP
461.55
PP


ENSG00000120699
EXOSC8
Hs.294041
196.9
PP
283.25
PP


ENSG00000106462
EZH2
Hs.444082
162.9
PP
216.25
PP


ENSG00000138081
FBXO11
Hs.553547
155.7
PP
259.35
PP


ENSG00000114861
FOXP1
Hs.431498
322.7
PP
410.3
PP


ENSG00000106070
GRB10
Hs.164060
550.7
PP
574.15
PP


ENSG00000103342
GSPT1
Hs.528780
356.7
PP
369.6
PA


ENSG00000164032
H2AFZ
Hs.119192
1477
PP
3477.65
PP


ENSG00000114315
HES1
Hs.250666
232.7
PP
169.8
PP


ENSG00000029993
HMGB3
Hs.19114
309
PP
460.6
PP


ENSG00000177733
HNRPA0
Hs.96996
655
PP
723.4
PP


ENSG00000096746
HNRPH3
Hs.499891
408.7
PP
635.5
PP


ENSG00000106004
HOXA5
Hs.37034
507.2
PP
499.3
PP


ENSG00000067829
IDH3G
Hs.410197
249.2
PP
156.95
PA


ENSG00000002834
LASP1
Hs.334851
786.5
PP
659.05
PP


ENSG00000145012
LPP
Hs.444362
205.6
PP
238.9
PP


ENSG00000135387
M11S1
Hs.471818
464.9
PP
451.45
PP


ENSG00000127603
MACF1
Hs.472475
222.8
PP
248.35
PP


ENSG00000111885
MAN1A1
Hs.102788
309.1
PP
151
PP


ENSG00000108788
MLX
Hs.383019
219
PP
195.3
PP


ENSG00000123562
MORF4L2
Hs.326387
2189.8
PP
2626.1
PP


ENSG00000108389
MTMR4
Hs.514373
330.7
PP
407.2
PP


ENSG00000170873
MTSS1
Hs.336994
152.7
PP
194.6
PP


ENSG00000120837
NFYB
Hs.84928
204.1
PP
272.85
PP


ENSG00000164190
NIPBL
Hs.481927
165.1
PP
145.15
PP


ENSG00000180530
NRIP1
Hs.155017
842
PP
914.85
PP


ENSG00000137497
NUMA1
Hs.523873
486.3
PP
295.45
PA


ENSG00000100266
PACSIN2
Hs.162877
717.7
PP
302.25
PP


ENSG00000180370
PAK2
Hs.518530
147.3
PP
198.15
PP


ENSG00000105835
PBEF1
Hs.489615
96.8
PP
138.65
PP


ENSG00000118482
PHF3
Hs.348921
260
PP
268.9
PP


ENSG00000166037
PIG8
Hs.101014
356.2
PP
374.1
PP


ENSG00000051382
PIK3CB
Hs.239818
275.1
PP
280.95
PP


ENSG00000137193
PIM1
Hs.81170
1021.7
PP
801.85
PP


ENSG00000181191
PJA1
Hs.522679
316.3
PP
332.1
PP


ENSG00000004399
PLXND1
Hs.301685
578.6
PP
512.35
PP


ENSG00000146278
PNRC1
Hs.75969
316.4
PP
242.95
PP


ENSG00000078304
PPP2R5C
Hs.368264
174.9
PP
165.25
PP


ENSG00000131238
PPT1
Hs.3873
767.9
PP
861.2
PP


ENSG00000110958
PTGES3
Hs.50425
1018.1
PP
1526.7
PP


ENSG00000112245
PTP4A1
Hs.227777
439.5
PP
431.2
PP


ENSG00000134644
PUM1
Hs.281707
378.4
PP
422.3
PP


ENSG00000185129
PURA
Hs.443121
149.5
PP
224.95
PP


ENSG00000112531
QKI
Hs.510324
284.1
PP
564.45
PP


ENSG00000119318
RAD23B
Hs.521640
156.2
PP
211.05
PP


ENSG00000017797
RALBP1
Hs.528993
379
PP
244.05
PP


ENSG00000010017
RANBP9
Hs.306242
381.3
PP
489.95
PP


ENSG00000109756
RAPGEF2
Hs.113912
394.9
PP
551.95
PP


ENSG00000139687
RB1
Hs.408528
152.7
PP
153.35
PP


ENSG00000102054
RBBP7
Hs.495755
942.6
PP
1356.35
PP


ENSG00000171700
RGS19
Hs.422336
164.1
PP
279.7
PP


ENSG00000123091
RNF11
Hs.309641
125.3
PP
161.5
PP


ENSG00000137075
RNF38
Hs.333503
322.6
PP
227.7
PP


ENSG00000163602
RYBP
Hs.7910
398
PP
462.8
PP


ENSG00000168758
SEMA4C
Hs.516220
186.7
PP
157.95
PP


ENSG00000092421
SEMA6A
Hs.156967
140
PP
182.2
PP


ENSG00000153914
SFRS12
Hs.519347
258
PP
229.6
PP


ENSG00000161547
SFRS2
Hs.73965
3723.5
PP
4390.4
PP


ENSG00000116350
SFRS4
Hs.76122
217.8
PP
375.35
PP


ENSG00000122912
SLC25A16
Hs.180408
693.5
PP
585.25
PP


ENSG00000178537
SLC25A20
Hs.13845
513.4
PP
284.75
PP


ENSG00000134294
SLC38A2
Hs.221847
634.3
PP
1026.55
PP


ENSG00000089006
SNX5
Hs.316890
327.9
PP
403.25
PP


ENSG00000124766
SOX4
Hs.357901
2351.7
PP
2500.65
PP


ENSG00000008294
SPAG9
Hs.463439
180.3
PP
209.9
PP


ENSG00000095480
SPFH1
Hs.150087
646.4
PP
689.15
PP


ENSG00000115306
SPTBN1
Hs.503178
589.9
PP
344.65
PP


ENSG00000153037
SRP19
Hs.483090
290.8
PP
365.35
PP


ENSG00000096063
SRPK1
Hs.443861
231.6
PP
200.5
PP


ENSG00000124783
SSR1
Hs.114033
600.7
PP
686.65
PP


ENSG00000165283
STOML2
Hs.3439
880.1
PP
583.05
PP


ENSG00000170348
TMP21
Hs.74137
293.5
PP
280.3
PA


ENSG00000091164
TXNL1
Hs.114412
1326.6
PP
1354.5
PP


ENSG00000077721
UBE2A
Hs.379466
299.1
PP
400.85
PP


ENSG00000131508
UBE2D2
Hs.108332
400.1
PP
512.05
PP


ENSG00000114062
UBE3A
Hs.22543
456.9
PP
470.75
PP


ENSG00000130939
UBE4B
Hs.386404
291.8
PP
387.95
PP


ENSG00000152518
ZFP36L2
Hs.503093
4553.7
PP
5205.6
PP


ENSG00000010244
ZNF207
Hs.500775
918.9
PP
742.3
PP


ENSG00000179456
ZNF238
Hs.69997
235.7
PP
241.8
PP







155













ENSG00000108599
AKAP10
Hs.462457
164.1
PP
228.75
PP


ENSG00000170017
ALCAM
Hs.150693
528.9
PP
695.45
PP


ENSG00000123505
AMD1
Hs.159118
648.3
PP
1011.85
PP


ENSG00000144848
APG3L
Hs.477126
235.6
PP
245.05
PP


ENSG00000111875
ASF1A
Hs.292316
126.5
PP
114.6
PP


ENSG00000143153
ATP1B1
Hs.291196
132.4
PP
245.55
PP


ENSG00000155096
AZIN1
Hs.459106
551.2
PP
619.2
PP


ENSG00000119866
BCL11A
Hs.370549
363.1
PP
387.8
PP


ENSG00000171791
BCL2
Hs.150749
151.5
PP
134.45
PP


ENSG00000141452
C18orf8
Hs.529006
232.8
PP
242.05
PP


ENSG00000135932
CAB39
Hs.471593
527.9
PP
637.3
PP


ENSG00000108349
CASC3
Hs.350229
286.5
PP
317.4
PP


ENSG00000196776
CD47
Hs.446414
407.8
PP
514.4
PP


ENSG00000196776
CD47
Hs.446414
1026.3
PP
1175.5
PP


ENSG00000172216
CEBPB
Hs.517106
374.1
PP
391
PP


ENSG00000177200
CHD9
Hs.530936
222.6
PP
263
PP


ENSG00000100528
CNIH
Hs.294603
252.6
PP
391.7
PP


ENSG00000141030
COPS3
Hs.6076
331
PP
374.8
PP


ENSG00000005339
CREBBP
Hs.459759
287.2
PP
239.6
PP


ENSG00000108848
CROP
Hs.130293
2166.4
PP
1637.55
PP


ENSG00000048740
CUGBP2
Hs.309288
159.6
PP
334.5
PP


ENSG00000160967
CUTL1
Hs.438974
333.3
PP
412.55
PP


ENSG00000168209
DDIT4
Hs.523012
736.8
PP
535.85
PP


ENSG00000108406
DHX40
Hs.29403
233.3
PP
196.45
PP


ENSG00000113391
DKFZP564D172
Hs.127788
94
PP
123.9
PP


ENSG00000132002
DNAJB1
Hs.515210
453.4
PP
2770.05
PA


ENSG00000128590
DNAJB9
Hs.6790
211.5
PP
433.55
PP


ENSG00000110047
EHD1
Hs.523774
293.2
PP
330.3
PP


ENSG00000120705
ETF1
Hs.483494
253.8
PP
461.55
PP


ENSG00000138081
FBXO11
Hs.553547
155.7
PP
259.35
PP


ENSG00000170345
FOS
Hs.25647
1254.3
PP
1832.65
PP


ENSG00000114416
FXR1
Hs.478407
143.9
PP
155.75
PP


ENSG00000138757
G3BP2
Hs.303676
242.8
PP
428.55
PP


ENSG00000034713
GABARAPL2
Hs.461379
952
PP
625.75
PP


ENSG00000100644
HIF1A
Hs.509554
866.5
PP
1037.1
PP


ENSG00000010818
HIVEP2
Hs.510172
149.6
PP
157.9
PP


ENSG00000122566
HNRPA2B1
Hs.487774
1802.2
PP
2268.3
PP


ENSG00000153187
HNRPU
Hs.166463
470.3
PP
887.6
PP


ENSG00000113263
ITK
Hs.483938
85.1
PP
57.35
PP


ENSG00000008083
JARID2
Hs.269059
1015
PP
894
PP


ENSG00000115548
JMJD1A
Hs.531819
264
PP
207.05
PP


ENSG00000177606
JUN
Hs.525704
1300.5
PP
2286.95
PP


ENSG00000170852
KBTBD2
Hs.372541
412.2
PP
381.65
PP


ENSG00000055118
KCNH2
Hs.188021
592.3
PP
951
PP


ENSG00000114030
KPNA1
Hs.161008
121.8
PP
91.95
PP


ENSG00000055208
MAP3K7IP2
Hs.269775
219.1
PP
142.8
PP


ENSG00000012983
MAP4K5
Hs.130491
66
PP
116
PP


ENSG00000101367
MAPRE1
Hs.472437
196.1
PP
206.85
PM


ENSG00000168906
MAT2A
Hs.516157
1011.4
PP
738.6
PP


ENSG00000015479
MATR3
Hs.268939
252.4
PP
382.35
PP


ENSG00000143995
MEIS1
Hs.526754
452.1
PP
262.65
PP


ENSG00000056586
MNAB
Hs.533499
117.9
PP
127.15
PP


ENSG00000005810
MYCBP2
Hs.151411
187
PP
643.55
PP


ENSG00000164190
NIPBL
Hs.481927
165.1
PP
145.15
PP


ENSG00000147162
OGT
Hs.405410
165.1
PP
183.6
PP


ENSG00000145730
PAM
Hs.369430
187.3
PP
178.45
PP


ENSG00000090060
PAPOLA
Hs.253726
307.4
PP
286
PP


ENSG00000113387
PC4
Hs.229641
700.5
PP
1225.75
PP


ENSG00000168283
PCGF4
Hs.380403
254.7
PP
304.1
PP


ENSG00000059758
PCTK2
Hs.506415
118.3
PP
220.9
PP


ENSG00000184588
PDE4B
Hs.198072
234.1
PP
349.5
PP


ENSG00000184588
PDE4B
Hs.198072
119.8
PP
88.95
PP


ENSG00000197329
PELI1
Hs.7886
83.3
PP
154.5
PP


ENSG00000073921
PICALM
Hs.163893
357.3
PP
315.6
PP


ENSG00000171033
PKIA
Hs.433700
88.6
PP
131.05
PP


ENSG00000136040
PLXNC1
Hs.551522
354.6
PP
387.1
PP


ENSG00000185246
PRPF39
Hs.274337
63.4
PP
107.2
PP


ENSG00000117569
PTBP2
Hs.269895
183
PP
160.15
PP


ENSG00000112531
QKI
Hs.510324
284.1
PP
564.45
PP


ENSG00000138069
RAB1A
Hs.310645
70.8
PP
109.75
PM


ENSG00000175582
RAB6A
Hs.503222
371.4
PP
365.75
PP


ENSG00000119318
RAD23B
Hs.521640
156.2
PP
211.05
PP


ENSG00000109756
RAPGEF2
Hs.113912
394.9
PP
551.95
PP


ENSG00000089902
RCOR1
Hs.510521
118.3
PP
144.05
PP


ENSG00000173039
RELA
Hs.502875
389
PP
393.5
PP


ENSG00000106615
RHEB
Hs.283521
943.5
PP
1172.5
PP


ENSG00000177105
RHOG
Hs.501728
536.1
PP
466.25
PP


ENSG00000132383
RPA1
Hs.461925
256
PP
464.2
PP


ENSG00000124782
RREB1
Hs.298248
339.9
PP
324.15
PP


ENSG00000182568
SATB1
Hs.517717
829.9
PP
652.05
PP


ENSG00000137575
SDCBP
Hs.200804
934
PP
955.25
PP


ENSG00000138758
11-Sep
Hs.128199
350.4
PP
559
PP


ENSG00000179833
SERTAD2
Hs.77293
498.4
PP
556.2
PP


ENSG00000136450
SFRS1
Hs.68714
1264.9
PP
1622.65
PP


ENSG00000136527
SFRS10
Hs.533122
673.5
PP
894.8
PP


ENSG00000155926
SLA
Hs.75367
495.3
PP
494.3
PP


ENSG00000127616
SMARCA4
Hs.327527
238
PP
345.6
PP


ENSG00000115904
SOS1
Hs.278733
144
PP
169.4
PP


ENSG00000172845
SP3
Hs.531587
137.8
PP
293.35
PP


ENSG00000135250
SRPK2
Hs.285197
106.2
PP
118.7
PM


ENSG00000178691
SUZ12
Hs.462732
602.2
PP
633.3
PP


ENSG00000008282
SYPL1
Hs.80919
157.3
PP
190.55
PP


ENSG00000135090
TAOK3

518.8
PP
394
PP


ENSG00000114126
TFDP2
Hs.379018
253.2
PP
196.3
PA


ENSG00000123066
THRAP2
Hs.159799
142.1
PP
396.2
PP


ENSG00000106537
TM4SF13
Hs.364544
275.4
PP
526.45
PP


ENSG00000173726
TOMM20
Hs.533192
656.5
PP
888.45
PP


ENSG00000109332
UBE2D3
Hs.472031
471.2
PP
635.4
PP


ENSG00000077254
USP33
Hs.480597
228.7
PP
299.75
PP


ENSG00000119801
YPEL5
Hs.515890
1377.9
PP
1469.25
PP


ENSG00000108953
YWHAE
Hs.513851
328.6
PP
424.95
PP


ENSG00000164924
YWHAZ
Hs.492407
363.6
PP
520.8
PP


ENSG00000107372
ZA20D2
Hs.406096
967.2
PP
1262.9
PP


ENSG00000086666
ZA20D3
Hs.306329
735.1
PP
517.75
PP


ENSG00000179456
ZNF238
Hs.69997
235.7
PP
241.8
PP







222













ENSG00000114770
ABCC5
Hs.368563
373.4
PP
322.1
PM


ENSG00000084234
APLP2
Hs.370247
1126.7
PP
668.55
PP


ENSG00000084234
APLP2
Hs.370247
343.4
PP
262.35
PP


ENSG00000117713
ARID1A
Hs.468972
477.6
pp
444.8
PP


ENSG00000163399
ATP1A1
Hs.371889
370.4
PP
539.1
PP


ENSG00000154640
BTG3
Hs.473420
315.6
PP
378.5
PP


ENSG00000111596
CNOT2
Hs.133350
431.4
PP
399.2
PP


ENSG00000108848
CROP
Hs.130293
2166.4
PP
1637.55
PP


ENSG00000149187
CUGBP1
Hs.530727
383
PP
596.3
PP


ENSG00000160967
CUTL1
Hs.438974
333.3
PP
412.55
PP


ENSG00000124487
DDX3X
Hs.380774
769.8
PP
1229
PP


ENSG00000104131
EIF3S1
Hs.404056
340.4
PP
365.05
PP


ENSG00000110321
EIF4G2
Hs.183684
2137
PP
2701.9
PP


ENSG00000139146
FAM60A
Hs.505154
598.1
PP
788
PP


ENSG00000138081
FBXO11
Hs.553547
155.7
PP
259.35
PP


ENSG00000132589
FLOT2
Hs.514038
393.4
PP
355.45
PP


ENSG00000170345
FOS
Hs.25647
1254.3
PP
1832.65
PP


ENSG00000165879
FRAT1
Hs.126057
207.4
PP
183.35
PP


ENSG00000138668
HNRPD
Hs.480073
785.7
PP
1067.15
PP


ENSG00000173744
HRB
Hs.443507
202.6
PP
405.7
PP


ENSG00000171988
JMJD1C
Hs.413416
107
PP
198.85
PP


ENSG00000176407
KCMF1
Hs.345694
751.2
PP
938.3
PP


ENSG00000168906
MAT2A
Hs.516157
1011.4
PP
738.6
PP


ENSG00000038274
MAT2B
Hs.54642
609.4
PP
461.9
PP


ENSG00000143995
MEIS1
Hs.526754
452.1
PP
262.65
PP


ENSG00000125445
MRPS7
Hs.71787
381.8
PP
338.3
PA


ENSG00000153234
NR4A2
Hs.165258
124.6
PP
242.85
PP


ENSG00000059758
PCTK2
Hs.506415
118.3
PP
220.9
PP


ENSG00000114209
PDCD10
Hs.478150
463.6
PP
560.4
PP


ENSG00000168291
PDHB
Hs.161357
453.5
PP
670.7
PP


ENSG00000112511
PHF1
Hs.166204
903.7
PP
604.1
PP


ENSG00000118495
PLAGL1
Hs.444975
187.1
PP
357.8
PP


ENSG00000136040
PLXNC1
Hs.551522
354.6
PP
387.1
PP


ENSG00000163806
PPP1CB
Hs.468018
65.7
PP
135.05
PP


ENSG00000119414
PPP6C
Hs.495128
297.5
PP
557.55
PP


ENSG00000138073
PREB
Hs.279784
324.3
PP
251.45
PP


ENSG00000117569
PTBP2
Hs.269895
183
PP
160.15
PP


ENSG00000185129
PURA
Hs.443121
149.5
PP
224.95
PP


ENSG00000138069
RAB1A
Hs.310645
70.8
PP
109.75
PM


ENSG00000119318
RAD23B
Hs.521640
156.2
PP
211.05
PP


ENSG00000077092
RARB
Hs.436538
111.5
PP
156.85
PP


ENSG00000125976
RBM12

321.1
PP
313.35
PP


ENSG00000153250
RBMS1
Hs.470412
144.9
PP
216.05
PP


ENSG00000067560
RHOA
Hs.247077
1537.7
PP
2368.8
PP


ENSG00000137075
RNF38
Hs.333503
322.6
PP
227.7
PP


ENSG00000160633
SAFB
Hs.23978
376.8
PP
261.35
PP


ENSG00000138760
SCARB2
Hs.349656
81.4
PP
116.15
PP


ENSG00000161547
SFRS2
Hs.73965
3723.5
PP
4390.4
PP


ENSG00000102038
SMARCA1
Hs.152292
101.1
PP
72.95
PA


ENSG00000180283
SUMO2
Hs.380973
1013.1
PP
783
PP


ENSG00000109332
UBE2D3
Hs.472031
471.2
PP
635.4
PP


ENSG00000100242
UNC84B
Hs.517622
560.7
PP
333.25
PP


ENSG00000107372
ZA20D2
Hs.406096
967.2
PP
1262.9
PP


ENSG00000086666
ZA20D3
Hs.306329
735.1
PP
517.75
PP







221













ENSG00000114770
ABCC5
Hs.368563
373.4
PP
322.1
PM


ENSG00000075624
ACTB
Hs.520640
11983.4
PP
11502.85
PP


ENSG00000131503
ANKHD1
Hs.434219
168
PP
163.05
PP


ENSG00000177879
AP3S1
Hs.406191
647.6
PP
1020.05
PP


ENSG00000084234
APLP2
Hs.370247
1126.7
PP
668.55
PP


ENSG00000168374
ARF4
Hs.148330
129
PP
157.5
PP


ENSG00000117713
ARID1A
Hs.468972
477.6
PP
444.8
PP


ENSG00000170540
ARL6IP
Hs.75249
155.3
PP
376.15
PP


ENSG00000163399
ATP1A1
Hs.371889
370.4
PP
539.1
PP


ENSG00000143153
ATP1B1
Hs.291196
132.4
PP
245.55
PP


ENSG00000119866
BCL11A
Hs.370549
363.1
PP
387.8
PP


ENSG00000104765
BNIP3L
Hs.131226
239.7
PP
375.45
PP


ENSG00000152242
C18orf25
Hs.116486
129.7
PP
130.6
PA


ENSG00000168958
C2orf33
Hs.471528
235.3
PP
302.3
PP


ENSG00000067955
CBFB
Hs.460988
719.1
PP
1032
PP


ENSG00000163660
CCNL1
Hs.4859
1082.6
PP
1052.5
PP


ENSG00000155111
CDC2L6
Hs.193251
325
PP
341.25
PP


ENSG00000111276
CDKN1B
Hs.238990
333.5
PP
374.65
PP


ENSG00000072609
CHFR
Hs.507336
247.4
PP
253.05
PP


ENSG00000131873
CHSY1
Hs.110488
404.5
PP
490.95
PP


ENSG00000125107
CNOT1
Hs.460923
658.2
PP
662.1
PP


ENSG00000145708
CRHBP
Hs.115617
536.3
PP
346.1
PP


ENSG00000108848
CROP
Hs.130293
2166.4
PP
1637.55
PP


ENSG00000102974
CTCF
Hs.368367
506.1
PP
535.55
PP


ENSG00000168036
CTNNB1
Hs.476018
343.5
PP
364.4
PP


ENSG00000149187
CUGBP1
Hs.530727
383
PP
596.3
PA


ENSG00000160967
CUTL1
Hs.438974
333.3
PP
412.55
PP


ENSG00000165659
DACH1
Hs.129452
95.1
PP
144.8
PP


ENSG00000168209
DDIT4
Hs.523012
736.8
PP
535.85
PP


ENSG00000124487
DDX3X
Hs.380774
769.8
PP
1229
PP


ENSG00000109606
DHX15
Hs.5683
1219.8
PP
1620.75
PP


ENSG00000183690
EFHC2
Hs.521953
162.6
PP
209.65
PP


ENSG00000104131
EIF3S1
Hs.404056
340.4
PP
365.05
PP


ENSG00000131503
EIF4EBP3 ///

285.5
PP
200
PP



MASK-BP3


ENSG00000110321
EIF4G2
Hs.183684
2137
PP
2701.9
PP


ENSG00000157557
ETS2
Hs.517296
188.3
PP
297.8
PP


ENSG00000138081
FBXO11
Hs.553547
155.7
PP
259.35
PP


ENSG00000143756
FBXO28
Hs.64691
106.1
PP
70.5
PA


ENSG00000170345
FOS
Hs.25647
1254.3
PP
1832.65
PP


ENSG00000165879
FRAT1
Hs.126057
207.4
PP
183.35
PP


ENSG00000065135
GNAI3
Hs.73799
603.4
PP
763.55
PP


ENSG00000091527
H41
Hs.518265
735.1
PP
1129.65
PP


ENSG00000100644
HIF1A
Hs.509554
866.5
PP
1037.1
PP


ENSG00000163349
HIPK1
Hs.532363
347.7
PP
488.5
PP


ENSG00000177733
HNRPA0
Hs.96996
655
PP
723.4
PP


ENSG00000170144
HNRPA3
Hs.516539
375.5
PP
558.6
PP


ENSG00000138668
HNRPD
Hs.480073
785.7
PP
1067.15
PP


ENSG00000120075
HOXB5
Hs.149548
322
PP
238.15
PP


ENSG00000173744
HRB
Hs.443507
202.6
PP
405.7
PP


ENSG00000186480
INSIG1
Hs.520819
196.9
PP
304.7
PP


ENSG00000176407
KCMF1
Hs.345694
751.2
PP
938.3
PP


ENSG00000121774
KHDRBS1
Hs.445893
1363
PP
1395.2
PP


ENSG00000136813
KIAA0368
Hs.368255
153.6
PP
135.95
PP


ENSG00000101367
MAPRE1
Hs.472437
196.1
PP
206.85
PM


ENSG00000168906
MAT2A
Hs.516157
1011.4
PP
738.6
PP


ENSG00000038274
MAT2B
Hs.54642
609.4
PP
461.9
PP


ENSG00000152601
MBNL1
Hs.478000
294.4
PP
864.5
PP


ENSG00000143995
MEIS1
Hs.526754
452.1
PP
262.65
PP


ENSG00000123562
MORF4L2
Hs.326387
2189.8
PP
2626.1
PP


ENSG00000170873
MTSS1
Hs.336994
152.7
PP
194.6
PP


ENSG00000147140
NONO
Hs.533282
2434.4
PP
2382.1
PP


ENSG00000153234
NR4A2
Hs.165258
124.6
PP
242.85
PP


ENSG00000115758
ODC1
Hs.467701
843.3
PP
1634.7
PP


ENSG00000147162
OGT
Hs.405410
165.1
PP
183.6
PP


ENSG00000172239
PAIP1
Hs.482038
127.8
PP
157
PP


ENSG00000114054
PCCB
Hs.63788
270.6
PP
392.75
PP


ENSG00000114209
PDCD10
Hs.478150
463.6
PP
560.4
PP


ENSG00000118495
PLAGL1
Hs.444975
187.1
PP
357.8
PP


ENSG00000136040
PLXNC1
Hs.551522
354.6
PP
387.1
PP


ENSG00000163806
PPP1CB
Hs.468018
65.7
PP
135.05
PP


ENSG00000119414
PPP6C
Hs.495128
297.5
PP
557.55
PP


ENSG00000116731
PRDM2
Hs.371823
329.6
PP
175.6
PP


ENSG00000138073
PREB
Hs.279784
324.3
PP
251.45
PP


ENSG00000117569
PTBP2
Hs.269895
183
PP
160.15
PP


ENSG00000185129
PURA
Hs.443121
149.5
PP
224.95
PP


ENSG00000112531
QKI
Hs.510324
284.1
PP
564.45
PP


ENSG00000138069
RAB1A
Hs.310645
70.8
PP
109.75
PM


ENSG00000153201
RANBP2
Hs.199561
133.1
PP
185.85
PP


ENSG00000153250
RBMS1
Hs.470412
144.9
PP
216.05
PP


ENSG00000067560
RHOA
Hs.247077
1537.7
PP
2368.8
PP


ENSG00000063978
RNF4
Hs.66394
115.8
PP
325.65
PP


ENSG00000043093
RP42
Hs.104613
236.5
PP
204.45
PP


ENSG00000163602
RYBP
Hs.7910
398
PP
462.8
PP


ENSG00000137575
SDCBP
Hs.200804
934
PP
955.25
PP


ENSG00000162105
SHANK2
Hs.268726
137.1
PP
128.55
PP


ENSG00000147454
SLC25A37
Hs.122514
103
PP
86.95
PA


ENSG00000080493
SLC4A4
Hs.5462
124.5
PP
268.4
PP


ENSG00000102038
SMARCA1
Hs.152292
101.1
PP
72.95
PA


ENSG00000167323
STIM1
Hs.501735
143.2
PP
99.7
PP


ENSG00000180283
SUMO2
Hs.380973
1013.1
PP
783
PP


ENSG00000140262
TCF12
Hs.511504
179.4
PP
439.15
PP


ENSG00000071564
TCF3
Hs.371282
303.8
PP
276.8
PP


ENSG00000071564
TCF3
Hs.371282
322.5
PP
443.9
PM


ENSG00000148737
TCF7L2
Hs.501080
102.3
PP
100.85
PP


ENSG00000163659
TIPARP
Hs.12813
567.1
PP
1548.4
PP


ENSG00000008952
TLOC1
Hs.529591
321.8
PP
343.45
PP


ENSG00000140391
TSPAN3
Hs.5062
516.6
PP
661.45
PP


ENSG00000131508
UBE2D2
Hs.108332
400.1
PP
512.05
PP


ENSG00000170035
UBE2E3
Hs.470804
311.5
PP
258.25
PP


ENSG00000198833
UBE2J1
Hs.163776
342.7
PP
357.2
PP


ENSG00000100242
UNC84B
Hs.517622
560.7
PP
333.25
PP


ENSG00000124164
VAPB
Hs.182625
245
PP
213.5
PP


ENSG00000144560
VGLL4
Hs.373959
299.7
PP
175.6
PP


ENSG00000158195
WASF2
Hs.469244
430.1
PP
367.5
PP


ENSG00000085433
WDR47
Hs.546347
90.4
PP
116.6
PP


ENSG00000083896
YT521
Hs.175955
318.2
PP
505.9
PP


ENSG00000170949
ZNF160
Hs.467236
1056.4
PP
1016.85
PP


ENSG00000179456
ZNF238
Hs.69997
235.7
PP
241.8
PP







123







There are no predicted targets for this microRNA in either prediction


database







213













ENSG00000108848
CROP
Hs.130293
2166.4
PP
1637.55
PP


ENSG00000110321
EIF4G2
Hs.183684
2137
PP
2701.9
PP


ENSG00000177733
HNRPA0
Hs.96996
655
PP
723.4
PP


ENSG00000010295
HOM-TES-
Hs.15243
407
PP
355.35
PP



103


ENSG00000055208
MAP3K7IP2
Hs.269775
219.1
PP
142.8
PP


ENSG00000005302
MSL3L1
Hs.307924
302.5
PP
200.1
PP


ENSG00000100836
PABPN1
Hs.117176
758.2
PP
790.85
PP


ENSG00000110851
PRDM4
Hs.506655
188.6
PP
183.55
PP


ENSG00000111540
RAB5B
Hs.77690
234.1
PP
216.45
PP


ENSG00000010017
RANBP9
Hs.306242
381.3
PP
489.95
PP


ENSG00000134294
SLC38A2
Hs.221847
634.3
PP
1026.55
PP


ENSG00000080503
SMARCA2
Hs.298990
264.4
PP
201.3
PP


ENSG00000137642
SORL1
Hs.368592
2264.1
PP
1084.65
PP


ENSG00000131508
UBE2D2
Hs.108332
400.1
PP
512.05
PP


ENSG00000179456
ZNF238
Hs.69997
235.7
PP
241.8
PP







191













ENSG00000116489
CAPZA1
Hs.514934
766.7
PP
1165.8
PP


ENSG00000009307
CSDE1
Hs.69855
1494.1
PP
1637.9
PP


ENSG00000120738
EGR1
Hs.326035
128.6
PP
290.15
PP


ENSG00000092847
EIF2C1
Hs.22867
292.5
PP
296.95
PP


ENSG00000135930
EIF4E2
Hs.292026
538.3
PP
611.25
PP


ENSG00000116478
HDAC1
Hs.88556
286.1
PP
397
PP


ENSG00000114315
HES1
Hs.250666
232.7
PP
169.8
PP


ENSG00000165119
HNRPK
Hs.449171
761
PP
1269.35
PP


ENSG00000008083
JARID2
Hs.269059
1015
PP
894
PP


ENSG00000182979
MTA1
Hs.525629
428.2
PP
237.75
PP


ENSG00000164190
NIPBL
Hs.481927
165.1
PP
145.15
PP


ENSG00000078618
NRD1
Hs.551509
874.1
PP
639.35
PP


ENSG00000120265
PCMT1
Hs.279257
488.1
PP
649.4
PP


ENSG00000115762
PLEKHB2
Hs.469944
181.7
PP
266
PP


ENSG00000137492
PRKRIR
Hs.503315
281.4
PP
549.7
PP


ENSG00000117569
PTBP2
Hs.269895
183
PP
160.15
PP


ENSG00000010017
RANBP9
Hs.306242
381.3
PP
489.95
PP


ENSG00000170881
RNF139
Hs.492751
392.9
PP
435.75
PP


ENSG00000171858
RPS21
Hs.190968
24441.6
PP
21034.85
PP


ENSG00000100784
RPS6KA5
Hs.510225
152.1
PP
132.75
PP


ENSG00000159140
SON
Hs.517262
408.8
PP
467.15
PP


ENSG00000132388
UBE2G1
Hs.462035
272.5
PP
373.45
PP


ENSG00000165280
VCP
Hs.529782
278.5
PP
240.85
PP


ENSG00000115935
WASPIP
Hs.128067
418.1
PP
364.25
PP







30d













ENSG00000114770
ABCC5
Hs.368563
373.4
PP
322.1
PM


ENSG00000136518
ACTL6A
Hs.435326
84.2
PP
105.6
PP


ENSG00000177879
AP3S1
Hs.406191
647.6
PP
1020.05
PP


ENSG00000144848
APG3L
Hs.477126
235.6
PP
245.05
PP


ENSG00000129675
ARHGEF6
Hs.522795
1207.5
PP
815.1
PP


ENSG00000117713
ARID1A
Hs.468972
477.6
PP
444.8
PP


ENSG00000119866
BCL11A
Hs.370549
363.1
PP
387.8
PP


ENSG00000110075
C11orf23
Hs.503022
402.6
PP
319.5
PA


ENSG00000139746
C13orf10
Hs.131715
119.8
PP
178.7
PP


ENSG00000101084
C20orf24
Hs.184062
878.9
PP
1348.2
PP


ENSG00000127022
CANX
Hs.529890
1003.1
PP
2097.75
PP


ENSG00000100261
CBX6
Hs.511952
308
PP
255.7
PP


ENSG00000163660
CCNL1
Hs.4859
1082.6
PP
1052.5
PP


ENSG00000082258
CCNT2
Hs.292754
114.4
PP
102.75
PP


ENSG00000070831
CDC42
Hs.467637
620.1
PP
437.75
PP


ENSG00000153922
CHD1
Hs.519474
89.4
PP
202.95
PP


ENSG00000111596
CNOT2
Hs.133350
431.4
PP
399.2
PP


ENSG00000099942
CRKL
Hs.5613
126.4
PP
192.1
PP


ENSG00000009307
CSDE1
Hs.69855
1494.1
PP
1637.9
PP


ENSG00000103653
CSK
Hs.77793
348.1
PP
217.35
PA


ENSG00000113712
CSNK1A1
Hs.442592
1045.3
PP
1263.25
PP


ENSG00000168209
DDIT4
Hs.523012
736.8
PP
535.85
PP


ENSG00000142634
EFHD2
Hs.465374
292.3
PP
242.65
PA


ENSG00000092847
EIF2C1
Hs.22867
292.5
PP
296.95
PP


ENSG00000120533
ENY2
Hs.492555
316.2
PP
375.85
PP


ENSG00000120616
EPC1
Hs.167805
148.9
PP
88.7
PA


ENSG00000157554
ERG
Hs.473819
369.4
PP
298.05
PP


ENSG00000120705
ETF1
Hs.483494
253.8
PP
461.55
PP


ENSG00000182944
EWSR1
Hs.374477
389.7
PP
457.25
PP


ENSG00000150907
FOXO1A
Hs.370666
253.6
PP
140.95
PP


ENSG00000145907
G3BP
Hs.3353
167.7
PP
319.25
PP


ENSG00000141429
GALNT1
Hs.514806
220
PP
273.8
PP


ENSG00000109586
GALNT7
Hs.127407
97.2
PP
153.95
PP


ENSG00000001084
GCLC
Hs.271264
227.6
PP
219.2
PP


ENSG00000177733
HNRPA0
Hs.96996
655
PP
723.4
PP


ENSG00000170144
HNRPA3
Hs.516539
375.5
PP
558.6
PP


ENSG00000152795
HNRPDL
Hs.527105
1931.8
PP
1802.05
PP


ENSG00000099783
HNRPM
Hs.465808
968.5
PP
880.2
PP


ENSG00000044574
HSPA5
Hs.522394
1536.9
PP
3296.1
PP


ENSG00000115548
JMJD1A
Hs.531819
264
PP
207.05
PP


ENSG00000102753
KPNA3
Hs.527919
250.8
PP
391.35
PP


ENSG00000143815
LBR
Hs.435166
1166
PP
1807.35
PP


ENSG00000065548
LEREPO4
Hs.368598
265.5
PP
402.5
PP


ENSG00000111885
MAN1A1
Hs.102788
309.1
PP
151
PP


ENSG00000166974
MAPRE2
Hs.532824
857.4
PP
715.5
PP


ENSG00000168906
MAT2A
Hs.516157
1011.4
PP
738.6
PP


ENSG00000182979
MTA1
Hs.525629
428.2
PP
237.75
PP


ENSG00000147649
MTDH
Hs.377155
258.6
PP
329.8
PP


ENSG00000005810
MYCBP2
Hs.151411
187
PP
643.55
PP


ENSG00000120837
NFYB
Hs.84928
204.1
PP
272.85
PP


ENSG00000153234
NR4A2
Hs.165258
124.6
PP
242.85
PP


ENSG00000177425
PAWR
Hs.406074
148.3
PP
133.85
PP


ENSG00000105835
PBEF1
Hs.489615
96.8
PP
138.65
PP


ENSG00000136040
PLXNC1
Hs.551522
354.6
PP
387.1
PP


ENSG00000112245
PTP4A1
Hs.227777
439.5
PP
431.2
PP


ENSG00000175354
PTPN2
Hs.123352
759.9
PP
273
PP


ENSG00000130508
PXDN
Hs.332197
280.3
PP
114.7
PA


ENSG00000048991
R3HDM
Hs.412462
217.6
PP
376.75
PP


ENSG00000103769
RAB11A
Hs.321541
1087.7
PP
1020.15
PP


ENSG00000138069
RAB1A
Hs.310645
70.8
PP
109.75
PM


ENSG00000119318
RAD23B
Hs.521640
156.2
PP
211.05
PP


ENSG00000145715
RASA1
Hs.553501
138.8
PP
103.6
PP


ENSG00000125976
RBM12

321.1
PP
313.35
PP


ENSG00000106615
RHEB
Hs.283521
943.5
PP
1172.5
PP


ENSG00000144580
RQCD1
Hs.148767
284.7
PP
361.25
PP


ENSG00000122545
7-Sep
Hs.191346
815
PP
1146.5
PP


ENSG00000115524
SF3B1
Hs.471011
2127.6
PP
2173.9
PP


ENSG00000115875
SFRS7
Hs.309090
378.7
PP
743.5
PP


ENSG00000113558
SKP1A
Hs.171626
657.2
PP
969.15
PP


ENSG00000059804
SLC2A3
Hs.419240
275.9
PP
351.5
PP


ENSG00000112305
SMAP1
Hs.485717
205.2
PP
129.15
PP


ENSG00000077147
SMBP
Hs.500674
358.3
PP
250.05
PP


ENSG00000159140
SON
Hs.517262
408.8
PP
467.15
PP


ENSG00000124766
SOX4
Hs.357901
2351.7
PP
2500.65
PP


ENSG00000180283
SUMO2
Hs.380973
1013.1
PP
783
PP


ENSG00000008282
SYPL1
Hs.80919
157.3
PP
190.55
PP


ENSG00000136205
TENS1
Hs.520814
443.4
PP
221.15
PP


ENSG00000144043
TEX261
Hs.516087
360.9
PP
229.45
PA


ENSG00000114126
TFDP2
Hs.379018
253.2
PP
196.3
PA


ENSG00000116001
TIA1
Hs.516075
151.6
PP
145
PP


ENSG00000170348
TMP21
Hs.74137
293.5
PP
280.3
PA


ENSG00000063244
U2AF2
Hs.528007
191
PP
227.15
PP


ENSG00000131508
UBE2D2
Hs.108332
400.1
PP
512.05
PP


ENSG00000103275
UBE2I
Hs.302903
452.9
PP
427.25
PP


ENSG00000009335
UBE3C
Hs.118351
67.5
PP
175.9
PM


ENSG00000118900
UBN1
Hs.440219
138.4
PP
302.15
PP


ENSG00000162607
USP1
Hs.35086
275.3
PP
614.05
PP


ENSG00000101558
VAPA
Hs.165195
1051.8
PP
1198.45
PP


ENSG00000108828
VAT1
Hs.514199
649.7
PP
585.4
PP


ENSG00000165280
VCP
Hs.529782
278.5
PP
240.85
PP


ENSG00000107372
ZA20D2
Hs.406096
967.2
PP
1262.9
PP


ENSG00000152518
ZFP36L2
Hs.503093
4553.7
PP
5205.6
PP


ENSG00000179456
ZNF238
Hs.69997
235.7
PP
241.8
PP







25













ENSG00000138031
ADCY3
Hs.467898
208.6
PP
178.4
PP


ENSG00000117713
ARID1A
Hs.468972
477.6
PP
444.8
PP


ENSG00000143153
ATP1B1
Hs.291196
132.4
PP
245.55
PP


ENSG00000174437
ATP2A2
Hs.506759
203.5
PP
255.4
PP


ENSG00000155096
AZIN1
Hs.459106
551.2
PP
619.2
PP


ENSG00000159388
BTG2
Hs.519162
588.2
PP
538.3
PP


ENSG00000112237
CCNC
Hs.430646
273.3
PP
380.8
PP


ENSG00000118260
CREB1
Hs.516646
122.9
PP
230.35
PP


ENSG00000102974
CTCF
Hs.368367
506.1
PP
535.55
PP


ENSG00000132153
DHX30
Hs.517948
209.5
PP
193.5
PP


ENSG00000128590
DNAJB9
Hs.6790
211.5
PP
433.55
PP


ENSG00000112242
E2F3
Hs.269408
295.6
PP
585.95
PP


ENSG00000123908
EIF2C2
Hs.449415
150.2
PP
115.85
PP


ENSG00000104131
EIF3S1
Hs.404056
340.4
PP
365.05
PP


ENSG00000100664
EIF5
Hs.433702
96.4
PP
55.8
PA


ENSG00000109920
FNBP4
Hs.6834
501.2
PP
497.2
PP


ENSG00000114416
FXR1
Hs.478407
143.9
PP
155.75
PP


ENSG00000057608
GDI2
Hs.299055
198.2
PP
260.65
PP


ENSG00000172534
HCFC1
Hs.83634
146.2
PP
233.9
PA


ENSG00000122566
HNRPA2B1
Hs.487774
1802.2
PP
2268.3
PP


ENSG00000170144
HNRPA3
Hs.516539
375.5
PP
558.6
PP


ENSG00000153807
HOXA10
Hs.110637
161.3
PP
200.7
PA


ENSG00000173744
HRB
Hs.443507
202.6
PP
405.7
PP


ENSG00000144381
HSPD1
Hs.113684
2868.6
PP
5689.3
PP


ENSG00000143164
IQWD1
Hs.435741
168.5
PP
156.4
PP


ENSG00000102753
KPNA3
Hs.527919
250.8
PP
391.35
PA


ENSG00000012983
MAP4K5
Hs.130491
66
PP
116
PP


ENSG00000112118
MCM3
Hs.179565
509.1
PP
637.3
PP


ENSG00000081189
MEF2C
Hs.444409
426
PP
437.85
PP


ENSG00000165943
MOAP1
Hs.24719
527.1
PP
299.1
PP


ENSG00000066136
NFYC
Hs.233458
115.5
PP
168
PP


ENSG00000170515
PA2G4
Hs.478044
251.3
PP
523.75
PP


ENSG00000157654
PALM2-
Hs.259461
181.4
PP
163.75
PP



AKAP2


ENSG00000145730
PAM
Hs.369430
187.3
PP
178.45
PP


ENSG00000169564
PCBP1
Hs.2853
1587.4
PP
1289.35
PP


ENSG00000102225
PCTK1
Hs.496068
135
PP
88.45
PA


ENSG00000059758
PCTK2
Hs.506415
118.3
PP
220.9
PP


ENSG00000112511
PHF1
Hs.166204
903.7
PP
604.1
PP


ENSG00000112941
POLS
Hs.481542
355.5
PP
367.35
PP


ENSG00000138430
PTD004
Hs.157351
848.2
PP
1052.6
PP


ENSG00000137075
RNF38
Hs.333503
322.6
PP
227.7
PP


ENSG00000063978
RNF4
Hs.66394
115.8
PP
325.65
PP


ENSG00000156642
SDFR1
Hs.187866
169.4
PP
193.05
PP


ENSG00000134294
SLC38A2
Hs.221847
634.3
PP
1026.55
PP


ENSG00000184602
SNN
Hs.459952
234.4
PP
239.3
PP


ENSG00000120833
SOCS2
Hs.485572
715.8
PP
806.65
PP


ENSG00000137642
SORL1
Hs.368592
2264.1
PP
1084.65
PP


ENSG00000124766
SOX4
Hs.357901
2351.7
PP
2500.65
PP


ENSG00000101972
STAG2
Hs.496710
392
PP
375.2
PP


ENSG00000165169
TCTE1L
Hs.446392
323
PP
369.75
PP


ENSG00000177426
TGIF
Hs.373550
116.7
PP
95.35
PM


ENSG00000165699
TSC1
Hs.370854
232.7
PP
242.3
PP


ENSG00000169764
UGP2
Hs.516217
656.9
PP
560.95
PP


ENSG00000135655
USP15
Hs.434951
197.3
PP
160.35
PP


ENSG00000143952
VPS54
Hs.48499
187.9
PP
151.5
PP


ENSG00000166913
YWHAB
Hs.279920
222.4
PP
288.75
PP


ENSG00000170949
ZNF160
Hs.467236
1056.4
PP
1016.85
PP







130a













ENSG00000165029
ABCA1
Hs.429294
175.1
PP
156.5
PP


ENSG00000114770
ABCC5
Hs.368563
373.4
PP
322.1
PM


ENSG00000151726
ACSL1
Hs.406678
180.6
PP
193.15
PP


ENSG00000023516
AKAP11
Hs.105105
88.5
PP
69.7
PP


ENSG00000170017
ALCAM
Hs.150693
528.9
PP
695.45
PP


ENSG00000137962
ARHGAP29
Hs.483238
72.2
PP
65.3
PP


ENSG00000117713
ARID1A
Hs.468972
477.6
PP
444.8
PP


ENSG00000054267
ARID4B
Hs.533633
227
PP
252.45
PP


ENSG00000134108
ARL10C
Hs.250009
578.1
PP
591.95
PP


ENSG00000128989
ARPP-19
Hs.512908
247.7
PP
139.7
PP


ENSG00000143970
ASXL2
Hs.119815
694.8
PP
535.25
PP


ENSG00000174437
ATP2A2
Hs.506759
203.5
PP
255.4
PP


ENSG00000017260
ATP2C1
Hs.546361
229.1
PP
322.9
PP


ENSG00000147416
ATP6V1B2
Hs.295917
179.5
PP
183.85
PP


ENSG00000198604
BAZ1A
Hs.509140
102.4
PP
111.2
PA


ENSG00000119866
BCL11A
Hs.370549
363.1
PP
387.8
PP


ENSG00000029363
BCLAF1
Hs.486542
659.8
PP
1252.25
PP


ENSG00000095564
BTAF1
Hs.500526
220.4
PP
333.3
PP


ENSG00000133639
BTG1
Hs.255935
955.9
PP
1057.95
PP


ENSG00000154640
BTG3
Hs.473420
315.6
PP
378.5
PP


ENSG00000119906
C10orf6
Hs.447458
154.8
PP
126.8
PP


ENSG00000110075
C11orf23
Hs.503022
402.6
PP
319.5
PA


ENSG00000134153
C15orf24
Hs.160565
612.5
PP
706.2
PP


ENSG00000152242
C18orf25
Hs.116486
129.7
PP
130.6
PA


ENSG00000101166
C20orf45
Hs.3945
93.1
PP
74.8
PP


ENSG00000162959
C2orf4
Hs.444969
410.5
PP
397.7
PA


ENSG00000031003
C5orf5
Hs.483473
256.3
PP
316.85
PP


ENSG00000112308
C6orf62
Hs.519930
330.6
PP
509.45
PP


ENSG00000112308
C6orf62
Hs.519930
566.8
PP
770.5
PP


ENSG00000112576
CCND3
Hs.534307
539.8
PP
402.15
PP


ENSG00000110848
CD69
Hs.208854
1631.5
PP
1082.1
PP


ENSG00000155111
CDC2L6
Hs.193251
325
PP
341.25
PP


ENSG00000143126
CELSR2
Hs.57652
215.4
PP
148.65
PP


ENSG00000177200
CHD9
Hs.530936
222.6
PP
263
PP


ENSG00000131873
CHSY1
Hs.110488
404.5
PP
490.95
PP


ENSG00000141367
CLTC
Hs.491351
1169
PP
1399.6
PP


ENSG00000162368
CMPK
Hs.11463
333.8
PP
336.55
PP


ENSG00000100528
CNIH
Hs.294603
252.6
PP
391.7
PP


ENSG00000198791
CNOT7
Hs.170553
250.3
PP
508.5
PP


ENSG00000135940
COX5B
Hs.1342
645
PP
568.3
PA


ENSG00000115944
COX7A2L
Hs.339639
1251.1
PP
1258.85
PP


ENSG00000005339
CREBBP
Hs.459759
287.2
PP
239.6
PP


ENSG00000108848
CROP
Hs.130293
2166.4
PP
1637.55
PP


ENSG00000009307
CSDE1
Hs.69855
1494.1
PP
1637.9
PP


ENSG00000103653
CSK
Hs.77793
348.1
PP
217.35
PA


ENSG00000113712
CSNK1A1
Hs.442592
1045.3
PP
1263.25
PP


ENSG00000168036
CTNNB1
Hs.476018
343.5
PP
364.4
PP


ENSG00000036257
CUL3
Hs.372286
554.5
PP
473.25
PP


ENSG00000166266
CUL5
Hs.440320
285.8
PP
246.8
PP


ENSG00000083799
CYLD
Hs.432993
137.6
PP
148.8
PP


ENSG00000124487
DDX3X
Hs.380774
769.8
PP
1229
PP


ENSG00000124795
DEK
Hs.484813
901.9
PP
1127.65
PP


ENSG00000109606
DHX15
Hs.5683
1219.8
PP
1620.75
PP


ENSG00000132002
DNAJB1
Hs.515210
453.4
PP
2770.05
PP


ENSG00000105993
DNAJB6
Hs.490745
189.7
PP
348.5
PP


ENSG00000092964
DPYSL2
Hs.173381
505.1
PP
495.1
PP


ENSG00000117505
DR1
Hs.348418
117.2
PP
188.65
PP


ENSG00000092847
EIF2C1
Hs.22867
292.5
PP
296.95
PP


ENSG00000151247
EIF4E
Hs.249718
156.7
PP
224
PP


ENSG00000111145
ELK3
Hs.46523
372.1
PP
280.75
PP


ENSG00000012660
ELOVL5
Hs.520189
681.6
PP
667.3
PP


ENSG00000120616
EPC1
Hs.167805
148.9
PP
88.7
PA


ENSG00000124882
EREG
Hs.115263
351.8
PP
535.15
PP


ENSG00000124491
F13A1
Hs.335513
290.7
PP
299.8
PP


ENSG00000119979
FAM45B ///
Hs.434241
554.8
PP
690.2
PP



FAM45A


ENSG00000139146
FAM60A
Hs.505154
598.1
PP
788
PP


ENSG00000166147
FBN1
Hs.146447
195.2
PP
178.7
PP


ENSG00000173120
FBXL11
Hs.124147
237
PP
192.5
PP


ENSG00000118564
FBXL5
Hs.479208
410.6
PP
319.15
PP


ENSG00000138081
FBXO11
Hs.553547
155.7
PP
259.35
PP


ENSG00000143756
FBXO28
Hs.64691
106.1
PP
70.5
PA


ENSG00000134884
FLJ10154
Hs.508644
843.1
PP
1079.5
PP


ENSG00000153561
FLJ13910
Hs.75277
194.1
PP
143.15
PP


ENSG00000132589
FLOT2
Hs.514038
393.4
PP
355.45
PP


ENSG00000138757
G3BP2
Hs.303676
242.8
PP
428.55
PP


ENSG00000116717
GADD45A
Hs.80409
266
PP
245.7
PP


ENSG00000127955
GNAI1
Hs.134587
104.9
PP
139.15
PP


ENSG00000135677
GNS
Hs.334534
261.1
PP
248.15
PP


ENSG00000106070
GRB10
Hs.164060
550.7
PP
574.15
PP


ENSG00000112406
HECA
Hs.197644
352.2
PP
377.45
PP


ENSG00000164683
HEY1
Hs.234434
164.1
PP
151.85
PP


ENSG00000010818
HIVEP2
Hs.510172
149.6
PP
157.9
PP


ENSG00000169045
HNRPH1
Hs.202166
1986.4
PP
2132.6
PP


ENSG00000126945
HNRPH2
Hs.278857
189.2
PP
158.45
PP


ENSG00000099783
HNRPM
Hs.465808
968.5
PP
880.2
PP


ENSG00000105323
HNRPUL1
Hs.155218
406.9
PP
401.15
PP


ENSG00000106004
HOXA5
Hs.37034
507.2
PP
499.3
PP


ENSG00000173744
HRB
Hs.443507
202.6
PP
405.7
PP


ENSG00000164164
HSHIN1
Hs.270851
303.1
PP
312.65
PP


ENSG00000067829
IDH3G
Hs.410197
249.2
PP
156.95
PA


ENSG00000145703
IQGAP2
Hs.291030
537.8
PP
457.9
PP


ENSG00000125347
IRF1
Hs.436061
467.7
PP
299.6
PP


ENSG00000170852
KBTBD2
Hs.372541
412.2
PP
381.65
PP


ENSG00000131149
KIAA0182
Hs.461647
273.2
PP
316.15
PP


ENSG00000143702
KIAA0470
Hs.533635
146.2
PP
325
PP


ENSG00000126775
KIAA0831
Hs.414809
254.4
PP
217.45
PP


ENSG00000105063
KIAA1115
Hs.515610
227.5
PP
221.6
PM


ENSG00000157404
KIT
Hs.479754
339
PP
355.6
PP


ENSG00000136826
KLF4
Hs.376206
536.5
PP
1193.7
PP


ENSG00000114030
KPNA1
Hs.161008
121.8
PP
91.95
PP


ENSG00000102753
KPNA3
Hs.527919
250.8
PP
391.35
PP


ENSG00000068697
LAPTM4A
Hs.467807
1059.2
PP
1145.5
PP


ENSG00000107929
LARP5
Hs.498455
274.8
PP
203.9
PP


ENSG00000123684
LPGAT1
Hs.497674
106
PP
114.3
PP


ENSG00000135387
M11S1
Hs.471818
464.9
PP
451.45
PP


ENSG00000003056
M6PR
Hs.134084
566.2
PP
575.55
PP


ENSG00000121579
MAK3
Hs.269528
268.8
PP
307
PP


ENSG00000161021
MAML1
Hs.484349
331.3
PP
280.35
PP


ENSG00000197442
MAP3K5
Hs.186486
227.6
PP
272.25
PP


ENSG00000047849
MAP4
Hs.517949
302.6
PP
276.5
PP


ENSG00000135525
MAP7
Hs.486548
325.7
PP
390.1
PP


ENSG00000101367
MAPRE1
Hs.472437
196.1
PP
206.85
PM


ENSG00000075413
MARK3
Hs.35828
129.9
PP
75.05
PP


ENSG00000038274
MAT2B
Hs.54642
609.4
PP
461.9
PP


ENSG00000152601
MBNL1
Hs.478000
294.4
PP
864.5
PP


ENSG00000138092
MGC11266
Hs.546428
152.2
PP
90.95
PA


ENSG00000133858
MGC23401
Hs.527874
291
PP
309.55
PP


ENSG00000133606
MKRN1
Hs.490347
392.7
PP
350.15
PP


ENSG00000051825
MPHOSPH9
Hs.507175
261.2
PP
160.5
PP


ENSG00000108389
MTMR4
Hs.514373
330.7
PP
407.2
PP


ENSG00000158747
NBL1
Hs.439671
370.3
PP
360.6
PA


ENSG00000166579
NDEL1
Hs.372123
218.3
PP
187.2
PP


ENSG00000082641
NFE2L1
Hs.514284
735.5
PP
726.35
PP


ENSG00000140157
NIPA2
Hs.370367
284.1
PP
685.9
PP


ENSG00000164190
NIPBL
Hs.481927
165.1
PP
145.15
PP


ENSG00000149308
NPAT
Hs.171061
171.1
PP
140.65
PP


ENSG00000124789
NUP153
Hs.121088
216.4
PP
291.8
PP


ENSG00000147162
OGT
Hs.405410
165.1
PP
183.6
PP


ENSG00000141447
OSBPL1A
Hs.370725
204.6
PP
211.75
PP


ENSG00000090060
PAPOLA
Hs.253726
307.4
PP
286
PP


ENSG00000059758
PCTK2
Hs.506415
118.3
PP
220.9
PP


ENSG00000145431
PDGFC
Hs.148162
473.1
PP
395.4
PP


ENSG00000197329
PELI1
Hs.7886
83.3
PP
154.5
PP


ENSG00000025293
PHF20
Hs.517044
249.8
PP
173.65
PP


ENSG00000118482
PHF3
Hs.348921
260
PP
268.9
PP


ENSG00000051382
PIK3CB
Hs.239818
275.1
PP
280.95
PP


ENSG00000163806
PPP1CB
Hs.468018
65.7
PP
135.05
PP


ENSG00000113575
PPP2CA
Hs.483408
360
PP
370.4
PP


ENSG00000115825
PRKD3
Hs.173536
97.5
PP
111.1
PP


ENSG00000197746
PSAP
Hs.523004
1015.2
PP
647.25
PP


ENSG00000117569
PTBP2
Hs.269895
183
PP
160.15
PP


ENSG00000120899
PTK2B
Hs.491322
333.1
PP
183.65
PP


ENSG00000112245
PTP4A1
Hs.227777
439.5
PP
431.2
PP


ENSG00000175354
PTPN2
Hs.123352
759.9
PP
273
PP


ENSG00000185129
PURA
Hs.443121
149.5
PP
224.95
PP


ENSG00000130508
PXDN
Hs.332197
280.3
PP
114.7
PA


ENSG00000112531
QKI
Hs.510324
284.1
PP
564.45
PP


ENSG00000048991
R3HDM
Hs.412462
217.6
PP
376.75
PP


ENSG00000138069
RAB1A
Hs.310645
70.8
PP
109.75
PM


ENSG00000144566
RAB5A
Hs.475663
471.3
PP
578.35
PP


ENSG00000111540
RAB5B
Hs.77690
234.1
PP
216.45
PP


ENSG00000167461
RAB8A
Hs.5947
675.2
PP
756.75
PP


ENSG00000119318
RAD23B
Hs.521640
156.2
PP
211.05
PP


ENSG00000017797
RALBP1
Hs.528993
379
PP
244.05
PP


ENSG00000077092
RARB
Hs.436538
111.5
PP
156.85
PP


ENSG00000067560
RHOA
Hs.247077
1537.7
PP
2368.8
PP


ENSG00000022840
RNF10
Hs.442798
327.5
PP
282.35
PM


ENSG00000123091
RNF11
Hs.309641
125.3
PP
161.5
PP


ENSG00000137075
RNF38
Hs.333503
322.6
PP
227.7
PP


ENSG00000143947
RPS27A
Hs.311640
7964.6
PP
6951
PP


ENSG00000100784
RPS6KA5
Hs.510225
152.1
PP
132.75
PP


ENSG00000130779
RSN
Hs.524809
76.6
PP
58.05
PP


ENSG00000115310
RTN4
Hs.429581
710.8
PP
1341.5
PP


ENSG00000020633
RUNX3
Hs.170019
541.5
PP
272.8
PP


ENSG00000163602
RYBP
Hs.7910
398
PP
462.8
PP


ENSG00000198838
RYR3
Hs.369250
116.8
PP
131.8
PP


ENSG00000182568
SATB1
Hs.517717
829.9
PP
652.05
PP


ENSG00000140497
SCAMP2
Hs.458917
411.8
PP
495
PP


ENSG00000156642
SDFR1
Hs.187866
169.4
PP
193.05
PP


ENSG00000122545
7-Sep
Hs.191346
815
PP
1146.5
PP


ENSG00000179833
SERTAD2
Hs.77293
498.4
PP
556.2
PP


ENSG00000116754
SFRS11
Hs.479693
819.9
PP
1077.55
PP


ENSG00000162105
SHANK2
Hs.268726
137.1
PP
128.55
PP


ENSG00000112305
SMAP1
Hs.485717
205.2
PP
129.15
PP


ENSG00000102172
SMS
Hs.529887
287.8
PP
275.25
PP


ENSG00000163788
SNRK
Hs.476052
320.6
PP
436.65
PP


ENSG00000089006
SNX5
Hs.316890
327.9
PP
403.25
PP


ENSG00000159140
SON
Hs.517262
408.8
PP
467.15
PP


ENSG00000115904
SOS1
Hs.278733
144
PP
169.4
PP


ENSG00000124766
SOX4
Hs.357901
2351.7
PP
2500.65
PP


ENSG00000065526
SPEN
Hs.270499
257.6
PP
262.7
PP


ENSG00000115306
SPTBN1
Hs.503178
589.9
PP
344.65
PP


ENSG00000124783
SSR1
Hs.114033
600.7
PP
686.65
PP


ENSG00000112079
STK38
Hs.409578
365.8
PP
304.4
PP


ENSG00000173812
SUI1
Hs.150580
6046
PP
6098.85
PP


ENSG00000101945
SUV39H1
Hs.522639
267.8
PP
383.35
PP


ENSG00000178691
SUZ12
Hs.462732
602.2
PP
633.3
PP


ENSG00000135090
TAOK3

518.8
PP
394
PP


ENSG00000120948
TARDBP
Hs.300624
735
PP
992.75
PP


ENSG00000028839
TBPL1
Hs.486507
170.1
PP
187.95
PP


ENSG00000132604
TERF2
Hs.63335
241.2
PP
215.3
PP


ENSG00000135269
TES
Hs.533391
397.3
PP
457.65
PP


ENSG00000114126
TFDP2
Hs.379018
253.2
PP
196.3
PA


ENSG00000177426
TGIF
Hs.373550
116.7
PP
95.35
PM


ENSG00000183864
TOB2
Hs.474978
165.3
PP
196.4
PP


ENSG00000154174
TOMM70A
Hs.227253
585.1
PP
581.85
PP


ENSG00000166340
TPP1
Hs.523454
200.3
PP
229.1
PP


ENSG00000067167
TRAM1
Hs.491988
573.3
PP
894.4
PP


ENSG00000140391
TSPAN3
Hs.5062
516.6
PP
661.45
PP


ENSG00000119048
UBE2B
Hs.385986
335
PP
417.45
PP


ENSG00000131508
UBE2D2
Hs.108332
400.1
PP
512.05
PP


ENSG00000109332
UBE2D3
Hs.472031
471.2
PP
635.4
PP


ENSG00000132388
UBE2G1
Hs.462035
272.5
PP
373.45
PP


ENSG00000114062
UBE3A
Hs.22543
456.9
PP
470.75
PP


ENSG00000151148
UBE3B
Hs.374067
156.7
PP
146.6
PP


ENSG00000135655
USP15
Hs.434951
197.3
PP
160.35
PP


ENSG00000170832
USP32
Hs.132868
120.2
PP
118.35
PP


ENSG00000077254
USP33
Hs.480597
228.7
PP
299.75
PP


ENSG00000170242
USP47
Hs.501924
321.7
PP
333.3
PP


ENSG00000090686
USP48
Hs.467524
366.1
PP
393.65
PP


ENSG00000173218
VANGL1
Hs.515130
73.8
PP
89.5
PA


ENSG00000144560
VGLL4
Hs.373959
299.7
PP
175.6
PP


ENSG00000115561
VPS24
Hs.255015
277.6
PP
248.55
PP


ENSG00000085433
WDR47
Hs.546347
90.4
PP
116.6
PP


ENSG00000146457
WTAP
Hs.446091
400.8
PP
406.6
PP


ENSG00000119596
YLPM1
Hs.531111
402.5
PP
461.6
PP


ENSG00000119801
YPEL5
Hs.515890
1377.9
PP
1469.25
PP


ENSG00000198492
YTHDF2
Hs.532286
351.2
PP
449.7
PP


ENSG00000166913
YWHAB
Hs.279920
222.4
PP
288.75
PP


ENSG00000107372
ZA20D2
Hs.406096
967.2
PP
1262.9
PP


ENSG00000185650
ZFP36L1
Hs.85155
94.5
PP
140.7
PP


ENSG00000152518
ZFP36L2
Hs.503093
4553.7
PP
5205.6
PP


ENSG00000114514
ZNF148
Hs.380334
211.6
PP
226.65
PP


ENSG00000179456
ZNF238
Hs.69997
235.7
PP
241.8
PP







197













ENSG00000168710
AHCYL1
Hs.485365
408.7
PP
493.4
PP


ENSG00000004455
AK2
Hs.470907
303.6
PP
498.6
PP


ENSG00000114573
ATP6V1A
Hs.477155
710.1
PP
1105.8
PP


ENSG00000115307
AUP1
Hs.411480
382.3
PP
325.35
PP


ENSG00000179218
CALR
Hs.515162
398.5
PP
1371.55
PP


ENSG00000009307
CSDE1
Hs.69855
1494.1
PP
1637.9
PP


ENSG00000036257
CUL3
Hs.372286
554.5
PP
473.25
PP


ENSG00000158486
DNAH3
Hs.526500
258.2
PP
268.35
PM


ENSG00000123908
EIF2C2
Hs.449415
150.2
PP
115.85
PP


ENSG00000100664
EIF5
Hs.433702
96.4
PP
55.8
PA


ENSG00000066044
ELAVL1
Hs.184492
534.6
PP
734.45
PP


ENSG00000139146
FAM60A
Hs.505154
598.1
PP
788
PP


ENSG00000010295
HOM-TES-
Hs.15243
407
PP
355.35
PP



103


ENSG00000074356
HSA277841
Hs.120963
222.9
PP
150.05
PP


ENSG00000169032
MAP2K1
Hs.145442
188.8
PP
162.95
PP


ENSG00000121940
MCLC
Hs.552587
115.5
PP
140.65
PP


ENSG00000005810
MYCBP2
Hs.151411
187
PP
643.55
PP


ENSG00000124789
NUP153
Hs.121088
216.4
PP
291.8
PP


ENSG00000141447
OSBPL1A
Hs.370725
204.6
PP
211.75
PP


ENSG00000167770
OTUB1
Hs.473788
266
PP
155.35
PA


ENSG00000112531
QKI
Hs.510324
284.1
PP
564.45
PP


ENSG00000132341
RAN
Hs.10842
1434.8
PP
2597
PP


ENSG00000120948
TARDBP
Hs.300624
735
PP
992.75
PP


ENSG00000140416
TPM1
Hs.133892
394.4
PP
661.4
PP


ENSG00000043514
TRIT1
Hs.356554
335.4
PP
168.4
PP


ENSG00000131508
UBE2D2
Hs.108332
400.1
PP
512.05
PA


ENSG00000118900
UBN1
Hs.440219
138.4
PP
302.15
PP







17













ENSG00000165029
ABCA1
Hs.429294
175.1
PP
156.5
PP


ENSG00000084234
APLP2
Hs.370247
1126.7
PP
668.55
PP


ENSG00000142192
APP
Hs.434980
154.6
PP
154.1
PP


ENSG00000095139
ARCN1
Hs.33642
285
PP
317.05
PP


ENSG00000143761
ARF1
Hs.286221
1245.2
PP
798.4
PP


ENSG00000175220
ARHGAP1
Hs.138860
594
PP
502.3
PP


ENSG00000111875
ASF1A
Hs.292316
126.5
PP
114.6
PP


ENSG00000154518
ATP5G3
Hs.429
1112
PP
1334.45
PP


ENSG00000155096
AZIN1
Hs.459106
551.2
PP
619.2
PP


ENSG00000095739
BAMBI
Hs.533336
207.8
PP
106.85
PP


ENSG00000029363
BCLAF1
Hs.486542
659.8
PP
1252.25
PP


ENSG00000145741
BTF3
Hs.529798
6371.5
PP
4884.45
PP


ENSG00000133639
BTG1
Hs.255935
955.9
PP
1057.95
PP


ENSG00000119906
C10orf6
Hs.447458
154.8
PP
126.8
PP


ENSG00000110075
C11orf23
Hs.503022
402.6
PP
319.5
PA


ENSG00000116489
CAPZA1
Hs.514934
766.7
PP
1165.8
PP


ENSG00000113328
CCNG1
Hs.79101
1025
PP
737.8
PP


ENSG00000163660
CCNL1
Hs.4859
1082.6
PP
1052.5
PP


ENSG00000082258
CCNT2
Hs.292754
114.4
PP
102.75
PP


ENSG00000166226
CCT2
Hs.189772
166.1
PP
259.15
PP


ENSG00000070831
CDC42
Hs.467637
620.1
PP
437.75
PP


ENSG00000111642
CHD4
Hs.162233
299.5
PP
431.1
PP


ENSG00000111596
CNOT2
Hs.133350
431.4
PP
399.2
PP


ENSG00000166200
COPS2
Hs.369614
521.2
PP
700.65
PP


ENSG00000167193
CRK
Hs.461896
114.9
PP
153.9
PP


ENSG00000108848
CROP
Hs.130293
2166.4
PP
1637.55
PA


ENSG00000009307
CSDE1
Hs.69855
1494.1
PP
1637.9
PP


ENSG00000103653
CSK
Hs.77793
348.1
PP
217.35
PA


ENSG00000102974
CTCF
Hs.368367
506.1
PP
535.55
PP


ENSG00000036257
CUL3
Hs.372286
554.5
PP
473.25
PP


ENSG00000160967
CUTL1
Hs.438974
333.3
PP
412.55
PP


ENSG00000071626
DAZAP1
Hs.222510
49.7
PP
130.7
PA


ENSG00000183283
DAZAP2
Hs.369761
1267.2
PP
976.7
PP


ENSG00000124487
DDX3X
Hs.380774
769.8
PP
1229
PP


ENSG00000108654
DDX5
Hs.279806
3052
PP
3508.95
PP


ENSG00000109606
DHX15
Hs.5683
1219.8
PP
1620.75
PP


ENSG00000112242
E2F3
Hs.269408
295.6
PP
585.95
PP


ENSG00000092847
EIF2C1
Hs.22867
292.5
PP
296.95
PP


ENSG00000104131
EIF3S1
Hs.404056
340.4
PP
365.05
PP


ENSG00000107581
EIF3S10
Hs.523299
522.9
PP
586.55
PP


ENSG00000151247
EIF4E
Hs.249718
156.7
PP
224
PP


ENSG00000110321
EIF4G2
Hs.183684
2137
PP
2701.9
PP


ENSG00000106462
EZH2
Hs.444082
162.9
PP
216.25
PP


ENSG00000139146
FAM60A
Hs.505154
598.1
PP
788
PP


ENSG00000173120
FBXL11
Hs.124147
237
PP
192.5
PP


ENSG00000118564
FBXL5
Hs.479208
410.6
PP
319.15
PP


ENSG00000138081
FBXO11
Hs.553547
155.7
PP
259.35
PP


ENSG00000022267
FHL1
Hs.435369
5240
PP
3151.75
PP


ENSG00000170345
FOS
Hs.25647
1254.3
PP
1832.65
PP


ENSG00000150907
FOXO1A
Hs.370666
253.6
PP
140.95
PP


ENSG00000114861
FOXP1
Hs.431498
322.7
PP
410.3
PP


ENSG00000163430
FSTL1
Hs.269512
408.6
PP
227.95
PP


ENSG00000143641
GALNT2
Hs.300834
321.4
PP
333.55
PP


ENSG00000057608
GDI2
Hs.299055
198.2
PP
260.65
PP


ENSG00000115806
GORASP2
Hs.431317
359.7
PP
304.85
PP


ENSG00000110768
GTF2H1
Hs.523510
167.7
PP
191.7
PP


ENSG00000143321
HDGF
Hs.506748
243.6
PP
858.8
PP


ENSG00000051108
HERPUD1
Hs.146393
253
PP
588.95
PP


ENSG00000010818
HIVEP2
Hs.510172
149.6
PP
157.9
PP


ENSG00000029993
HMGB3
Hs.19114
309
PP
460.6
PP


ENSG00000122566
HNRPA2B1
Hs.487774
1802.2
PP
2268.3
PP


ENSG00000170144
HNRPA3
Hs.516539
375.5
PP
558.6
PP


ENSG00000096746
HNRPH3
Hs.499891
408.7
PP
635.5
PP


ENSG00000099783
HNRPM
Hs.465808
968.5
PP
880.2
PP


ENSG00000125944
HNRPR
Hs.373763
839.4
PP
980.1
PP


ENSG00000153187
HNRPU
Hs.166463
470.3
PP
887.6
PP


ENSG00000105323
HNRPUL1
Hs.155218
406.9
PP
401.15
PP


ENSG00000173744
HRB
Hs.443507
202.6
PP
405.7
PP


ENSG00000067829
IDH3G
Hs.410197
249.2
PP
156.95
PA


ENSG00000070061
IKBKAP
Hs.494738
157.6
PP
208.95
PP


ENSG00000115548
JMJD1A
Hs.531819
264
PP
207.05
PP


ENSG00000177606
JUN
Hs.525704
1300.5
PP
2286.95
PP


ENSG00000170852
KBTBD2
Hs.372541
412.2
PP
381.65
PP


ENSG00000121774
KHDRBS1
Hs.445893
1363
PP
1395.2
PP


ENSG00000102753
KPNA3
Hs.527919
250.8
PP
391.35
PP


ENSG00000108424
KPNB1
Hs.532793
415.1
PP
709.85
PP


ENSG00000160789
LMNA
Hs.491359
309.3
PP
352.9
PP


ENSG00000121104
LOC81558
Hs.514308
3067.5
PP
1370.7
PP


ENSG00000163818
LZTFL1
Hs.30824
199
PP
253.95
PP


ENSG00000173327
MAP3K11
Hs.502872
355.1
PP
326.8
PP


ENSG00000104814
MAP4K1
Hs.95424
586.5
PP
231.45
PP


ENSG00000101367
MAPRE1
Hs.472437
196.1
PP
206.85
PM


ENSG00000136536
7-Mar
Hs.529272
175.3
PP
173.1
PP


ENSG00000165406
8-Mar
Hs.499489
295.9
PP
295.85
PP


ENSG00000166986
MARS
Hs.355867
460.7
PP
614.95
PP


ENSG00000168906
MAT2A
Hs.516157
1011.4
PP
738.6
PP


ENSG00000038274
MAT2B
Hs.54642
609.4
PP
461.9
PP


ENSG00000081189
MEF2C
Hs.444409
426
PP
437.85
PP


ENSG00000143995
MEIS1
Hs.526754
452.1
PP
262.65
PP


ENSG00000133606
MKRN1
Hs.490347
392.7
PP
350.15
PP


ENSG00000100330
MTMR3
Hs.474536
204.7
PP
287
PP


ENSG00000108389
MTMR4
Hs.514373
330.7
PP
407.2
PP


ENSG00000133026
MYH10
Hs.16355
375.1
PP
362.5
PP


ENSG00000136504
MYST2
Hs.21907
331.7
PP
192.25
PP


ENSG00000166579
NDEL1
Hs.372123
218.3
PP
187.2
PP


ENSG00000125356
NDUFA1
Hs.534168
2121.1
PP
1598.7
PP


ENSG00000069869
NEDD4
Hs.1565
186.1
PP
193.9
PP


ENSG00000082641
NFE2L1
Hs.514284
735.5
PP
726.35
PP


ENSG00000120837
NFYB
Hs.84928
204.1
PP
272.85
PP


ENSG00000164190
NIPBL
Hs.481927
165.1
PP
145.15
PP


ENSG00000137420
NOL7
Hs.549161
1095.5
PP
1222.05
PP


ENSG00000181163
NPM1
Hs.519452
8905.6
PP
11897.7
PP


ENSG00000181163
NPM1
Hs.519452
2088.9
PP
2381.65
PP


ENSG00000153234
NR4A2
Hs.165258
124.6
PP
242.85
PP


ENSG00000046651
OFD1
Hs.6483
1022.7
PP
692.15
PP


ENSG00000141447
OSBPL1A
Hs.370725
204.6
PP
211.75
PP


ENSG00000090060
PAPOLA
Hs.253726
307.4
PP
286
PP


ENSG00000115421
PAPOLG
Hs.387471
153.2
PP
91.25
PP


ENSG00000157212
PAXIP1
Hs.443881
139.4
PP
130.7
PP


ENSG00000056661
PCGF2
Hs.371617
231.6
PP
160.8
PP


ENSG00000185619
PCGF3
Hs.144309
192.1
PP
237.55
PP


ENSG00000059758
PCTK2
Hs.506415
118.3
PP
220.9
PP


ENSG00000164040
PGRMC2
Hs.507910
89.1
PP
87.85
PM


ENSG00000025293
PHF20
Hs.517044
249.8
PP
173.65
PP


ENSG00000181191
PJA1
Hs.522679
316.3
PP
332.1
PP


ENSG00000136040
PLXNC1
Hs.551522
354.6
PP
387.1
PP


ENSG00000100941
PNN
Hs.409965
839.5
PP
617.3
PP


ENSG00000163806
PPP1CB
Hs.468018
65.7
PP
135.05
PP


ENSG00000113575
PPP2CA
Hs.483408
360
PP
370.4
PP


ENSG00000107758
PPP3CB
Hs.500067
318.9
PP
241.25
PP


ENSG00000119414
PPP6C
Hs.495128
297.5
PP
557.55
PP


ENSG00000116731
PRDM2
Hs.371823
329.6
PP
175.6
PP


ENSG00000100519
PSMC6
Hs.156171
143.7
PP
216.4
PP


ENSG00000125818
PSMF1
Hs.471917
254.5
PP
259.45
PP


ENSG00000175354
PTPN2
Hs.123352
759.9
PP
273
PP


ENSG00000134644
PUM1
Hs.281707
378.4
PP
422.3
PP


ENSG00000130508
PXDN
Hs.332197
280.3
PP
114.7
PA


ENSG00000112531
QKI
Hs.510324
284.1
PP
564.45
PP


ENSG00000103769
RAB11A
Hs.321541
1087.7
PP
1020.15
PP


ENSG00000119396
RAB14
Hs.371563
140.5
PP
198.15
PP


ENSG00000111540
RAB5B
Hs.77690
234.1
PP
216.45
PP


ENSG00000175582
RAB6A
Hs.503222
371.4
PP
365.75
PP


ENSG00000119318
RAD23B
Hs.521640
156.2
PP
211.05
PP


ENSG00000132341
RAN
Hs.10842
1434.8
PP
2597
PP


ENSG00000127314
RAP1B
Hs.369920
1093.1
PP
1537.75
PP


ENSG00000109756
RAPGEF2
Hs.113912
394.9
PP
551.95
PP


ENSG00000123091
RNF11
Hs.309641
125.3
PP
161.5
PP


ENSG00000127870
RNF6
Hs.136885
74.1
PP
122.9
PP


ENSG00000043093
RP42
Hs.104613
236.5
PP
204.45
PP


ENSG00000100784
RPS6KA5
Hs.510225
152.1
PP
132.75
PP


ENSG00000148484
RSU1
Hs.524161
298.8
PP
294.55
PP


ENSG00000159216
RUNX1
Hs.149261
108.8
PP
211.2
PP


ENSG00000163602
RYBP
Hs.7910
398
PP
462.8
PP


ENSG00000079332
SARA1
Hs.499960
233.7
PP
442.85
PP


ENSG00000151967
SCHIP1
Hs.134665
497
PP
417.95
PP


ENSG00000179833
SERTAD2
Hs.77293
498.4
PP
556.2
PP


ENSG00000119335
SET
Hs.436687
2967
PP
4307.1
PP


ENSG00000162105
SHANK2
Hs.268726
137.1
PP
128.55
PP


ENSG00000096717
SIRT1
Hs.369779
133.8
PP
124.9
PP


ENSG00000113558
SKP1A
Hs.171626
657.2
PP
969.15
PP


ENSG00000075415
SLC25A3
Hs.290404
2025.9
PP
2749.5
PP


ENSG00000059804
SLC2A3
Hs.419240
275.9
PP
351.5
PP


ENSG00000080503
SMARCA2
Hs.298990
264.4
PP
201.3
PP


ENSG00000173473
SMARCC1
Hs.476179
487
PP
483.35
PP


ENSG00000120833
SOCS2
Hs.485572
715.8
PP
806.65
PP


ENSG00000159140
SON
Hs.517262
408.8
PP
467.15
PP


ENSG00000137642
SORL1
Hs.368592
2264.1
PP
1084.65
PP


ENSG00000124766
SOX4
Hs.357901
2351.7
PP
2500.65
PP


ENSG00000008294
SPAG9
Hs.463439
180.3
PP
209.9
PP


ENSG00000168610
STAT3
Hs.463059
401.7
PP
390.05
PP


ENSG00000132718
SYT11
Hs.32984
106.3
PP
102.95
PP


ENSG00000108264
TADA2L
Hs.500066
108
PP
97.9
PA


ENSG00000120948
TARDBP
Hs.300624
735
PP
992.75
PP


ENSG00000106052
TAX1BP1
Hs.34576
550
PP
486.2
PP


ENSG00000113649
TCERG1
Hs.443465
196.5
PP
257.25
PP


ENSG00000101337
TM9SF4
Hs.529360
129.2
PP
121.3
PP


ENSG00000170348
TMP21
Hs.74137
293.5
PP
280.3
PA


ENSG00000083312
TNPO1
Hs.482497
483
PP
750.85
PP


ENSG00000102804
TSC22D1
Hs.450972
1492.8
PP
2518.9
PP


ENSG00000117289
TXNIP
Hs.533977
698.8
PP
1099.3
PP


ENSG00000150991
UBC
Hs.520348
2138.1
PP
2607.15
PP


ENSG00000119048
UBE2B
Hs.385986
335
PP
417.45
PP


ENSG00000170035
UBE2E3
Hs.470804
311.5
PP
258.25
PP


ENSG00000009335
UBE3C
Hs.118351
67.5
PP
175.9
PM


ENSG00000077254
USP33
Hs.480597
228.7
PP
299.75
PP


ENSG00000134215
VAV3
Hs.267659
615.4
PP
341.3
PP


ENSG00000026025
VIM
Hs.533317
4064.1
PP
2437.95
PP


ENSG00000132716
WDR42A
Hs.492236
195.9
PP
233.1
PP


ENSG00000166913
YWHAB
Hs.279920
222.4
PP
288.75
PP


ENSG00000107372
ZA20D2
Hs.406096
967.2
PP
1262.9
PP


ENSG00000185650
ZFP36L1
Hs.85155
94.5
PP
140.7
PP


ENSG00000015171
ZMYND11
Hs.292265
403.3
PP
784.1
PP


ENSG00000114514
ZNF148
Hs.380334
211.6
PP
226.65
PP


ENSG00000169714
ZNF9
Hs.518249
1408.6
PP
1399.55
PP







20













ENSG00000165029
ABCA1
Hs.429294
175.1
PP
156.5
PP


ENSG00000170776
AKAP13
Hs.459211
192.3
PP
198.75
PA


ENSG00000117020
AKT3
Hs.498292
246.4
PP
259.35
PP


ENSG00000133805
AMPD3
Hs.501890
253.6
PP
285.4
PP


ENSG00000107104
ANKRD15
Hs.493272
235.2
PP
131.45
PP


ENSG00000182287
AP1S2
Hs.121592
292
PP
269.6
PP


ENSG00000142192
APP
Hs.434980
154.6
PP
154.1
PP


ENSG00000143761
ARF1
Hs.286221
1245.2
PP
798.4
PP


ENSG00000175220
ARHGAP1
Hs.138860
594
PP
502.3
PP


ENSG00000104880
ARHGEF18
Hs.465763
366
PP
254.9
PA


ENSG00000054267
ARID4B
Hs.533633
227
PP
252.45
PP


ENSG00000188042
ARL7
Hs.111554
240.7
PP
203.4
PP


ENSG00000111875
ASF1A
Hs.292316
126.5
PP
114.6
PP


ENSG00000095739
BAMBI
Hs.533336
207.8
PP
106.85
PP


ENSG00000029363
BCLAF1
Hs.486542
659.8
PP
1252.25
PP


ENSG00000133639
BTG1
Hs.255935
955.9
PP
1057.95
PP


ENSG00000159388
BTG2
Hs.519162
588.2
PP
538.3
PP


ENSG00000154640
BTG3
Hs.473420
315.6
PP
378.5
PP


ENSG00000110075
C11orf23
Hs.503022
402.6
PP
319.5
PA


ENSG00000141452
C18orf8
Hs.529006
232.8
PP
242.05
PP


ENSG00000105176
C19orf2
Hs.466391
501.6
PP
404.65
PP


ENSG00000117616
C1orf63
Hs.259412
1202.1
PP
1000.85
PP


ENSG00000110888
C1QDC1
Hs.234355
291.3
PP
261.05
PP


ENSG00000127022
CANX
Hs.529890
1003.1
PP
2097.75
PP


ENSG00000127022
CANX
Hs.529890
253.4
PP
361.2
PP


ENSG00000118971
CCND2
Hs.376071
1114.1
PP
1244.6
PA


ENSG00000113328
CCNG1
Hs.79101
1025
PP
737.8
PP


ENSG00000138764
CCNG2
Hs.13291
120.9
PP
268.8
PP


ENSG00000163660
CCNL1
Hs.4859
1082.6
PP
1052.5
PP


ENSG00000082258
CCNT2
Hs.292754
114.4
PP
102.75
PP


ENSG00000110848
CD69
Hs.208854
1631.5
PP
1082.1
PP


ENSG00000143126
CELSR2
Hs.57652
215.4
PP
148.65
PP


ENSG00000177200
CHD9
Hs.530936
222.6
PP
263
PP


ENSG00000131873
CHSY1
Hs.110488
404.5
PP
490.95
PP


ENSG00000162368
CMPK
Hs.11463
333.8
PP
336.55
PP


ENSG00000198791
CNOT7
Hs.170553
250.3
PP
508.5
PP


ENSG00000121058
COIL
Hs.532795
134.2
PP
210.15
PP


ENSG00000167193
CRK
Hs.461896
114.9
PP
153.9
PP


ENSG00000108848
CROP
Hs.130293
2166.4
PP
1637.55
PP


ENSG00000103653
CSK
Hs.77793
348.1
PP
217.35
PA


ENSG00000102974
CTCF
Hs.368367
506.1
PP
535.55
PP


ENSG00000048740
CUGBP2
Hs.309288
159.6
PP
334.5
PP


ENSG00000183283
DAZAP2
Hs.369761
1267.2
PP
976.7
PP


ENSG00000124487
DDX3X
Hs.380774
769.8
PP
1229
PP


ENSG00000108654
DDX5
Hs.279806
3052
PP
3508.95
PP


ENSG00000105993
DNAJB6
Hs.490745
189.7
PP
348.5
PP


ENSG00000128590
DNAJB9
Hs.6790
211.5
PP
433.55
PP


ENSG00000092964
DPYSL2
Hs.173381
505.1
PP
495.1
PP


ENSG00000139318
DUSP6
Hs.298654
166.6
PP
316.85
PP


ENSG00000157540
DYRK1A
Hs.368240
367.8
PP
751.2
PP


ENSG00000112242
E2F3
Hs.269408
295.6
PP
585.95
PP


ENSG00000104517
EDD1
Hs.492445
254.6
PP
227.15
PP


ENSG00000120738
EGR1
Hs.326035
128.6
PP
290.15
PP


ENSG00000092847
EIF2C1
Hs.22867
292.5
PP
296.95
PP


ENSG00000104131
EIF3S1
Hs.404056
340.4
PP
365.05
PP


ENSG00000107581
EIF3S10
Hs.523299
522.9
PP
586.55
PP


ENSG00000151247
EIF4E
Hs.249718
156.7
PP
224
PP


ENSG00000110321
EIF4G2
Hs.183684
2137
PP
2701.9
PP


ENSG00000109381
ELF2
Hs.260903
150.8
PP
152.4
PP


ENSG00000111145
ELK3
Hs.46523
372.1
PP
280.75
PP


ENSG00000050405
EPLIN
Hs.525419
265.5
PP
309.7
PP


ENSG00000124882
EREG
Hs.115263
351.8
PP
535.15
PP


ENSG00000120705
ETF1
Hs.483494
253.8
PP
461.55
PP


ENSG00000108799
EZH1
Hs.194669
211.4
PP
194.45
PP


ENSG00000106462
EZH2
Hs.444082
162.9
PP
216.25
PP


ENSG00000119979
FAM45B ///
Hs.434241
554.8
PP
690.2
PP



FAM45A


ENSG00000139146
FAM60A
Hs.505154
598.1
PP
788
PP


ENSG00000173120
FBXL11
Hs.124147
237
PP
192.5
PP


ENSG00000118564
FBXL5
Hs.479208
410.6
PP
319.15
PP


ENSG00000138081
FBXO11
Hs.553547
155.7
PP
259.35
PP


ENSG00000143756
FBXO28
Hs.64691
106.1
PP
70.5
PA


ENSG00000022267
FHL1
Hs.435369
5240
PP
3151.75
PP


ENSG00000111011
FLJ11021
Hs.432996
202
PP
392.6
PP


ENSG00000109920
FNBP4
Hs.6834
501.2
PP
497.2
PP


ENSG00000198815
FOXJ3
Hs.26023
458.7
PP
380.45
PP


ENSG00000114416
FXR1
Hs.478407
143.9
PP
155.75
PP


ENSG00000145907
G3BP
Hs.3353
167.7
PP
319.25
PP


ENSG00000104064
GABPB2
Hs.546852
129.3
PP
183.75
PM


ENSG00000143641
GALNT2
Hs.300834
321.4
PP
333.55
PP


ENSG00000196700
GM632
Hs.551552
103.5
PP
145.05
PP


ENSG00000113384
GOLPH3
Hs.408909
585.8
PP
782.9
PP


ENSG00000112406
HECA
Hs.197644
352.2
PP
377.45
PP


ENSG00000100644
HIF1A
Hs.509554
866.5
PP
1037.1
PP


ENSG00000010818
HIVEP2
Hs.510172
149.6
PP
157.9
PP


ENSG00000029993
HMGB3
Hs.19114
309
PP
460.6
PP


ENSG00000122566
HNRPA2B1
Hs.487774
1802.2
PP
2268.3
PP


ENSG00000096746
HNRPH3
Hs.499891
408.7
PP
635.5
PP


ENSG00000153187
HNRPU
Hs.166463
470.3
PP
887.6
PP


ENSG00000164164
HSHIN1
Hs.270851
303.1
PP
312.65
PP


ENSG00000067829
IDH3G
Hs.410197
249.2
PP
156.95
PA


ENSG00000168556
ING2
Hs.107153
177
PP
151.85
PP


ENSG00000125347
IRF1
Hs.436061
467.7
PP
299.6
PP


ENSG00000116679
IVNS1ABP
Hs.497183
251.6
PP
288.25
PP


ENSG00000117139
JARID1B
Hs.443650
203.6
PP
353.6
PP


ENSG00000115548
JMJD1A
Hs.531819
264
PP
207.05
PP


ENSG00000177606
JUN
Hs.525704
1300.5
PP
2286.95
PP


ENSG00000137944
KAT3
Hs.481898
518.7
PP
319.8
PP


ENSG00000121774
KHDRBS1
Hs.445893
1363
PP
1395.2
PP


ENSG00000143702
KIAA0470
Hs.533635
146.2
PP
325
PP


ENSG00000102753
KPNA3
Hs.527919
250.8
PP
391.35
PP


ENSG00000068697
LAPTM4A
Hs.467807
1059.2
PP
1145.5
PP


ENSG00000172292
LASS6
Hs.506829
536.2
PP
463.8
PP


ENSG00000121104
LOC81558
Hs.514308
3067.5
PP
1370.7
PP


ENSG00000123684
LPGAT1
Hs.497674
106
PP
114.3
PP


ENSG00000171492
LRRC8D
Hs.482087
543.3
PP
374.45
PP


ENSG00000163818
LZTFL1
Hs.30824
199
PP
253.95
PP


ENSG00000003056
M6PR
Hs.134084
566.2
PP
575.55
PP


ENSG00000187391
MAGI2
Hs.488945
93
PP
59.4
PA


ENSG00000173327
MAP3K11
Hs.502872
355.1
PP
326.8
PP


ENSG00000197442
MAP3K5
Hs.186486
227.6
PP
272.25
PP


ENSG00000104814
MAP4K1
Hs.95424
586.5
PP
231.45
PP


ENSG00000135525
MAP7
Hs.486548
325.7
PP
390.1
PP


ENSG00000101367
MAPRE1
Hs.472437
196.1
PP
206.85
PM


ENSG00000166974
MAPRE2
Hs.532824
857.4
PP
715.5
PP


ENSG00000145495
6-Mar
Hs.432862
597.3
PP
536.05
PP


ENSG00000165406
8-Mar
Hs.499489
295.9
PP
295.85
PP


ENSG00000038274
MAT2B
Hs.54642
609.4
PP
461.9
PP


ENSG00000015479
MATR3
Hs.268939
252.4
PP
382.35
PP


ENSG00000124733
MEA1
Hs.278362
452.7
PP
460.2
PP


ENSG00000081189
MEF2C
Hs.444409
426
PP
437.85
PP


ENSG00000138092
MGC11266
Hs.546428
152.2
PP
90.95
PA


ENSG00000198408
MGEA5
Hs.500842
363.7
PP
363.05
PP


ENSG00000133606
MKRN1
Hs.490347
392.7
PP
350.15
PP


ENSG00000185787
MORF4L1
Hs.374503
3350.8
PP
4457.05
PP


ENSG00000100330
MTMR3
Hs.474536
204.7
PP
287
PP


ENSG00000108389
MTMR4
Hs.514373
330.7
PP
407.2
PP


ENSG00000005810
MYCBP2
Hs.151411
187
PP
643.55
PP


ENSG00000132780
NASP
Hs.319334
273.5
PP
312.4
PP


ENSG00000158747
NBL1
Hs.439671
370.3
PP
360.6
PA


ENSG00000166579
NDEL1
Hs.372123
218.3
PP
187.2
PP


ENSG00000125356
NDUFA1
Hs.534168
2121.1
PP
1598.7
PP


ENSG00000069869
NEDD4
Hs.1565
186.1
PP
193.9
PP


ENSG00000120837
NFYB
Hs.84928
204.1
PP
272.85
PP


ENSG00000137420
NOL7
Hs.549161
1095.5
PP
1222.05
PP


ENSG00000149308
NPAT
Hs.171061
171.1
PP
140.65
PP


ENSG00000153234
NR4A2
Hs.165258
124.6
PP
242.85
PP


ENSG00000141447
OSBPL1A
Hs.370725
204.6
PP
211.75
PP


ENSG00000090060
PAPOLA
Hs.253726
307.4
PP
286
PP


ENSG00000157212
PAXIP1
Hs.443881
139.4
PP
130.7
PP


ENSG00000197111
PCBP2
Hs.546271
2032.3
PP
1761.15
PP


ENSG00000185619
PCGF3
Hs.144309
192.1
PP
237.55
PP


ENSG00000059758
PCTK2
Hs.506415
118.3
PP
220.9
PP


ENSG00000114209
PDCD10
Hs.478150
463.6
PP
560.4
PP


ENSG00000112511
PHF1
Hs.166204
903.7
PP
604.1
PP


ENSG00000166037
PIG8
Hs.101014
356.2
PP
374.1
PP


ENSG00000145675
PIK3R1
Hs.132225
249.1
PP
181
PP


ENSG00000171033
PKIA
Hs.433700
88.6
PP
131.05
PP


ENSG00000136040
PLXNC1
Hs.551522
354.6
PP
387.1
PP


ENSG00000100941
PNN
Hs.409965
839.5
PP
617.3
PP


ENSG00000113575
PPP2CA
Hs.483408
360
PP
370.4
PP


ENSG00000078304
PPP2R5C
Hs.368264
174.9
PP
165.25
PP


ENSG00000138814
PPP3CA
Hs.435512
122.5
PP
205
PP


ENSG00000107758
PPP3CB
Hs.500067
318.9
PP
241.25
PP


ENSG00000119414
PPP6C
Hs.495128
297.5
PP
557.55
PP


ENSG00000116731
PRDM2
Hs.371823
329.6
PP
175.6
PP


ENSG00000005249
PRKAR2B
Hs.433068
200.7
PP
237.75
PP


ENSG00000171862
PTEN
Hs.500466
353.7
PP
334.4
PP


ENSG00000112245
PTP4A1
Hs.227777
439.5
PP
431.2
PP


ENSG00000175354
PTPN2
Hs.123352
759.9
PP
273
PP


ENSG00000134644
PUM1
Hs.281707
378.4
PP
422.3
PP


ENSG00000185129
PURA
Hs.443121
149.5
PP
224.95
PP


ENSG00000130508
PXDN
Hs.332197
280.3
PP
114.7
PA


ENSG00000112531
QKI
Hs.510324
284.1
PP
564.45
PP


ENSG00000103769
RAB11A
Hs.321541
1087.7
PP
1020.15
PP


ENSG00000119396
RAB14
Hs.371563
140.5
PP
198.15
PP


ENSG00000111737
RAB35
Hs.524788
394.6
PP
431.2
PP


ENSG00000111540
RAB5B
Hs.77690
234.1
PP
216.45
PP


ENSG00000175582
RAB6A
Hs.503222
371.4
PP
365.75
PP


ENSG00000119318
RAD23B
Hs.521640
156.2
PP
211.05
PP


ENSG00000127314
RAP1B
Hs.369920
1093.1
PP
1537.75
PP


ENSG00000109756
RAPGEF2
Hs.113912
394.9
PP
551.95
PP


ENSG00000101265
RASSF2
Hs.379970
129.4
PP
203.9
PP


ENSG00000139687
RB1
Hs.408528
152.7
PP
153.35
PP


ENSG00000102054
RBBP7
Hs.495755
942.6
PP
1356.35
PP


ENSG00000103479
RBL2
Hs.513609
203.5
PP
188.25
PP


ENSG00000089902
RCOR1
Hs.510521
118.3
PP
144.05
PP


ENSG00000082996
RNF13
Hs.12333
230.9
PP
344.6
PP


ENSG00000063978
RNF4
Hs.66394
115.8
PP
325.65
PP


ENSG00000127870
RNF6
Hs.136885
74.1
PP
122.9
PP


ENSG00000043093
RP42
Hs.104613
236.5
PP
204.45
PP


ENSG00000117748
RPA2
Hs.79411
289.9
PP
378.45
PP


ENSG00000117676
RPS6KA1
Hs.149957
288.1
PP
176.7
PA


ENSG00000100784
RPS6KA5
Hs.510225
152.1
PP
132.75
PP


ENSG00000159216
RUNX1
Hs.149261
108.8
PP
211.2
PP


ENSG00000163602
RYBP
Hs.7910
398
PP
462.8
PP


ENSG00000079332
SARA1
Hs.499960
233.7
PP
442.85
PP


ENSG00000140497
SCAMP2
Hs.458917
411.8
PP
495
PP


ENSG00000137575
SDCBP
Hs.200804
934
PP
955.25
PP


ENSG00000120742
SERP1
Hs.518326
285.7
PP
343.4
PP


ENSG00000179833
SERTAD2
Hs.77293
498.4
PP
556.2
PP


ENSG00000119335
SET
Hs.436687
2967
PP
4307.1
PP


ENSG00000112081
SFRS3
Hs.405144
884.9
PP
923.3
PP


ENSG00000096717
SIRT1
Hs.369779
133.8
PP
124.9
PP


ENSG00000134294
SLC38A2
Hs.221847
634.3
PP
1026.55
PP


ENSG00000080493
SLC4A4
Hs.5462
124.5
PP
268.4
PP


ENSG00000080503
SMARCA2
Hs.298990
264.4
PP
201.3
PP


ENSG00000159140
SON
Hs.517262
408.8
PP
467.15
PP


ENSG00000137642
SORL1
Hs.368592
2264.1
PP
1084.65
PP


ENSG00000115904
SOS1
Hs.278733
144
PP
169.4
PP


ENSG00000196700
SOX18
Hs.8619
1264.6
PP
2674
PP


ENSG00000096063
SRPK1
Hs.443861
231.6
PP
200.5
PP


ENSG00000168610
STAT3
Hs.463059
401.7
PP
390.05
PP


ENSG00000112079
STK38
Hs.409578
365.8
PP
304.4
PP


ENSG00000132718
SYT11
Hs.32984
106.3
PP
102.95
PP


ENSG00000106052
TAX1BP1
Hs.34576
550
PP
486.2
PP


ENSG00000100207
TCF20
Hs.475018
251.3
PP
281.15
PP


ENSG00000152291
TGOLN2
Hs.14894
430.2
PP
542.8
PP


ENSG00000123066
THRAP2
Hs.159799
142.1
PP
396.2
PP


ENSG00000106829
TLE4
Hs.444213
309.2
PP
251.15
PP


ENSG00000106537
TM4SF13
Hs.364544
275.4
PP
526.45
PP


ENSG00000117289
TXNIP
Hs.533977
698.8
PP
1099.3
PP


ENSG00000119048
UBE2B
Hs.385986
335
PP
417.45
PP


ENSG00000170035
UBE2E3
Hs.470804
311.5
PP
258.25
PP


ENSG00000132388
UBE2G1
Hs.462035
272.5
PP
373.45
PP


ENSG00000198833
UBE2J1
Hs.163776
342.7
PP
357.2
PP


ENSG00000114062
UBE3A
Hs.22543
456.9
PP
470.75
PP


ENSG00000009335
UBE3C
Hs.118351
67.5
PP
175.9
PM


ENSG00000153560
UBP1
Hs.118041
280.2
PP
408.6
PP


ENSG00000170832
USP32
Hs.132868
120.2
PP
118.35
PP


ENSG00000173218
VANGL1
Hs.515130
73.8
PP
89.5
PA


ENSG00000144560
VGLL4
Hs.373959
299.7
PP
175.6
PP


ENSG00000122958
VPS26
Hs.499925
508.7
PP
610
PP


ENSG00000132716
WDR42A
Hs.492236
195.9
PP
233.1
PP


ENSG00000134308
YWHAQ
Hs.74405
922.3
PP
2337.65
PP


ENSG00000100811
YY1
Hs.388927
539.7
PP
740.2
PP


ENSG00000066422
ZBTB11
Hs.301956
137.1
PP
100.65
PP


ENSG00000152518
ZFP36L2
Hs.503093
4553.7
PP
5205.6
PP


ENSG00000015171
ZMYND11
Hs.292265
403.3
PP
784.1
PP


ENSG00000167635
ZNF146
Hs.301819
293.3
PP
396.15
PP


ENSG00000114514
ZNF148
Hs.380334
211.6
PP
226.65
PP


ENSG00000136451
ZNF161
Hs.463569
140.5
PP
193.4
PP


ENSG00000179456
ZNF238
Hs.69997
235.7
PP
241.8
PP


ENSG00000169155
ZNF297B
Hs.355581
115.9
PP
112.4
PA


ENSG00000169714
ZNF9
Hs.518249
1408.6
PP
1399.55
PP







let-7b













ENSG00000114770
ABCC5
Hs.368563
373.4
PP
322.1
PM


ENSG00000184009
ACTG1
Hs.514581
11731
PP
14874
PP


ENSG00000151320
AKAP6
Hs.509083
137.8
PP
117.05
PP


ENSG00000145020
AMT
Hs.102
345.8
PP
323.85
PM


ENSG00000062725
APPBP2
Hs.84084
106.4
PP
116.15
PA


ENSG00000175220
ARHGAP1
Hs.138860
594
PP
502.3
PP


ENSG00000116539
ASH1L
Hs.491060
244.1
PP
214.3
PA


ENSG00000171456
ASXL1
Hs.374043
275.6
PP
307.25
PP


ENSG00000082153
BZW1
Hs.355983
536.1
PP
794.1
PP


ENSG00000139746
C13orf10
Hs.131715
119.8
PP
178.7
PP


ENSG00000104327
CALB1
Hs.65425
79.6
PP
42.05
PA


ENSG00000131236
CAP1
Hs.370581
765.9
PP
691
PP


ENSG00000118971
CCND2
Hs.376071
1114.1
PP
1244.6
PP


ENSG00000112576
CCND3
Hs.534307
539.8
PP
402.15
PP


ENSG00000111642
CHD4
Hs.162233
299.5
PP
431.1
PP


ENSG00000100528
CNIH
Hs.294603
252.6
PP
391.7
PP


ENSG00000009307
CSDE1
Hs.69855
1494.1
PP
1637.9
PP


ENSG00000101266
CSNK2A1
Hs.446484
170.4
PP
261.4
PP


ENSG00000159692
CTBP1
Hs.208597
253.9
PP
309.4
PP


ENSG00000161202
DVL3
Hs.388116
134.8
PP
206.95
PP


ENSG00000092847
EIF2C1
Hs.22867
292.5
PP
296.95
PP


ENSG00000123908
EIF2C2
Hs.449415
150.2
PP
115.85
PP


ENSG00000104131
EIF3S1
Hs.404056
340.4
PP
365.05
PP


ENSG00000109381
ELF2
Hs.260903
150.8
PP
152.4
PP


ENSG00000102034
ELF4
Hs.271940
309.2
PP
202.7
PP


ENSG00000112146
FBXO9
Hs.216653
397
PP
447.8
PA


ENSG00000100442
FKBP3
Hs.509226
386.9
PP
438.15
PP


ENSG00000143641
GALNT2
Hs.300834
321.4
PP
333.55
PP


ENSG00000108588
GK001
Hs.202011
160.3
PP
198.45
PP


ENSG00000174021
GNG5
Hs.513557
683.5
PP
869.7
PP


ENSG00000103342
GSPT1
Hs.528780
356.7
PP
369.6
PP


ENSG00000152795
HNRPDL
Hs.527105
1931.8
PP
1802.05
PP


ENSG00000109083
IFT20
Hs.4187
322.8
PP
241.4
PP


ENSG00000171988
JMJD1C
Hs.413416
107
PP
198.85
PP


ENSG00000100097
LGALS1
Hs.445351
454.5
PP
244.1
PP


ENSG00000160789
LMNA
Hs.491359
309.3
PP
352.9
PP


ENSG00000111252
LNK
Hs.506784
230.1
PP
198.8
PP


ENSG00000054219
LY75
Hs.153563
126.4
PP
175.65
PP


ENSG00000011009
LYPLA2 ///
Hs.534075
585.5
PP
486
PP



LYPLA2P1 ///



LOC388499


ENSG00000166963
MAP1A
Hs.194301
433.9
PP
321.4
PM


ENSG00000075413
MARK3
Hs.35828
129.9
PP
75.05
PP


ENSG00000100330
MTMR3
Hs.474536
204.7
PP
287
PP


ENSG00000138386
NAB1
Hs.107474
187.9
PP
203.9
PP


ENSG00000187109
NAP1L1
Hs.524599
1185.6
PP
1531.65
PP


ENSG00000106459
NRF1
Hs.298069
157.5
PP
126.8
PA


ENSG00000102225
PCTK1
Hs.496068
135
PP
88.45
PA


ENSG00000184588
PDE4B
Hs.198072
234.1
PP
349.5
PP


ENSG00000136040
PLXNC1
Hs.551522
354.6
PP
387.1
PP


ENSG00000056687
RGL2
Hs.509622
340.5
PP
232.1
PA


ENSG00000101782
RIOK3
Hs.445511
276.1
PP
311.7
PP


ENSG00000151967
SCHIP1
Hs.134665
497
PP
417.95
PP


ENSG00000168758
SEMA4C
Hs.516220
186.7
PP
157.95
PP


ENSG00000102038
SMARCA1
Hs.152292
101.1
PP
72.95
PA


ENSG00000145335
SNCA
Hs.271771
337.6
PP
370.9
PP


ENSG00000109332
UBE2D3
Hs.472031
471.2
PP
635.4
PP


ENSG00000135655
USP15
Hs.434951
197.3
PP
160.35
PP


ENSG00000134215
VAV3
Hs.267659
615.4
PP
341.3
PP


ENSG00000073905
VDAC1
Hs.202085
175.6
PP
289.2
PP


ENSG00000122958
VPS26
Hs.499925
508.7
PP
610
PP


ENSG00000166913
YWHAB
Hs.279920
222.4
PP
288.75
PP


ENSG00000107372
ZA20D2
Hs.406096
967.2
PP
1262.9
PP







106













ENSG00000165029
ABCA1
Hs.429294
175.1
PP
156.5
PP


ENSG00000136518
ACTL6A
Hs.435326
84.2
PP
105.6
PP


ENSG00000170776
AKAP13
Hs.459211
192.3
PP
198.75
PA


ENSG00000142192
APP
Hs.434980
154.6
PP
154.1
PP


ENSG00000175220
ARHGAP1
Hs.138860
594
PP
502.3
PP


ENSG00000117713
ARID1A
Hs.468972
477.6
PP
444.8
PP


ENSG00000111875
ASF1A
Hs.292316
126.5
PP
114.6
PP


ENSG00000143153
ATP1B1
Hs.291196
132.4
PP
245.55
PP


ENSG00000095739
BAMBI
Hs.533336
207.8
PP
106.85
PP


ENSG00000029363
BCLAF1
Hs.486542
659.8
PP
1252.25
PP


ENSG00000119906
C10orf6
Hs.447458
154.8
PP
126.8
PP


ENSG00000163660
CCNL1
Hs.4859
1082.6
PP
1052.5
PP


ENSG00000082258
CCNT2
Hs.292754
114.4
PP
102.75
PP


ENSG00000143126
CELSR2
Hs.57652
215.4
PP
148.65
PP


ENSG00000162368
CMPK
Hs.11463
333.8
PP
336.55
PP


ENSG00000111596
CNOT2
Hs.133350
431.4
PP
399.2
PP


ENSG00000115944
COX7A2L
Hs.339639
1251.1
PP
1258.85
PP


ENSG00000167193
CRK
Hs.461896
114.9
PP
153.9
PP


ENSG00000108848
CROP
Hs.130293
2166.4
PP
1637.55
PP


ENSG00000103653
CSK
Hs.77793
348.1
PP
217.35
PA


ENSG00000102974
CTCF
Hs.368367
506.1
PP
535.55
PP


ENSG00000071626
DAZAP1
Hs.222510
49.7
PP
130.7
PA


ENSG00000108654
DDX5
Hs.279806
3052
PP
3508.95
PP


ENSG00000108406
DHX40
Hs.29403
233.3
PP
196.45
PP


ENSG00000128590
DNAJB9
Hs.6790
211.5
PP
433.55
PP


ENSG00000156508
EEF1A1
Hs.439552
40551
PP
40470.15
PA


ENSG00000120738
EGR1
Hs.326035
128.6
PP
290.15
PP


ENSG00000092847
EIF2C1
Hs.22867
292.5
PP
296.95
PP


ENSG00000107581
EIF3S10
Hs.523299
522.9
PP
586.55
PP


ENSG00000110321
EIF4G2
Hs.183684
2137
PP
2701.9
PP


ENSG00000111145
ELK3
Hs.46523
372.1
PP
280.75
PP


ENSG00000120616
EPC1
Hs.167805
148.9
PP
88.7
PA


ENSG00000182944
EWSR1
Hs.374477
389.7
PP
457.25
PP


ENSG00000106462
EZH2
Hs.444082
162.9
PP
216.25
PP


ENSG00000139146
FAM60A
Hs.505154
598.1
PP
788
PP


ENSG00000173120
FBXL11
Hs.124147
237
PP
192.5
PP


ENSG00000118564
FBXL5
Hs.479208
410.6
PP
319.15
PP


ENSG00000178974
FBXO34
Hs.525348
246.4
PP
254.15
PP


ENSG00000022267
FHL1
Hs.435369
5240
PP
3151.75
PP


ENSG00000150907
FOXO1A
Hs.370666
253.6
PP
140.95
PP


ENSG00000143641
GALNT2
Hs.300834
321.4
PP
333.55
PP


ENSG00000115806
GORASP2
Hs.431317
359.7
PP
304.85
PP


ENSG00000106070
GRB10
Hs.164060
550.7
PP
574.15
PP


ENSG00000112406
HECA
Hs.197644
352.2
PP
377.45
PP


ENSG00000100644
HIF1A
Hs.509554
866.5
PP
1037.1
PP


ENSG00000010818
HIVEP2
Hs.510172
149.6
PP
157.9
PP


ENSG00000137361
HLA-E
Hs.381008
1198.1
PP
595.4
PP


ENSG00000029993
HMGB3
Hs.19114
309
PP
460.6
PP


ENSG00000096746
HNRPH3
Hs.499891
408.7
PP
635.5
PP


ENSG00000153187
HNRPU
Hs.166463
470.3
PP
887.6
PP


ENSG00000067829
IDH3G
Hs.410197
249.2
PP
156.95
PA


ENSG00000168556
ING2
Hs.107153
177
PP
151.85
PP


ENSG00000116679
IVNS1ABP
Hs.497183
251.6
PP
288.25
PP


ENSG00000115548
JMJD1A
Hs.531819
264
PP
207.05
PP


ENSG00000102753
KPNA3
Hs.527919
250.8
PP
391.35
PP


ENSG00000068697
LAPTM4A
Hs.467807
1059.2
PP
1145.5
PP


ENSG00000121104
LOC81558
Hs.514308
3067.5
PP
1370.7
PP


ENSG00000163818
LZTFL1
Hs.30824
199
PP
253.95
PP


ENSG00000173327
MAP3K11
Hs.502872
355.1
PP
326.8
PP


ENSG00000135525
MAP7
Hs.486548
325.7
PP
390.1
PP


ENSG00000112062
MAPK14
Hs.485233
507.4
PP
486.3
PP


ENSG00000165406
8-Mar
Hs.499489
295.9
PP
295.85
PP


ENSG00000038274
MAT2B
Hs.54642
609.4
PP
461.9
PP


ENSG00000015479
MATR3
Hs.268939
252.4
PP
382.35
PP


ENSG00000152601
MBNL1
Hs.478000
294.4
PP
864.5
PP


ENSG00000081189
MEF2C
Hs.444409
426
PP
437.85
PP


ENSG00000133606
MKRN1
Hs.490347
392.7
PP
350.15
PP


ENSG00000100330
MTMR3
Hs.474536
204.7
PP
287
PP


ENSG00000005810
MYCBP2
Hs.151411
187
PP
643.55
PP


ENSG00000166579
NDEL1
Hs.372123
218.3
PP
187.2
PP


ENSG00000082641
NFE2L1
Hs.514284
735.5
PP
726.35
PP


ENSG00000120837
NFYB
Hs.84928
204.1
PP
272.85
PP


ENSG00000137420
NOL7
Hs.549161
1095.5
PP
1222.05
PP


ENSG00000153234
NR4A2
Hs.165258
124.6
PP
242.85
PP


ENSG00000124789
NUP153
Hs.121088
216.4
PP
291.8
PP


ENSG00000046651
OFD1
Hs.6483
1022.7
PP
692.15
PP


ENSG00000141447
OSBPL1A
Hs.370725
204.6
PP
211.75
PP


ENSG00000115421
PAPOLG
Hs.387471
153.2
PP
91.25
PP


ENSG00000157212
PAXIP1
Hs.443881
139.4
PP
130.7
PP


ENSG00000059758
PCTK2
Hs.506415
118.3
PP
220.9
PP


ENSG00000067057
PFKP
Hs.26010
317.5
PP
459
PP


ENSG00000025293
PHF20
Hs.517044
249.8
PP
173.65
PP


ENSG00000171033
PKIA
Hs.433700
88.6
PP
131.05
PP


ENSG00000136040
PLXNC1
Hs.551522
354.6
PP
387.1
PP


ENSG00000100941
PNN
Hs.409965
839.5
PP
617.3
PP


ENSG00000107758
PPP3CB
Hs.500067
318.9
PP
241.25
PP


ENSG00000154845
PPP4R1
Hs.464595
472.6
PP
378.85
PP


ENSG00000119414
PPP6C
Hs.495128
297.5
PP
557.55
PP


ENSG00000100519
PSMC6
Hs.156171
143.7
PP
216.4
PP


ENSG00000175354
PTPN2
Hs.123352
759.9
PP
273
PP


ENSG00000134644
PUM1
Hs.281707
378.4
PP
422.3
PP


ENSG00000185129
PURA
Hs.443121
149.5
PP
224.95
PP


ENSG00000130508
PXDN
Hs.332197
280.3
PP
114.7
PA


ENSG00000112531
QKI
Hs.510324
284.1
PP
564.45
PP


ENSG00000119396
RAB14
Hs.371563
140.5
PP
198.15
PP


ENSG00000111737
RAB35
Hs.524788
394.6
PP
431.2
PP


ENSG00000111540
RAB5B
Hs.77690
234.1
PP
216.45
PP


ENSG00000175582
RAB6A
Hs.503222
371.4
PP
365.75
PP


ENSG00000119318
RAD23B
Hs.521640
156.2
PP
211.05
PP


ENSG00000127314
RAP1B
Hs.369920
1093.1
PP
1537.75
PP


ENSG00000023287
RB1CC1
Hs.196102
95.2
PP
147.45
PP


ENSG00000122257
RBBP6
Hs.188553
131.2
PP
163.35
PP


ENSG00000102054
RBBP7
Hs.495755
942.6
PP
1356.35
PP


ENSG00000127870
RNF6
Hs.136885
74.1
PP
122.9
PP


ENSG00000167971
RNPS1
Hs.355643
1024.8
PP
1501.95
PP


ENSG00000100784
RPS6KA5
Hs.510225
152.1
PP
132.75
PP


ENSG00000148484
RSU1
Hs.524161
298.8
PP
294.55
PP


ENSG00000163602
RYBP
Hs.7910
398
PP
462.8
PP


ENSG00000079332
SARA1
Hs.499960
233.7
PP
442.85
PP


ENSG00000140497
SCAMP2
Hs.458917
411.8
PP
495
PP


ENSG00000168385
2-Sep
Hs.335057
952.7
PP
1251.1
PP


ENSG00000120742
SERP1
Hs.518326
285.7
PP
343.4
PP


ENSG00000179833
SERTAD2
Hs.77293
498.4
PP
556.2
PP


ENSG00000119335
SET
Hs.436687
2967
PP
4307.1
PP


ENSG00000116560
SFPQ
Hs.355934
306.9
PP
689
PP


ENSG00000115875
SFRS7
Hs.309090
378.7
PP
743.5
PP


ENSG00000096717
SIRT1
Hs.369779
133.8
PP
124.9
PP


ENSG00000113558
SKP1A
Hs.171626
657.2
PP
969.15
PP


ENSG00000059804
SLC2A3
Hs.419240
275.9
PP
351.5
PP


ENSG00000173473
SMARCC1
Hs.476179
487
PP
483.35
PP


ENSG00000159140
SON
Hs.517262
408.8
PP
467.15
PP


ENSG00000124766
SOX4
Hs.357901
2351.7
PP
2500.65
PP


ENSG00000008294
SPAG9
Hs.463439
180.3
PP
209.9
PP


ENSG00000168610
STAT3
Hs.463059
401.7
PP
390.05
PP


ENSG00000112079
STK38
Hs.409578
365.8
PP
304.4
PP


ENSG00000108264
TADA2L
Hs.500066
108
PP
97.9
PA


ENSG00000152291
TGOLN2
Hs.14894
430.2
PP
542.8
PP


ENSG00000106537
TM4SF13
Hs.364544
275.4
PP
526.45
PP


ENSG00000102804
TSC22D1
Hs.450972
1492.8
PP
2518.9
PP


ENSG00000150991
UBC
Hs.520348
2138.1
PP
2607.15
PP


ENSG00000119048
UBE2B
Hs.385986
335
PP
417.45
PP


ENSG00000114062
UBE3A
Hs.22543
456.9
PP
470.75
PP


ENSG00000114062
UBE3A
Hs.22543
126.2
PP
89.25
PP


ENSG00000135655
USP15
Hs.434951
197.3
PP
160.35
PP


ENSG00000173218
VANGL1
Hs.515130
73.8
PP
89.5
PA


ENSG00000132716
WDR42A
Hs.492236
195.9
PP
233.1
PP


ENSG00000166913
YWHAB
Hs.279920
222.4
PP
288.75
PP


ENSG00000015171
ZMYND11
Hs.292265
403.3
PP
784.1
PP


ENSG00000114514
ZNF148
Hs.380334
211.6
PP
226.65
PP


ENSG00000179456
ZNF238
Hs.69997
235.7
PP
241.8
PP


ENSG00000169714
ZNF9
Hs.518249
1408.6
PP
1399.55
PP







103













ENSG00000004455
AK2
Hs.470907
303.6
PP
498.6
PP


ENSG00000170776
AKAP13
Hs.459211
192.3
PP
198.75
PA


ENSG00000151320
AKAP6
Hs.509083
137.8
PP
117.05
PP


ENSG00000117020
AKT3
Hs.498292
246.4
PP
259.35
PP


ENSG00000142192
APP
Hs.434980
154.6
PP
154.1
PP


ENSG00000159388
BTG2
Hs.519162
588.2
PP
538.3
PP


ENSG00000135932
CAB39
Hs.471593
527.9
PP
637.3
PP


ENSG00000143126
CELSR2
Hs.57652
215.4
PP
148.65
PP


ENSG00000153922
CHD1
Hs.519474
89.4
PP
202.95
PP


ENSG00000111596
CNOT2
Hs.133350
431.4
PP
399.2
PP


ENSG00000129083
COPB
Hs.339278
686.7
PP
1188.55
PP


ENSG00000005339
CREBBP
Hs.459759
287.2
PP
239.6
PP


ENSG00000009307
CSDE1
Hs.69855
1494.1
PP
1637.9
PP


ENSG00000103653
CSK
Hs.77793
348.1
PP
217.35
PA


ENSG00000168036
CTNNB1
Hs.476018
343.5
PP
364.4
PP


ENSG00000149187
CUGBP1
Hs.530727
383
PP
596.3
PP


ENSG00000166266
CUL5
Hs.440320
285.8
PP
246.8
PP


ENSG00000100697
DICER1
Hs.87889
176.8
PP
186.3
PP


ENSG00000117505
DR1
Hs.348418
117.2
PP
188.65
PP


ENSG00000104517
EDD1
Hs.492445
254.6
PP
227.15
PP


ENSG00000092847
EIF2C1
Hs.22867
292.5
PP
296.95
PP


ENSG00000063046
EIF4B
Hs.512629
519.2
PP
743.85
PP


ENSG00000100664
EIF5
Hs.433702
96.4
PP
55.8
PA


ENSG00000155849
ELMO1
Hs.304578
367.9
PP
339.8
PP


ENSG00000120616
EPC1
Hs.167805
148.9
PP
88.7
PA


ENSG00000120699
EXOSC8
Hs.294041
196.9
PP
283.25
PA


ENSG00000139146
FAM60A
Hs.505154
598.1
PP
788
PP


ENSG00000132589
FLOT2
Hs.514038
393.4
PP
355.45
PP


ENSG00000104064
GABPB2
Hs.546852
129.3
PP
183.75
PM


ENSG00000100083
GGA1
Hs.499158
669.4
PP
749.65
PP


ENSG00000113384
GOLPH3
Hs.408909
585.8
PP
782.9
PP


ENSG00000029993
HMGB3
Hs.19114
309
PP
460.6
PP


ENSG00000122566
HNRPA2B1
Hs.487774
1802.2
PP
2268.3
PP


ENSG00000152795
HNRPDL
Hs.527105
1931.8
PP
1802.05
PP


ENSG00000169045
HNRPH1
Hs.202166
1986.4
PP
2132.6
PP


ENSG00000126945
HNRPH2
Hs.278857
189.2
PP
158.45
PP


ENSG00000096746
HNRPH3
Hs.499891
408.7
PP
635.5
PP


ENSG00000165119
HNRPK
Hs.449171
761
PP
1269.35
PP


ENSG00000104824
HNRPL
Hs.446623
1060.2
PP
889.7
PP


ENSG00000125944
HNRPR
Hs.373763
839.4
PP
980.1
PP


ENSG00000153187
HNRPU
Hs.166463
470.3
PP
887.6
PP


ENSG00000120087
HOXB7
Hs.436181
110.1
PP
108.7
PP


ENSG00000173744
HRB
Hs.443507
202.6
PP
405.7
PP


ENSG00000078596
ITM2A
Hs.17109
325.6
PP
367.7
PP


ENSG00000116679
IVNS1ABP
Hs.497183
251.6
PP
288.25
PP


ENSG00000136826
KLF4
Hs.376206
536.5
PP
1193.7
PP


ENSG00000166963
MAP1A
Hs.194301
433.9
PP
321.4
PM


ENSG00000175130
MARCKSL1
Hs.75061
314.8
PP
265.6
PP


ENSG00000152601
MBNL1
Hs.478000
294.4
PP
864.5
PP


ENSG00000081189
MEF2C
Hs.444409
426
PP
437.85
PP


ENSG00000125445
MRPS7
Hs.71787
381.8
PP
338.3
PA


ENSG00000147649
MTDH
Hs.377155
258.6
PP
329.8
PP


ENSG00000108389
MTMR4
Hs.514373
330.7
PP
407.2
PP


ENSG00000170873
MTSS1
Hs.336994
152.7
PP
194.6
PP


ENSG00000005810
MYCBP2
Hs.151411
187
PP
643.55
PP


ENSG00000102921
N4BP1
Hs.511839
682.3
PP
668.7
PP


ENSG00000149308
NPAT
Hs.171061
171.1
PP
140.65
PP


ENSG00000169564
PCBP1
Hs.2853
1587.4
PP
1289.35
PP


ENSG00000056661
PCGF2
Hs.371617
231.6
PP
160.8
PP


ENSG00000114209
PDCD10
Hs.478150
463.6
PP
560.4
PP


ENSG00000145675
PIK3R1
Hs.132225
249.1
PP
181
PP


ENSG00000102024
PLS3
Hs.496622
74.1
PP
110.95
PP


ENSG00000119414
PPP6C
Hs.495128
297.5
PP
557.55
PP


ENSG00000110958
PTGES3
Hs.50425
1018.1
PP
1526.7
PP


ENSG00000055917
PUM2
Hs.467824
238.6
PP
313.25
PP


ENSG00000102054
RBBP7
Hs.495755
942.6
PP
1356.35
PP


ENSG00000144580
RQCD1
Hs.148767
284.7
PP
361.25
PP


ENSG00000159216
RUNX1
Hs.149261
108.8
PP
211.2
PP


ENSG00000085365
SCAMP1
Hs.482587
373.6
PP
392.9
PP


ENSG00000151967
SCHIP1
Hs.134665
497
PP
417.95
PP


ENSG00000137575
SDCBP
Hs.200804
934
PP
955.25
PP


ENSG00000156642
SDFR1
Hs.187866
169.4
PP
193.05
PP


ENSG00000179833
SERTAD2
Hs.77293
498.4
PP
556.2
PP


ENSG00000119335
SET
Hs.436687
2967
PP
4307.1
PP


ENSG00000136527
SFRS10
Hs.533122
673.5
PP
894.8
PP


ENSG00000153914
SFRS12
Hs.519347
258
PP
229.6
PP


ENSG00000072501
SMC1L1
Hs.211602
137.5
PP
329.1
PP


ENSG00000163788
SNRK
Hs.476052
320.6
PP
436.65
PP


ENSG00000114520
SNX4
Hs.507243
125.1
PP
245.1
PP


ENSG00000137642
SORL1
Hs.368592
2264.1
PP
1084.65
PP


ENSG00000091640
SPAG7
Hs.90436
900.7
PP
517.9
PP


ENSG00000116649
SRM
Hs.76244
374.8
PP
439.2
PA


ENSG00000178691
SUZ12
Hs.462732
602.2
PP
633.3
PP


ENSG00000120948
TARDBP
Hs.300624
735
PP
992.75
PP


ENSG00000028839
TBPL1
Hs.486507
170.1
PP
187.95
PP


ENSG00000154582
TCEB1
Hs.546305
511.7
PP
636
PP


ENSG00000165169
TCTE1L
Hs.446392
323
PP
369.75
PP


ENSG00000101337
TM9SF4
Hs.529360
129.2
PP
121.3
PP


ENSG00000076554
TPD52
Hs.368433
144.2
PP
223.7
PP


ENSG00000166340
TPP1
Hs.523454
200.3
PP
229.1
PP


ENSG00000143367
TUFT1
Hs.489922
173.6
PP
135.35
PP


ENSG00000131508
UBE2D2
Hs.108332
400.1
PP
512.05
PP


ENSG00000109332
UBE2D3
Hs.472031
471.2
PP
635.4
PP


ENSG00000170035
UBE2E3
Hs.470804
311.5
PP
258.25
PP


ENSG00000132388
UBE2G1
Hs.462035
272.5
PP
373.45
PP


ENSG00000160714
UBE2Q
Hs.516587
457.1
PP
377.95
PP


ENSG00000153560
UBP1
Hs.118041
280.2
PP
408.6
PP


ENSG00000100242
UNC84B
Hs.517622
560.7
PP
333.25
PP


ENSG90000101557
USP14
Hs.464416
542.5
PP
836.8
PP


ENSG00000135655
USP15
Hs.434951
197.3
PP
160.35
PP


ENSG00000108828
VAT1
Hs.514199
649.7
PP
585.4
PP


ENSG00000035403
VCL
Hs.500101
332.1
PP
541.1
PP


ENSG00000073905
VDAC1
Hs.202085
175.6
PP
289.2
PP


ENSG00000100568
VTI1B
Hs.144868
361.4
PP
272.7
PP


ENSG00000152518
ZFP36L2
Hs.503093
4553.7
PP
5205.6
PP


ENSG00000010244
ZNF207
Hs.500775
918.9
PP
742.3
PP


ENSG00000179456
ZNF238
Hs.69997
235.7
PP
241.8
PP







30b













ENSG00000151726
ACSL1
Hs.406678
180.6
PP
193.15
PP


ENSG00000136518
ACTL6A
Hs.435326
84.2
PP
105.6
PP


ENSG00000072110
ACTN1
Hs.509765
212.8
PP
362.35
PP


ENSG00000129675
ARHGEF6
Hs.522795
1207.5
PP
815.1
PP


ENSG00000117713
ARID1A
Hs.468972
477.6
PP
444.8
PP


ENSG00000155096
AZIN1
Hs.459106
551.2
PP
619.2
PP


ENSG00000119866
BCL11A
Hs.370549
363.1
PP
387.8
PP


ENSG00000139746
C13orf10
Hs.131715
119.8
PP
178.7
PP


ENSG00000101084
C20orf24
Hs.184062
878.9
PP
1348.2
PP


ENSG00000153113
CAST
Hs.440961
301.7
PP
461.25
PP


ENSG00000143126
CELSR2
Hs.57652
215.4
PP
148.65
PP


ENSG00000060138
CSDA
Hs.221889
969.1
PP
2074.95
PP


ENSG00000103653
CSK
Hs.77793
348.1
PP
217.35
PA


ENSG00000175215
CTDSP2
Hs.524530
1247.3
PP
976.35
PP


ENSG00000168209
DDIT4
Hs.523012
736.8
PP
535.85
PP


ENSG00000132153
DHX30
Hs.517948
209.5
PP
193.5
PP


ENSG00000092964
DPYSL2
Hs.173381
505.1
PP
495.1
PP


ENSG00000142634
EFHD2
Hs.465374
292.3
PP
242.65
PA


ENSG00000120616
EPC1
Hs.167805
148.9
PP
88.7
PA


ENSG00000157554
ERG
Hs.473819
369.4
PP
298.05
PP


ENSG00000120705
ETF1
Hs.483494
253.8
PP
461.55
PP


ENSG00000166147
FBN1
Hs.146447
195.2
PP
178.7
PP


ENSG00000178974
FBXO34
Hs.525348
246.4
PP
254.15
PP


ENSG00000109586
GALNT7
Hs.127407
97.2
PP
153.95
PP


ENSG00000001084
GCLC
Hs.271264
227.6
PP
219.2
PP


ENSG00000152795
HNRPDL
Hs.527105
1931.8
PP
1802.05
PA


ENSG00000096746
HNRPH3
Hs.499891
408.7
PP
635.5
PP


ENSG00000099783
HNRPM
Hs.465808
968.5
PP
880.2
PP


ENSG00000153807
HOXA10
Hs.110637
161.3
PP
200.7
PA


ENSG00000078399
HOXA9
Hs.127428
739.2
PP
674
PP


ENSG00000120694
HSPH1
Hs.36927
133.6
PP
614
PP


ENSG00000136478
HT008
Hs.175414
443.2
PP
336.2
PP


ENSG00000102753
KPNA3
Hs.527919
250.8
PP
391.35
PP


ENSG00000065548
LEREPO4
Hs.368598
265.5
PP
402.5
PP


ENSG00000161021
MAML1
Hs.484349
331.3
PP
280.35
PP


ENSG00000166974
MAPRE2
Hs.532824
857.4
PP
715.5
PP


ENSG00000168906
MAT2A
Hs.516157
1011.4
PP
738.6
PP


ENSG00000089693
MLF2
Hs.524214
247.5
PP
196.75
PP


ENSG00000147649
MTDH
Hs.377155
258.6
PP
329.8
PP


ENSG00000005810
MYCBP2
Hs.151411
187
PP
643.55
PP


ENSG00000166579
NDEL1
Hs.372123
218.3
PP
187.2
PP


ENSG00000120837
NFYB
Hs.84928
204.1
PP
272.85
PP


ENSG00000153234
NR4A2
Hs.165258
124.6
PP
242.85
PP


ENSG00000134644
PUM1
Hs.281707
378.4
PP
422.3
PP


ENSG00000112531
QKI
Hs.510324
284.1
PP
564.45
PP


ENSG00000048991
R3HDM
Hs.412462
217.6
PP
376.75
PP


ENSG00000138069
RAB1A
Hs.310645
70.8
PP
109.75
PM


ENSG00000119318
RAD23B
Hs.521640
156.2
PP
211.05
PP


ENSG00000127314
RAP1B
Hs.369920
1093.1
PP
1537.75
PP


ENSG00000145715
RASA1
Hs.553501
138.8
PP
103.6
PP


ENSG00000125976
RBM12

321.1
PP
313.35
PP


ENSG00000106615
RHEB
Hs.283521
943.5
PP
1172.5
PP


ENSG00000123091
RNF11
Hs.309641
125.3
PP
161.5
PP


ENSG00000153574
RPIA
Hs.469264
170.1
PP
372.1
PP


ENSG00000182568
SATB1
Hs.517717
829.9
PP
652.05
PP


ENSG00000085365
SCAMP1
Hs.482587
373.6
PP
392.9
PP


ENSG00000121542
SEC22L2
Hs.477361
96.7
PP
82.45
PA


ENSG00000122545
7-Sep
Hs.191346
815
PP
1146.5
PP


ENSG00000115524
SF3B1
Hs.471011
2127.6
PP
2173.9
PP


ENSG00000161547
SFRS2
Hs.73965
3723.5
PP
4390.4
PP


ENSG00000059804
SLC2A3
Hs.419240
275.9
PP
351.5
PP


ENSG00000112305
SMAP1
Hs.485717
205.2
PP
129.15
PP


ENSG00000114520
SNX4
Hs.507243
125.1
PP
245.1
PP


ENSG00000124766
SOX4
Hs.357901
2351.7
PP
2500.65
PP


ENSG00000095480
SPFH1
Hs.150087
646.4
PP
689.15
PP


ENSG00000101972
STAG2
Hs.496710
392
PP
375.2
PP


ENSG00000178691
SUZ12
Hs.462732
602.2
PP
633.3
PP


ENSG00000028839
TBPL1
Hs.486507
170.1
PP
187.95
PP


ENSG00000072274
TFRC
Hs.529618
1858.2
PP
2010.55
PP


ENSG00000170348
TMP21
Hs.74137
293.5
PP
280.3
PA


ENSG00000157514
TSC22D3
Hs.522074
1752.5
PP
2189.45
PP


ENSG00000063244
U2AF2
Hs.528007
191
PP
227.15
PP


ENSG00000103275
UBE2I
Hs.302903
452.9
PP
427.25
PP


ENSG00000118900
UBN1
Hs.440219
138.4
PP
302.15
PP


ENSG00000024048
UBR2
Hs.529925
151.4
PP
183.45
PP


ENSG00000135655
USP15
Hs.434951
197.3
PP
160.35
PP


ENSG00000165280
VCP
Hs.529782
278.5
PP
240.85
PP


ENSG00000086666
ZA20D3
Hs.306329
735.1
PP
517.75
PP


ENSG00000152518
ZFP36L2
Hs.503093
4553.7
PP
5205.6
PP







107













ENSG00000184009
ACTG1
Hs.514581
11731
PP
14874
PP


ENSG00000137845
ADAM10
Hs.172028
221.1
PP
315.55
PP


ENSG00000004455
AK2
Hs.470907
303.6
PP
498.6
PP


ENSG00000170776
AKAP13
Hs.459211
192.3
PP
198.75
PA


ENSG00000117020
AKT3
Hs.498292
246.4
PP
259.35
PP


ENSG00000177879
AP3S1
Hs.406191
647.6
PP
1020.05
PP


ENSG00000142192
APP
Hs.434980
154.6
PP
154.1
PP


ENSG00000134108
ARL10C
Hs.250009
578.1
PP
591.95
PP


ENSG00000136950
ARPC5L
Hs.132499
512.3
PP
577.15
PP


ENSG00000174437
ATP2A2
Hs.506759
203.5
PP
255.4
PP


ENSG00000119866
BCL11A
Hs.370549
363.1
PP
387.8
PP


ENSG00000171791
BCL2
Hs.150749
151.5
PP
134.45
PP


ENSG00000160058
BSDC1
Hs.353454
304.8
PP
151.9
PP


ENSG00000159388
BTG2
Hs.519162
588.2
PP
538.3
PP


ENSG00000168175
C14orf32
Hs.437831
559.3
PP
1440.6
PP


ENSG00000132424
C6orf111
Hs.520287
674.8
PP
743.75
PP


ENSG00000135932
CAB39
Hs.471593
527.9
PP
637.3
PP


ENSG00000198898
CAPZA2
Hs.446123
100.3
PP
305.35
PP


ENSG00000142453
CARM1
Hs.371416
141.6
PP
105.7
PA


ENSG00000118971
CCND2
Hs.376071
1114.1
PP
1244.6
PP


ENSG00000082258
CCNT2
Hs.292754
114.4
PP
102.75
PP


ENSG00000135535
CD164
Hs.520313
2274.9
PP
2265.25
PP


ENSG00000143126
CELSR2
Hs.57652
215.4
PP
148.65
PP


ENSG00000172757
CFL1
Hs.170622
1674.1
PP
3264.25
PP


ENSG00000111596
CNOT2
Hs.133350
431.4
PP
399.2
PP


ENSG00000129083
COPB
Hs.339278
686.7
PP
1188.55
PA


ENSG00000166200
COPS2
Hs.369614
521.2
PP
700.65
PP


ENSG00000005339
CREBBP
Hs.459759
287.2
PP
239.6
PP


ENSG00000099942
CRKL
Hs.5613
126.4
PP
192.1
PP


ENSG00000009307
CSDE1
Hs.69855
1494.1
PP
1637.9
PP


ENSG00000133275
CSNK1G2
Hs.181390
529.8
PP
410.25
PA


ENSG00000198561
CTNND1
Hs.166011
160.6
PP
172.65
PM


ENSG00000149187
CUGBP1
Hs.530727
383
PP
596.3
PP


ENSG00000048740
CUGBP2
Hs.309288
159.6
PP
334.5
PP


ENSG00000166266
CUL5
Hs.440320
285.8
PP
246.8
PP


ENSG00000085788
DDHD2
Hs.434966
351.3
PP
262.9
PP


ENSG00000124487
DDX3X
Hs.380774
769.8
PP
1229
PP


ENSG00000139726
DENR
Hs.22393
903
PP
1016.2
PP


ENSG00000100697
DICER1
Hs.87889
176.8
PP
186.3
PP


ENSG00000151208
DLG5
Hs.500245
73.1
PP
90.5
PP


ENSG00000117505
DR1
Hs.348418
117.2
PP
188.65
PP


ENSG00000112242
E2F3
Hs.269408
295.6
PP
585.95
PP


ENSG00000104517
EDD1
Hs.492445
254.6
PP
227.15
PP


ENSG00000092847
EIF2C1
Hs.22867
292.5
PP
296.95
PP


ENSG00000063046
EIF4B
Hs.512629
519.2
PP
743.85
PP


ENSG00000110321
EIF4G2
Hs.183684
2137
PP
2701.9
PP


ENSG00000100664
EIF5
Hs.433702
96.4
PP
55.8
PA


ENSG00000155849
ELMO1
Hs.304578
367.9
PP
339.8
PP


ENSG00000120616
EPC1
Hs.167805
148.9
PP
88.7
PA


ENSG00000120705
ETF1
Hs.483494
253.8
PP
461.55
PP


ENSG00000120699
EXOSC8
Hs.294041
196.9
PP
283.25
PP


ENSG00000139146
FAM60A
Hs.505154
598.1
PP
788
PP


ENSG00000168137
FLJ10707
Hs.288164
452.5
PP
256.1
PM


ENSG00000132589
FLOT2
Hs.514038
393.4
PP
355.45
PP


ENSG00000125740
FOSB
Hs.75678
1751.3
PP
3599.55
PP


ENSG00000138757
G3BP2
Hs.303676
242.8
PP
428.55
PP


ENSG00000109586
GALNT7
Hs.127407
97.2
PP
153.95
PP


ENSG00000135677
GNS
Hs.334534
261.1
PP
248.15
PP


ENSG00000147533
GOLGA7
Hs.7953
669.8
PP
592.25
PP


ENSG00000113384
GOLPH3
Hs.408909
585.8
PP
782.9
PP


ENSG00000091527
H41
Hs.518265
735.1
PP
1129.65
PP


ENSG00000180353
HCLS1
Hs.14601
464.2
PP
503.05
PP


ENSG00000128731
HERC2
Hs.434890
257.7
PP
239.3
PP


ENSG00000122566
HNRPA2B1
Hs.487774
1802.2
PP
2268.3
PP


ENSG00000169045
HNRPH1
Hs.202166
1986.4
PP
2132.6
PP


ENSG00000126945
HNRPH2
Hs.278857
189.2
PP
158.45
PP


ENSG00000096746
HNRPH3
Hs.499891
408.7
PP
635.5
PP


ENSG00000104824
HNRPL
Hs.446623
1060.2
PP
889.7
PP


ENSG00000125944
HNRPR
Hs.373763
839.4
PP
980.1
PP


ENSG00000153187
HNRPU
Hs.166463
470.3
PP
887.6
PP


ENSG00000153807
HOXA10
Hs.110637
161.3
PP
200.7
PA


ENSG00000120075
HOXB5
Hs.149548
322
PP
238.15
PP


ENSG00000120087
HOXB7
Hs.436181
110.1
PP
108.7
PP


ENSG00000173744
HRB
Hs.443507
202.6
PP
405.7
PP


ENSG00000164164
HSHIN1
Hs.270851
303.1
PP
312.65
PP


ENSG00000086758
HUWE1
Hs.136905
535.9
PP
503.6
PP


ENSG00000171105
INSR
Hs.465744
247.7
PP
292.45
PP


ENSG00000078596
ITM2A
Hs.17109
325.6
PP
367.7
PP


ENSG00000116679
IVNS1ABP
Hs.497183
251.6
PP
288.25
PP


ENSG00000170852
KBTBD2
Hs.372541
412.2
PP
381.65
PP


ENSG00000176407
KCMF1
Hs.345694
751.2
PP
938.3
PP


ENSG00000145725
KIAA0433
Hs.212046
164.5
PP
186.45
PP


ENSG00000136826
KLF4
Hs.376206
536.5
PP
1193.7
PP


ENSG00000114030
KPNA1
Hs.161008
121.8
PP
91.95
PP


ENSG00000102753
KPNA3
Hs.527919
250.8
PP
391.35
PP


ENSG00000111885
MAN1A1
Hs.102788
309.1
PP
151
PP


ENSG00000166963
MAP1A
Hs.194301
433.9
PP
321.4
PM


ENSG00000135341
MAP3K7
Hs.485968
180.7
PP
202.05
PP


ENSG00000055208
MAP3K7IP2
Hs.269775
219.1
PP
142.8
PP


ENSG00000135525
MAP7
Hs.486548
325.7
PP
390.1
PP


ENSG00000175130
MARCKSL1
Hs.75061
314.8
PP
265.6
PP


ENSG00000152601
MBNL1
Hs.478000
294.4
PP
864.5
PP


ENSG00000081189
MEF2C
Hs.444409
426
PP
437.85
PP


ENSG00000198408
MGEA5
Hs.500842
363.7
PP
363.05
PP


ENSG00000171843
MLLT3
Hs.493585
405.3
PP
334.5
PP


ENSG00000123562
MORF4L2
Hs.326387
2189.8
PP
2626.1
PP


ENSG00000185608
MRPL40
Hs.431307
258.6
PP
272.55
PA


ENSG00000125445
MRPS7
Hs.71787
381.8
PP
338.3
PA


ENSG00000108389
MTMR4
Hs.514373
330.7
PP
407.2
PP


ENSG00000170873
MTSS1
Hs.336994
152.7
PP
194.6
PP


ENSG00000005810
MYCBP2
Hs.151411
187
PP
643.55
PP


ENSG00000102921
N4BP1
Hs.511839
682.3
PP
668.7
PP


ENSG00000082641
NFE2L1
Hs.514284
735.5
PP
726.35
PP


ENSG00000164190
NIPBL
Hs.481927
165.1
PP
145.15
PP


ENSG00000149308
NPAT
Hs.171061
171.1
PP
140.65
PP


ENSG00000180530
NRIP1
Hs.155017
842
PP
914.85
PP


ENSG00000147162
OGT
Hs.405410
165.1
PP
183.6
PP


ENSG00000142864
PAI-RBP1
Hs.530412
337.8
PP
662.45
PP


ENSG00000157654
PALM2-AKAP2
Hs.259461
181.4
PP
163.75
PP


ENSG00000169564
PCBP1
Hs.2853
1587.4
PP
1289.35
PP


ENSG00000056661
PCGF2
Hs.371617
231.6
PP
160.8
PP


ENSG00000120265
PCMT1
Hs.279257
488.1
PP
649.4
PP


ENSG00000059758
PCTK2
Hs.506415
118.3
PP
220.9
PP


ENSG00000114209
PDCD10
Hs.478150
463.6
PP
560.4
PP


ENSG00000150593
PDCD4
Hs.232543
174.3
PP
122.55
PP


ENSG00000143870
PDIA6
Hs.212102
357.6
PP
852.3
PP


ENSG00000025293
PHF20
Hs.517044
249.8
PP
173.65
PP


ENSG00000145675
PIK3R1
Hs.132225
249.1
PP
181
PP


ENSG00000137193
PIM1
Hs.81170
1021.7
PP
801.85
PP


ENSG00000102024
PLS3
Hs.496622
74.1
PP
110.95
PP


ENSG00000100941
PNN
Hs.409965
839.5
PP
617.3
PP


ENSG00000100614
PPM1A
Hs.130036
197.3
PP
259.8
PP


ENSG00000078304
PPP2R5C
Hs.368264
174.9
PP
165.25
PP


ENSG00000138814
PPP3CA
Hs.435512
122.5
PP
205
PP


ENSG00000119414
PPP6C
Hs.495128
297.5
PP
557.55
PP


ENSG00000110851
PRDM4
Hs.506655
188.6
PP
183.55
PP


ENSG00000122862
PRG1
Hs.1908
802.8
PP
1516.65
PP


ENSG00000101040
PRKCBP1
Hs.446240
305.9
PP
329.55
PP


ENSG00000110958
PTGES3
Hs.50425
1018.1
PP
1526.7
PP


ENSG00000055917
PUM2
Hs.467824
238.6
PP
313.25
PP


ENSG00000185129
PURA
Hs.443121
149.5
PP
224.95
PP


ENSG00000112531
QKI
Hs.510324
284.1
PP
564.45
PP


ENSG00000111737
RAB35
Hs.524788
394.6
PP
431.2
PP


ENSG00000077092
RARB
Hs.436538
111.5
PP
156.85
PP


ENSG00000122257
RBBP6
Hs.188553
131.2
PP
163.35
PP


ENSG00000102054
RBBP7
Hs.495755
942.6
PP
1356.35
PP


ENSG00000197676
RBM16
Hs.227602
193.8
PP
274
PP


ENSG00000153250
RBMS1
Hs.470412
144.9
PP
216.05
PP


ENSG00000137075
RNF38
Hs.333503
322.6
PP
227.7
PP


ENSG00000043093
RP42
Hs.104613
236.5
PP
204.45
PP


ENSG00000144713
RPL32
Hs.265174
21137
PP
15449.05
PP


ENSG00000100784
RPS6KA5
Hs.510225
152.1
PP
132.75
PP


ENSG00000144580
RQCD1
Hs.148767
284.7
PP
361.25
PP


ENSG00000137815
RTF1
Hs.511096
194.3
PP
256.85
PP


ENSG00000159216
RUNX1
Hs.149261
108.8
PP
211.2
PP


ENSG00000163602
RYBP
Hs.7910
398
PP
462.8
PP


ENSG00000160633
SAFB
Hs.23978
376.8
PP
261.35
PP


ENSG00000085365
SCAMP1
Hs.482587
373.6
PP
392.9
PP


ENSG00000121892
SCC-112
Hs.331431
220.4
PP
258.2
PP


ENSG00000151967
SCHIP1
Hs.134665
497
PP
417.95
PP


ENSG00000137575
SDCBP
Hs.200804
934
PP
955.25
PP


ENSG00000156642
SDFR1
Hs.187866
169.4
PP
193.05
PP


ENSG00000138802
SEC24B
Hs.292472
221.9
PP
223.3
PP


ENSG00000125354
6-Sep
Hs.496666
335.7
PP
310.55
PP


ENSG00000179833
SERTAD2
Hs.77293
498.4
PP
556.2
PP


ENSG00000080546
SESN1
Hs.59554
235
PP
276.4
PP


ENSG00000119335
SET
Hs.436687
2967
PP
4307.1
PP


ENSG00000136527
SFRS10
Hs.533122
673.5
PP
894.8
PP


ENSG00000161547
SFRS2
Hs.73965
3723.5
PP
4390.4
PP


ENSG00000112081
SFRS3
Hs.405144
884.9
PP
923.3
PP


ENSG00000100650
SFRS5
Hs.166975
4459.7
PP
3466.15
PP


ENSG00000080493
SLC4A4
Hs.5462
124.5
PP
268.4
PP


ENSG00000073584
SMARCE1
Hs.463010
487.1
PP
524.6
PP


ENSG00000163788
SNRK
Hs.476052
320.6
PP
436.65
PP


ENSG00000114520
SNX4
Hs.507243
125.1
PP
245.1
PP


ENSG00000091640
SPAG7
Hs.90436
900.7
PP
517.9
PP


ENSG00000090054
SPTLC1
Hs.90458
251.2
PP
312.95
PP


ENSG00000116649
SRM
Hs.76244
374.8
PP
439.2
PA


ENSG00000178691
SUZ12
Hs.462732
602.2
PP
633.3
PP


ENSG00000135090
TAOK3

518.8
PP
394
PP


ENSG00000120948
TARDBP
Hs.300624
735
PP
992.75
PP


ENSG00000028839
TBPL1
Hs.486507
170.1
PP
187.95
PP


ENSG00000154582
TCEB1
Hs.546305
511.7
PP
636
PP


ENSG00000165169
TCTE1L
Hs.446392
323
PP
369.75
PP


ENSG00000198586
TLK1
Hs.470586
150.2
PP
117.65
PP


ENSG00000198561
TMX2
Hs.279861
484.9
PP
411
PP


ENSG00000076554
TPD52
Hs.368433
144.2
PP
223.7
PP


ENSG00000166340
TPP1
Hs.523454
200.3
PP
229.1
PP


ENSG00000067167
TRAM1
Hs.491988
573.3
PP
894.4
PP


ENSG00000166326
TRIM44
Hs.192103
340.6
PP
375.85
PP


ENSG00000157514
TSC22D3
Hs.522074
1752.5
PP
2189.45
PP


ENSG00000143367
TUFT1
Hs.489922
173.6
PP
135.35
PP


ENSG00000077721
UBE2A
Hs.379466
299.1
PP
400.85
PP


ENSG00000131508
UBE2D2
Hs.108332
400.1
PP
512.05
PP


ENSG00000109332
UBE2D3
Hs.472031
471.2
PP
635.4
PP


ENSG00000170035
UBE2E3
Hs.470804
311.5
PP
258.25
PP


ENSG00000160714
UBE2Q
Hs.516587
457.1
PP
377.95
PP


ENSG00000124208
UBE2V1 /// Kua-
Hs.420529
504.3
PP
320.6
PP



UEV


ENSG00000130939
UBE4B
Hs.386404
291.8
PP
387.95
PP


ENSG00000153560
UBP1
Hs.118041
280.2
PP
408.6
PP


ENSG00000100242
UNC84B
Hs.517622
560.7
PP
333.25
PP


ENSG00000101557
USP14
Hs.464416
542.5
PP
836.8
PP


ENSG00000135655
USP15
Hs.434951
197.3
PP
160.35
PP


ENSG00000117533
VAMP4
Hs.6651
271.8
PP
299.3
PP


ENSG00000108828
VAT1
Hs.514199
649.7
PP
585.4
PP


ENSG00000035403
VCL
Hs.500101
332.1
PP
541.1
PP


ENSG00000069329
VPS35
Hs.447547
705.1
PP
966.5
PP


ENSG00000100568
VTI1B
Hs.144868
361.4
PP
272.7
PP


ENSG00000084463
WBP11
Hs.524281
245.3
PP
325.4
PP


ENSG00000085433
WDR47
Hs.546347
90.4
PP
116.6
PP


ENSG00000109685
WHSC1
Hs.113876
239.5
PP
283.1
PP


ENSG00000157954
WIPI-2
Hs.122363
680.5
PP
572.7
PP


ENSG00000157954
WIPI-2
Hs.122363
265.4
PP
363.1
PP


ENSG00000083896
YT521
Hs.175955
318.2
PP
505.9
PP


ENSG00000128245
YWHAH
Hs.226755
195
PP
195.4
PP


ENSG00000134308
YWHAQ
Hs.74405
922.3
PP
2337.65
PP


ENSG00000152518
ZFP36L2
Hs.503093
4553.7
PP
5205.6
PP


ENSG00000010244
ZNF207
Hs.500775
918.9
PP
742.3
PP


ENSG00000179456
ZNF238
Hs.69997
235.7
PP
241.8
PP







30c













ENSG00000114770
ABCC5
Hs.368563
373.4
PP
322.1
PM


ENSG00000136518
ACTL6A
Hs.435326
84.2
PP
105.6
PP


ENSG00000072110
ACTN1
Hs.509765
212.8
PP
362.35
PP


ENSG00000117713
ARID1A
Hs.468972
477.6
PP
444.8
PP


ENSG00000119866
BCL11A
Hs.370549
363.1
PP
387.8
PP


ENSG00000139746
C13orf10
Hs.131715
119.8
PP
178.7
PP


ENSG00000116489
CAPZA1
Hs.514934
766.7
PP
1165.8
PP


ENSG00000163660
CCNL1
Hs.4859
1082.6
PP
1052.5
PP


ENSG00000070831
CDC42
Hs.467637
620.1
PP
437.75
PP


ENSG00000005339
CREBBP
Hs.459759
287.2
PP
239.6
PP


ENSG00000060138
CSDA
Hs.221889
969.1
PP
2074.95
PP


ENSG00000103653
CSK
Hs.77793
348.1
PP
217.35
PA


ENSG00000175215
CTDSP2
Hs.524530
1247.3
PP
976.35
PP


ENSG00000008283
CYB561
Hs.355264
72.3
PP
201.35
PP


ENSG00000168209
DDIT4
Hs.523012
736.8
PP
535.85
PP


ENSG00000151208
DLG5
Hs.500245
73.1
PP
90.5
PP


ENSG00000092847
EIF2C1
Hs.22867
292.5
PP
296.95
PP


ENSG00000120616
EPC1
Hs.167805
148.9
PP
88.7
PA


ENSG00000120705
ETF1
Hs.483494
253.8
PP
461.55
PP


ENSG00000166147
FBN1
Hs.146447
195.2
PP
178.7
PP


ENSG00000109586
GALNT7
Hs.127407
97.2
PP
153.95
PP


ENSG00000001084
GCLC
Hs.271264
227.6
PP
219.2
PP


ENSG00000170144
HNRPA3
Hs.516539
375.5
PP
558.6
PP


ENSG00000152795
HNRPDL
Hs.527105
1931.8
PP
1802.05
PP


ENSG00000099783
HNRPM
Hs.465808
968.5
PP
880.2
PP


ENSG00000153807
HOXA10
Hs.110637
161.3
PP
200.7
PA


ENSG00000074356
HSA277841
Hs.120963
222.9
PP
150.05
PP


ENSG00000144381
HSPD1
Hs.113684
2868.6
PP
5689.3
PP


ENSG00000155090
KLF10
Hs.435001
348.9
PP
357.65
PP


ENSG00000102753
KPNA3
Hs.527919
250.8
PP
391.35
PP


ENSG00000065548
LEREPO4
Hs.368598
265.5
PP
402.5
PP


ENSG00000148943
LIN7C
Hs.91393
87.3
PP
121.85
PP


ENSG00000161021
MAML1
Hs.484349
331.3
PP
280.35
PP


ENSG00000166974
MAPRE2
Hs.532824
857.4
PP
715.5
PP


ENSG00000168906
MAT2A
Hs.516157
1011.4
PP
738.6
PP


ENSG00000089693
MLF2
Hs.524214
247.5
PP
196.75
PP


ENSG00000147649
MTDH
Hs.377155
258.6
PP
329.8
PP


ENSG00000005810
MYCBP2
Hs.151411
187
PP
643.55
PP


ENSG00000120837
NFYB
Hs.84928
204.1
PP
272.85
PP


ENSG00000147162
OGT
Hs.405410
165.1
PP
183.6
PP


ENSG00000136040
PLXNC1
Hs.551522
354.6
PP
387.1
PP


ENSG00000112245
PTP4A1
Hs.227777
439.5
PP
431.2
PP


ENSG00000134644
PUM1
Hs.281707
378.4
PP
422.3
PP


ENSG00000112531
QKI
Hs.510324
284.1
PP
564.45
PP


ENSG00000048991
R3HDM
Hs.412462
217.6
PP
376.75
PP


ENSG00000138069
RAB1A
Hs.310645
70.8
PP
109.75
PM


ENSG00000075785
RAB7
Hs.15738
99.2
PP
107.25
PP


ENSG00000119318
RAD23B
Hs.521640
156.2
PP
211.05
PP


ENSG00000127314
RAP1B
Hs.369920
1093.1
PP
1537.75
PP


ENSG00000109756
RAPGEF2
Hs.113912
394.9
PP
551.95
PP


ENSG00000125976
RBM12

321.1
PP
313.35
PP


ENSG00000106615
RHEB
Hs.283521
943.5
PP
1172.5
PP


ENSG00000123091
RNF11
Hs.309641
125.3
PP
161.5
PP


ENSG00000153574
RPIA
Hs.469264
170.1
PP
372.1
PP


ENSG00000163602
RYBP
Hs.7910
398
PP
462.8
PP


ENSG00000182568
SATB1
Hs.517717
829.9
PP
652.05
PP


ENSG00000168758
SEMA4C
Hs.516220
186.7
PP
157.95
PP


ENSG00000122545
7-Sep
Hs.191346
815
PP
1146.5
PP


ENSG00000136450
SFRS1
Hs.68714
1264.9
PP
1622.65
PP


ENSG00000161547
SFRS2
Hs.73965
3723.5
PP
4390.4
PP


ENSG00000115875
SFRS7
Hs.309090
378.7
PP
743.5
PP


ENSG00000096717
SIRT1
Hs.369779
133.8
PP
124.9
PP


ENSG00000059804
SLC2A3
Hs.419240
275.9
PP
351.5
PP


ENSG00000112305
SMAP1
Hs.485717
205.2
PP
129.15
PP


ENSG00000114520
SNX4
Hs.507243
125.1
PP
245.1
PP


ENSG00000124766
SOX4
Hs.357901
2351.7
PP
2500.65
PP


ENSG00000095480
SPFH1
Hs.150087
646.4
PP
689.15
PP


ENSG00000101972
STAG2
Hs.496710
392
PP
375.2
PP


ENSG00000178691
SUZ12
Hs.462732
602.2
PP
633.3
PP


ENSG00000120948
TARDBP
Hs.300624
735
PP
992.75
PP


ENSG00000100207
TCF20
Hs.475018
251.3
PP
281.15
PP


ENSG00000144043
TEX261
Hs.516087
360.9
PP
229.45
PA


ENSG00000072274
TFRC
Hs.529618
1858.2
PP
2010.55
PP


ENSG00000170348
TMP21
Hs.74137
293.5
PP
280.3
PA


ENSG00000183864
TOB2
Hs.474978
165.3
PP
196.4
PP


ENSG00000157514
TSC22D3
Hs.522074
1752.5
PP
2189.45
PP


ENSG00000063244
U2AF2
Hs.528007
191
PP
227.15
PP


ENSG00000103275
UBE2I
Hs.302903
452.9
PP
427.25
PP


ENSG00000009335
UBE3C
Hs.118351
67.5
PP
175.9
PM


ENSG00000118900
UBN1
Hs.440219
138.4
PP
302.15
PP


ENSG00000135655
USP15
Hs.434951
197.3
PP
160.35
PP


ENSG00000107372
ZA20D2
Hs.406096
967.2
PP
1262.9
PP


ENSG00000086666
ZA20D3
Hs.306329
735.1
PP
517.75
PP







93













ENSG00000111780
15E1.2
Hs.549299
68.7
PP
68.6
PP


ENSG00000165029
ABCA1
Hs.429294
175.1
PP
156.5
PP


ENSG00000117020
AKT3
Hs.498292
246.4
PP
259.35
PP


ENSG00000142192
APP
Hs.434980
154.6
PP
154.1
PP


ENSG00000137962
ARHGAP29
Hs.483238
72.2
PP
65.3
PP


ENSG00000104880
ARHGEF18
Hs.465763
366
PP
254.9
PA


ENSG00000054267
ARID4B
Hs.533633
227
PP
252.45
PP


ENSG00000111875
ASF1A
Hs.292316
126.5
PP
114.6
PP


ENSG00000143970
ASXL2
Hs.119815
694.8
PP
535.25
PP


ENSG00000017260
ATP2C1
Hs.546361
229.1
PP
322.9
PP


ENSG00000095739
BAMBI
Hs.533336
207.8
PP
106.85
PP


ENSG00000119866
BCL11A
Hs.370549
363.1
PP
387.8
PP


ENSG00000060762
BRP44L
Hs.172755
387.7
PP
334.3
PP


ENSG00000133639
BTG1
Hs.255935
955.9
PP
1057.95
PP


ENSG00000110075
C11orf23
Hs.503022
402.6
PP
319.5
PA


ENSG00000152242
C18orf25
Hs.116486
129.7
PP
130.6
PA


ENSG00000141452
C18orf8
Hs.529006
232.8
PP
242.05
PP


ENSG00000110888
C1QDC1
Hs.234355
291.3
PP
261.05
PP


ENSG00000118971
CCND2
Hs.376071
1114.1
PP
1244.6
PP


ENSG00000163660
CCNL1
Hs.4859
1082.6
PP
1052.5
PP


ENSG00000082258
CCNT2
Hs.292754
114.4
PP
102.75
PP


ENSG00000155111
CDC2L6
Hs.193251
325
PP
341.25
PP


ENSG00000123374
CDK2
Hs.19192
171.5
PP
336.45
PP


ENSG00000177200
CHD9
Hs.530936
222.6
PP
263
PP


ENSG00000198791
CNOT7
Hs.170553
250.3
PP
508.5
PP


ENSG00000138663
COPS4
Hs.190384
331.1
PP
393.8
PA


ENSG00000167193
CRK
Hs.461896
114.9
PP
153.9
PP


ENSG00000102974
CTCF
Hs.368367
506.1
PP
535.55
PP


ENSG00000048740
CUGBP2
Hs.309288
159.6
PP
334.5
PP


ENSG00000121966
CXCR4
Hs.421986
532.4
PP
1919.4
PP


ENSG00000183283
DAZAP2
Hs.369761
1267.2
PP
976.7
PP


ENSG00000124487
DDX3X
Hs.380774
769.8
PP
1229
PP


ENSG00000108406
DHX40
Hs.29403
233.3
PP
196.45
PP


ENSG00000151208
DLG5
Hs.500245
73.1
PP
90.5
PP


ENSG00000105993
DNAJB6
Hs.490745
189.7
PP
348.5
PP


ENSG00000074603
DPP8
Hs.458609
250.4
PP
288
PP


ENSG00000092964
DPYSL2
Hs.173381
505.1
PP
495.1
PP


ENSG00000112242
E2F3
Hs.269408
295.6
PP
585.95
PP


ENSG00000104517
EDD1
Hs.492445
254.6
PP
227.15
PP


ENSG00000156508
EEF1A1
Hs.439552
40551
PP
40470.15
PP


ENSG00000149547
EI24
Hs.343911
166.1
PP
305.55
PP


ENSG00000092847
EIF2C1
Hs.22867
292.5
PP
296.95
PP


ENSG00000104131
EIF3S1
Hs.404056
340.4
PP
365.05
PP


ENSG00000110321
EIF4G2
Hs.183684
2137
PP
2701.9
PP


ENSG00000111145
ELK3
Hs.46523
372.1
PP
280.75
PP


ENSG00000062598
ELMO2
Hs.210469
70.6
PP
59.8
PP


ENSG00000050405
EPLIN
Hs.525419
265.5
PP
309.7
PP


ENSG00000139146
FAM60A
Hs.505154
598.1
PP
788
PP


ENSG00000173120
FBXL11
Hs.124147
237
PP
192.5
PP


ENSG00000118564
FBXL5
Hs.479208
410.6
PP
319.15
PP


ENSG00000138081
FBXO11
Hs.553547
155.7
PP
259.35
PP


ENSG00000022267
FHL1
Hs.435369
5240
PP
3151.75
PP


ENSG00000168137
FLJ10707
Hs.288164
452.5
PP
256.1
PM


ENSG00000111011
FLJ11021
Hs.432996
202
PP
392.6
PP


ENSG00000137273
FOXF2
Hs.484423
109.9
PP
89.85
PP


ENSG00000198815
FOXJ3
Hs.26023
458.7
PP
380.45
PP


ENSG00000196700
GM632
Hs.551552
103.5
PP
145.05
PP


ENSG00000135677
GNS
Hs.334534
261.1
PP
248.15
PP


ENSG00000112406
HECA
Hs.197644
352.2
PP
377.45
PP


ENSG00000010818
HIVEP2
Hs.510172
149.6
PP
157.9
PP


ENSG00000122566
HNRPA2B1
Hs.487774
1802.2
PP
2268.3
PP


ENSG00000096746
HNRPH3
Hs.499891
408.7
PP
635.5
PP


ENSG00000105323
HNRPUL1
Hs.155218
406.9
PP
401.15
PP


ENSG00000143164
IQWD1
Hs.435741
168.5
PP
156.4
PP


ENSG00000115548
JMJD1A
Hs.531819
264
PP
207.05
PP


ENSG00000177606
JUN
Hs.525704
1300.5
PP
2286.95
PP


ENSG00000170852
KBTBD2
Hs.372541
412.2
PP
381.65
PP


ENSG00000114030
KPNA1
Hs.161008
121.8
PP
91.95
PP


ENSG00000005893
LAMP2
Hs.496684
251.3
PP
179
PP


ENSG00000068697
LAPTM4A
Hs.467807
1059.2
PP
1145.5
PP


ENSG00000107929
LARP5
Hs.498455
274.8
PP
203.9
PP


ENSG00000172292
LASS6
Hs.506829
536.2
PP
463.8
PP


ENSG00000121104
LOC81558
Hs.514308
3067.5
PP
1370.7
PP


ENSG00000123684
LPGAT1
Hs.497674
106
PP
114.3
PP


ENSG00000146963
LUC7L2
Hs.530118
153.5
PP
227.3
PP


ENSG00000163818
LZTFL1
Hs.30824
199
PP
253.95
PP


ENSG00000121579
MAK3
Hs.269528
268.8
PP
307
PP


ENSG00000161021
MAML1
Hs.484349
331.3
PP
280.35
PP


ENSG00000173327
MAP3K11
Hs.502872
355.1
PP
326.8
PP


ENSG00000197442
MAP3K5
Hs.186486
227.6
PP
272.25
PP


ENSG00000104814
MAP4K1
Hs.95424
586.5
PP
231.45
PP


ENSG00000135525
MAP7
Hs.486548
325.7
PP
390.1
PP


ENSG00000101367
MAPRE1
Hs.472437
196.1
PP
206.85
PM


ENSG00000165406
8-Mar
Hs.499489
295.9
PP
295.85
PP


ENSG00000038274
MAT2B
Hs.54642
609.4
PP
461.9
PP


ENSG00000081189
MEF2C
Hs.444409
426
PP
437.85
PP


ENSG00000133858
MGC23401
Hs.527874
291
PP
309.55
PP


ENSG00000198408
MGEA5
Hs.500842
363.7
PP
363.05
PP


ENSG00000133606
MKRN1
Hs.490347
392.7
PP
350.15
PP


ENSG00000100330
MTMR3
Hs.474536
204.7
PP
287
PP


ENSG00000108389
MTMR4
Hs.514373
330.7
PP
407.2
PP


ENSG00000158747
NBL1
Hs.439671
370.3
PP
360.6
PA


ENSG00000125356
NDUFA1
Hs.534168
2121.1
PP
1598.7
PP


ENSG00000149308
NPAT
Hs.171061
171.1
PP
140.65
PP


ENSG00000153234
NR4A2
Hs.165258
124.6
PP
242.85
PP


ENSG00000147162
OGT
Hs.405410
165.1
PP
183.6
PP


ENSG00000141447
OSBPL1A
Hs.370725
204.6
PP
211.75
PP


ENSG00000091039
OSBPL8
Hs.430849
212
PP
251.65
PP


ENSG00000090060
PAPOLA
Hs.253726
307.4
PP
286
PP


ENSG00000185619
PCGF3
Hs.144309
192.1
PP
237.55
PP


ENSG00000025293
PHF20
Hs.517044
249.8
PP
173.65
PP


ENSG00000171033
PKIA
Hs.433700
88.6
PP
131.05
PP


ENSG00000136040
PLXNC1
Hs.551522
354.6
PP
387.1
PP


ENSG00000119414
PPP6C
Hs.495128
297.5
PP
557.55
PP


ENSG00000110851
PRDM4
Hs.506655
188.6
PP
183.55
PP


ENSG00000171862
PTEN
Hs.500466
353.7
PP
334.4
PP


ENSG00000112531
QKI
Hs.510324
284.1
PP
564.45
PP


ENSG00000103769
RAB11A
Hs.321541
1087.7
PP
1020.15
PP


ENSG00000119396
RAB14
Hs.371563
140.5
PP
198.15
PP


ENSG00000111737
RAB35
Hs.524788
394.6
PP
431.2
PP


ENSG00000111540
RAB5B
Hs.77690
234.1
PP
216.45
PP


ENSG00000175582
RAB6A
Hs.503222
371.4
PP
365.75
PP


ENSG00000119318
RAD23B
Hs.521640
156.2
PP
211.05
PP


ENSG00000127314
RAP1B
Hs.369920
1093.1
PP
1537.75
PP


ENSG00000109756
RAPGEF2
Hs.113912
394.9
PP
551.95
PP


ENSG00000101265
RASSF2
Hs.379970
129.4
PP
203.9
PP


ENSG00000023287
RB1CC1
Hs.196102
95.2
PP
147.45
PP


ENSG00000102054
RBBP7
Hs.495755
942.6
PP
1356.35
PP


ENSG00000103479
RBL2
Hs.513609
203.5
PP
188.25
PP


ENSG00000127870
RNF6
Hs.136885
74.1
PP
122.9
PP


ENSG00000043093
RP42
Hs.104613
236.5
PP
204.45
PP


ENSG00000117676
RPS6KA1
Hs.149957
288.1
PP
176.7
PA


ENSG00000100784
RPS6KA5
Hs.510225
152.1
PP
132.75
PP


ENSG00000159216
RUNX1
Hs.149261
108.8
PP
211.2
PP


ENSG00000198838
RYR3
Hs.369250
116.8
PP
131.8
PP


ENSG00000079332
SARA1
Hs.499960
233.7
PP
442.85
PP


ENSG00000140497
SCAMP2
Hs.458917
411.8
PP
495
PP


ENSG00000075223
SEMA3C
Hs.269109
95.2
PP
98.7
PP


ENSG00000168385
2-Sep
Hs.335057
952.7
PP
1251.1
PP


ENSG00000179833
SERTAD2
Hs.77293
498.4
PP
556.2
PP


ENSG00000161547
SFRS2
Hs.73965
3723.5
PP
4390.4
PP


ENSG00000162105
SHANK2
Hs.268726
137.1
PP
128.55
PP


ENSG00000175387
SMAD2
Hs.12253
243.4
PP
321.4
PP


ENSG00000163788
SNRK
Hs.476052
320.6
PP
436.65
PP


ENSG00000159140
SON
Hs.517262
408.8
PP
467.15
PP


ENSG00000196700
SOX18
Hs.8619
1264.6
PP
2674
PP


ENSG00000172845
SP3
Hs.531587
137.8
PP
293.35
PP


ENSG00000008294
SPAG9
Hs.463439
180.3
PP
209.9
PP


ENSG00000112079
STK38
Hs.409578
365.8
PP
304.4
PP


ENSG00000101945
SUV39H1
Hs.522639
267.8
PP
383.35
PP


ENSG00000135090
TAOK3

518.8
PP
394
PP


ENSG00000120948
TARDBP
Hs.300624
735
PP
992.75
PP


ENSG00000106052
TAX1BP1
Hs.34576
550
PP
486.2
PP


ENSG00000163659
TIPARP
Hs.12813
567.1
PP
1548.4
PP


ENSG00000183864
TOB2
Hs.474978
165.3
PP
196.4
PP


ENSG00000166340
TPP1
Hs.523454
200.3
PP
229.1
PP


ENSG00000117289
TXNIP
Hs.533977
698.8
PP
1099.3
PP


ENSG00000119048
UBE2B
Hs.385986
335
PP
417.45
PP


ENSG00000198833
UBE2J1
Hs.163776
342.7
PP
357.2
PP


ENSG00000114062
UBE3A
Hs.22543
456.9
PP
470.75
PP


ENSG00000135655
USP15
Hs.434951
197.3
PP
160.35
PP


ENSG00000173218
VANGL1
Hs.515130
73.8
PP
89.5
PA


ENSG00000122958
VPS26
Hs.499925
508.7
PP
610
PP


ENSG00000164924
YWHAZ
Hs.492407
363.6
PP
520.8
PP


ENSG00000066422
ZBTB11
Hs.301956
137.1
PP
100.65
PP


ENSG00000186908
ZDHHC17
Hs.4014
123.5
PP
166.2
PP


ENSG00000152518
ZFP36L2
Hs.503093
4553.7
PP
5205.6
PP


ENSG00000015171
ZMYND11
Hs.292265
403.3
PP
784.1
PP


ENSG00000114514
ZNF148
Hs.380334
211.6
PP
226.65
PP


ENSG00000179456
ZNF238
Hs.69997
235.7
PP
241.8
PP


ENSG00000169155
ZNF297B
Hs.355581
115.9
PP
112.4
PA







16b













ENSG00000114770
ABCC5
Hs.368563
373.4
PP
322.1
PM


ENSG00000161533
ACOX1
Hs.464137
46.2
PP
73.15
PP


ENSG00000151726
ACSL1
Hs.406678
180.6
PP
193.15
PP


ENSG00000138071
ACTR2
Hs.393201
343.5
PP
1110.1
PP


ENSG00000023516
AKAP11
Hs.105105
88.5
PP
69.7
PP


ENSG00000151320
AKAP6
Hs.509083
137.8
PP
117.05
PP


ENSG00000117020
AKT3
Hs.498292
246.4
PP
259.35
PP


ENSG00000107104
ANKRD15
Hs.493272
235.2
PP
131.45
PP


ENSG00000142192
APP
Hs.434980
154.6
PP
154.1
PP


ENSG00000095139
ARCN1
Hs.33642
285
PP
317.05
PP


ENSG00000168374
ARF4
Hs.148330
129
PP
157.5
PP


ENSG00000134108
ARL10C
Hs.250009
578.1
PP
591.95
PP


ENSG00000110025
ARL2
Hs.502836
357.6
PP
283.6
PA


ENSG00000147416
ATP6V1B2
Hs.295917
179.5
PP
183.85
PP


ENSG00000128524
ATP6V1F
Hs.78089
1146.8
PP
588.65
PM


ENSG00000171791
BCL2
Hs.150749
151.5
PP
134.45
PP


ENSG00000138756
BMP2K
Hs.146551
239.6
PP
167.25
PP


ENSG00000145741
BTF3
Hs.529798
6371.5
PP
4884.45
PP


ENSG00000159388
BTG2
Hs.519162
588.2
PP
538.3
PP


ENSG00000110075
C11orf23
Hs.503022
402.6
PP
319.5
PA


ENSG00000168175
C14orf32
Hs.437831
559.3
PP
1440.6
PP


ENSG00000031003
C5orf5
Hs.483473
256.3
PP
316.85
PP


ENSG00000132424
C6orf111
Hs.520287
674.8
PP
743.75
PP


ENSG00000135932
CAB39
Hs.471593
527.9
PP
637.3
PP


ENSG00000135837
CAP350
Hs.413045
177.4
PP
220.9
PP


ENSG00000198898
CAPZA2
Hs.446123
100.3
PP
305.35
PA


ENSG00000067955
CBFB
Hs.460988
719.1
PP
1032
PP


ENSG00000118971
CCND2
Hs.376071
1114.1
PP
1244.6
PP


ENSG00000082258
CCNT2
Hs.292754
114.4
PP
102.75
PP


ENSG00000135535
CD164
Hs.520313
2274.9
PP
2265.25
PP


ENSG00000004897
CDC27
Hs.463295
217.6
PP
220.6
PP


ENSG00000070831
CDC42
Hs.467637
620.1
PP
437.75
PP


ENSG00000170779
CDCA4
Hs.34045
204.6
PP
276.95
PA


ENSG00000143126
CELSR2
Hs.57652
215.4
PP
148.65
PP


ENSG00000153922
CHD1
Hs.519474
89.4
PP
202.95
PP


ENSG00000177200
CHD9
Hs.530936
222.6
PP
263
PP


ENSG00000110172
CHORDC1
Hs.22857
84.8
PP
156.6
PP


ENSG00000111596
CNOT2
Hs.133350
431.4
PP
399.2
PP


ENSG00000166200
COPS2
Hs.369614
521.2
PP
700.65
PP


ENSG00000005339
CREBBP
Hs.459759
287.2
PP
239.6
PP


ENSG00000111269
CREBL2
Hs.13313
353.2
PP
216.25
PP


ENSG00000099942
CRKL
Hs.5613
126.4
PP
192.1
PP


ENSG00000009307
CSDE1
Hs.69855
1494.1
PP
1637.9
PP


ENSG00000036257
CUL3
Hs.372286
554.5
PP
473.25
PP


ENSG00000166266
CUL5
Hs.440320
285.8
PP
246.8
PP


ENSG00000121966
CXCR4
Hs.421986
532.4
PP
1919.4
PP


ENSG00000165659
DACH1
Hs.129452
95.1
PP
144.8
PP


ENSG00000124487
DDX3X
Hs.380774
769.8
PP
1229
PP


ENSG00000067048
DDX3Y
Hs.99120
302.6
PP
309.6
PA


ENSG00000158796
DEDD
Hs.517342
203.3
PP
276
PP


ENSG00000139726
DENR
Hs.22393
903
PP
1016.2
PP


ENSG00000082458
DLG3
Hs.522680
136.2
PP
89.45
PP


ENSG00000077380
DNCI2
Hs.546250
424.1
PP
451.65
PP


ENSG00000112242
E2F3
Hs.269408
295.6
PP
585.95
PP


ENSG00000171570
EGLN2
Hs.515417
259
PP
194.45
PM


ENSG00000092847
EIF2C1
Hs.22867
292.5
PP
296.95
PP


ENSG00000104131
EIF3S1
Hs.404056
340.4
PP
365.05
PP


ENSG00000107581
EIF3S10
Hs.523299
522.9
PP
586.55
PP


ENSG00000156976
EIF4A2
Hs.478553
3569
PP
6526.55
PP


ENSG00000063046
EIF4B
Hs.512629
519.2
PP
743.85
PP


ENSG00000151247
EIF4E
Hs.249718
156.7
PP
224
PP


ENSG00000110321
EIF4G2
Hs.183684
2137
PP
2701.9
PP


ENSG00000158417
EIF5B
Hs.158688
101.4
PP
113.8
PP


ENSG00000143420
ENSA
Hs.510087
977.6
PP
1356.35
PP


ENSG00000108799
EZH1
Hs.194669
211.4
PP
194.45
PP


ENSG00000139146
FAM60A
Hs.505154
598.1
PP
788
PP


ENSG00000088832
FKBP1A
Hs.471933
373.2
PP
520.25
PP


ENSG00000138757
G3BP2
Hs.303676
242.8
PP
428.55
PP


ENSG00000141429
GALNT1
Hs.514806
220
PP
273.8
PP


ENSG00000065135
GNAI3
Hs.73799
603.4
PP
763.55
PP


ENSG00000110768
GTF2H1
Hs.523510
167.7
PP
191.7
PP


ENSG00000112339
HBS1L
Hs.378532
268.3
PP
299.85
PP


ENSG00000172534
HCFC1
Hs.83634
146.2
PP
233.9
PA


ENSG00000143321
HDGF
Hs.506748
243.6
PP
858.8
PP


ENSG00000181061
HIG1
Hs.7917
396.7
PP
564.55
PP


ENSG00000078140
HIP2
Hs.50308
60.5
PP
68.4
PP


ENSG00000122566
HNRPA2B1
Hs.487774
1802.2
PP
2268.3
PP


ENSG00000170144
HNRPA3
Hs.516539
375.5
PP
558.6
PP


ENSG00000126945
HNRPH2
Hs.278857
189.2
PP
158.45
PP


ENSG00000104824
HNRPL
Hs.446623
1060.2
PP
889.7
PP


ENSG00000153807
HOXA10
Hs.110637
161.3
PP
200.7
PA


ENSG00000120087
HOXB7
Hs.436181
110.1
PP
108.7
PP


ENSG00000164164
HSHIN1
Hs.270851
303.1
PP
312.65
PP


ENSG00000109971
HSPA8
Hs.180414
2288
PP
5615.25
PP


ENSG00000171105
INSR
Hs.465744
247.7
PP
292.45
PP


ENSG00000143164
IQWD1
Hs.435741
168.5
PP
156.4
PP


ENSG00000008083
JARID2
Hs.269059
1015
PP
894
PP


ENSG00000170852
KBTBD2
Hs.372541
412.2
PP
381.65
PP


ENSG00000176407
KCMF1
Hs.345694
751.2
PP
938.3
PP


ENSG00000121774
KHDRBS1
Hs.445893
1363
PP
1395.2
PP


ENSG00000131149
KIAA0182
Hs.461647
273.2
PP
316.15
PP


ENSG00000126775
KIAA0831
Hs.414809
254.4
PP
217.45
PP


ENSG00000136826
KLF4
Hs.376206
536.5
PP
1193.7
PP


ENSG00000102753
KPNA3
Hs.527919
250.8
PP
391.35
PP


ENSG00000197017
LAT1-3TM
Hs.444600
269.6
PP
389.55
PP



/// BOLA2



///



LOC595101


ENSG00000168016
LBA1
Hs.517761
235.1
PP
174.9
PP


ENSG00000120963
LOC51123
Hs.374485
636.6
PP
626.2
PP


ENSG00000198799
LRIG2
Hs.448972
194.9
PP
178.65
PP


ENSG00000011009
LYPLA2 ///
Hs.534075
585.5
PP
486
PP



LYPLA2P1



///



LOC388499


ENSG00000127603
MACF1
Hs.472475
222.8
PP
248.35
PP


ENSG00000169032
MAP2K1
Hs.145442
188.8
PP
162.95
PP


ENSG00000047849
MAP4
Hs.517949
302.6
PP
276.5
PP


ENSG00000135525
MAP7
Hs.486548
325.7
PP
390.1
PP


ENSG00000101367
MAPRE1
Hs.472437
196.1
PP
206.85
PM


ENSG00000152601
MBNL1
Hs.478000
294.4
PP
864.5
PP


ENSG00000198408
MGEA5
Hs.500842
363.7
PP
363.05
PP


ENSG00000051825
MPHOSPH9
Hs.507175
261.2
PP
160.5
PP


ENSG00000108389
MTMR4
Hs.514373
330.7
PP
407.2
PP


ENSG00000170873
MTSS1
Hs.336994
152.7
PP
194.6
PP


ENSG00000136504
MYST2
Hs.21907
331.7
PP
192.25
PP


ENSG00000102921
N4BP1
Hs.511839
682.3
PP
668.7
PP


ENSG00000082641
NFE2L1
Hs.514284
735.5
PP
726.35
PP


ENSG00000153234
NR4A2
Hs.165258
124.6
PP
242.85
PP


ENSG00000180530
NRIP1
Hs.155017
842
PP
914.85
PP


ENSG00000147162
OGT
Hs.405410
165.1
PP
183.6
PP


ENSG00000167770
OTUB1
Hs.473788
266
PP
155.35
PA


ENSG00000142864
PAI-RBP1
Hs.530412
337.8
PP
662.45
PP


ENSG00000145730
PAM
Hs.369430
187.3
PP
178.45
PP


ENSG00000168283
PCGF4
Hs.380403
254.7
PP
304.1
PP


ENSG00000120265
PCMT1
Hs.279257
488.1
PP
649.4
PP


ENSG00000081154
PCNP
Hs.549185
281.6
PP
507.95
PP


ENSG00000059758
PCTK2
Hs.506415
118.3
PP
220.9
PP


ENSG00000150593
PDCD4
Hs.232543
174.3
PP
122.55
PP


ENSG00000143870
PDIA6
Hs.212102
357.6
PP
852.3
PP


ENSG00000130024
PHF10
Hs.435933
375.2
PP
371.15
PP


ENSG00000043143
PHF15
Hs.483419
234
PP
320.3
PP


ENSG00000025293
PHF20
Hs.517044
249.8
PP
173.65
PP


ENSG00000033800
PIAS1
Hs.162458
102
PP
168.6
PP


ENSG00000145675
PIK3R1
Hs.132225
249.1
PP
181
PP


ENSG00000137193
PIM1
Hs.81170
1021.7
PP
801.85
PP


ENSG00000118495
PLAGL1
Hs.444975
187.1
PP
357.8
PP


ENSG00000052126
PLEKHA5
Hs.188614
312.4
PP
557.7
PP


ENSG00000125686
PPARBP
Hs.462956
187.8
PP
321.7
PP


ENSG00000100614
PPM1A
Hs.130036
197.3
PP
259.8
PP


ENSG00000163806
PPP1CB
Hs.468018
65.7
PP
135.05
PP


ENSG00000112498
PPP1R11
Hs.82887
484.7
PP
463.3
PP


ENSG00000078304
PPP2R5C
Hs.368264
174.9
PP
165.25
PP


ENSG00000107758
PPP3CB
Hs.500067
318.9
PP
241.25
PP


ENSG00000119414
PPP6C
Hs.495128
297.5
PP
557.55
PP


ENSG00000110851
PRDM4
Hs.506655
188.6
PP
183.55
PP


ENSG00000122862
PRG1
Hs.1908
802.8
PP
1516.65
PP


ENSG00000117569
PTBP2
Hs.269895
183
PP
160.15
PP


ENSG00000134644
PUM1
Hs.281707
378.4
PP
422.3
PP


ENSG00000185129
PURA
Hs.443121
149.5
PP
224.95
PP


ENSG00000112531
QKI
Hs.510324
284.1
PP
564.45
PP


ENSG00000138069
RAB1A
Hs.310645
70.8
PP
109.75
PM


ENSG00000119318
RAD23B
Hs.521640
156.2
PP
211.05
PP


ENSG00000010017
RANBP9
Hs.306242
381.3
PP
489.95
PP


ENSG00000127314
RAP1B
Hs.369920
1093.1
PP
1537.75
PP


ENSG00000138698
RAP1GDS1
Hs.132858
169
PP
213.85
PP


ENSG00000109756
RAPGEF2
Hs.113912
394.9
PP
551.95
PP


ENSG00000077092
RARB
Hs.436538
111.5
PP
156.85
PP


ENSG00000197676
RBM16
Hs.227602
193.8
PP
274
PP


ENSG00000004534
RBM6
Hs.188879
383.9
PP
251.5
PP


ENSG00000067560
RHOA
Hs.247077
1537.7
PP
2368.8
PP


ENSG00000126858
RHOT1
Hs.462742
196.4
PP
304.85
PP


ENSG00000176624
RKHD2
Hs.465144
210.8
PP
216
PP


ENSG00000022840
RNF10
Hs.442798
327.5
PP
282.35
PM


ENSG00000134758
RNF138
Hs.302408
186.9
PP
511.9
PP


ENSG00000137075
RNF38
Hs.333503
322.6
PP
227.7
PP


ENSG00000167971
RNPS1
Hs.355643
1024.8
PP
1501.95
PP


ENSG00000144713
RPL32
Hs.265174
21137
PP
15449.05
PP


ENSG00000130779
RSN
Hs.524809
76.6
PP
58.05
PP


ENSG00000137815
RTF1
Hs.511096
194.3
PP
256.85
PP


ENSG00000115310
RTN4
Hs.429581
710.8
PP
1341.5
PP


ENSG00000159216
RUNX1
Hs.149261
108.8
PP
211.2
PP


ENSG00000163602
RYBP
Hs.7910
398
PP
462.8
PP


ENSG00000130066
SAT
Hs.28491
972.4
PP
1889.05
PP


ENSG00000151967
SCHIP1
Hs.134665
497
PP
417.95
PP


ENSG00000010803
SCMH1
Hs.87464
251.2
PP
190.45
PP


ENSG00000137575
SDCBP
Hs.200804
934
PP
955.25
PP


ENSG00000156642
SDFR1
Hs.187866
169.4
PP
193.05
PP


ENSG00000092421
SEMA6A
Hs.156967
140
PP
182.2
PP


ENSG00000168385
2-Sep
Hs.335057
952.7
PP
1251.1
PP


ENSG00000080546
SESN1
Hs.59554
235
PP
276.4
PP


ENSG00000116754
SFRS11
Hs.479693
819.9
PP
1077.55
PP


ENSG00000153914
SFRS12
Hs.519347
258
PP
229.6
PP


ENSG00000161547
SFRS2
Hs.73965
3723.5
PP
4390.4
PP


ENSG00000100650
SFRS5
Hs.166975
4459.7
PP
3466.15
PP


ENSG00000162105
SHANK2
Hs.268726
137.1
PP
128.55
PP


ENSG00000108061
SHOC2
Hs.104315
283.3
PP
262.55
PP


ENSG00000196470
SIAH1
Hs.295923
216.3
PP
346.15
PP


ENSG00000096717
SIRT1
Hs.369779
133.8
PP
124.9
PP


ENSG00000059804
SLC2A3
Hs.419240
275.9
PP
351.5
PP


ENSG00000080493
SLC4A4
Hs.5462
124.5
PP
268.4
PP


ENSG00000112305
SMAP1
Hs.485717
205.2
PP
129.15
PP


ENSG00000102038
SMARCA1
Hs.152292
101.1
PP
72.95
PA


ENSG00000163788
SNRK
Hs.476052
320.6
PP
436.65
PP


ENSG00000120833
SOCS2
Hs.485572
715.8
PP
806.65
PP


ENSG00000159140
SON
Hs.517262
408.8
PP
467.15
PP


ENSG00000137642
SORL1
Hs.368592
2264.1
PP
1084.65
PP


ENSG00000147475
SPFH2
Hs.125849
125.1
PP
180.9
PP


ENSG00000090054
SPTLC1
Hs.90458
251.2
PP
312.95
PP


ENSG00000096063
SRPK1
Hs.443861
231.6
PP
200.5
PP


ENSG00000124783
SSR1
Hs.114033
600.7
PP
686.65
PP


ENSG00000167323
STIM1
Hs.501735
143.2
PP
99.7
PP


ENSG00000166301
STK19
Hs.485102
527.6
PP
424
PP


ENSG00000117632
STMN1
Hs.209983
546.6
PP
663.4
PP


ENSG00000092201
SUPT16H
Hs.213724
531.6
PP
508.3
PP


ENSG00000178691
SUZ12
Hs.462732
602.2
PP
633.3
PP


ENSG00000008282
SYPL1
Hs.80919
157.3
PP
190.55
PP


ENSG00000135090
TAOK3

518.8
PP
394
PP


ENSG00000120948
TARDBP
Hs.300624
735
PP
992.75
PP


ENSG00000112592
TBP
Hs.1100
218
PP
214.95
PP


ENSG00000028839
TBPL1
Hs.486507
170.1
PP
187.95
PP


ENSG00000165169
TCTE1L
Hs.446392
323
PP
369.75
PP


ENSG00000198586
TLK1
Hs.470586
150.2
PP
117.65
PP


ENSG00000170348
TMP21
Hs.74137
293.5
PP
280.3
PA


ENSG00000076554
TPD52
Hs.368433
144.2
PP
223.7
PP


ENSG00000111669
TPI1
Hs.524219
1154.9
PP
1213.85
PP


ENSG00000067167
TRAM1
Hs.491988
573.3
PP
894.4
PP


ENSG00000054116
TRAPPC3
Hs.523131
245.5
PP
340.85
PM


ENSG00000157514
TSC22D3
Hs.522074
1752.5
PP
2189.45
PP


ENSG00000077721
UBE2A
Hs.379466
299.1
PP
400.85
PP


ENSG00000131508
UBE2D2
Hs.108332
400.1
PP
512.05
PP


ENSG00000170142
UBE2E1
Hs.164853
318.4
PP
488.3
PP


ENSG00000170035
UBE2E3
Hs.470804
311.5
PP
258.25
PP


ENSG00000103275
UBE2I
Hs.302903
452.9
PP
427.25
PP


ENSG00000198833
UBE2J1
Hs.163776
342.7
PP
357.2
PP


ENSG00000160714
UBE2Q
Hs.516587
457.1
PP
377.95
PP


ENSG00000124208
UBE2V1 ///
Hs.420529
504.3
PP
320.6
PP



Kua-UEV


ENSG00000130939
UBE4B
Hs.386404
291.8
PP
387.95
PP


ENSG00000152484
USP12
Hs.42400
170.4
PP
158.75
PP


ENSG00000101557
USP14
Hs.464416
542.5
PP
836.8
PP


ENSG00000135655
USP15
Hs.434951
197.3
PP
160.35
PP


ENSG00000170832
USP32
Hs.132868
120.2
PP
118.35
PP


ENSG00000049245
VAMP3
Hs.66708
730.1
PP
588.5
PP


ENSG00000118640
VAMP8
Hs.534373
891.4
PP
1443.1
PP


ENSG00000101558
VAPA
Hs.165195
1051.8
PP
1198.45
PP


ENSG00000108828
VAT1
Hs.514199
649.7
PP
585.4
PP


ENSG00000167987
VPS37C
Hs.523715
163.6
PP
123.15
PA


ENSG00000143952
VPS54
Hs.48499
187.9
PP
151.5
PP


ENSG00000100568
VTI1B
Hs.144868
361.4
PP
272.7
PP


ENSG00000084463
WBP11
Hs.524281
245.3
PP
325.4
PP


ENSG00000085433
WDR47
Hs.546347
90.4
PP
116.6
PP


ENSG00000157954
WIPI-2
Hs.122363
680.5
PP
572.7
PP


ENSG00000109046
WSB1
Hs.446017
679.3
PP
880.75
PP


ENSG00000115254
XAB1
Hs.18259
544.2
PP
566.2
PP


ENSG00000083896
YT521
Hs.175955
318.2
PP
505.9
PP


ENSG00000108953
YWHAE
Hs.513851
328.6
PP
424.95
PP


ENSG00000128245
YWHAH
Hs.226755
195
PP
195.4
PP


ENSG00000134308
YWHAQ
Hs.74405
922.3
PP
2337.65
PP


ENSG00000107372
ZA20D2
Hs.406096
967.2
PP
1262.9
PP


ENSG00000086666
ZA20D3
Hs.306329
735.1
PP
517.75
PP


ENSG00000186908
ZDHHC17
Hs.4014
123.5
PP
166.2
PP


ENSG00000179456
ZNF238
Hs.69997
235.7
PP
241.8
PP


ENSG00000149182
ZNF289
Hs.436204
600.4
PP
330.95
PP


ENSG00000119725
ZNF410
Hs.270869
164.4
PP
257.1
PP


ENSG00000036549
ZZZ3
Hs.480506
125
PP
189.7
PP







10a













ENSG00000165029
ABCA1
Hs.429294
175.1
PP
156.5
PP


ENSG00000184009
ACTG1
Hs.514581
11731
PP
14874
PP


ENSG00000172493
AFF1
Hs.480190
480.6
PP
776.35
PP


ENSG00000062725
APPBP2
Hs.84084
106.4
PP
116.15
PA


ENSG00000177479
ARIH2
Hs.241558
296.7
PP
352.5
PP


ENSG00000171456
ASXL1
Hs.374043
275.6
PP
307.25
PP


ENSG00000095739
BAMBI
Hs.533336
207.8
PP
106.85
PP


ENSG00000163444
C1orf37
Hs.497443
290.5
PP
291.25
PP


ENSG00000136932
C9orf156
Hs.9196
133.4
PP
159.1
PP


ENSG00000111596
CNOT2
Hs.133350
431.4
PP
399.2
PP


ENSG00000005339
CREBBP
Hs.459759
287.2
PP
239.6
PP


ENSG00000167193
CRK
Hs.461896
114.9
PP
153.9
PP


ENSG00000060138
CSDA
Hs.221889
969.1
PP
2074.95
PP


ENSG00000048740
CUGBP2
Hs.309288
159.6
PP
334.5
PP


ENSG00000036257
CUL3
Hs.372286
554.5
PP
473.25
PP


ENSG00000071626
DAZAP1
Hs.222510
49.7
PP
130.7
PA


ENSG00000124487
DDX3X
Hs.380774
769.8
PP
1229
PP


ENSG00000161202
DVL3
Hs.388116
134.8
PP
206.95
PP


ENSG00000112242
E2F3
Hs.269408
295.6
PP
585.95
PP


ENSG00000170522
ELOVL6
Hs.412939
96.5
PP
156.45
PP


ENSG00000168137
FLJ10707
Hs.288164
452.5
PP
256.1
PM


ENSG00000141429
GALNT1
Hs.514806
220
PP
273.8
PP


ENSG00000107485
GATA3
Hs.524134
170
PP
187.35
PP


ENSG00000159592
GPBP1L1
Hs.238432
275.7
PP
300.05
PP


ENSG00000106070
GRB10
Hs.164060
550.7
PP
574.15
PP


ENSG00000110768
GTF2H1
Hs.523510
167.7
PP
191.7
PA


ENSG00000077809
GTF2I ///
Hs.520459
325.7
PP
556
PP



GTF2IP1


ENSG00000103657
HERC1
Hs.210385
186.9
PP
236.05
PP


ENSG00000010818
HIVEP2
Hs.510172
149.6
PP
157.9
PP


ENSG00000138668
HNRPD
Hs.480073
785.7
PP
1067.15
PP


ENSG00000165119
HNRPK
Hs.449171
761
PP
1269.35
PP


ENSG00000126814
KIAA1393
Hs.380159
1228.6
PP
1731.35
PP


ENSG00000136826
KLF4
Hs.376206
536.5
PP
1193.7
PP


ENSG00000120963
LOC51123
Hs.374485
636.6
PP
626.2
PP


ENSG00000124831
LRRFIP1
Hs.471779
429.8
PP
408.25
PP


ENSG00000135341
MAP3K7
Hs.485968
180.7
PP
202.05
PP


ENSG00000047849
MAP4
Hs.517949
302.6
PP
276.5
PP


ENSG00000101367
MAPRE1
Hs.472437
196.1
PP
206.85
PM


ENSG00000168906
MAT2A
Hs.516157
1011.4
PP
738.6
PP


ENSG00000134046
MBD2
Hs.25674
271.8
PP
193.25
PP


ENSG00000125445
MRPS7
Hs.71787
381.8
PP
338.3
PA


ENSG00000100330
MTMR3
Hs.474536
204.7
PP
287
PP


ENSG00000198646
NCOA6
Hs.368971
334.7
PP
445.5
PP


ENSG00000196498
NCOR2
Hs.137510
340.6
PP
374.05
PP


ENSG00000147140
NONO
Hs.533282
2434.4
PP
2382.1
PP


ENSG00000125686
PPARBP
Hs.462956
187.8
PP
321.7
PP


ENSG00000078304
PPP2R5C
Hs.368264
174.9
PP
165.25
PP


ENSG00000171862
PTEN
Hs.500466
353.7
PP
334.4
PP


ENSG00000134644
PUM1
Hs.281707
378.4
PP
422.3
PP


ENSG00000055917
PUM2
Hs.467824
238.6
PP
313.25
PP


ENSG00000109756
RAPGEF2
Hs.113912
394.9
PP
551.95
PP


ENSG00000023287
RB1CC1
Hs.196102
95.2
PP
147.45
PP


ENSG00000137075
RNF38
Hs.333503
322.6
PP
227.7
PP


ENSG00000163602
RYBP
Hs.7910
398
PP
462.8
PP


ENSG00000138760
SCARB2
Hs.349656
81.4
PP
116.15
PP


ENSG00000136450
SFRS1
Hs.68714
1264.9
PP
1622.65
PP


ENSG00000134294
SLC38A2
Hs.221847
634.3
PP
1026.55
PP


ENSG00000112305
SMAP1
Hs.485717
205.2
PP
129.15
PP


ENSG00000173473
SMARCC1
Hs.476179
487
PP
483.35
PP


ENSG00000114520
SNX4
Hs.507243
125.1
PP
245.1
PP


ENSG00000159140
SON
Hs.517262
408.8
PP
467.15
PP


ENSG00000008294
SPAG9
Hs.463439
180.3
PP
209.9
PP


ENSG00000113140
SPARC
Hs.111779
427
PP
408.4
PP


ENSG00000102572
STK24
Hs.508514
958.4
PP
1363.75
PP


ENSG00000143367
TUFT1
Hs.489922
173.6
PP
135.35
PP


ENSG00000109332
UBE2D3
Hs.472031
471.2
PP
635.4
PP


ENSG00000132388
UBE2G1
Hs.462035
272.5
PP
373.45
PP


ENSG00000015171
ZMYND11
Hs.292265
403.3
PP
784.1
PP










16a







see 16b







181a













Ensemble Gene


PBSC




ID
Gene Symbol
Unigene
RFU
BM RFU







ENSG00000114770
ABCC5
Hs.368563
373.4
322.1



ENSG00000151726
ACSL1
Hs.406678
180.6
193.15



ENSG00000173020
ADRBK1
Hs.83636
706
549.3



ENSG00000172493
AFF1
Hs.480190
480.6
776.35



ENSG00000168448
AGPAT1
Hs.409230
228.5
163.65



ENSG00000151320
AKAP6
Hs.509083
137.8
117.05



ENSG00000117020
AKT3
Hs.498292
246.4
259.35



ENSG00000107104
ANKRD15
Hs.493272
235.2
131.45



ENSG00000084234
APLP2
Hs.370247
1126.7
668.55



ENSG00000062725
APPBP2
Hs.84084
106.4
116.15



ENSG00000134287
ARF3
Hs.119177
302.8
475.75



ENSG00000177479
ARIH2
Hs.241558
296.7
352.5



ENSG00000138175
ARL3
Hs.182215
285.9
225.1



ENSG00000143153
ATP1B1
Hs.291196
132.4
245.55



ENSG00000174437
ATP2A2
Hs.506759
203.5
255.4



ENSG00000119866
BCL11A
Hs.370549
363.1
387.8



ENSG00000171791
BCL2
Hs.150749
151.5
134.45



ENSG00000029363
BCLAF1
Hs.486542
659.8
1252.25



ENSG00000134107
BHLHB2
Hs.171825
482.8
341.5



ENSG00000181915
C10orf22
Hs.99821
226.3
203.45



ENSG00000139746
C13orf10
Hs.131715
119.8
178.7



ENSG00000163875
C1orf149
Hs.17118
322.9
274.45



ENSG00000117616
C1orf63
Hs.259412
1202.1
1000.85



ENSG00000031003
C5orf5
Hs.483473
256.3
316.85



ENSG00000132424
C6orf111
Hs.520287
674.8
743.75



ENSG00000112308
C6orf62
Hs.519930
330.6
509.45



ENSG00000074410
CA12
Hs.210995
125.1
133.8



ENSG00000135932
CAB39
Hs.471593
527.9
637.3



ENSG00000168564
CARF
Hs.32922
72.4
130



ENSG00000142453
CARM1
Hs.371416
141.6
105.7



ENSG00000110619
CARS
Hs.274873
822.3
683.8



ENSG00000110848
CD69
Hs.208854
1631.5
1082.1



ENSG00000114331
CENTB2
Hs.478746
117.5
82.45



ENSG00000163320
CGGBP1
Hs.444818
693.4
680



ENSG00000177200
CHD9
Hs.530936
222.6
263



ENSG00000111596
CNOT2
Hs.133350
431.4
399.2



ENSG00000108848
CROP
Hs.130293
2166.4
1637.55



ENSG00000198561
CTNND1
Hs.166011
160.6
172.65



ENSG00000149187
CUGBP1
Hs.530727
332.5
326.7



ENSG00000048740
CUGBP2
Hs.309288
159.6
334.5



ENSG00000036257
CUL3
Hs.372286
554.5
473.25



ENSG00000121966
CXCR4
Hs.421986
532.4
1919.4



ENSG00000183283
DAZAP2
Hs.369761
1267.2
976.7



ENSG00000124487
DDX3X
Hs.380774
769.8
1229



ENSG00000067048
DDX3Y
Hs.99120
302.6
309.6



ENSG00000136986
DERL1
Hs.241576
223
240.65



ENSG00000092964
DPYSL2
Hs.173381
505.1
495.1



ENSG00000143507
DUSP10
Hs.497822
328.9
371.8



ENSG00000139318
DUSP6
Hs.298654
166.6
316.85



ENSG00000120738
EGR1
Hs.326035
128.6
290.15



ENSG00000092847
EIF2C1
Hs.22867
292.5
296.95



ENSG00000123908
EIF2C2
Hs.449415
150.2
115.85



ENSG00000156976
EIF4A2
Hs.478553
3569
6526.55



ENSG00000132507
EIF5A
Hs.534314
1102.8
2858.65



ENSG00000109381
ELF2
Hs.260903
150.8
152.4



ENSG00000120616
EPC1
Hs.167805
148.9
88.7



ENSG00000157554
ERG
Hs.473819
369.4
298.05



ENSG00000120705
ETF1
Hs.483494
253.8
461.55



ENSG00000139146
FAM60A
Hs.505154
598.1
788



ENSG00000138081
FBXO11
Hs.553547
155.7
259.35



ENSG00000143756
FBXO28
Hs.64691
106.1
70.5



ENSG00000196504
FNBP3
Hs.298735
158.7
311.55



ENSG00000170345
FOS
Hs.25647
1254.3
1832.65



ENSG00000114861
FOXP1
Hs.431498
322.7
410.3



ENSG00000138757
G3BP2
Hs.303676
242.8
428.55



ENSG00000165219
GAPVD1
Hs.495134
250
262.35



ENSG00000165678
GHITM
Hs.352656
765.3
729.1



ENSG00000115419
GLS
Hs.116448
217.6
242.2



ENSG00000127955
GNAI1
Hs.134587
104.9
139.15



ENSG00000106070
GRB10
Hs.164060
550.7
574.15



ENSG00000103342
GSPT1
Hs.528780
356.7
369.6



ENSG00000166503
HDGFRP3
Hs.513954
139.2
156



ENSG00000112406
HECA
Hs.197644
352.2
377.45



ENSG00000163349
HIPK1
Hs.532363
347.7
488.5



ENSG00000189403
HMGB1
Hs.434102
500.1
602.95



ENSG00000164104
HMGB2
Hs.434953
855.9
2145.45



ENSG00000177733
HNRPA0
Hs.96996
655
723.4



ENSG00000169045
HNRPH1
Hs.202166
1986.4
2132.6



ENSG00000096746
HNRPH3
Hs.499891
408.7
635.5



ENSG00000165119
HNRPK
Hs.449171
761
1269.35



ENSG00000120075
HOXB5
Hs.149548
322
238.15



ENSG00000173744
HRB
Hs.443507
202.6
405.7



ENSG00000164164
HSHIN1
Hs.270851
303.1
312.65



ENSG00000044574
HSPA5
Hs.522394
1536.9
3296.1



ENSG00000129351
ILF3
Hs.465885
191
302.25



ENSG00000068383
INPP5A
Hs.523360
302.3
279.95



ENSG00000148384
INPP5E
Hs.120998
206.1
242.45



ENSG00000145703
IQGAP2
Hs.291030
537.8
457.9



ENSG00000121774
KHDRBS1
Hs.445893
1363
1395.2



ENSG00000131149
KIAA0182
Hs.461647
273.2
316.15



ENSG00000145725
KIAA0433
Hs.212046
164.5
186.45



ENSG00000067082
KLF6
Hs.285313
684.3
579.85



ENSG00000114030
KPNA1
Hs.161008
121.8
91.95



ENSG00000168016
LBA1
Hs.517761
235.1
174.9



ENSG00000143815
LBR
Hs.435166
1166
1807.35



ENSG00000148943
LIN7C
Hs.91393
87.3
121.85



ENSG00000124831
LRRFIP1
Hs.471779
429.8
408.25



ENSG00000121579
MAK3
Hs.269528
268.8
307



ENSG00000166963
MAP1A
Hs.194301
433.9
321.4



ENSG00000055208
MAP3K7IP2
Hs.269775
219.1
142.8



ENSG00000145495
6-Mar
Hs.432862
597.3
536.05



ENSG00000175130
MARCKSL1
Hs.75061
314.8
265.6



ENSG00000168906
MAT2A
Hs.516157
1011.4
738.6



ENSG00000164024
METAP1
Hs.480364
351.6
422.25



ENSG00000168282
MGAT2
Hs.93338
130.6
123.5



ENSG00000133606
MKRN1
Hs.490347
392.7
350.15



ENSG00000171843
MLLT3
Hs.493585
405.3
334.5



ENSG00000185787
MORF4L1
Hs.374503
3350.8
4457.05



ENSG00000123562
MORF4L2
Hs.326387
2189.8
2626.1



ENSG00000101928
MOSPD1
Hs.378505
121.1
171.3



ENSG00000005810
MYCBP2
Hs.151411
187
643.55



ENSG00000133026
MYH10
Hs.16355
375.1
362.5



ENSG00000136504
MYST2
Hs.21907
331.7
192.25



ENSG00000138386
NAB1
Hs.107474
187.9
203.9



ENSG00000131507
NDFIP1
Hs.9788
112
90.45



ENSG00000137420
NOL7
Hs.549161
1095.5
1222.05



ENSG00000181163
NPM1
Hs.519452
8905.6
11897.7



ENSG00000153234
NR4A2
Hs.165258
124.6
242.85



ENSG00000180530
NRIP1
Hs.155017
842
914.85



ENSG00000035681
NSMAF
Hs.372000
517.1
517.75



ENSG00000124789
NUP153
Hs.121088
216.4
291.8



ENSG00000115758
ODC1
Hs.467701
843.3
1634.7



ENSG00000147162
OGT
Hs.405410
165.1
183.6



ENSG00000182606
OIP106
Hs.535711
319.3
255.5



ENSG00000091039
OSBPL8
Hs.430849
212
251.65



ENSG00000100836
PABPN1
Hs.117176
758.2
790.85



ENSG00000145730
PAM
Hs.369430
187.3
178.45



ENSG00000115421
PAPOLG
Hs.387471
153.2
91.25



ENSG00000056661
PCGF2
Hs.371617
231.6
160.8



ENSG00000081154
PCNP
Hs.549185
281.6
507.95



ENSG00000059758
PCTK2
Hs.506415
118.3
220.9



ENSG00000114209
PDCD10
Hs.478150
463.6
560.4



ENSG00000150593
PDCD4
Hs.232543
174.3
122.55



ENSG00000143870
PDIA6
Hs.212102
357.6
852.3



ENSG00000197329
PELI1
Hs.7886
83.3
154.5



ENSG00000132326
PER2
Hs.58756
162.6
308.65



ENSG00000043143
PHF15
Hs.483419
234
320.3



ENSG00000118482
PHF3
Hs.348921
260
268.9



ENSG00000073921
PICALM
Hs.163893
357.3
315.6



ENSG00000104886
PLEKHJ1
Hs.501353
436
272.7



ENSG00000102024
PLS3
Hs.496622
74.1
110.95



ENSG00000136040
PLXNC1
Hs.551522
354.6
387.1



ENSG00000112941
POLS
Hs.481542
355.5
367.35



ENSG00000138032
PPM1B
Hs.416769
79.1
82.15



ENSG00000163806
PPP1CB
Hs.468018
65.7
135.05



ENSG00000197746
PSAP
Hs.523004
1015.2
647.25



ENSG00000125818
PSMF1
Hs.471917
254.5
259.45



ENSG00000117569
PTBP2
Hs.269895
183
160.15



ENSG00000134644
PUM1
Hs.281707
378.4
422.3



ENSG00000185129
PURA
Hs.443121
149.5
224.95



ENSG00000112531
QKI
Hs.510324
284.1
564.45



ENSG00000103769
RAB11A
Hs.321541
1087.7
1020.15



ENSG00000119396
RAB14
Hs.371563
140.5
198.15



ENSG00000175582
RAB6A
Hs.503222
371.4
365.75



ENSG00000164754
RAD21
Hs.81848
281.3
414.9



ENSG00000108175
RAI17
Hs.193118
574.3
778.8



ENSG00000132341
RAN
Hs.10842
1434.8
2597



ENSG00000065150
RANBP5
Hs.513057
123.7
118.85



ENSG00000010017
RANBP9
Hs.306242
381.3
489.95



ENSG00000127314
RAP1B
Hs.369920
1093.1
1537.75



ENSG00000138698
RAP1GDS1
Hs.132858
169
213.85



ENSG00000109756
RAPGEF2
Hs.113912
394.9
551.95



ENSG00000102054
RBBP7
Hs.495755
942.6
1356.35



ENSG00000086589
RBM22
Hs.202023
339.1
441.85



ENSG00000119707
RBM25
Hs.531106
231.5
319.9



ENSG00000168214
RBPSUH
Hs.479396
79.3
100.35



ENSG00000089902
RCOR1
Hs.510521
118.3
144.05



ENSG00000176624
RKHD2
Hs.465144
210.8
216



ENSG00000170633
RNF34
Hs.292804
424.6
385.65



ENSG00000043093
RP42
Hs.104613
236.5
204.45



ENSG00000130779
RSN
Hs.524809
76.6
58.05



ENSG00000137815
RTF1
Hs.511096
194.3
256.85



ENSG00000159216
RUNX1
Hs.149261
108.8
211.2



ENSG00000163602
RYBP
Hs.7910
398
462.8



ENSG00000079332
SARA1
Hs.499960
233.7
442.85



ENSG00000151967
SCHIP1
Hs.134665
497
417.95



ENSG00000156642
SDFR1
Hs.187866
169.4
193.05



ENSG00000168758
SEMA4C
Hs.516220
186.7
157.95



ENSG00000179833
SERTAD2
Hs.77293
498.4
556.2



ENSG00000096717
SIRT1
Hs.369779
133.8
124.9



ENSG00000165646
SLC18A2
Hs.369009
271.3
225.6



ENSG00000147454
SLC25A37
Hs.122514
103
86.95



ENSG00000059804
SLC2A3
Hs.419240
275.9
351.5



ENSG00000134294
SLC38A2
Hs.221847
634.3
1026.55



ENSG00000112305
SMAP1
Hs.485717
205.2
129.15



ENSG00000077147
SMBP
Hs.500674
358.3
250.05



ENSG00000159140
SON
Hs.517262
408.8
467.15



ENSG00000115904
SOS1
Hs.278733
144
169.4



ENSG00000067066
SP100
Hs.369056
171.3
158.85



ENSG00000091640
SPAG7
Hs.90436
900.7
517.9



ENSG00000135250
SRPK2
Hs.285197
106.2
118.7



ENSG00000198648
STK39
Hs.276271
129.8
111.35



ENSG00000117632
STMN1
Hs.209983
546.6
663.4



ENSG00000168952
STXBP6
Hs.508958
152.6
218.55



ENSG00000008282
SYPL1
Hs.80919
157.3
190.55



ENSG00000120948
TARDBP
Hs.300624
735
992.75



ENSG00000028839
TBPL1
Hs.486507
170.1
187.95



ENSG00000113649
TCERG1
Hs.443465
196.5
257.25



ENSG00000136205
TENS1
Hs.520814
443.4
221.15



ENSG00000198176
TFDP1
Hs.79353
156.5
362.8



ENSG00000198561
TMX2
Hs.279861
484.9
411



ENSG00000166598
TRA1
Hs.192374
151
339.35



ENSG00000165699
TSC1
Hs.370854
232.7
242.3



ENSG00000119048
UBE2B
Hs.385986
335
417.45



ENSG00000160714
UBE2Q
Hs.516587
457.1
377.95



ENSG00000124208
UBE2V1 /// Kua-
Hs.420529
504.3
320.6




UEV



ENSG00000009335
UBE3C
Hs.118351
67.5
175.9



ENSG00000153560
UBP1
Hs.118041
280.2
408.6



ENSG00000135655
USP15
Hs.434951
197.3
160.35



ENSG00000077254
USP33
Hs.480597
228.7
299.75



ENSG00000108828
VAT1
Hs.514199
649.7
585.4



ENSG00000144560
VGLL4
Hs.373959
299.7
175.6



ENSG00000109046
WSB1
Hs.446017
679.3
880.75



ENSG00000083896
YT521
Hs.175955
318.2
505.9



ENSG00000100811
YY1
Hs.388927
539.7
740.2



ENSG00000107372
ZA20D2
Hs.406096
967.2
1262.9



ENSG00000086666
ZA20D3
Hs.306329
735.1
517.75



ENSG00000058673
ZC3H11A
Hs.532399
665.7
989.4



ENSG00000153786
ZDHHC7
Hs.461610
713.7
620.1



ENSG00000152518
ZFP36L2
Hs.503093
4553.7
5205.6



ENSG00000170949
ZNF160
Hs.467236
1056.4
1016.85



ENSG00000179456
ZNF238
Hs.69997
235.7
241.8

















Ensemble Gene


PBSC
PBSC

BM


ID
Gene Symbol
Unigene
RFU
Flags
BM RFU
Flags










193













ENSG00000161203
AP2M1
Hs.518460
687.4
PP
387.65
PA


ENSG00000108561
C1QBP
Hs.553487
302.1
PP
421.75
PP


ENSG00000104327
CALB1
Hs.65425
79.6
PP
42.05
PA


ENSG00000102974
CTCF
Hs.368367
506.1
PP
535.55
PP


ENSG00000075711
DLG1
Hs.292549
327.5
PP
426.8
PP


ENSG00000086061
DNAJA1
Hs.445203
1073.8
PP
1437.15
PP


ENSG00000120699
EXOSC8
Hs.294041
196.9
PP
283.25
PP


ENSG00000179115
FARSLA
Hs.23111
250.6
PP
414.1
PP


ENSG00000138081
FBXO11
Hs.553547
155.7
PP
259.35
PP


ENSG00000153487
ING1
Hs.46700
247.1
PP
176.1
PA


ENSG00000068383
INPP5A
Hs.523360
302.3
PP
279.95
PP


ENSG00000135387
M11S1
Hs.471818
464.9
PP
451.45
PP


ENSG00000125952
MAX
Hs.285354
1178.7
PP
1480.1
PP


ENSG00000082641
NFE2L1
Hs.514284
735.5
PP
726.35
PP


ENSG00000116044
NFE2L2
Hs.155396
181.2
PP
280.9
PP


ENSG00000180530
NRIP1
Hs.155017
842
PP
914.85
PP


ENSG00000169564
PCBP1
Hs.2853
1587.4
PP
1289.35
PP


ENSG00000056661
PCGF2
Hs.371617
231.6
PP
160.8
PP


ENSG00000162734
PEA15
Hs.517216
180.3
PP
156.05
PP


ENSG00000136040
PLXNC1
Hs.551522
354.6
PP
387.1
PP


ENSG00000104762
PPP2R2A
Hs.146339
331.7
PP
299.6
PP


ENSG00000078304
PPP2R5C
Hs.368264
174.9
PP
165.25
PP


ENSG00000056687
RGL2
Hs.509622
340.5
PP
232.1
PA


ENSG00000043093
RP42
Hs.104613
236.5
PP
204.45
PP


ENSG00000159140
SON
Hs.517262
408.8
PP
467.15
PP


ENSG00000166301
STK19
Hs.485102
527.6
PP
424
PA


ENSG00000117632
STMN1
Hs.209983
546.6
PP
663.4
PP


ENSG00000124222
STX16
Hs.307913
474.2
PP
228.9
PP


ENSG00000120948
TARDBP
Hs.300624
735
PP
992.75
PP


ENSG00000166326
TRIM44
Hs.192103
340.6
PP
375.85
PP


ENSG00000119801
YPEL5
Hs.515890
1377.9
PP
1469.25
PP







24













ENSG00000148700
ADD3
Hs.501012
258.6
PP
299.05
PP


ENSG00000168374
ARF4
Hs.148330
129
PP
157.5
PP


ENSG00000143153
ATP1B1
Hs.291196
132.4
PP
245.55
PP


ENSG00000174437
ATP2A2
Hs.506759
203.5
PP
255.4
PP


ENSG00000119866
BCL11A
Hs.370549
363.1
PP
387.8
PP


ENSG00000095564
BTAF1
Hs.500526
220.4
PP
333.3
PP


ENSG00000082153
BZW1
Hs.355983
536.1
PP
794.1
PP


ENSG00000181915
C10orf22
Hs.99821
226.3
PP
203.45
PP


ENSG00000179218
CALR
Hs.515162
398.5
PP
1371.55
PP


ENSG00000118816
CCNI
Hs.518827
913.5
PP
1344.25
PP


ENSG00000163468
CCT3
Hs.491494
1044.4
PP
1212.8
PP


ENSG00000135535
CD164
Hs.520313
2274.9
PP
2265.25
PP


ENSG00000111276
CDKN1B
Hs.238990
333.5
PP
374.65
PP


ENSG00000143126
CELSR2
Hs.57652
215.4
PP
148.65
PP


ENSG00000109572
CLCN3
Hs.481186
244.9
PP
248.15
PP


ENSG00000118260
CREB1
Hs.516646
122.9
PP
230.35
PP


ENSG00000111269
CREBL2
Hs.13313
353.2
PP
216.25
PP


ENSG00000048740
CUGBP2
Hs.309288
159.6
PP
334.5
PP


ENSG00000165659
DACH1
Hs.129452
95.1
PP
144.8
PP


ENSG00000132153
DHX30
Hs.517948
209.5
PP
193.5
PP


ENSG00000082458
DLG3
Hs.522680
136.2
PP
89.45
PP


ENSG00000120738
EGR1
Hs.326035
128.6
PP
290.15
PP


ENSG00000139146
FAM60A
Hs.505154
598.1
PP
788
PP


ENSG00000105216
FAM61A
Hs.407368
242.1
PP
291.3
PP


ENSG00000118564
FBXL5
Hs.479208
410.6
PP
319.15
PP


ENSG00000138081
FBXO11
Hs.553547
155.7
PP
259.35
PA


ENSG00000068078
FGFR3
Hs.1420
185.4
PP
135.5
PA


ENSG00000175606
FLJ20533
Hs.106650
420.6
PP
454.55
PP


ENSG00000034713
GABARAPL2
Hs.461379
952
PP
625.75
PP


ENSG00000188486
H2AFX
Hs.477879
97.1
PP
383.1
PA


ENSG00000091527
H41
Hs.518265
735.1
PP
1129.65
PP


ENSG00000010818
HIVEP2
Hs.510172
149.6
PP
157.9
PP


ENSG00000106004
HOXA5
Hs.37034
507.2
PP
499.3
PP


ENSG00000074356
HSA277841
Hs.120963
222.9
PP
150.05
PP


ENSG00000068745
IHPK2
Hs.476221
648.7
PP
414.15
PP


ENSG00000105135
ILVBL
Hs.78880
243.6
PP
297
PP


ENSG00000186480
INSIG1
Hs.520819
196.9
PP
304.7
PP


ENSG00000140575
IQGAP1
Hs.430551
113
PP
199.1
PP


ENSG00000136240
KDELR2
Hs.520210
123.7
PP
161.05
PM


ENSG00000088247
KHSRP
Hs.91142
163.3
PP
288.9
PP


ENSG00000102753
KPNA3
Hs.527919
250.8
PP
391.35
PP


ENSG00000102897
LOC57149
Hs.185489
370.6
PP
303.95
PP


ENSG00000077454
LRCH4
Hs.125742
1133.8
PP
712.75
PP


ENSG00000011009
LYPLA2 ///
Hs.534075
585.5
PP
486
PP



LYPLA2P1 ///



LOC388499


ENSG00000135387
M11S1
Hs.471818
464.9
PP
451.45
PP


ENSG00000143033
M96
Hs.31016
147.6
PP
141.55
PP


ENSG00000161021
MAML1
Hs.484349
331.3
PP
280.35
PP


ENSG00000166963
MAP1A
Hs.194301
433.9
PP
321.4
PM


ENSG00000100030
MAPK1
Hs.431850
274.3
PP
145
PP


ENSG00000175130
MARCKSL1
Hs.75061
314.8
PP
265.6
PP


ENSG00000166986
MARS
Hs.355867
460.7
PP
614.95
PP


ENSG00000015479
MATR3
Hs.268939
252.4
PP
382.35
PP


ENSG00000133895
MEN1
Hs.423348
113.9
PP
175.85
PP


ENSG00000079277
MKNK1
Hs.371594
233.1
PP
239.5
PP


ENSG00000143033
MTF2
Hs.31016
559
PP
738.65
PP


ENSG00000118513
MYB
Hs.531941
1984.2
PP
2558.15
PP


ENSG00000005810
MYCBP2
Hs.151411
187
PP
643.55
PP


ENSG00000133026
MYH10
Hs.16355
375.1
PP
362.5
PP


ENSG00000115053
NCL
Hs.79110
1203.2
PP
2603.05
PP


ENSG00000166579
NDEL1
Hs.372123
218.3
PP
187.2
PP


ENSG00000173848
NET1
Hs.25155
264.1
PP
310.45
PP


ENSG00000116044
NFE2L2
Hs.155396
181.2
PP
280.9
PP


ENSG00000158793
NIT1
Hs.146406
409.1
PP
328.05
PP


ENSG00000149308
NPAT
Hs.171061
171.1
PP
140.65
PP


ENSG00000147162
OGT
Hs.405410
165.1
PP
183.6
PP


ENSG00000141447
OSBPL1A
Hs.370725
204.6
PP
211.75
PP


ENSG00000091039
OSBPL8
Hs.430849
212
PP
251.65
PP


ENSG00000102225
PCTK1
Hs.496068
135
PP
88.45
PA


ENSG00000059758
PCTK2
Hs.506415
118.3
PP
220.9
PP


ENSG00000137193
PIM1
Hs.81170
1021.7
PP
801.85
PP


ENSG00000102096
PIM2
Hs.496096
251.9
PP
288.3
PM


ENSG00000152952
PLOD2
Hs.477866
92.1
PP
128.6
PP


ENSG00000100034
PPM1F
Hs.112728
179.2
PP
108.2
PA


ENSG00000197746
PSAP
Hs.523004
1015.2
PP
647.25
PP


ENSG00000106588
PSMA2
Hs.333786
204.2
PP
240.35
PP


ENSG00000117569
PTBP2
Hs.269895
183
PP
160.15
PP


ENSG00000171522
PTGER4
Hs.199248
531.8
PP
514.8
PP


ENSG00000185129
PURA
Hs.443121
149.5
PP
224.95
PP


ENSG00000112531
QKI
Hs.510324
284.1
PP
564.45
PP


ENSG00000111540
RAB5B
Hs.77690
234.1
PP
216.45
PP


ENSG00000116473
RAP1A
Hs.190334
217.2
PP
367.75
PP


ENSG00000127314
RAP1B
Hs.369920
1093.1
PP
1537.75
PP


ENSG00000109756
RAPGEF2
Hs.113912
394.9
PP
551.95
PP


ENSG00000145715
RASA1
Hs.553501
138.8
PP
103.6
PP


ENSG00000056687
RGL2
Hs.509622
340.5
PP
232.1
PA


ENSG00000123091
RNF11
Hs.309641
125.3
PP
161.5
PP


ENSG00000134758
RNF138
Hs.302408
186.9
PP
511.9
PP


ENSG00000043093
RP42
Hs.104613
236.5
PP
204.45
PP


ENSG00000136715
SAP130
Hs.32995
229
PP
246.4
PP


ENSG00000140497
SCAMP2
Hs.458917
411.8
PP
495
PP


ENSG00000140612
SEC11L1
Hs.9534
1920.5
PP
2226.35
PP


ENSG00000092421
SEMA6A
Hs.156967
140
PP
182.2
PP


ENSG00000080546
SESN1
Hs.59554
235
PP
276.4
PP


ENSG00000119335
SET
Hs.436687
2967
PP
4307.1
PP


ENSG00000182199
SHMT2
Hs.75069
828.3
PP
865.1
PP


ENSG00000173473
SMARCC1
Hs.476179
487
PP
483.35
PP


ENSG00000184602
SNN
Hs.459952
234.4
PP
239.3
PP


ENSG00000100596
SPTLC2
Hs.435661
433.7
PP
462.25
PP


ENSG00000120948
TARDBP
Hs.300624
735
PP
992.75
PP


ENSG00000006638
TBXA2R
Hs.442530
258.9
PP
217.8
PP


ENSG00000183864
TOB2
Hs.474978
165.3
PP
196.4
PP


ENSG00000173726
TOMM20
Hs.533192
656.5
PP
888.45
PP


ENSG00000198900
TOP1
Hs.472737
315.5
PP
468.35
PP


ENSG00000077097
TOP2B
Hs.475733
592.4
PP
806
PP


ENSG00000111669
TPI1
Hs.524219
1154.9
PP
1213.85
PP


ENSG00000140416
TPM1
Hs.133892
394.4
PP
661.4
PP


ENSG00000157514
TSC22D3
Hs.522074
1752.5
PP
2189.45
PP


ENSG00000131508
UBE2D2
Hs.108332
400.1
PP
512.05
PP


ENSG00000114062
UBE3A
Hs.22543
456.9
PP
470.75
PP


ENSG00000118900
UBN1
Hs.440219
138.4
PP
302.15
PP


ENSG00000141968
VAV1
Hs.116237
535.2
PP
272.75
PA


ENSG00000100897
WDR23
Hs.525251
455.1
PP
382.25
PP


ENSG00000082898
XPO1
Hs.370770
994.7
PP
1393.85
PP


ENSG00000128245
YWHAH
Hs.226755
195
PP
195.4
PP


ENSG00000147130
ZNF261
Hs.522684
475.8
PP
232.55
PP







181b













ENSG00000168374
ARF4
Hs.148330
129
PP
157.5
PP


ENSG00000143153
ATP1B1
Hs.291196
132.4
PP
245.55
PP


ENSG00000174437
ATP2A2
Hs.506759
203.5
PP
255.4
PP


ENSG00000119866
BCL11A
Hs.370549
363.1
PP
387.8
PP


ENSG00000134107
BHLHB2
Hs.171825
482.8
PP
341.5
PP


ENSG00000168564
CARF
Hs.32922
72.4
PP
130
PP


ENSG00000113328
CCNG1
Hs.79101
1025
PP
737.8
PP


ENSG00000141367
CLTC
Hs.491351
1169
PP
1399.6
PP


ENSG00000111596
CNOT2
Hs.133350
431.4
PP
399.2
PP


ENSG00000108848
CROP
Hs.130293
2166.4
PP
1637.55
PP


ENSG00000149187
CUGBP1
Hs.530727
383
PP
596.3
PP


ENSG00000048740
CUGBP2
Hs.309288
159.6
PP
334.5
PP


ENSG00000172115
CYCS
Hs.437060
791.3
PP
2063.1
PP


ENSG00000168209
DDIT4
Hs.523012
736.8
PP
535.85
PP


ENSG00000109606
DHX15
Hs.5683
1219.8
PP
1620.75
PP


ENSG00000120738
EGR1
Hs.326035
128.6
PP
290.15
PP


ENSG00000132507
EIF5A
Hs.534314
1102.8
PP
2858.65
PP


ENSG00000120616
EPC1
Hs.167805
148.9
PP
88.7
PA


ENSG00000120705
ETF1
Hs.483494
253.8
PP
461.55
PP


ENSG00000139146
FAM60A
Hs.505154
598.1
PP
788
PP


ENSG00000138081
FBXO11
Hs.553547
155.7
PP
259.35
PP


ENSG00000106070
GRB10
Hs.164060
550.7
PP
574.15
PP


ENSG00000103342
GSPT1
Hs.528780
356.7
PP
369.6
PP


ENSG00000170144
HNRPA3
Hs.516539
375.5
PP
558.6
PP


ENSG00000126945
HNRPH2
Hs.278857
189.2
PP
158.45
PP


ENSG00000044574
HSPA5
Hs.522394
1536.9
PP
3296.1
PA


ENSG00000142856
ITGB3BP
Hs.166539
234.8
PP
372
PP


ENSG00000078596
ITM2A
Hs.17109
325.6
PP
367.7
PP


ENSG00000121774
KHDRBS1
Hs.445893
1363
PP
1395.2
PP


ENSG00000108424
KPNB1
Hs.532793
415.1
PP
709.85
PP


ENSG00000168906
MAT2A
Hs.516157
1011.4
PP
738.6
PP


ENSG00000123562
MORF4L2
Hs.326387
2189.8
PP
2626.1
PP


ENSG00000170873
MTSS1
Hs.336994
152.7
PP
194.6
PP


ENSG00000133026
MYH10
Hs.16355
375.1
PP
362.5
PP


ENSG00000136504
MYST2
Hs.21907
331.7
PP
192.25
PP


ENSG00000164190
NIPBL
Hs.481927
165.1
PP
145.15
PP


ENSG00000124789
NUP153
Hs.121088
216.4
PP
291.8
PP


ENSG00000046651
OFD1
Hs.6483
1022.7
PP
692.15
PP


ENSG00000091039
OSBPL8
Hs.430849
212
PP
251.65
PP


ENSG00000172239
PAIP1
Hs.482038
127.8
PP
157
PP


ENSG00000157654
PALM2-
Hs.259461
181.4
PP
163.75
PP



AKAP2


ENSG00000145730
PAM
Hs.369430
187.3
PP
178.45
PP


ENSG00000115421
PAPOLG
Hs.387471
153.2
PP
91.25
PP


ENSG00000059758
PCTK2
Hs.506415
118.3
PP
220.9
PP


ENSG00000065485
PDIA5
Hs.477352
352.8
PP
418.95
PP


ENSG00000138814
PPP3CA
Hs.435512
122.5
PP
205
PP


ENSG00000125818
PSMF1
Hs.471917
254.5
PP
259.45
PP


ENSG00000121390
PSPC1
Hs.213198
142.5
PP
179.5
PP


ENSG00000138430
PTD004
Hs.157351
848.2
PP
1052.6
PP


ENSG00000134644
PUM1
Hs.281707
378.4
PP
422.3
PP


ENSG00000185129
PURA
Hs.443121
149.5
PP
224.95
PP


ENSG00000010017
RANBP9
Hs.306242
381.3
PP
489.95
PP


ENSG00000163602
RYBP
Hs.7910
398
PP
462.8
PP


ENSG00000168758
SEMA4C
Hs.516220
186.7
PP
157.95
PP


ENSG00000116560
SFPQ
Hs.355934
306.9
PP
689
PP


ENSG00000096717
SIRT1
Hs.369779
133.8
PP
124.9
PP


ENSG00000095480
SPFH1
Hs.150087
646.4
PP
689.15
PP


ENSG00000124783
SSR1
Hs.114033
600.7
PP
686.65
PP


ENSG00000168610
STAT3
Hs.463059
401.7
PP
390.05
PP


ENSG00000102572
STK24
Hs.508514
958.4
PP
1363.75
PP


ENSG00000168952
STXBP6
Hs.508958
152.6
PP
218.55
PP


ENSG00000028839
TBPL1
Hs.486507
170.1
PP
187.95
PP


ENSG00000136205
TENS1
Hs.520814
443.4
PP
221.15
PP


ENSG00000077097
TOP2B
Hs.475733
592.4
PP
806
PP


ENSG00000166598
TRA1
Hs.192374
151
PP
339.35
PP


ENSG00000165699
TSC1
Hs.370854
232.7
PP
242.3
PP


ENSG00000134215
VAV3
Hs.267659
615.4
PP
341.3
PP


ENSG00000132716
WDR42A
Hs.492236
195.9
PP
233.1
PP


ENSG00000170949
ZNF160
Hs.467236
1056.4
PP
1016.85
PP


ENSG00000179456
ZNF238
Hs.69997
235.7
PP
241.8
PP







let-7c













ENSG00000114770
ABCC5
Hs.368563
373.4
PP
322.1
PM


ENSG00000184009
ACTG1
Hs.514581
11731
PP
14874
PP


ENSG00000151320
AKAP6
Hs.509083
137.8
PP
117.05
PP


ENSG00000123505
AMD1
Hs.159118
648.3
PP
1011.85
PP


ENSG00000062725
APPBP2
Hs.84084
106.4
PP
116.15
PA


ENSG00000175220
ARHGAP1
Hs.138860
594
PP
502.3
PP


ENSG00000117713
ARID1A
Hs.468972
477.6
PP
444.8
PP


ENSG00000116539
ASH1L
Hs.491060
244.1
PP
214.3
PA


ENSG00000171456
ASXL1
Hs.374043
275.6
PP
307.25
PP


ENSG00000082153
BZW1
Hs.355983
536.1
PP
794.1
PP


ENSG00000136261
BZW2
Hs.487635
1167.4
PP
1664.45
PP


ENSG00000104327
CALB1
Hs.65425
79.6
PP
42.05
PA


ENSG00000131236
CAP1
Hs.370581
765.9
PP
691
PP


ENSG00000112576
CCND3
Hs.534307
539.8
PP
402.15
PP


ENSG00000111642
CHD4
Hs.162233
299.5
PP
431.1
PP


ENSG00000100528
CNIH
Hs.294603
252.6
PP
391.7
PP


ENSG00000108848
CROP
Hs.130293
2166.4
PP
1637.55
PP


ENSG00000009307
CSDE1
Hs.69855
1494.1
PP
1637.9
PP


ENSG00000101266
CSNK2A1
Hs.446484
170.4
PP
261.4
PP


ENSG00000048740
CUGBP2
Hs.309288
159.6
PP
334.5
PP


ENSG00000119689
DLST ///
Hs.480230
187.3
PP
148.8
PM



DLSTP


ENSG00000161202
DVL3
Hs.388116
134.8
PP
206.95
PP


ENSG00000092847
EIF2C1
Hs.22867
292.5
PP
296.95
PP


ENSG00000104131
EIF3S1
Hs.404056
340.4
PP
365.05
PP


ENSG00000110321
EIF4G2
Hs.183684
2137
PP
2701.9
PP


ENSG00000109381
ELF2
Hs.260903
150.8
PP
152.4
PA


ENSG00000100442
FKBP3
Hs.509226
386.9
PP
438.15
PP


ENSG00000141429
GALNT1
Hs.514806
220
PP
273.8
PP


ENSG00000108588
GK001
Hs.202011
160.3
PP
198.45
PP


ENSG00000174021
GNG5
Hs.513557
683.5
PP
869.7
PP


ENSG00000103342
GSPT1
Hs.528780
356.7
PP
369.6
PP


ENSG00000152795
HNRPDL
Hs.527105
1931.8
PP
1802.05
PP


ENSG00000078399
HOXA9
Hs.127428
739.2
PP
674
PP


ENSG00000109083
IFT20
Hs.4187
322.8
PP
241.4
PP


ENSG00000105135
ILVBL
Hs.78880
243.6
PP
297
PP


ENSG00000140575
IQGAP1
Hs.430551
113
PP
199.1
PP


ENSG00000171988
JMJD1C
Hs.413416
107
PP
198.85
PP


ENSG00000100097
LGALS1
Hs.445351
454.5
PP
244.1
PP


ENSG00000111252
LNK
Hs.506784
230.1
PP
198.8
PP


ENSG00000145012
LPP
Hs.444362
205.6
PP
238.9
PP


ENSG00000054219
LY75
Hs.153563
126.4
PP
175.65
PP


ENSG00000166963
MAP1A
Hs.194301
433.9
PP
321.4
PM


ENSG00000075413
MARK3
Hs.35828
129.9
PP
75.05
PP


ENSG00000147065
MSN
Hs.87752
793.3
PP
791.75
PP


ENSG00000100330
MTMR3
Hs.474536
204.7
PP
287
PP


ENSG00000138386
NAB1
Hs.107474
187.9
PP
203.9
PP


ENSG00000106459
NRF1
Hs.298069
157.5
PP
126.8
PA


ENSG00000184588
PDE4B
Hs.198072
234.1
PP
349.5
PP


ENSG00000136040
PLXNC1
Hs.551522
354.6
PP
387.1
PP


ENSG00000119396
RAB14
Hs.371563
140.5
PP
198.15
PP


ENSG00000111540
RAB5B
Hs.77690
234.1
PP
216.45
PP


ENSG00000056687
RGL2
Hs.509622
340.5
PP
232.1
PA


ENSG00000101782
RIOK3
Hs.445511
276.1
PP
311.7
PP


ENSG00000137075
RNF38
Hs.333503
322.6
PP
227.7
PP


ENSG00000151967
SCHIP1
Hs.134665
497
PP
417.95
PP


ENSG00000155878
SEC22L1
Hs.534212
662.9
PP
588.95
PP


ENSG00000168758
SEMA4C
Hs.516220
186.7
PP
157.95
PP


ENSG00000120742
SERP1
Hs.518326
285.7
PP
343.4
PP


ENSG00000153914
SFRS12
Hs.519347
258
PP
229.6
PP


ENSG00000102038
SMARCA1
Hs.152292
101.1
PP
72.95
PA


ENSG00000124783
SSR1
Hs.114033
600.7
PP
686.65
PP


ENSG00000168610
STAT3
Hs.463059
401.7
PP
390.05
PP


ENSG00000119048
UBE2B
Hs.385986
335
PP
417.45
PP


ENSG00000109332
UBE2D3
Hs.472031
471.2
PP
635.4
PP


ENSG00000135655
USP15
Hs.434951
197.3
PP
160.35
PP


ENSG00000134215
VAV3
Hs.267659
615.4
PP
341.3
PP


ENSG00000073905
VDAC1
Hs.202085
175.6
PP
289.2
PP


ENSG00000122958
VPS26
Hs.499925
508.7
PP
610
PP


ENSG00000166913
YWHAB
Hs.279920
222.4
PP
288.75
PP


ENSG00000107372
ZA20D2
Hs.406096
967.2
PP
1262.9
PP


ENSG00000015171
ZMYND11
Hs.292265
403.3
PP
784.1
PP


ENSG00000147130
ZNF261
Hs.522684
475.8
PP
232.55
PP







192-2_3













ENSG00000138071
ACTR2
Hs.393201
343.5
PP
1110.1
PP


ENSG00000170017
ALCAM
Hs.150693
528.9
PP
695.45
PP


ENSG00000123268
ATF1
Hs.435267
95.1
PP
109.2
PP


ENSG00000119866
BCL11A
Hs.370549
363.1
PP
387.8
PP


ENSG00000134153
C15orf24
Hs.160565
612.5
PP
706.2
PP


ENSG00000082258
CCNT2
Hs.292754
114.4
PP
102.75
PP


ENSG00000111269
CREBL2
Hs.13313
353.2
PP
216.25
PP


ENSG00000137992
DBT
Hs.270570
2078.5
PP
2456.8
PP


ENSG00000124487
DDX3X
Hs.380774
769.8
PP
1229
PP


ENSG00000157540
DYRK1A
Hs.368240
367.8
PP
751.2
PP


ENSG00000124882
EREG
Hs.115263
351.8
PP
535.15
PP


ENSG00000153807
HOXA10
Hs.110637
161.3
PP
200.7
PA


ENSG00000150093
ITGB1
Hs.429052
865.6
PP
593.85
PP


ENSG00000119321
KIAA0674
Hs.522351
310
PP
302.4
PP


ENSG00000127603
MACF1
Hs.472475
222.8
PP
248.35
PP


ENSG00000175130
MARCKSL1
Hs.75061
314.8
PP
265.6
PP


ENSG00000147065
MSN
Hs.87752
793.3
PP
791.75
PP


ENSG00000108389
MTMR4
Hs.514373
330.7
PP
407.2
PP


ENSG00000138386
NAB1
Hs.107474
187.9
PP
203.9
PP


ENSG00000137420
NOL7
Hs.549161
1095.5
PP
1222.05
PP


ENSG00000180530
NRIP1
Hs.155017
842
PP
914.85
PP


ENSG00000090621
PABPC4
Hs.169900
376
PP
622.5
PP


ENSG00000114054
PCCB
Hs.63788
270.6
PP
392.75
PP


ENSG00000107758
PPP3CB
Hs.500067
318.9
PP
241.25
PP


ENSG00000117569
PTBP2
Hs.269895
183
PP
160.15
PP


ENSG00000112531
QKI
Hs.510324
284.1
PP
564.45
PA


ENSG00000139687
RB1
Hs.408528
152.7
PP
153.35
PP


ENSG00000137075
RNF38
Hs.333503
322.6
PP
227.7
PP


ENSG00000159216
RUNX1
Hs.149261
108.8
PP
211.2
PP


ENSG00000179833
SERTAD2
Hs.77293
498.4
PP
556.2
PP


ENSG00000124193
SFRS6
Hs.6891
2001.1
PP
2200.75
PP


ENSG00000147454
SLC25A37
Hs.122514
103
PP
86.95
PA


ENSG00000124222
STX16
Hs.307913
474.2
PP
228.9
PP


ENSG00000132718
SYT11
Hs.32984
106.3
PP
102.95
PP


ENSG00000109332
UBE2D3
Hs.472031
471.2
PP
635.4
PP


ENSG00000162607
USP1
Hs.35086
275.3
PP
614.05
PP







24-2







see 24







128a













ENSG00000138031
ADCY3
Hs.467898
208.6
PP
178.4
PP


ENSG00000004455
AK2
Hs.470907
303.6
PP
498.6
PP


ENSG00000123505
AMD1
Hs.159118
648.3
PP
1011.85
PP


ENSG00000120868
APAF1
Hs.552567
65.9
PP
94.15
PP


ENSG00000062725
APPBP2
Hs.84084
106.4
PP
116.15
PA


ENSG00000129675
ARHGEF6
Hs.522795
1207.5
PP
815.1
PP


ENSG00000054267
ARID4B
Hs.533633
227
PP
252.45
PP


ENSG00000134108
ARL10C
Hs.250009
578.1
PP
591.95
PP


ENSG00000114573
ATP6V1A
Hs.477155
710.1
PP
1105.8
PP


ENSG00000155096
AZIN1
Hs.459106
551.2
PP
619.2
PP


ENSG00000158850
B4GALT3
Hs.321231
241.5
PP
227.15
PP


ENSG00000119866
BCL11A
Hs.370549
363.1
PP
387.8
PP


ENSG00000133639
BTG1
Hs.255935
955.9
PP
1057.95
PP


ENSG00000159388
BTG2
Hs.519162
588.2
PP
538.3
PP


ENSG00000132823
C20orf111
Hs.75798
346
PP
259.1
PP


ENSG00000132424
C6orf111
Hs.520287
674.8
PP
743.75
PP


ENSG00000111913
C6orf32
Hs.484915
83.8
PP
62.8
PP


ENSG00000136819
C9orf78
Hs.278429
172.9
PP
130.25
PP


ENSG00000136925
C9orf97
Hs.494595
207.5
PP
180.4
PP


ENSG00000074410
CA12
Hs.210995
125.1
PP
133.8
PP


ENSG00000135932
CAB39
Hs.471593
527.9
PP
637.3
PP


ENSG00000104327
CALB1
Hs.65425
79.6
PP
42.05
PA


ENSG00000116489
CAPZA1
Hs.514934
766.7
PP
1165.8
PP


ENSG00000108349
CASC3
Hs.350229
286.5
PP
317.4
PP


ENSG00000067955
CBFB
Hs.460988
719.1
PP
1032
PP


ENSG00000108468
CBX1
Hs.77254
432
PP
415.85
PA


ENSG00000113328
CCNG1
Hs.79101
1025
PP
737.8
PP


ENSG00000163468
CCT3
Hs.491494
1044.4
PP
1212.8
PP


ENSG00000174059
CD34
Hs.374990
830.4
PP
459.3
PP


ENSG00000070831
CDC42
Hs.467637
620.1
PP
437.75
PP


ENSG00000109572
CLCN3
Hs.481186
244.9
PP
248.15
PP


ENSG00000113240
CLK4
Hs.406557
163.3
PP
314.55
PP


ENSG00000141367
CLTC
Hs.491351
1169
PP
1399.6
PP


ENSG00000198791
CNOT7
Hs.170553
250.3
PP
508.5
PP


ENSG00000110880
CORO1C
Hs.330384
257.4
PP
237.9
PP


ENSG00000111605
CPSF6
Hs.369606
402.6
PP
474.05
PP


ENSG00000005339
CREBBP
Hs.459759
287.2
PP
239.6
PP


ENSG00000099942
CRKL
Hs.5613
126.4
PP
192.1
PP


ENSG00000102974
CTCF
Hs.368367
506.1
PP
535.55
PP


ENSG00000140181
D15F37 ///
Hs.531509
242.3
PP
427.35
PP



LOC440248


ENSG00000183283
DAZAP2
Hs.369761
1267.2
PP
976.7
PP


ENSG00000172795
DCP2
Hs.443875
204
PP
270.65
PP


ENSG00000124487
DDX3X
Hs.380774
769.8
PP
1229
PP


ENSG00000108654
DDX5
Hs.279806
3052
PP
3508.95
PP


ENSG00000082458
DLG3
Hs.522680
136.2
PP
89.45
PP


ENSG00000004975
DVL2
Hs.118640
276.9
PP
232.55
PP


ENSG00000112242
E2F3
Hs.269408
295.6
PP
585.95
PP


ENSG00000104517
EDD1
Hs.492445
254.6
PP
227.15
PP


ENSG00000092847
EIF2C1
Hs.22867
292.5
PP
296.95
PP


ENSG00000123908
EIF2C2
Hs.449415
150.2
PP
115.85
PP


ENSG00000156976
EIF4A2
Hs.478553
3569
PP
6526.55
PP


ENSG00000100664
EIF5
Hs.433702
96.4
PP
55.8
PA


ENSG00000132507
EIF5A
Hs.534314
1102.8
PP
2858.65
PP


ENSG00000155849
ELMO1
Hs.304578
367.9
PP
339.8
PP


ENSG00000012660
ELOVL5
Hs.520189
681.6
PP
667.3
PP


ENSG00000170522
ELOVL6
Hs.412939
96.5
PP
156.45
PP


ENSG00000182944
EWSR1
Hs.374477
389.7
PP
457.25
PP


ENSG00000120699
EXOSC8
Hs.294041
196.9
PP
283.25
PP


ENSG00000106462
EZH2
Hs.444082
162.9
PP
216.25
PP


ENSG00000124491
F13A1
Hs.335513
290.7
PP
299.8
PP


ENSG00000153310
FAM49B
Hs.492869
311.6
PP
329.6
PP


ENSG00000134884
FLJ10154
Hs.508644
843.1
PP
1079.5
PP


ENSG00000168137
FLJ10707
Hs.288164
452.5
PP
256.1
PM


ENSG00000159202
FLJ13855
Hs.514297
539
PP
525.1
PP


ENSG00000153561
FLJ13910
Hs.75277
194.1
PP
143.15
PP


ENSG00000170345
FOS
Hs.25647
1254.3
PP
1832.65
PP


ENSG00000125740
FOSB
Hs.75678
1751.3
PP
3599.55
PP


ENSG00000150907
FOXO1A
Hs.370666
253.6
PP
140.95
PP


ENSG00000114861
FOXP1
Hs.431498
322.7
PP
410.3
PP


ENSG00000114416
FXR1
Hs.478407
143.9
PP
155.75
PP


ENSG00000109586
GALNT7
Hs.127407
97.2
PP
153.95
PP


ENSG00000179348
GATA2
Hs.367725
1993.1
PP
1452.25
PP


ENSG00000135677
GNS
Hs.334534
261.1
PP
248.15
PP


ENSG00000108433
GOSR2
Hs.463278
197.9
PP
119.7
PP


ENSG00000112414
GPR126
Hs.318894
109.5
PP
231.55
PP


ENSG00000103342
GSPT1
Hs.528780
356.7
PP
369.6
PP


ENSG00000140307
GTF2A2
Hs.512934
276
PP
270.75
PP


ENSG00000164032
H2AFZ
Hs.119192
1477
PP
3477.65
PP


ENSG00000122566
HNRPA2B1
Hs.487774
1802.2
PP
2268.3
PP


ENSG00000125944
HNRPR
Hs.373763
839.4
PP
980.1
PP


ENSG00000153187
HNRPU
Hs.166463
470.3
PP
887.6
PP


ENSG00000105323
HNRPUL1
Hs.155218
406.9
PP
401.15
PP


ENSG00000153807
HOXA10
Hs.110637
161.3
PP
200.7
PA


ENSG00000078399
HOXA9
Hs.127428
739.2
PP
674
PP


ENSG00000173744
HRB
Hs.443507
202.6
PP
405.7
PP


ENSG00000074356
HSA277841
Hs.120963
222.9
PP
150.05
PP


ENSG00000144381
HSPD1
Hs.113684
2868.6
PP
5689.3
PP


ENSG00000171105
INSR
Hs.465744
247.7
PP
292.45
PP


ENSG00000184916
JAG2
Hs.433445
261.3
PP
227.15
PP


ENSG00000115548
JMJD1A
Hs.531819
264
PP
207.05
PP


ENSG00000171988
JMJD1C
Hs.413416
107
PP
198.85
PP


ENSG00000197226
KIAA0676
Hs.155829
362.1
PP
398.15
PP


ENSG00000170759
KIF5B
Hs.327736
346.6
PP
430.75
PP


ENSG00000136826
KLF4
Hs.376206
536.5
PP
1193.7
PP


ENSG00000102753
KPNA3
Hs.527919
250.8
PP
391.35
PP


ENSG00000189067
LITAF
Hs.459940
725.1
PP
513.5
PP


ENSG00000124831
LRRFIP1
Hs.471779
429.8
PP
408.25
PP


ENSG00000175324
LSM1
Hs.425311
378.1
PP
497.8
PP


ENSG00000121579
MAK3
Hs.269528
268.8
PP
307
PP


ENSG00000012983
MAP4K5
Hs.130491
66
PP
116
PP


ENSG00000112062
MAPK14
Hs.485233
507.4
PP
486.3
PP


ENSG00000082212
ME2
Hs.233119
471.1
PP
513.15
PP


ENSG00000147649
MTDH
Hs.377155
258.6
PP
329.8
PP


ENSG00000108389
MTMR4
Hs.514373
330.7
PP
407.2
PP


ENSG00000170873
MTSS1
Hs.336994
152.7
PP
194.6
PP


ENSG00000136504
MYST2
Hs.21907
331.7
PP
192.25
PP


ENSG00000138386
NAB1
Hs.107474
187.9
PP
203.9
PP


ENSG00000164258
NDUFS4
Hs.528222
383.2
PP
290.65
PP


ENSG00000069869
NEDD4
Hs.1565
186.1
PP
193.9
PP


ENSG00000082641
NFE2L1
Hs.514284
735.5
PP
726.35
PP


ENSG00000116044
NFE2L2
Hs.155396
181.2
PP
280.9
PP


ENSG00000166681
NGFRAP1
Hs.448588
2654.4
PP
3641.6
PP


ENSG00000164190
NIPBL
Hs.481927
165.1
PP
145.15
PP


ENSG00000180530
NRIP1
Hs.155017
842
PP
914.85
PP


ENSG00000124789
NUP153
Hs.121088
216.4
PP
291.8
PP


ENSG00000162231
NXF1
Hs.523739
543
PP
626
PP


ENSG00000101888
NXT2
Hs.25010
135.9
PP
271.1
PP


ENSG00000046651
OFD1
Hs.6483
1022.7
PP
692.15
PP


ENSG00000172939
OXSR1
Hs.475970
211
PP
186.15
PA


ENSG00000070756
PABPC1
Hs.387804
7565
PP
7921.7
PP


ENSG00000151846
PABPC3
Hs.458280
4002.7
PP
3510.25
PP


ENSG00000100836
PABPN1
Hs.117176
758.2
PP
790.85
PP


ENSG00000157654
PALM2-
Hs.259461
181.4
PP
163.75
PP



AKAP2


ENSG00000145730
PAM
Hs.369430
187.3
PP
178.45
PP


ENSG00000168283
PCGF4
Hs.380403
254.7
PP
304.1
PP


ENSG00000184588
PDE4B
Hs.198072
234.1
PP
349.5
PP


ENSG00000065485
PDIA5
Hs.477352
352.8
PP
418.95
PP


ENSG00000152556
PFKM
Hs.75160
303.1
PP
332
PP


ENSG00000167085
PHB
Hs.514303
723.7
PP
649.4
PP


ENSG00000145675
PIK3R1
Hs.132225
249.1
PP
181
PP


ENSG00000171033
PKIA
Hs.433700
88.6
PP
131.05
PP


ENSG00000136040
PLXNC1
Hs.551522
354.6
PP
387.1
PP


ENSG00000112941
POLS
Hs.481542
355.5
PP
367.35
PP


ENSG00000163806
PPP1CB
Hs.468018
65.7
PP
135.05
PP


ENSG00000163806
PPP1CB
Hs.468018
140
PP
176
PP


ENSG00000186298
PPP1CC
Hs.79081
709.2
PP
1286.15
PP


ENSG00000104762
PPP2R2A
Hs.146339
331.7
PP
299.6
PP


ENSG00000107758
PPP3CB
Hs.500067
318.9
PP
241.25
PP


ENSG00000166501
PRKCB1
Hs.460355
742.5
PP
535.05
PP


ENSG00000129084
PSMA1
Hs.102798
1702
PP
1305.3
PP


ENSG00000171522
PTGER4
Hs.199248
531.8
PP
514.8
PP


ENSG00000112531
QKI
Hs.510324
284.1
PP
564.45
PP


ENSG00000103769
RAB11A
Hs.321541
1087.7
PP
1020.15
PP


ENSG00000080371
RAB21
Hs.524590
103.7
PP
212.9
PP


ENSG00000111737
RAB35
Hs.524788
394.6
PP
431.2
PP


ENSG00000167461
RAB8A
Hs.5947
675.2
PP
756.75
PP


ENSG00000127314
RAP1B
Hs.369920
1093.1
PP
1537.75
PP


ENSG00000109756
RAPGEF2
Hs.113912
394.9
PP
551.95
PP


ENSG00000142599
RERE
Hs.463041
480.2
PP
252.15
PP


ENSG00000056687
RGL2
Hs.509622
340.5
PP
232.1
PA


ENSG00000090104
RGS1
Hs.75256
90.4
PP
99.4
PP


ENSG00000106615
RHEB
Hs.283521
943.5
PP
1172.5
PP


ENSG00000067560
RHOA
Hs.247077
1537.7
PP
2368.8
PP


ENSG00000126858
RHOT1
Hs.462742
196.4
PP
304.85
PP


ENSG00000170881
RNF139
Hs.492751
392.9
PP
435.75
PP


ENSG00000137075
RNF38
Hs.333503
322.6
PP
227.7
PP


ENSG00000043093
RP42
Hs.104613
236.5
PP
204.45
PP


ENSG00000163902
RPN1
Hs.518244
291.2
PP
302.5
PA


ENSG00000100784
RPS6KA5
Hs.510225
152.1
PP
132.75
PP


ENSG00000144580
RQCD1
Hs.148767
284.7
PP
361.25
PP


ENSG00000115310
RTN4
Hs.429581
710.8
PP
1341.5
PP


ENSG00000159216
RUNX1
Hs.149261
108.8
PP
211.2
PP


ENSG00000163602
RYBP
Hs.7910
398
PP
462.8
PP


ENSG00000182568
SATB1
Hs.517717
829.9
PP
652.05
PP


ENSG00000092421
SEMA6A
Hs.156967
140
PP
182.2
PP


ENSG00000179833
SERTAD2
Hs.77293
498.4
PP
556.2
PP


ENSG00000119335
SET
Hs.436687
2967
PP
4307.1
PP


ENSG00000116560
SFPQ
Hs.355934
306.9
PP
689
PP


ENSG00000136450
SFRS1
Hs.68714
1264.9
PP
1622.65
PP


ENSG00000153914
SFRS12
Hs.519347
258
PP
229.6
PP


ENSG00000139218
SFRS2IP
Hs.210367
224.1
PP
132.2
PA


ENSG00000108061
SHOC2
Hs.104315
283.3
PP
262.55
PP


ENSG00000096717
SIRT1
Hs.369779
133.8
PP
124.9
PP


ENSG00000147454
SLC25A37
Hs.122514
103
PP
86.95
PA


ENSG00000112305
SMAP1
Hs.485717
205.2
PP
129.15
PP


ENSG00000080503
SMARCA2
Hs.298990
264.4
PP
201.3
PP


ENSG00000084090
STARD7
Hs.469331
1166.2
PP
1442.7
PP


ENSG00000102572
STK24
Hs.508514
958.4
PP
1363.75
PP


ENSG00000198648
STK39
Hs.276271
129.8
PP
111.35
PP


ENSG00000124222
STX16
Hs.307913
474.2
PP
228.9
PP


ENSG00000116030
SUMO1
Hs.81424
240.9
PP
268.85
PP


ENSG00000178691
SUZ12
Hs.462732
602.2
PP
633.3
PP


ENSG00000008282
SYPL1
Hs.80919
157.3
PP
190.55
PP


ENSG00000135090
TAOK3

518.8
PP
394
PP


ENSG00000177426
TGIF
Hs.373550
116.7
PP
95.35
PM


ENSG00000123066
THRAP2
Hs.159799
142.1
PP
396.2
PP


ENSG00000116001
TIA1
Hs.516075
151.6
PP
145
PP


ENSG00000101337
TM9SF4
Hs.529360
129.2
PP
121.3
PP


ENSG00000034510
TMSB10
Hs.446574
8602.5
PP
6478.75
PP


ENSG00000083312
TNPO1
Hs.482497
483
PP
750.85
PP


ENSG00000064419
TNPO3
Hs.193613
392.6
PP
422.55
PP


ENSG00000173334
TRIB1
Hs.444947
238.3
PP
300.85
PP


ENSG00000116747
TROVE2
Hs.288178
480.7
PP
473.25
PP


ENSG00000165699
TSC1
Hs.370854
232.7
PP
242.3
PP


ENSG00000139921
TXNDC
Hs.125221
200.8
PP
393.7
PP


ENSG00000170035
UBE2E3
Hs.470804
311.5
PP
258.25
PP


ENSG00000177889
UBE2N
Hs.524630
415.5
PP
551.55
PP


ENSG00000160714
UBE2Q
Hs.516587
457.1
PP
377.95
PP


ENSG00000124208
UBE2V1///
Hs.420529
504.3
PP
320.6
PP



Kua-UEV


ENSG00000110344
UBE4A
Hs.75275
271.3
PP
404.8
PP


ENSG00000115464
USP34
Hs.468663
1075.5
PP
1012.75
PP


ENSG00000124486
USP9X
Hs.77578
85.3
PP
115.1
PP


ENSG00000035403
VCL
Hs.500101
332.1
PP
541.1
PP


ENSG00000119541
VPS4B
Hs.126550
305.9
PP
385.15
PP


ENSG00000132716
WDR42A
Hs.492236
195.9
PP
233.1
PP


ENSG00000109046
WSB1
Hs.446017
679.3
PP
880.75
PP


ENSG00000169180
XPO6
Hs.460468
395.3
PP
515.4
PP


ENSG00000166913
YWHAB
Hs.279920
222.4
PP
288.75
PP


ENSG00000134308
YWHAQ
Hs.74405
922.3
PP
2337.65
PP


ENSG00000186908
ZDHHC17
Hs.4014
123.5
PP
166.2
PP


ENSG00000185650
ZFP36L1
Hs.85155
94.5
PP
140.7
PP


ENSG00000010244
ZNF207
Hs.500775
918.9
PP
742.3
PP


ENSG00000179456
ZNF238
Hs.69997
235.7
PP
241.8
PP


ENSG00000172466
ZNF24
Hs.514802
240.6
PP
213.65
PP


ENSG00000036549
ZZZ3
Hs.480506
125
PP
189.7
PP







212













ENSG00000138031
ADCY3
Hs.467898
208.6
PP
178.4
PP


ENSG00000140350
ANP32A
Hs.458747
416
PP
331.55
PP


ENSG00000062725
APPBP2
Hs.84084
106.4
PP
116.15
PA


ENSG00000117713
ARID1A
Hs.468972
477.6
PP
444.8
PP


ENSG00000155096
AZIN1
Hs.459106
551.2
PP
619.2
PP


ENSG00000133935
C14orf1
Hs.15106
292.6
PP
249.85
PP


ENSG00000153113
CAST
Hs.440961
301.7
PP
461.25
PP


ENSG00000108468
CBX1
Hs.77254
432
PP
415.85
PP


ENSG00000100528
CNIH
Hs.294603
252.6
PP
391.7
PP


ENSG00000160967
CUTL1
Hs.438974
333.3
PP
412.55
PP


ENSG00000183283
DAZAP2
Hs.369761
1267.2
PP
976.7
PP


ENSG00000156976
EIF4A2
Hs.478553
3569
PP
6526.55
PP


ENSG00000104064
GABPB2
Hs.546852
129.3
PP
183.75
PM


ENSG00000141429
GALNT1
Hs.514806
220
PP
273.8
PP


ENSG00000106070
GRB10
Hs.164060
550.7
PP
574.15
PP


ENSG00000164032
H2AFZ
Hs.119192
1477
PP
3477.65
PP


ENSG00000100281
HMG2L1
Hs.197086
215.2
PP
87.75
PM


ENSG00000099783
HNRPM
Hs.465808
968.5
PP
880.2
PP


ENSG00000153187
HNRPU
Hs.166463
470.3
PP
887.6
PP


ENSG00000010295
HOM-TES-
Hs.15243
407
PP
355.35
PP



103


ENSG00000078399
HOXA9
Hs.127428
739.2
PP
674
PP


ENSG00000108622
ICAM2
Hs.431460
319.9
PP
269.45
PP


ENSG00000135387
M11S1
Hs.471818
464.9
PP
451.45
PP


ENSG00000101367
MAPRE1
Hs.472437
196.1
PP
206.85
PM


ENSG00000168906
MAT2A
Hs.516157
1011.4
PP
738.6
PP


ENSG00000152601
MBNL1
Hs.478000
294.4
PP
864.5
PA


ENSG00000081189
MEF2C
Hs.444409
426
PP
437.85
PP


ENSG00000143995
MEIS1
Hs.526754
452.1
PP
262.65
PP


ENSG00000108389
MTMR4
Hs.514373
330.7
PP
407.2
PP


ENSG00000133026
MYH10
Hs.16355
375.1
PP
362.5
PP


ENSG00000153234
NR4A2
Hs.165258
124.6
PP
242.85
PP


ENSG00000145730
PAM
Hs.369430
187.3
PP
178.45
PP


ENSG00000136040
PLXNC1
Hs.551522
354.6
PP
387.1
PP


ENSG00000100941
PNN
Hs.409965
839.5
PP
617.3
PP


ENSG00000078304
PPP2R5C
Hs.368264
174.9
PP
165.25
PP


ENSG00000127314
RAP1B
Hs.369920
1093.1
PP
1537.75
PP


ENSG00000181467
RAP2B
Hs.98643
583.1
PP
665.95
PP


ENSG00000125976
RBM12

321.1
PP
313.35
PP


ENSG00000137710
RDX
Hs.263671
189.5
PP
184.9
PP


ENSG00000137075
RNF38
Hs.333503
322.6
PP
227.7
PP


ENSG00000137575
SDCBP
Hs.200804
934
PP
955.25
PP


ENSG00000122545
7-Sep
Hs.191346
815
PP
1146.5
PP


ENSG00000136450
SFRS1
Hs.68714
1264.9
PP
1622.65
PP


ENSG00000096717
SIRT1
Hs.369779
133.8
PP
124.9
PP


ENSG00000117394
SLC2A1
Hs.473721
233.5
PP
290.75
PP


ENSG00000124766
SOX4
Hs.357901
2351.7
PP
2500.65
PP


ENSG00000091640
SPAG7
Hs.90436
900.7
PP
517.9
PP


ENSG00000164056
SPRY1
Hs.436944
360.7
PP
268.15
PP


ENSG00000157514
TSC22D3
Hs.522074
1752.5
PP
2189.45
PP


ENSG00000163084
TSN
Hs.75066
130.8
PP
178.35
PP


ENSG00000116809
ZBTB17
Hs.433764
249.3
PP
146.75
PP


ENSG00000114514
ZNF148
Hs.380334
211.6
PP
226.65
PP







32













ENSG00000138031
ADCY3
Hs.467898
208.6
PP
178.4
PP


ENSG00000143401
ANP32E
Hs.385913
169.2
PP
423.3
PP


ENSG00000117713
ARID1A
Hs.468972
477.6
PP
444.8
PP


ENSG00000174437
ATP2A2
Hs.506759
203.5
PP
255.4
PP


ENSG00000155096
AZIN1
Hs.459106
551.2
PP
619.2
PP


ENSG00000159388
BTG2
Hs.519162
588.2
PP
538.3
PP


ENSG00000112237
CCNC
Hs.430646
273.3
PP
380.8
PP


ENSG00000070831
CDC42
Hs.467637
620.1
PP
437.75
PP


ENSG00000118260
CREB1
Hs.516646
122.9
PP
230.35
PP


ENSG00000082458
DLG3
Hs.522680
136.2
PP
89.45
PP


ENSG00000128590
DNAJB9
Hs.6790
211.5
PP
433.55
PP


ENSG00000112242
E2F3
Hs.269408
295.6
PP
585.95
PP


ENSG00000120738
EGR1
Hs.326035
128.6
PP
290.15
PP


ENSG00000104131
EIF3S1
Hs.404056
340.4
PP
365.05
PP


ENSG00000110321
EIF4G2
Hs.183684
2137
PP
2701.9
PP


ENSG00000100664
EIF5
Hs.433702
96.4
PP
55.8
PA


ENSG00000114416
FXR1
Hs.478407
143.9
PP
155.75
PP


ENSG00000138757
G3BP2
Hs.303676
242.8
PP
428.55
PP


ENSG00000106070
GRB10
Hs.164060
550.7
PP
574.15
PP


ENSG00000172534
HCFC1
Hs.83634
146.2
PP
233.9
PA


ENSG00000173744
HRB
Hs.443507
202.6
PP
405.7
PP


ENSG00000144381
HSPD1
Hs.113684
2868.6
PP
5689.3
PP


ENSG00000143164
IQWD1
Hs.435741
168.5
PP
156.4
PP


ENSG00000150093
ITGB1
Hs.429052
865.6
PP
593.85
PP


ENSG00000117139
JARID1B
Hs.443650
203.6
PP
353.6
PP


ENSG00000136826
KLF4
Hs.376206
536.5
PP
1193.7
PA


ENSG00000110514
MADD
Hs.82548
423
PP
267.9
PA


ENSG00000175130
MARCKSL1
Hs.75061
314.8
PP
265.6
PP


ENSG00000180398
MCFD2
Hs.293689
289.4
PP
258.25
PP


ENSG00000081189
MEF2C
Hs.444409
426
PP
437.85
PP


ENSG00000005810
MYCBP2
Hs.151411
187
PP
643.55
PP


ENSG00000106459
NRF1
Hs.298069
157.5
PP
126.8
PA


ENSG00000170515
PA2G4
Hs.478044
251.3
PP
523.75
PP


ENSG00000070756
PABPC1
Hs.387804
7565
PP
7921.7
PP


ENSG00000145730
PAM
Hs.369430
187.3
PP
178.45
PP


ENSG00000090060
PAPOLA
Hs.253726
307.4
PP
286
PP


ENSG00000185619
PCGF3
Hs.144309
192.1
PP
237.55
PP


ENSG00000102225
PCTK1
Hs.496068
135
PP
88.45
PA


ENSG00000025293
PHF20
Hs.517044
249.8
PP
173.65
PP


ENSG00000112941
POLS
Hs.481542
355.5
PP
367.35
PP


ENSG00000180817
PP
Hs.437403
894.8
PP
1860.7
PP


ENSG00000100614
PPM1A
Hs.130036
197.3
PP
259.8
PP


ENSG00000163806
PPP1CB
Hs.468018
65.7
PP
135.05
PP


ENSG00000171522
PTGER4
Hs.199248
531.8
PP
514.8
PP


ENSG00000048991
R3HDM
Hs.412462
217.6
PP
376.75
PP


ENSG00000127314
RAP1B
Hs.369920
1093.1
PP
1537.75
PP


ENSG00000067560
RHOA
Hs.247077
1537.7
PP
2368.8
PP


ENSG00000119729
RHOQ
Hs.549125
187.1
PP
222.3
PP


ENSG00000134758
RNF138
Hs.302408
186.9
PP
511.9
PP


ENSG00000137075
RNF38
Hs.333503
322.6
PP
227.7
PP


ENSG00000182568
SATB1
Hs.517717
829.9
PP
652.05
PP


ENSG00000156642
SDFR1
Hs.187866
169.4
PP
193.05
PP


ENSG00000116754
SFRS11
Hs.479693
819.9
PP
1077.55
PP


ENSG00000153914
SFRS12
Hs.519347
258
PP
229.6
PP


ENSG00000139218
SFRS2IP
Hs.210367
224.1
PP
132.2
PA


ENSG00000096717
SIRT1
Hs.369779
133.8
PP
124.9
PP


ENSG00000184602
SNN
Hs.459952
234.4
PP
239.3
PP


ENSG00000159140
SON
Hs.517262
408.8
PP
467.15
PP


ENSG00000137642
SORL1
Hs.368592
2264.1
PP
1084.65
PP


ENSG00000124766
SOX4
Hs.357901
2351.7
PP
2500.65
PP


ENSG00000172845
SP3
Hs.531587
137.8
PP
293.35
PP


ENSG00000178691
SUZ12
Hs.462732
602.2
PP
633.3
PP


ENSG00000165169
TCTE1L
Hs.446392
323
PP
369.75
PP


ENSG00000116001
TIA1
Hs.516075
151.6
PP
145
PP


ENSG00000183864
TOB2
Hs.474978
165.3
PP
196.4
PP


ENSG00000154174
TOMM70A
Hs.227253
585.1
PP
581.85
PP


ENSG00000170142
UBE2E1
Hs.164853
318.4
PP
488.3
PP


ENSG00000164828
UNC84A
Hs.438072
146.4
PP
111.15
PP


ENSG00000135655
USP15
Hs.434951
197.3
PP
160.35
PP


ENSG00000143952
VPS54
Hs.48499
187.9
PP
151.5
PP


ENSG00000179456
ZNF238
Hs.69997
235.7
PP
241.8
PP







100













ENSG00000123908
EIF2C2
Hs.449415
150.2
PP
115.85
PP


ENSG00000022267
FHL1
Hs.435369
5240
PP
3151.75
PP


ENSG00000153187
HNRPU
Hs.166463
470.3
PP
887.6
PP


ENSG00000152601
MBNL1
Hs.478000
294.4
PP
864.5
PP


ENSG00000100330
MTMR3
Hs.474536
204.7
PP
287
PP


ENSG00000082641
NFE2L1
Hs.514284
735.5
PP
726.35
PP


ENSG00000136448
NMT1
Hs.532790
220.5
PP
219.45
PP


ENSG00000147162
OGT
Hs.405410
165.1
PP
183.6
PP


ENSG00000136238
RAC1
Hs.413812
767.5
PP
1337.4
PP


ENSG00000092421
SEMA6A
Hs.156967
140
PP
182.2
PP









Example 4
MicroRNA-16 Inhibits Human Erythroid Differentiation
Abstract

Previously, the inventors determined that microRNA-16 (miR-16) is expressed in normal human CD34+ hematopoietic stem-progenitor cells (HSPCs) and predicted by bio-informatics that miR-16 may regulate erythroid differentiation. Here the inventors report that ectopic miR-16 expression completely blocked hemin-induced erythroid differentiation of K562 human erythroleukemia cells. Likewise, enforced miR-16 expression in normal human CD34+ cells strongly inhibited erythroid differentiation, without affecting myeloid differentiation in either colony-forming or suspension culture assays. This study provides functional evidence verifying the inventors' bioinformatic prediction that miR-16 can selectively regulate human erythroid differentiation.


Introduction

MicroRNAs (miRs) are ˜22 nucleotide RNAs that post-transcriptionally regulate mRNA molecules1 and can thereby control cellular proliferation, differentiation and metabolism2. The chromosome 13q14 locus of miR-15/16, the first microRNA described as a tumor suppressor gene, is deleted in many human chronic lymphoid leukemia (CLL) cases3, a finding replicated for the syntenic deletion in mice that develop CLL4. In normal B lymphoid cells, miR-16 down-regulates the level of BCL-2 protein, leading to increased cellular susceptibility to apoptosis5. In addition, the miR-16 family has been bio-informatically suggested to down-regulate cell cycle-associated mRNAs6. Recently, miR-16 has been implicated in Xenopus cellular differentiation via controlling Nodal signaling7. In mammalian cellular differentiation, miR-16 expression increases during terminal erythroid maturation8.


In a previous study, the inventors determined miR expression in normal human CD34+ HSPCs9 and combined this with HSPC mRNA expression data10 to bio-informatically predict possible roles that miRs play in hematopoiesis, with a particular focus on possible control points in stem to progenitor cell transitions. This analysis identified the possible involvement of miR-16 in either myeloid or erythroid differentiation. In the current study, the inventors doc Ument dynamic miR-16 expression during myeloid and erythroid differentiation, and show by functional assays that miR-16 expression markedly decreases erythropoiesis in the K562 cell line model and in normal primary human CD34+ HSPCs without affecting myelopoiesis.


Materials and Methods
Cell Culture

K562 (ATCC, Rockville, Md.) were cultured, and CD34+ cells from normal adult donor mobilized blood were obtained from the National Heart, Lung, and Blood Institute Program of Excellence in Gene Therapy, Hematopoietic Cell Processing Core (Fred Hutchison Cancer Center) under Institutional Review Board-approved protocols of both the Fred Hutchinson Cancer Center and the Johns Hopkins School of Medicine, and cultured as previously described9,10.


Lentivirus Production and miR-16 Ectopic Expression


The 630 by genomic sequence surrounding hsa-miR-16a was inserted into dual promoter FUGW parental vector containing green fluorescent protein (GFP)11,12. CD34+ cells were transduced with miR-16 or parental control lentivirus as previously described9.


MicroRNA Isolation and Northern Blotting

Erythroid differentiation of K562 cells was induced with 50 ng/ml Hemin. Cells were harvested over a 7 day time course, and total RNA was isolated with TriZol (Invitrogen, Carlsbad, Calif.). MiR-16a expression was determined by miR-microarray as previously described9, and verified by Northern blotting.


SILAC Proteomic Assay

Control and miR-16-transduced K562 cells were treated with hemin or vehicle control. At day 7 (d7), cellular protein was isolated from 2×107 cells and assayed by Stable Isotope Labeling with Amino Acids in Cell Culture (SILAC) proteomics as described14,15.


Methycellulose Colony-Forming and Suspension Culture Assays

Lentivirally transduced CD34+ cells were fluorescence activated cell sorter (FACS)-sorted two days after transduction for GFP+cells using a FACS Vantage (BD Biosciences, San Jose, CA) flow cytometer. GFP+ cells were plated into colony-forming cell (CFC) and suspension culture assays as previously described9. CFC-GM and BFU-E colonies from CFC assays were enumerated 14 days after transduction. Cells from suspension cultures were immunostained 7 days after FACS sorting with CD33, CD34, CD71, CD235a and isotype control monoclonal antibodies (BD).


Results and Discussion
MiR-16 Decreased During K562 Cell Erythroid Differentiation

The inventors' previous miR expression and bio-informatic studies implicated miR-16 as a possible regulator of human myel- and/or erythropoiesis, because of its multiple predicted hematopoietic-expressed mRNA targets, including MEIS1, CREBBP, CD164, HOXA5, and AGTR29. First, the inventors examined miR-16 expression during a time course of hemin-induced K562 model erythroid differentiation and HL-60 model differentiation to multiple terminal cell types. MiR-16 was expressed in both untreated K562 and HL-60 cells. During hemin-induced erythroid differentiation, mir-16 levels increased slightly at very early time points (1-4 hrs), then decreased to low levels at d1. (FIG. 9A) Expression remained low until d7, when the cells were fully differentiated and mir-16 returned to the level present in uninduced K562. In contrast, miR-16 levels did not change in HL60 cells treated with any of 4 different inducers of myeloid differentiation. (FIG. 9B) These expression kinetics indicated that miR-16 may selectively hold erythroid, but not myeloid, progenitor cells at an undifferentiated state. Up-regulation of miR-16 was previously observed in erythroid differentiation, and its expression correlated with the appearance of erythroid cell surface markers such as CD71, CD36, and CD235a8. The inventors' expression results confirm that miR-16 expression is higher in fully differentiated cells, and extends the prior study by revealing that mir-16 expression is highly dynamic during erythroid differentiation. Based on this dynamic expression during erythropoiesis, physiologic miR-16 reduction may allow cells to differentiate along the erythroid lineage.


To determine if sustained miR-16 can down-regulate erythropoiesis, the inventors transduced K562 cells with miR-16 and found that benzidine staining (of hemoglobin) was decreased by 78% (data not shown). Furthermore, SILAC proteomics showed that, compared to hemin-treated, control-transduced K562 cells, miR-16-transduced, hemin-treated K562 cells had greatly decreased levels of erythrocyte-associated proteins, including the globins. (FIG. 9C) Enforced expression of miR-16 did not change either cellular apoptosis (assayed by viaprobe/annexin V staining), cell cycling (assayed by propidium iodide staining), or cell growth (assayed by cell counts) (data not shown).


Thus, preventing the physiologic reduction in miR-16 by enforced expression blocked hemin-induced K562 erythroid differentiation.


Mir-16 Suppressed Erythropoiesis of Normal CD34+ HSPC.

The inventors next hypothesized that enforced miR-16 expression would selectively inhibit erythropoiesis of primary human HSPCs. Indeed, miR-16-transduced CD34+ cells generated 30% fewer erythroid colonies but only 10% fewer myeloid colonies. (FIG. 10a) In addition, the erythroid colonies generated by miR-16-transduced CD34+ cells were small and diffuse compared to controls, while the myeloid colonies were normal in size and morphology (not shown). In suspension cultures, cells ectopically expressing miR-16 generated 3-fold fewer CD71+/CD235a+ relatively early erythroid cells and 4-fold fewer later CD71++/CD235a++ erythroid cells 16. (FIG. 10b) In contrast, there was a 30% increase in the frequency of CD33+ myeloid cells in the suspension cultures of miR-16-transduced cells, confirming the CFC data that myeloid differentiation was relatively insensitive to mir-16 expression. (FIG. 10b) Although miR-16 can regulate apoptosis in B lymphoid cells3,5 and has also been suggested as a cell cycle inhibitor6, the inventors found that apoptosis, cell cycling, and cell counts of mir-16-transduced CD34+ cells in suspension cultures were comparable to controls (data not shown).


The inventors' original study of miR expression in HSPCs identified miR-16 as a hematopoietic expressed (HE)-miR, and target annotation indicated it as a possible regulator of erythropoiesis9. The inventors also showed that several mRNAs predicted to be miR-16 targets are in fact translationally controlled in hematopoietic cells9. In the functional studies herein, the inventors have demonstrated that miR-16 can potently and selectively down-regulate erythropoiesis of both K562 erythroleukemia cells and normal primary CD34+ HSPCs.


REFERENCES



  • 1. Ambros V, Chen X. The regulation of genes and genomes by small RNAs. Development. 2007;134:1635-1641. 2. Bartel D P. MicroRNAs: genomics, biogenesis, mechanism, and function. Cell. 2004;116:281-297. 3. Calin G A, Dumitru C D, Shimizu M, et al. Frequent deletions and down-regulation of micro-RNA genes miR15 and miR16 at 13q14 in chronic lymphocytic leukemia. Proc Natl Acad Sci USA. 2002;99:15524-15529. 4. Raveche E S, Salerno E, Scaglione B J, et al. Abnormal microRNA-16 locus with synteny to human 13q14 linked to CLL in NZB mice. Blood. 2007;109:5079-5086. 5. Cimmino A, Calin G A, Fabbri M, et al. miR-15 and miR-16 induce apoptosis by targeting BCL2. Proc Natl Acad Sci USA. 2005;102:13944-13949. 6. Linsley P S, Schelter J, Burchard J, et al. Transcripts targeted by the microRNA-16 family cooperatively regulate cell cycle progression. Mol Cell Biol. 2007;27:2240-2252. 7. Martello G, Zacchigna L, Inui M, et al. MicroRNA control of Nodal signalling. Nature. 2007;449:183-188. 8. Choong M L, Yang H H, McNiece I. MicroRNA expression profiling during human cord blood-derived CD34 cell erythropoiesis. Exp Hematol. 2007;35:551-564. 9. Georgantas R W, 3rd, Hildreth R, Morisot S, et al. CD34+ hematopoietic stem-progenitor cell microRNA expression and function: a circuit diagram of differentiation control. Proc Natl Acad Sci USA. 2007;104:2750-2755. 10. Georgantas R W, 3rd, Tanadve V, Malehorn M, et al. Microarray and serial analysis of gene expression analyses identify known and novel transcripts overexpressed in hematopoietic stem cells. Cancer Res. 2004;64:4434-4441. 11. Yu X, Alder J K, Chun J H, et al. HES1 inhibits cycling of hematopoietic progenitor cells via DNA binding. Stem Cells. 2006;24:876-888. 12. Yu X, Zhan X, D'Costa J, et al. Lentiviral vectors with two independent internal promoters transfer high-level expression of multiple transgenes to human hematopoietic stem-progenitor cells. Mol Ther. 2003;7:827-838. 13. Xie P, Chan F S, Ip N Y, Leung M F. Induction of gp130 and LIF by differentiation inducers in human myeloid leukemia K562 cells. Leuk Res. 1999;23:1113-1119. 14. Amanchy R, Kalume D E, Iwahori A, Zhong J, Pandey A. Phosphoproteome analysis of HeLa cells using stable isotope labeling with amino acids in cell culture (SILAC). J Proteome Res. 2005;4:1661-1671. 15. Ong S E, Blagoev B, Kratchmarova I, et al. Stable isotope labeling by amino acids in cell culture, SILAC, as a simple and accurate approach to expression proteomics. Mol Cell Proteomics. 2002;1:376-386. 16. Loken M R, Shah V O, Dattilio K, Civin C I. Flow Cytometric Analysis of Human Bone Marrow: I. Normal Erythroid Development. Blood. 1987;69:255-263.



Example 5
miRNAs Expressed by All Stem Cells

Undifferentiated human embryonic stem cells (hESCs) expressed a small set of “ES-microRNAs”, and mir-155 was expressed in day 9 and 14 EBs: Recently, the ability of hESCs 110 to differentiate into hematopoietic lineage cells has been demonstrated in several laboratories, including our own. Differentiation of hESCs, via EBs or upon co-culture with the S17 or OP9 stromal cell line, can give rise to endothelial and hematopoietic cells including hematopoietic CFCs. Our recently reported human hESC/EB-derived hematopoietic model, using the NIH-approved H1 (WA01) hESC cell line, exhibits both waves (primitive and definitive) of human hematopoiesis. Differentiation into hematopoietic cells can be evaluated using cytological staining, monoclonal antibody (Mab)/flow cytometric evaluation for lineage markers, qRT-PCR for hematopoietic transcription factors, and CFC assays. Similar results have been obtained using H9 (WA09) hESCs (unpublished).


Profiling microRNA expression in hematopoietic cells developing from hESCs: Based on our extensive experience with hESC-derived hematopoiesis, we generated and immuno-purified undifferentiated hESCs and differentiating EB cells over a time course of hESC to EB differentiation90,111, and microRNAs and mRNAs were assessed in these cells by microarrays and/or qRT-PCR and BioPlex assays. hESCs were transferred from “pluripotent” growth conditions to “EB conditions” where, without PMEFs or cytokines, EBs form and spontaneous differentiation occurs. In characterizing hem-endothelial development in this model system (Zambidis et al. (2005) Blood 106:860), we established that (a) expression of hematopoiesis-associated mRNAs/proteins begins at ˜1 week of EB culture, when these cells produce mainly erythroid progeny containing embryonic hemoglobins (suggesting “embryonic” or “primitive” hematopoiesis); and (b) characteristics of “adult” (or “definitive”) hematopoiesis, such as generation of increased numbers of mono-granulocytic progenitors plus erythroid progenitors producing cells containing fetal and adult hemoglobins, are present at 9-20+ days. Therefore, the following FACS-enriched hematopoietic cell-enriched subsets were harvested at the following critical time points (Zambidis et al. (2005) Blood 106:860):

    • (i) Undifferentiated hESCs (CD9+/TRA-160+ at EB day 0),
    • (ii) Embryonic (“primitive”) erythroid-enriched cells (CD34+/CD31/CD13 at EB day 6),
    • (iii) Embryonic plus some adult-type (“definitive”) erythroid-enriched cells (CD34+/CD31/CD13 at EB day 9), and
    • (iv) Embryonic and adult type erythroid-enriched cells (CD34+/CD31/CD13 at EB day 14).


We have obtained enough cells at each of these time points to perform multiple FACS-analyses and qRT-PCR assays (Zambidis et al. (2005) Blood 106:860). These experiments were done using H1 and then H9 hESC lines. Data from hESCs were entered into our TID, and the microRNAs expressed in both hESC lines were prioritized for comparisons to the subsets obtained from primary adult human and mouse hematopoietic tissues.


Informatic analyses using the TID: Once microRNA and mRNA expression data was obtained, we normalized and analyze the data, using 2 software tools developed by Dr. Georgantas (Georgantas et al. (2007) PNAS 104:2750 and Georgantas et al. (2004) Cancer Res. 64:4434), which can (a) identify changes in microRNA and mRNA expression between chosen sources of hematopoietic cells and stages of erythroid differentiation, and (b) predict, at each of these stages, the effect of individual microRNAs on erythropoiesis by predicting their effects on specific mRNA targets expressed by the same cells.


We found only 9 microRNAs that were expressed in both H1 and H9 hESCs during growth under undifferentiated (“pluripotent”) conditions. 8 of the 9 “ES-microRNAs” are also HE-microRNAs (1 of these 9 (mir-212) was just below the expression level threshold in CD34+ cells; Table 1). We hypothesize that these ES/HE-microRNAs may regulate general sternness properties shared by other types of stem cells. Note also that the ES-microRNAs do not include the mir-155 HE-microRNA or certain other HE-microRNAs predicted to control hematopoiesis: mir-16, -146, -181, or -128; this leads us to suspect that these 5 microRNAs may be more specific for the regulation of hematopoietic differentiation than of general sternness.


Neural and mesenchymal ste r n cells were also investigated. Human neural stem cells (NSC) and mesenchymal stem cells (MSC) were isolated as described in Science 284(5411):143-147 and Stem Cells 24(12)2851-2857. The results indicated that the same miRNAs expressed in human embryonic stem cells were also found to be expressed and forming a similar signature in neural and mesenchyman stem cells (see Table 6).









TABLE 6







MicroRNAs Expressed by All Stem Cells










CD34+




HSPCs













PBSC






microRNA
RFU2
BM RFU
hESCs
NSC
MSC















hsa-let-7b
163,441
202,826
87,674
134,000
175,374


hsa-mir-17
169,601
839,361
87,521
2,612,500
585,167


hsa-mir-92-1
4,115,379
5,793,765
478,045
4,290,750
3,146,564


hsa-mir-92-
3,477,367
4,760,875
638,159
4,810,875
3,475,815


2-p


hsa-mir-130a
186,958
420,271
95,444
488,850
388,921


hsa-mir-193
104,803
481,103
131,861
116,025
256,445


hsa-mir-197
182,695
231,027
84,921
167,700
145,645


hsa-mir-212
81,476
80,414
95,013
172,350
154,554


(SEQ ID


NO: 34)


hsa-mir-222
354,343
200,347
94,847
703,500
612,315









Example 6
miRNA-155 is Expressed in Early Hematopoietic Stem Cells

Using qRT-PCR, we assessed levels of mir-155 at 2 time points of EB differentiation of H1 hESCs90. We had previously shown that, in day 9 EBs, hematopoietic cells are mainly embryonic (“primitive”) whereas adult (“definitive”) hematopoietic cells are present by day 14. mir-155 was not detected in undifferentiated hESCs but was expressed at days 9 and 14 of EB differentiation, further circumstantially implicating mir-155 as a hematopoiesis-associated microRNA. Based on TID-predicted target mRNAs, mir-155 may control embryonic hematopoiesis. For example, mir-155 has been recently reported to down-regulate angiotensin receptor II (AGTRII); AGTRII is a new marker for, and may be mechanistically involved in, early embryonic hematopoiesis. Therefore, we have transduced H1 hESCs with our mir-155 lentivector. To date, we have observed no difference in the growth rate of mir-155-transduced vs control-transduced hESCs, under “pluripotent” conditions.


Thus, mir-155 allows hESCs to develop into early embryonic HSPCs, but inhibits further differentiation. These differentiation-arrested cells remain able to expand.


EQUIVALENTS

Those skilled in the art will recognize, or be able to ascertain using no more than routine experimentation, many equivalents of the specific embodiments of the invention described herein. Such equivalents are intended to be encompassed by the following claims.

Claims
  • 1. A method for modulating the differentiation of a stem-progenitor cell (SPC), comprising contacting the stem-progenitor cell with one or more nucleic acid molecules, wherein each of the nucleic acid molecules comprises a nucleotide sequence that is at least about 90% identical to a sequence selected from the group consisting of SEQ ID NOs: 1-34 and the complements thereof.
  • 2. The method of claim 1, wherein the differentiation of the stem-progenitor cell is inhibited, and and wherein each of the nucleic acid molecules comprises a nucleotide sequence that is at least about 90% identical to a sequence selected from the group consisting of SEQ ID NOs: 1-34.
  • 3. The method of claim 1, wherein the differentiation of the stem-progenitor cell is stimulated, and and wherein each of the nucleic acid molecules comprises a nucleotide sequence that is at least about 90% identical to a sequence selected from the group consisting of the complements of SEQ ID NOs: 1-34.
  • 4. The method of claim 1, wherein the stem-progenitor cell is a hematopoietic stem-progenitor cell and the nucleotide sequences are selected from the group consisting of the sequences of mir-128a, mir-181a, mir-146, mir-155, mir-24a, mir-17, mir-16, mir-103, mir-107, mir-223, mir-221 and mir-222 and the complements thereof.
  • 5. The method of claim 4, wherein the hematopoietic stem-progenitor cell is CD34+.
  • 6. The method of claim 4, wherein the differentiation of the hematopoietic stem-progenitor cell beyond the stage of multipotent progenitor cell (MPP) and/or before the stage of common lymphoic progenitor (CLP) or common myeloid progenitor (CMP) is inhibited, and the nucleotide sequences are selected from the group consisting of the sequences of mir-128a, mir-181a, mir-146, mir-155, mir-24a, and mir-17.
  • 7-8. (canceled)
  • 9. The method of claim 4, wherein the differentiation of the hematopoietic stem-progenitor cell beyond the stage of CMP and/or before the stage of B/Mac bi-potential is inhibited, and the nucleotide sequences are selected from the group consisting of the sequences of mir-103 and mir-107.
  • 10. The method of claim 4, wherein the differentiation of the hematopoietic stem-progenitor cell beyond the stage of CMP and/or before the stage of megakaryocyte-erythrocyte progenitor (MEP) is inhibited, and the polynucleotide sequence is that of mir-16.
  • 11. The method of claim 4, wherein the differentiation of the hematopoietic stem-progenitor cell beyond the stage of granulocyte-macrophage progenitor cell (GMP) and/or before the stage of granulocytes is inhibited, and the polynucleotide sequence is that of mir-223.
  • 12. The method of claim 4, wherein the differentiation of the hematopoietic stem-progenitor cell beyond the stage of MEP and/or before the stage of erythrocyte is inhibited, and the nucleotide sequences are selected from the group consisting of the sequences of mir-221 and mir-222.
  • 13. The method of claim 4, wherein the differentiation of the hematopoietic stem-progenitor cell towards the stage of CLP and CMP is stimulated, and the nucleotide sequences are selected from the group consisting of mir-128a, mir-181a, mir-146, mir-155, mir-24a, and mir-17.
  • 14-15. (canceled)
  • 16. The method of claim 4, wherein the differentiation of the hematopoietic stem-progenitor cell towards the stage of B/Mac bi-potential and GMP is stimulated, and the nucleotide sequences are selected from the group consisting of the sequences of mir-103 and mir-107.
  • 17. The method of claim 4, wherein the differentiation of the hematopoietic stem-progenitor cell towards the stage of CMP and/or before the stage of MEP is stimulated, and the polynucleotide sequence is that of mir-16.
  • 18. The method of claim 4, wherein the differentiation of the hematopoietic stem-progenitor cell towards the stage of granulocyte is stimulated, and the polynucleotide sequence is that of mir-223.
  • 19. The method of claim 4, wherein the differentiation of the hematopoietic stem-progenitor cell towards the stage of erythrocyte is stimulated, and the polynucleotide sequences are selected from the group consisting of the sequences of mir-221 and mir-222.
  • 20. The method of claim 1, wherein the stem-progenitor cell is a human embryonic stem cell (ESC), a neural stem cell or a mesenchymal stem cell, and the nucleotide sequences are selected from the group consisting of the sequences of let-7b, mir-17, mir-92-1, mir-92-2-p, mir-130a, mir-193, mir-197, mir-212 and mir-222 and the complements thereof.
  • 21-22. (canceled)
  • 23. The method of claim 1, wherein the contacting is performed in vitro.
  • 24. (canceled)
  • 25. The method of claim 4, wherein the cell is a peripheral blood stem-progenitor cell or a bone marrow cell.
  • 26-40. (canceled)
  • 41. An isolated stem-progenitor cell comprising a heterologous nucleic acid comprises a nucleotide sequence that is at least about 90% identical to a sequence selected from the group consisting of the SEQ ID NOs: 1-34 and the complements thereof.
  • 42. (canceled)
  • 43. The isolated stem-progenitor cell of claim 41, which is a hematopoietic cell.
  • 44-54. (canceled)
  • 55. A method of screening a candidate substance for an effect on hematopoietic cell differentiation, comprising providing a hematopoietic cell that expresses one or more nucleic acids of SEQ ID NOS: 1-34; contacting said hematopoietic cell with said candidate substance; and assessing the effect of said candidate substance on the expression or stability of one or more nucleic acids of SEQ ID NOS: 1-34.
  • 56. (canceled)
CROSS-REFERENCE TO RELATED APPLICATIONS

This application claims the benefit of U.S. Provisional Patent Application No. 60/872,764, filed on Dec. 4, 2006, the content of which is specifically incorporated by reference herein in its entirety.

GOVERNMENTAL SUPPORT

This invention was made with governmental support under grant numbers CA70970 and CA60441, awarded by the U.S. National Institutes of Health. The government has certain rights in this invention.

Provisional Applications (1)
Number Date Country
60872764 Dec 2006 US
Continuations (1)
Number Date Country
Parent PCT/US2007/024845 Dec 2007 US
Child 12478586 US