METHODS OF STRATIFYING AND TREATING A SUB-POPULATION OF INFLAMMATORY BOWEL DISEASE PATIENTS

Information

  • Patent Application
  • 20230020356
  • Publication Number
    20230020356
  • Date Filed
    May 28, 2021
    3 years ago
  • Date Published
    January 19, 2023
    2 years ago
Abstract
Described herein are methods and systems for identifying subpopulations of patients having Crohn's disease, including populations at risk of developing structuring or other severe disease, and populations susceptible to success or failure with surgical intervention. Further provided are therapies useful for treating subpopulations of patients having Crohn's disease.
Description
SEQUENCE LISTING

This application incorporates by reference in its entirety the Computer Readable Form (“CRF”) of a Sequence Listing in ASCII text format submitted via EFS-Web. The Sequence Listing text file submitted via EFS-Web is entitled “56884-745.301_SL.txt,” was created on Aug. 24, 2021 and is 156,673 bytes in size.


BACKGROUND OF THE INVENTION

Inflammatory bowel disease (IBD) is a pathobiologically heterogeneous disease. Defining distinct disease populations is critical for improved prognostic accuracy, targeted therapeutics and biomarker discovery.


SUMMARY

Aspects disclosed herein provide methods for processing or analyzing a biological sample from a subject, comprising: (a) obtaining the biological sample comprising gene expression products, wherein the subject has or is suspected of having Crohn's Disease (CD); (b) subjecting the biological sample to an assay to yield a data set including data corresponding to gene expression product levels; (c) in a programmed computer, inputting said data including said gene expression product levels from (b) to a trained algorithm to generate a classification of said sample as positive for a CD-PBmu subtype based detection of an expression profile comprising an increase in the gene expression levels compared to a reference expression profile, wherein the trained algorithm is trained with a plurality of training samples, and wherein said biological sample is independent of said plurality of training samples; and (d) electronically outputting a report that identifies the classification of the biological sample as positive for the CD-PBmu subtype. In some embodiments, the gene expression product comprises RNA. In some embodiments, the assay comprises using one or more of a microarray, sequencing, and qPCR. In some embodiments, the trained algorithm is trained with one or more datasets of gene expression product levels obtained from the plurality of training samples. In some embodiments, the gene expression products are expressed from genes comprising two or more of A disintegrin and metalloproteinase with thrombospondin motifs 1 (ADAMTS1), Neutrophil gelatinase-associated lipocalin (LCN2), Disintegrin and metalloproteinase domain-containing protein 28 (ADAM28), Tryptase beta-2 (TPSB2), peptidylprolyl isomerase A pseudogene 30 (PPIAP30), glutamine-fructose-6-phosphate transaminase 2 (GFPT2), KIT proto-oncogene, receptor tyrosine kinase (KIT), phospholipid transfer protein (PLTP), major facilitator superfamily domain containing 2A (MFSD2A), interleukin 22 (IL22), LIM and cysteine rich domains 1 (LMCD1), interleukin 6 (IL6), TBC1 domain family member 9 (TBC1D9), ChaC glutathione specific gamma-glutamylcyclotransferase 1 (CHAC1), selenoprotein P (SEPP1), superoxide dismutase 3 (SOD3), RAB13, member RAS oncogene family (RAB13), lysozyme (LYZ), carboxypeptidase A3 (CPA3), serine dehydratase (SDS), dual specificity tyrosine phosphorylation regulated kinase 3 (DYRK3), DAB adaptor protein 2 (DAB2), TBC1 domain family member 8 (TBC1D8), crystallin alpha B (CRYAB), TBC1 domain family member 3 (TBC1D3), leucine rich repeat containing 32 (LRRC32), serpin family G member 1 (SERPING1), ubiquitin D (UBD), fatty acid binding protein 1 (FABP1), spleen associated tyrosine kinase (SYK), aldolase, fructose-bisphosphate B (ALDOB), semaphorin 6B (SEMA6B), NANOG neighbor homeobox (NANOGNB), dermatan sulfate epimerase (DSE), formyl peptide receptor 3 (FPR3), tenascin XB (TNXB), olfactory receptor family 4 subfamily A member 5 (OR4A5), decorin (DCN), carbohydrate sulfotransferase 15 (CHST15), ADAM like decysin 1 (ADAMDEC1), histidine decarboxylase (HDC), RRAD, Ras related glycolysis inhibitor and calcium channel regulator (RRAD), complement C1s (C1S), or phospholipase A2 group IIA (PLA2G2A), or a combination thereof. In some embodiments, the gene expression products are expressed from genes comprising two or more of ADAMDEC1, ALDOB, CHST15, C1S, CRYAB, DAB2, DCN, DYRK3, FABP1, HDC, IL22, IL6, KIT, LMCD1, LRRC32, OR4A5, PLA2G2A, PLTP, RAB13, RRAD, SERPING1, SOD3, SYK, TBC1D3, TBC1D9, TPSB2, or UBD, or a combination thereof. In some embodiments, the increase in the gene expression product levels is at least 2-fold greater than in the reference expression profile. In some embodiments, the reference expression profile comprises expression levels of the one or more genes of one or more subjects that do not have CD. In some embodiments, the biological sample comprises a blood sample or is purified from a blood sample of the subject. In some embodiments, methods further comprise treating the subject by administering to the subject a therapeutic agent. In some embodiments, methods further comprise optimizing a therapeutic regimen of the subject comprising increasing or decreasing a dosage amount of a therapeutic agent administered to the subject for the treatment of the CD, based on the CD-PBmu subtype.


Aspects disclosed herein provide methods of treating Crohn's disease (CD) in a subject, the method comprising administering to the subject a therapeutically effective amount of a therapeutic agent, provided the subject is identified as having a CD-PBmu subtype by: (a) detecting an expression profile comprising an increase in a level of expression of one or more genes in the biological sample, relative to a reference expression profile; and (b) identifying the subject as having a CD-PBmu subtype based upon the expression profile that is detected in (b). In some embodiments, the one or more genes comprises ADAMTS1, LCN2, ADAM28, TPSB2, PPIAP30, GFPT2, KIT, T PLTP, MFSD2A, IL22, LMCD1, IL6, TBC1D9, CHAC1, SEPP1, SOD3, RAB13, LYZ, CPA3, SDS, DYRK3, DAB2, TBC1D8, CRYAB, TBC1D3, LRRC32, SERPING1, UBD, FABP1, SYK, ALDOB, SEMA6B, NANOGNB, DSE, FPR3, TNXB, OR4A5, DCN, CHST15, ADAMDEC1, HDC, RRAD, C1S, or PLA2G2A, or a combination thereof. In some embodiments, the one or more genes comprises ADAMDEC1, ALDOB, CHST15, C1S, CRYAB, DAB2, DCN, DYRK3, FABP1, HDC, IL22, IL6, KIT, LMCD1, LRRC32, OR4A5, PLA2G2A, PLTP, RAB13, RRAD, SERPING1, SOD3, SYK, TBC1D3, TBC1D9, TPSB2, or UBD, or a combination thereof. In some embodiments, the one or more genes comprises at least 10 of the one or more genes. In some embodiments, the one or more genes comprises between about 10-27 of the one or more genes. In some embodiments, the increase in the level of expression of the one or more genes in the biological sample is at least 2-fold greater than in the reference expression profile. In some embodiments, the reference expression profile comprises expression levels of the one or more genes of one or more subjects that do not have CD. In some embodiments, detecting the expression profile comprises detecting the increase in the level of expression of the one or more genes by: (a) contacting the biological sample with a nucleic acid primer and/or detectable nucleic acid probe; and (b) hybridizing the nucleic acid primer and/or detectable nucleic acid probe to a nucleic acid sequence of the one or more genes that is measured, wherein the detectable nucleic acid probe comprises a nucleic acid sequence comprising at least about 10 contiguous nucleic acids of the one of the one or more genes.


Aspects disclosed herein provide methods of determining a Crohn's Disease (CD) subtype in a subject having CD, the method comprising: (a) measuring a level of expression of one or more genes from Table 1A in a biological sample obtained from a subject having CD; (b) detecting an expression profile comprising an increase in the level of expression of the one or more genes in the biological sample, relative to a reference expression profile; and (c) identifying the subject as having a CD-PBmu subtype based upon the expression profile that is detected in (b). In some embodiments, provided that the one or more genes comprises ADAMTS1, LCN2, ADAM28, TPSB2, PPIAP30, GFPT2, KIT, T PLTP, MFSD2A, IL22, LMCD1, IL6, TBC1D9, CHAC1, SEPP1, SOD3, RAB13, LYZ, CPA3, SDS, DYRK3, DAB2, TBC1D8, CRYAB, TBC1D3, LRRC32, SERPING1, UBD, FABP1, SYK, ALDOB, SEMA6B, NANOGNB, DSE, FPR3, TNXB, OR4A5, DCN, CHST15, ADAMDEC1, HDC, RRAD, C1S, or PLA2G2A or a combination thereof. In some embodiments, the one or more genes comprises ADAMDEC1, ALDOB, CHST15, C1S, CRYAB, DAB2, DCN, DYRK3, FABP1, HDC, IL22, IL6, KIT, LMCD1, LRRC32, OR4A5, PLA2G2A, PLTP, RAB13, RRAD, SERPING1, SOD3, SYK, TBC1D3, TBC1D9, TPSB2, or UBD, or a combination thereof. In some embodiments, the one or more genes comprises at least 10 of the one or more genes. In some embodiments, the increase in the level of expression of the one or more genes in the biological sample is at least 2-fold greater than in the reference expression profile. In some embodiments, the reference expression profile comprises expression levels of the one or more genes of one or more subjects that do not have CD. In some embodiments, measuring a level of expression of one or more genes comprises utilizing an assay selected from the group consisting of an RNA sequencing method, a microarray method, and quantitative polymerase chain reaction (qPCR). In some embodiments, measuring a level of expression of one or more genes comprises: (a) contacting the biological sample with a nucleic acid primer and/or detectable nucleic acid probe; and (b) hybridizing the nucleic acid primer and/or detectable nucleic acid probe to a nucleic acid sequence of the one or more genes that is measured, wherein the detectable nucleic acid probe comprises a nucleic acid sequence comprising at least about 10 contiguous nucleic acids of the one of the one or more genes. In some embodiments, methods further comprise treating the subject by administering a therapeutic agent to the subject. In some embodiments, methods further comprise optimizing a therapeutic regimen of the subject comprising increasing or decreasing a dosage amount of a therapeutic agent administered to the subject for the treatment of the CD, based on the CD-PBmu subtype. In some embodiments, provided the biological sample comprises a blood sample or is purified from a blood sample of the subject.


In one aspect, the present application provides methods and systems for identifying sub-populations of Crohn's Disease (CD) patients based on transcriptomic profiling and/or monocyte profiling. Patients having a mucosal-like expression profile may be characterized as having a CD-PBmu subtype, which in some cases is associated with an altered composition of T-cell subsets, clinical disease severity markers, and decreased pro-inflammatory gene expression following surgery. Patients having a particular monocyte expression profile may be characterized as having a more severe form of CD; may be more susceptible to failure with anti-TNF, 6-mercaptopurine, or methotrexate; may be IgG ASCA positive; may have a CD-PBmu subtype, or any combination thereof. Patients having a CD-PBmu and/or monocyte subtype may be specifically treated and monitored using the methods provided herein.


In one aspect, provided herein is a method of determining a Crohn's Disease (CD) subtype status in a subject having CD, wherein the status comprises distinguishing a CD PBmucosal (CD-PBmu) subtype from a non-CD-PBmu subtype, the method comprising: detecting expression of one or more genes from Table 1A in a biological sample from the subject to obtain an expression profile comprising the expression levels of each of the one or more genes in the biological sample, and determining the CD subtype status of the subject based upon the expression profile, wherein an increased level of expression in the one or more genes as compared to a reference expression profile indicates status of CD-PBmu subtype as distinguished from a non-CD-PBmu subtype. In some embodiments, the one or more genes comprises at least 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, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 55, 60 65, 70, 75, 80, 85, 90, 100, 110, 120, 140, 160, 180, or 200 genes. In some embodiments, the one or more genes comprises 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, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, or all of the genes in Table 4. In some embodiments, the one or more genes comprises ADAMTS1. In some embodiments, the one or more genes comprises LCN2. In some embodiments, the one or more genes comprises ADAM28. In some embodiments, the one or more genes comprises TPSB2. In some embodiments, the one or more genes comprises PPIAP30. In some embodiments, the one or more genes comprises GFPT2. In some embodiments, the one or more genes comprises KIT. In some embodiments, the one or more genes comprises PLTP. In some embodiments, the one or more genes comprises MFSD2A. In some embodiments, the one or more genes comprises IL22. In some embodiments, the one or more genes comprises LMCD1. In some embodiments, the one or more genes comprises IL6. In some embodiments, the one or more genes comprises TBC1D9. In some embodiments, the one or more genes comprises CHAC1. In some embodiments, the one or more genes comprises SEPP1. In some embodiments, the one or more genes comprises SOD3. In some embodiments, the one or more genes comprises RAB13. In some embodiments, the one or more genes comprises LYZ. In some embodiments, the one or more genes comprises CPA3. In some embodiments, the one or more genes comprises SDS. In some embodiments, the one or more genes comprises DYRK3. In some embodiments, the one or more genes comprises DAB2. In some embodiments, the one or more genes comprises TBC1D8. In some embodiments, the one or more genes comprises CRYAB. In some embodiments, the one or more genes comprises TBC1D3. In some embodiments, the one or more genes comprises LRRC32. In some embodiments, the one or more genes comprises SERPING1. In some embodiments, the one or more genes comprises UBD. In some embodiments, the one or more genes comprises FABP1. In some embodiments, the one or more genes comprises SYK. In some embodiments, the one or more genes comprises ALDOB. In some embodiments, the one or more genes comprises SEMA6B. In some embodiments, the one or more genes comprises NANOGNB. In some embodiments, the one or more genes comprises DSE. In some embodiments, the one or more genes comprises FPR3. In some embodiments, the one or more genes comprises TNXB. In some embodiments, the one or more genes comprises OR4A5. In some embodiments, the one or more genes comprises DCN. In some embodiments, the one or more genes comprises CHST15. In some embodiments, the one or more genes comprises ADAMDEC1. In some embodiments, the one or more genes comprises HDC. In some embodiments, the one or more genes comprises RRAD. In some embodiments, the one or more genes comprises C1S. In some embodiments, the one or more genes comprises PLA2G2A. In some embodiments, the expression of at least one of the one or more genes in the biological sample is at least 2-fold greater than in the reference expression profile. In some embodiments, the reference expression profile comprises expression levels of the one or more genes of one or more subjects who do not have IBD. In some embodiments, detecting expression of the one or more genes comprises a RNA sequencing method. In some embodiments, detecting expression of the one or more genes comprises a microarray method. In some embodiments, detecting expression of the one or more genes comprises hybridization of a nucleic acid primer and/or probe to the biological sample, wherein the nucleic acid primer and/or probe comprises at least about 10 contiguous nucleobases of one of the one or more genes from Table 1A. In some embodiments, the reference expression profile is stored in a database. In some embodiments, the method further comprises treating the subject with a therapeutic agent. In some embodiments, the therapeutic agent comprises a protein, peptide, nucleic acid, or compound that targets a molecule in a pathway of one or more genes of Table 4. In some embodiments, the biological sample comprises a blood sample or is purified from a blood sample of the subject. In some embodiments, the subject is less than 18 years of age. In some embodiments, the subject is 18 years of age or older. In some embodiments, the subject is not responsive to anti-TNFα therapy. In some embodiments, the subject has or is susceptible to having structuring disease. In some embodiments, the subject has or is susceptible to having increased length of bowel resection.


In another aspect, provided is a method for processing or analyzing a biological sample from a subject, comprising: (a) obtaining the biological sample comprising gene expression products, wherein the subject has or is suspected of having Crohn's Disease (CD); (b) subjecting the biological sample to an assay by sequencing, array hybridization, and/or nucleic acid amplification to yield a data set including data corresponding to gene expression product levels; (c) in a programmed computer, inputting said data including said gene expression product levels from (b) to a trained algorithm to generate a classification of said sample as positive or negative for a CD subtype, wherein the trained algorithm is trained with a plurality of training samples, and wherein said biological sample is independent of said plurality of training samples; and (d) electronically outputting a report that identifies the classification of the biological sample as positive or negative for the CD subtype. In some embodiments, the sample is classified at an accuracy of at least about 90%, 91%, 92%, 93%, 94%, 95%, 96%, 97%, 98%, or 99%. In some embodiments, the gene expression product comprises ribonucleic acid. In some embodiments, the assay comprises using one or more of the following: microarray, sequencing, SAGE, blotting, reverse transcription, and quantitative polymerase chain reaction (PCR). In some embodiments, the trained algorithm is trained with one or more datasets of gene expression product levels obtained from the plurality of training samples. In some embodiments, the gene expression products comprise ADAMTS1. In some embodiments, the gene expression products comprise LCN2. In some embodiments, the gene expression products comprise ADAM28. In some embodiments, the gene expression products comprise TPSB2. In some embodiments, the gene expression products comprise PPIAP30. In some embodiments, the gene expression products comprise GFPT2. In some embodiments, the gene expression products comprise KIT. In some embodiments, the gene expression products comprise PLTP. In some embodiments, the gene expression products comprise MFSD2A. In some embodiments, the gene expression products comprise IL22. In some embodiments, the gene expression products comprise LMCD1. In some embodiments, the gene expression products comprise IL6. In some embodiments, the gene expression products comprise TBC1D9. In some embodiments, the gene expression products comprise CHAC1. In some embodiments, the gene expression products comprise SEPP1. In some embodiments, the gene expression products comprise SOD3. In some embodiments, the gene expression products comprise RAB13. In some embodiments, the gene expression products comprise LYZ. In some embodiments, the gene expression products comprise CPA3. In some embodiments, the gene expression products comprise SDS. In some embodiments, the gene expression products comprise DYRK3. In some embodiments, the gene expression products comprise DAB2. In some embodiments, the gene expression products comprise TBC1D8. In some embodiments, the gene expression products comprise CRYAB. In some embodiments, the gene expression products comprise TBC1D3. In some embodiments, the gene expression products comprise LRRC32. In some embodiments, the gene expression products comprise SERPING1. In some embodiments, the gene expression products comprise UBD. In some embodiments, the gene expression products comprise FABP1. In some embodiments, the gene expression products comprise SYK. In some embodiments, the gene expression products comprise ALDOB. In some embodiments, the gene expression products comprise SEMA6B. In some embodiments, the gene expression products comprise NANOGNB. In some embodiments, the gene expression products comprise DSE. In some embodiments, the gene expression products comprise FPR3. In some embodiments, the gene expression products comprise TNXB. In some embodiments, the gene expression products comprise OR4A5. In some embodiments, the gene expression products comprise DCN. In some embodiments, the gene expression products comprise CHST15. In some embodiments, the gene expression products comprise ADAMDEC1. In some embodiments, the gene expression products comprise HDC. In some embodiments, the gene expression products comprise RRAD. In some embodiments, the gene expression products comprise C1S. In some embodiments, the gene expression products comprise PLA2G2A.


Further provided herein is a composition comprising at least 10 but less than 100 contiguous nucleobases of a gene of Table 1A or its complement, and a detectable label.


Further provided herein is a panel of biomarker nucleic acids comprising at least 10 but less than 100 contiguous nucleobases of a plurality of genes, the plurality of genes comprising two or more genes from Table 1A.


Further provided herein is a composition comprising an agent that modulates expression and/or activity of a molecule in a pathway of one or more genes selected from Table 4.


Further provided herein is a method comprising treating a subject with a therapeutic agent that targets a molecule in a pathway of one or more genes selected from Table 4, provided that the subject is determined to have a CD-PBmu subtype as described in any method above. In some embodiments, the therapeutic agent comprises a peptide, nucleic acid, compound, or a combination thereof.


Further provided is a method comprising determining an increase or decrease in expression of a gene effectuated by a therapeutic agent in a subject, the method comprising detecting expression of the gene after administration of the therapeutic agent to the subject, wherein the gene is selected from Table 1A. In some embodiments, the therapeutic agent modulates activity and/or expression of a molecule in a pathway of one or more genes selected from Table 4. In some embodiments, the expression is detected using the method of any above method.


Further provided is a method of determining a Crohn's Disease (CD) subtype status in a subject having CD, wherein the status comprises distinguishing a first CD monocyte subtype from a second CD monocyte subtype, the method comprising: detecting expression of one or more genes from Table 7A in a monocyte sample from the subject to obtain an expression profile comprising the expression levels of each of the one or more genes in the monocyte sample, and determining the CD subtype status of the subject by comparison of the expression profile of the subject to a reference expression profile. In some embodiments, the one or more genes comprises at least 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, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 55, 60 65, 70, 75, 80, 85, 90, 100, 110, 120, 140, 160, 180, or 200 genes. In some embodiments, the reference expression profile comprises an expression profile of a first CD monocyte subtype. In some embodiments, if the expression of at least one of the one or more genes in the monocyte sample is at least 2-fold greater than in the reference expression profile, the subject has the second CD monocyte subtype. In some embodiments, if the expression of at least one of the one or more genes in the monocyte sample is at least 2-fold less than in the reference expression profile, the subject has the second CD monocyte subtype. In some embodiments, the reference expression profile comprises an expression profile of a second CD monocyte subtype. In some embodiments, if the expression of at least one of the one or more genes in the monocyte sample is at least 2-fold greater than in the reference expression profile, the subject has the first CD monocyte subtype. In some embodiments, if the expression of at least one of the one or more genes in the monocyte sample is at least 2-fold less than in the reference expression profile, the subject has the first CD monocyte subtype. In some embodiments, the reference expression profile comprises an expression profile comprising expression levels of the one or more genes of a subject who does not have IBD. In some embodiments, the expression of at least one of the one or more genes in the monocyte sample is at least 2-fold greater than in the reference expression profile, the subject has the first CD monocyte subtype. In some embodiments, if the expression of at least one of the one or more genes in the monocyte sample is at least 2-fold greater than in the reference expression profile, the subject has the second CD monocyte subtype. In some embodiments, if the expression of at least one of the one or more genes in the monocyte sample is at least 2-fold less than in the reference expression profile, the subject has the first CD monocyte subtype. In some embodiments, if the expression of at least one of the one or more genes in the monocyte sample is at least 2-fold less than in the reference expression profile, the subject has the second CD monocyte subtype. In some embodiments, detecting expression of the one or more genes comprises a RNA sequencing method. In some embodiments, detecting expression of the one or more genes comprises a microarray method. In some embodiments, detecting expression of the one or more genes comprises hybridization of a nucleic acid primer and/or probe to the biological sample, wherein the nucleic acid primer and/or probe comprises at least about 10 contiguous nucleobases of one of the one or more genes from Table 7A. In some embodiments, the reference expression profile is stored in a database. In some embodiments, the method further comprises treating the subject with a therapeutic agent. In some embodiments, the therapeutic agent comprises a protein, peptide, nucleic acid, or compound that targets a molecule in a pathway of one or more genes of Table 7B. In some embodiments, the therapeutic agent targets a kinase from the group comprising: DNAPK, CDK4, ERK1, HIPK2, CDC2, MAPK1, MAPK3, ERK2, CSNK2A1, CK2ALPHA, JNK1, CDK1, MAPK14, PKR, and CDK2. In some embodiments, the subject is less than 18 years of age. the subject is 18 years of age or older. In some embodiments, the subject is not responsive to anti-TNFα therapy. In some embodiments, the subject has or is susceptible to having structuring disease. In some embodiments, the subject has or is susceptible to having increased length of bowel resection.


Further provided is a method for processing or analyzing a biological sample from a subject, comprising: (a) obtaining the biological sample comprising gene expression products, wherein the subject has or is suspected of having Crohn's Disease (CD); (b) subjecting the biological sample to an assay by sequencing, array hybridization, and/or nucleic acid amplification to yield a data set including data corresponding to gene expression product levels; (c) in a programmed computer, inputting said data including said gene expression product levels from (b) to a trained algorithm to generate a classification of said sample as positive or negative for a CD subtype, wherein the trained algorithm is trained with a plurality of training samples, and wherein said biological sample is independent of said plurality of training samples; and (d) electronically outputting a report that identifies the classification of the biological sample as positive or negative for the CD subtype. In some embodiments, the sample is classified at an accuracy of at least about 90%, 91%, 92%, 93%, 94%, 95%, 96%, 97%, 98%, or 99%. In some embodiments, the gene expression product comprises ribonucleic acid. In some embodiments, the assay comprises using one or more of the following: microarray, sequencing, SAGE, blotting, reverse transcription, and quantitative polymerase chain reaction (PCR). In some embodiments, the trained algorithm is trained with one or more datasets of gene expression product levels obtained from the plurality of training samples. In some embodiments, the gene expression products comprise a gene selected from Table 7A.


Further provided is a composition comprising at least 10 but less than 100 contiguous nucleobases of a gene of Table 7A or its complement, and a detectable label.


A panel of biomarker nucleic acids comprising at least 10 but less than 100 contiguous nucleobases of a plurality of genes, the plurality of genes comprising two or more genes from Table 7A.


Further provided is a composition comprising an agent that modulates expression and/or activity of a molecule in a pathway of one or more genes selected from Table 7B.


Further provided is a method comprising treating a subject with a therapeutic agent that targets a molecule in a pathway of one or more genes selected from Table 7B, provided that the subject is determined to have a monocyte 2 subtype as described in any previous embodiment.


Further provided is a method comprising treating a subject with a therapeutic agent that targets a molecule in a pathway of one or more genes selected from Table 7B, provided that the subject is determined to have a monocyte 1 subtype as described in any of previous embodiment. In some embodiments, the therapeutic agent comprises a peptide, nucleic acid, compound, or a combination thereof.


Further provided is a method comprising determining an increase or decrease in expression of a gene effectuated by a therapeutic agent in a subject, the method comprising detecting expression of the gene after administration of the therapeutic agent to the subject, wherein the gene is selected from Table 7A. In some embodiments, the therapeutic agent modulates activity and/or expression of a molecule in a pathway of one or more genes selected from Table 7B. In some embodiments, the expression is detected using the method described herein.


Further provided is a method of treating or preventing a disease or condition in a subject, the method comprising administering a modulator of the activity or expression of one or more gene from Table 4 to the subject, provided the subject has a first CD subtype characterized by an increased expression in one or more of the genes of Table 1A as compared to the expression of the one or more genes in a reference subject having a second CD subtype. In some embodiments, the disease or condition is inflammatory bowel disease (IBD). In some embodiments, the IBD comprises Crohn's disease and/or ulcerative colitis. In some embodiments, the method further comprises determining the CD subtype of the subject. In some embodiments, determining the CD subtype of the subject comprises determining the expression level of the one or more genes of Table 1A. In some embodiments, determining the CD subtype of the subject comprises performing RNA sequencing.


Further provided is a method of treating or preventing a disease or condition in a subject, the method comprising administering a modulator of the activity or expression of one or more kinases selected from the group consisting of DNAPK, CDK4, ERK1, HIPK2, CDC2, MAPK1, MAPK3, ERK2, CSNK2A1, CK2ALPHA, JNK1, CDK1, MAPK14, PKR, and CDK2, to the subject, provided the subject has a first CD subtype characterized by an increased expression in one or more of the genes of Table 7A as compared to the expression of the one or more genes in a reference subject having a second CD subtype. In some embodiments, the disease or condition is inflammatory bowel disease (IBD). the IBD comprises Crohn's disease and/or ulcerative colitis. In some embodiments, the method further comprises determining the CD subtype of the subject. In some embodiments, determining the CD subtype of the subject comprises determining the expression level of the one or more genes of Table 7A. determining the CD subtype of the subject comprises performing RNA sequencing.


Aspects disclosed herein provide methods of monitoring a treatment of Crohn's disease (CD) in a subject, the method comprising: (a) detecting an expression profile comprising an increase in a level of expression of one or more genes in the biological sample, relative to a reference expression profile; (b) identifying the subject as having a CD-PBmu subtype based upon the expression profile that is detected in (b); and (c) increasing or decreasing a dosage amount of a therapeutic agent that is administered to the subject to treat the CD, based on the CD-PBmu subtype. In some embodiments, the one or more genes comprises ADAMTS1, LCN2, ADAM28, TPSB2, PPIAP30, GFPT2, KIT, T PLTP, MFSD2A, IL22, LMCD1, IL6, TBC1D9, CHAC1, SEPP1, SOD3, RAB13, LYZ, CPA3, SDS, DYRK3, DAB2, TBC1D8, CRYAB, TBC1D3, LRRC32, SERPING1, UBD, FABP1, SYK, ALDOB, SEMA6B, NANOGNB, DSE, FPR3, TNXB, OR4A5, DCN, CHST15, ADAMDEC1, HDC, RRAD, C1S, or PLA2G2A, or a combination thereof. In some embodiments, the one or more genes comprises at least 10 of the one or more genes. In some embodiments, the one or more genes comprises between about 10-27 of the one or more genes. In some embodiments, the one or more genes comprises 44 of the one or more genes. In some embodiments, the one or more genes comprises ADAMTS1, LCN2, ADAM28, TPSB2, PPIAP30, GFPT2, KIT, T PLTP, MFSD2A, IL22, LMCD1, IL6, TBC1D9, CHAC1, SEPP1, SOD3, RAB13, LYZ, CPA3, SDS, DYRK3, DAB2, TBC1D8, CRYAB, TBC1D3, LRRC32, SERPING1, UBD, FABP1, SYK, ALDOB, SEMA6B, NANOGNB, DSE, FPR3, TNXB, OR4A5, DCN, CHST15, ADAMDEC1, HDC, RRAD, C1S, and PLA2G2A. In some embodiments, the one or more genes comprises ADAMDEC1, ALDOB, CHST15, C1S, CRYAB, DAB2, DCN, DYRK3, FABP1, HDC, IL22, IL6, KIT, LMCD1, LRRC32, OR4A5, PLA2G2A, PLTP, RAB13, RRAD, SERPING1, SOD3, SYK, TBC1D3, TBC1D9, TPSB2, or UBD, or a combination thereof. In some embodiments, the one or more genes comprises ADAMDEC1, ALDOB, CHST15, C1S, CRYAB, DAB2, DCN, DYRK3, FABP1, HDC, IL22, IL6, KIT, LMCD1, LRRC32, OR4A5, PLA2G2A, PLTP, RAB13, RRAD, SERPING1, SOD3, SYK, TBC1D3, TBC1D9, TPSB2, and UBD. In some embodiments, the increase in the level of expression of the one or more genes in the biological sample is at least 2-fold greater than in the reference expression profile. In some embodiments, the reference expression profile comprises expression levels of the one or more genes of one or more subjects that do not have CD. In some embodiments, detecting the expression profile comprises detecting the increase in the level of expression of the one or more genes by: (a) contacting the biological sample with a nucleic acid primer and/or detectable nucleic acid probe; and (b) hybridizing the nucleic acid primer and/or detectable nucleic acid probe to a nucleic acid sequence of the one or more genes that is measured, wherein the detectable nucleic acid probe comprises a nucleic acid sequence comprising at least about 10 contiguous nucleic acids of the one of the one or more genes.





BRIEF DESCRIPTION OF THE DRAWINGS


FIG. 1A shows differential gene expression and clustering defining a PBmu transcriptomic signature



FIG. 1B shows clustering defining a PBmu transcriptomic signature. Gene expression from a classified CD-PBT clustered tightly with non-IBD subjects and gene expression drifted from a peripheral toward a mucosal profile, classified as CD-PBmu(cosal).



FIG. 1C shows pathways enriched in the CD-PBmu subtype as compared to CD-PBT subtype.



FIG. 1D shows cell population differences in CD-PBT vs CD-PBmu mimic differential RNA expression. LPT refers to mucosal lamina propria T cells.



FIG. 1E shows that the CD-PBmu subtype is enriched in NKT and Tgd T cells and depleted in CD4/CD8 T cells subsets.



FIG. 1F shows that the CD-PBmu expression signature can stratify CD patients who failed on anti-TNF alpha therapy based on whole blood analysis.



FIG. 2 shows NKT cell subset is enriched in CD-PBmu and associated with structuring disease. T-cell subset composition was analyzed using xCell and Bindea bioinformatics tools.



FIG. 3 shows CD4+ memory cells are depleted in CD-PBmu and associated with increased length of bowel resection.



FIG. 4A shows T cell expression changes following surgery in CD-PBmu, but not PBT, subtype.



FIG. 4B shows the CD-PBmu gene signature reverts to that observed for CD-PBT following surgery.



FIG. 5A shows PBmu 44 biomarker signature colocalized with ileal biopsy samples from studies of treatment naive pediatric Crohn's patients.



FIG. 5B shows pathways enriched in the CD-PBmu 44 biomarker signature.



FIG. 5C shows that PBmu 44 biomarker signature is associated with expression of kinases provided.



FIG. 6 shows that for CD-PBmu patients, depletion of CD4+ and CD8+ memory T cells is associated with post-op recurrence of disease.



FIG. 7A-7B show that 44 Biomarker expression gene panel correlates PB-mu enriched NKT and depleted CD4+ memory T cell subsets. FIG. 7A shows enrichment of NKT cells and negative enrichment of CD4+ T cells by cellular enrichment score. FIG. 7B shows enrichment of gene markers of NKT cells and negative enrichment of gene markers of CD4+ T cells.



FIG. 8 shows clustering of CD monocytes to reveal two signatures: monocyte 1 subtype and monocyte 2 subtype.



FIG. 9 shows differential gene expression in monocyte 1 substype versus monocyte 2 subtype.



FIG. 10A shows differentially expressed genes (DEG) in PBmu as compared to PBT in a genome wide association study (GWAS).



FIG. 10B shows enriched pathways that overlap with the GWAS DEG in CD-PBmu.





DETAILED DESCRIPTION OF THE INVENTION

The present disclosure provides methods and systems for characterizing and treating patients having Crohn's disease (CD). In particular embodiments, a CD patient is characterized as having or not having a mucosal-like CD expression signature (CD-PBmu) by transcriptomic profiling. Patients having the CD-PBmu profile may be suitable for subtype-specific treatment, including administration with a therapeutic agent that targets a biomolecule provided in Table 1A or 3, or a biomolecule in a biological pathway of a biomolecule provided in Table 1A or 3. In some embodiments, a CD patient is characterized as having or not having a particular monocyte profile, monocyte 2 subtype. Patients having the monocyte 2 subtype may have or become susceptive to having a more severe disease phenotype. As a non-limiting example, the subject with the monocyte 2 subtype has or is likely to fail treatment with anti-TNF, 6-mercaptopurine, and/or methotrexate. Patients having the particular monocyte profile may be suitable for subtype-specific treatment, including administration with a therapeutic agent that targets a biomolecule provided in Table 7A or 7B, or a biomolecule in a biological pathway of a biomolecule provided in Table 7A or 7B. In some cases, a subject may be treated with a modulator of a kinase selected from DNAPK, CDK4, ERK1, HIPK2, CDC2, MAPK1, MAPK3, ERK2, CSNK2A1, CK2ALPHA, JNK1, CDK1, MAPK14, PKR, and CDK2.


Further provided herein are methods and systems for characterizing and treating a patient having CD, wherein the patient is characterized as having or not having a CD-PBmu subtype, and having or not having a monocyte 2 subtype. The non-CD-PBmut subtype may be a PBT subtype. The non-monocyte 2 subtype may be a monocyte 1 subtype. The subtype characterization may be determined sequentially or concurrently. In some cases, a patient having a CD-PBmu subtype and monocyte 2 subtype is treated with a therapeutic agent that targets a biomolecule provided in Table 1A, 4, 7A, 7B, DNAPK, CDK4, ERK1, HIPK2, CDC2, MAPK1, MAPK3, ERK2, CSNK2A1, CK2ALPHA, JNK1, CDK1, MAPK14, PKR, or CDK2. In some cases, a patient having a CD-PBmu subtype and monocyte 2 subtype is not treated with anti-TNF, 6-mercaptopurine, or methotrexate. In some cases, a patient having a CD-PBmu subtype and monocyte 1 subtype is treated with a therapeutic agent that targets a biomolecule provided in Table 1A, 4, 7A, 7B, DNAPK, CDK4, ERK1, HIPK2, CDC2, MAPK1, MAPK3, ERK2, CSNK2A1, CK2ALPHA, JNK1, CDK1, MAPK14, PKR, or CDK2. In some cases, a patient having a CD-PBmu subtype and monocyte 1 subtype is not treated with anti-TNF, 6-mercaptopurine, or methotrexate. In some cases, a patient having a CD-PBT subtype and monocyte 2 subtype is treated with a therapeutic agent that targets a biomolecule provided in Table 1A, 4, 7A, 7B, DNAPK, CDK4, ERK1, HIPK2, CDC2, MAPK1, MAPK3, ERK2, CSNK2A1, CK2ALPHA, JNK1, CDK1, MAPK14, PKR, or CDK2. In some cases, a patient having a CD-PBT subtype and monocyte 2 subtype is not treated with anti-TNF, 6-mercaptopurine, or methotrexate. In some cases, a patient having a CD-PBT subtype and monocyte 1 subtype is treated with a therapeutic agent that targets a biomolecule provided in Table 1A, 4, 7A, 7B, DNAPK, CDK4, ERK1, HIPK2, CDC2, MAPK1, MAPK3, ERK2, CSNK2A1, CK2ALPHA, JNK1, CDK1, MAPK14, PKR, or CDK2. In some cases, a patient having a CD-PBT subtype and monocyte 1 subtype is not treated with anti-TNF, 6-mercaptopurine, or methotrexate.


In the following description, certain specific details are set forth in order to provide a thorough understanding of various embodiments. However, one skilled in the art will understand that the embodiments provided may be practiced without these details. Unless the context requires otherwise, throughout the specification and claims which follow, the word “comprise” and variations thereof, such as, “comprises” and “comprising” are to be construed in an open, inclusive sense, that is, as “including, but not limited to.” As used in this specification and the appended claims, the singular forms “a,” “an,” and “the” include plural referents unless the content clearly dictates otherwise. It should also be noted that the term “or” is generally employed in its sense including “and/or” unless the content clearly dictates otherwise. Further, headings provided herein are for convenience only and do not interpret the scope or meaning of the claimed embodiments.


As used herein, the terms “homologous,” “homology,” or “percent homology” when used herein to describe to an amino acid sequence or a nucleic acid sequence, relative to a reference sequence, can be determined using the formula described by Karlin and Altschul (Proc. Natl. Acad. Sci. USA 87: 2264-2268, 1990, modified as in Proc. Natl. Acad. Sci. USA 90:5873-5877, 1993). Such a formula is incorporated into the basic local alignment search tool (BLAST) programs of Altschul et al. (J Mol Biol. 1990 Oct. 5; 215(3):403-10; Nucleic Acids Res. 1997 Sep. 1; 25(17):3389-402). Percent homology of sequences can be determined using the most recent version of BLAST, as of the filing date of this application. Percent identity of sequences can be determined using the most recent version of BLAST, as of the filing date of this application.


Transcriptomic Signature and Profiling

In one aspect, provided herein are transcriptomic signatures associated with a subtype of IBD, including CD. In some cases, the transcriptomic signature comprises one or more genes of Table 1A. In some cases, the transcriptomic signature comprises about or 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, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 55, 60, 65, 70, 75, 80, 90, 100, or more of the genes of Table 1A. In some cases, the transcriptomic signature comprises genes 1-44 of Table 1A. In some cases, the transcriptomic signature comprises genes 1-117 of Table 1A.









TABLE 1A







Exemplary Biomarkers of a Transcriptomic Signature.













No
Biomarker
Name
EntrezID
Accession
UGCluster
Ensembl
















1
ADAM28
ADAM metallopeptidase domain 28
10863
NM_001304351
Hs.174030
ENSG00000042980


2
ADAMDEC1
ADAM-like, decysin 1
27299
NM_001145271
Hs.521459
ENSG00000134028


3
ADAMTS1
ADAM metallopeptidase with
9510
NM_006988
Hs.643357
ENSG00000154734




thrombospondin type 1 motif, 1


4
ALDOB
aldolase B, fructose-bisphosphate
229
NM_000035
Hs.530274
ENSG00000136872


5
C1S
complement component 1, s
716
NM_001734
Hs.458355
ENSG00000182326




subcomponent


6
CHAC1
ChaC glutathione-specific gamma-
79094
NM_001142776
Hs.155569
ENSG00000128965




glutamylcyclotransferase 1


7
CHST15
carbohydrate (N-acetylgalactosamine
51363
NM_00127076
Hs.287537
ENSG00000182022




4-sulfate 6-O) sulfotransferase 15


8
CPA3
carboxypeptidase A3 (mast cell)
1359
NM_001870
Hs.646
ENSG00000163751


9
CRYAB
crystallin, alpha B
1410
NM_001289807
Hs.53454
ENSG00000109846


10
DAB2
Dab, mitogen-responsive
1601
NM_001244871
Hs.696631
ENSG00000153071




phosphoprotein, homolog 2




(Drosophila)


11
DCN
decorin
1634
NM_001920
Hs.156316
ENSG00000011465


12
DSE
dermatan sulfate epimerase
29940
NM_001080976
Hs.458358
ENSG00000111817


13
DYRK3
dual-specificity tyrosine-(Y)-
8444
NM_001004023
Hs.164267
ENSG00000143479




phosphorylation regulated kinase 3


14
FABP1
fatty acid binding protein 1, liver
2168
NM_001443
Hs.380135
ENSG00000163586


15
FPR3
formyl peptide receptor 3
2359
NM_002030
Hs.445466
ENSG00000187474


16
GFPT2
glutamine-fructose-6-phosphate
9945
NM-005110
Hs.696497
ENSG00000131459




transaminase 2


17
HDC
histidine decarboxylase
3067
NM_001306146
Hs.1481
ENSG00000140287


18
IL22
interleukin 22
50616
NM_020525
Hs.287369
ENSG00000127318


19
IL6
interleukin 6
3569
NM_000600
Hs.654458
ENSG00000136244


20
KIT
v-kit Hardy-Zuckerman 4 feline
3815
NM_000222
Hs.479754
ENSG00000157404




sarcoma viral oncogene homolog


21
LCN2
lipocalin 2
3934
NM_005564
Hs.204238
ENSG00000148346


22
LMCD1
LIM and cysteine-rich domains 1
29995
NM_001278233
Hs.475353
ENSG00000071282


23
LRRC32
leucine rich repeat containing 32
2615
NM_001128922
Hs.151641
ENSG00000137507


24
LYZ
lysozyme
4069
NM_000239
Hs.524579
ENSG00000090382


25
MFSD2A
major facilitator superfamily
84879
NM_001136493
Hs.655177
ENSG00000168389




domain containing 2A


26
NANOGNB
NANOG neighbor homeobox
360030
NM_001145465
Hs.558004
ENSG00000205857


27
OR4A5
olfactory receptor, family 4,
81318
NM_001005272
Hs.554531
ENSG00000221840




subfamily A, member 5


28
PLA2G2A
phospholipase A2, group IIA
5320
NM_000300
Hs.466804
ENSG00000188257




(platelets, synovial fluid)


29
PLTP
phospholipid transfer protein
5360
NM_001242920
Hs.439312
ENSG00000100979


30
PPIAP30
peptidylprolyl isomerase A
100192204
NR_036506
Hs.714691




(cyclophilin A) pseudogene 30


31
RAB13
RAB13, member RAS oncogene
5872
NM_001272038
Hs.151536
ENSG00000143545




family


32
RRAD
Ras-related associated with
6236
NM_001128850
Hs.1027
ENSG00000166592




diabetes


33
SDS
serine dehydratase
10993
NM_006843
Hs.439023
ENSG00000135094


34
SEMA6B
sema domain, transmembrane
10501
NM_020241
Hs.465642
ENSG00000167680




domain (TM), and cytoplasmic




domain, (semaphorin) 6B


35
SEPP1
selenoprotein P, plasma, 1
6414
NM_001085486
Hs.275775
ENSG00000250722


36
SERPING1
serpin peptidase inhibitor, clade G
710
NM_000062
Hs.384598
ENSG00000149131




(C1 inhibitor), member 1


37
SOD3
superoxide dismutase 3,
6649
NM_003102
Hs.2420
ENSG00000109610




extracellular


38
SYK
spleen tyrosine kinase
6850
NM_001135052
Hs.371720
ENSG00000165025


39
TBC1D3
TBC1 domain family, member 3
729873
NM_001123391
Hs.454716
ENSG00000274611


40
TBC1D8
TBC1 domain family, member 8
11138
NM_001102426
Hs.442657
ENSG00000204634




(with GRAM domain)


41
TBC1D9
TBC1 domain family, member 9
23158
NM_015130
Hs.480819
ENSG00000109436




(with GRAM domain)


42
TNXB
tenascin XB
7148
NM_019105
Hs.485104
ENSG00000168477


43
TPSB2
tryptase beta 2 (gene/pseudogene)
64499
NM_024164
Hs.405479
ENSG00000197253


44
UBD
ubiquitin D
10537
NM_006398
Hs.44532
ENSG00000213886


45
ABI3BP
ABI family, member 3 (NESH)
25890
NM_015429
Hs.477015
ENSG00000154175




binding protein


46
ANKRD20A3
ankyrin repeat domain 20 family,
441425
NM_001012419
Hs.632663
ENSG00000276203




member A3


47
APOC1P1
apolipoprotein C-I pseudogene 1
342
NR_028412
Hs.110675
ENSG00000214855


48
AQP7P3
aquaporin 7 pseudogene 3
441432
NR_026558
Hs.743215


49
C11orf96
chromosome 11 open reading
387763
NM_001145033
Hs.530443
ENSG00000187479




frame 96


50
C1QB
complement component 1, q
713
NM_000491
Hs.8986
ENSG00000173369




subcomponent, B chain


51
C1QC
complement component 1, q
714
NM_001114101
Hs.467753
ENSG00000159189




subcomponent, C chain


52
C2orf27A
chromosome 2 open reading
29798
NM_013310
Hs.635289




frame 27A


53
C8orf4
chromosome 8 open reading frame 4
56892
NM_020130
Hs.591849
ENSG00000176907


54
CKB
creatine kinase, brain
1152
NM_001823
Hs.173724
ENSG00000166165


55
CLDN10
claudin 10
9071
NM_001160100
Hs.534377
ENSG00000134873


56
CLEC3B
C-type lectin domain family 3,
7123
NM_001308394
Hs.476092
ENSG00000163815




member B


57
CLIC4
chloride intracellular channel 4
25932
NM_013943
Hs.440544
ENSG00000169504


58
COL1A1
collagen, type I, alpha 1
1277
NM_000088
Hs.172928
ENSG00000108821


59
COL1A2
collagen, type I, alpha 2
1278
NM_000089
Hs.489142
ENSG00000164692


60
COL5A1
collagen, type V, alpha 1
1289
NM_000093
Hs.210283
ENSG00000130635


61
CXCL13
chemokine (C-X-C motif) ligand 13
10563
NM_006419
Hs.100431
ENSG00000156234


62
CYCSP52
cytochrome c, somatic
360155
NR_001560
Hs.491808
ENSG00000235700




pseudogene 52


63
FAM138D
family with sequence similarity 138,
677784
NR_026823
Hs.722487
ENSG00000249054




member D


64
FAM182B
family with sequence similarity 182,
728882
NR_026714
Hs.682103
ENSG00000175170




member B


65
FAM222A
family with sequence similarity 222,
84915
NM_032829
Hs.661785
ENSG00000139438




member A


66
FAM231A
family with sequence similarity 231,
729574
NM_001282321

ENSG00000237847




member A


67
FAM27A


68
FSTL1
follistatin-like 1
11167
NM_007085
Hs.269512
ENSG00000163430


69
GAS7
growth arrest-specific 7
8522
NM_001130831
Hs.462214
ENSG00000007237


70
GEM
GTP binding protein overexpressed
2669
NM_005261
Hs.654463
ENSG00000164949




in skeletal muscle


71
GOLGA6L5P
golgin A6 family-like 5, pseudogene
374650
NM_198079
Hs.454625


72
GPNMB
glycoprotein (transmembrane) nmb
10457
NM_001005340
Hs.190495
ENSG00000136235


73
GYPE
glycophorin E (MNS blood group)
2996
NM_002102
Hs.654368
ENSG00000197465


74
HNRNPA1P33
heterogeneous nuclear
728643
NR_003277
Hs.711067
ENSG00000213412




ribonucleoprotein A1 pseudogene 33


75
HSPA2
heat shock 70 kDa protein 2
3306
NM_021979
Hs.432648
ENSG00000126803


76
HSPB6
heat shock protein, alpha-
126393
NM_144617
Hs.534538
ENSG00000004776




crystallin-related, B6


77
KGFLP2
keratinocyte growth factor-
654466
NM_001039113
Hs.536967




like protein 2


78
KRT20
keratin 20, type I
54474
NM_019010
Hs.84905
ENSG00000171431


79
LIMS3L
LIM and senescent cell
100288695
NM_001205288
Hs.535619
ENSG00000256671




antigen-like domains 3-like


80
LINC00348
long intergenic non-protein
100885781
NR_047699
Hs.372660
ENSG00000226846




coding RNA 348


81
LINC00700
long intergenic non-protein
282980
NR_040253
Hs.576810
ENSG00000234962




coding RNA 700


82
LINC00857
long intergenic non-protein
439990
NR_038464
Hs.365566
ENSG00000237523




coding RNA 857


83
LINC01189
long intergenic non-protein
643648
NR_046203
Hs.640178




coding RNA 1189


84
LOC100129138
THAP domain containing, apoptosis
100129138
NR_033990
Hs.514487
ENSG00000215869




associated protein 3 pseudogene


85
LOC100507006
uncharacterized LOC100507006
100507006
NR_120420
Hs.442789


86
LOC100508046
uncharacterized LOC100508046
100508046
NR_110505
Hs.433218
ENSG00000275563


87
LOC101927123
uncharacterized LOC101927123
101927123
NR_110147
Hs.526761
ENSG00000244215


88
LOC101927905
uncharacterized LOC101927905
101927905
NR_120454
Hs.621425
ENSG00000215241


89
LOC101928163
uncharacterized LOC101928163
101928163
NR_110799
Hs.588761


90
LOC102724034
uncharacterized LOC102724034
102724034
NR_120378
Hs.694638


91
LOC642426
uncharacterized LOC642426
642426
NR_046104
Hs.578301
ENSG00000257504


92
LOC645166
lymphocyte-specific protein 1
645166
NR_027354
Hs.744183
ENSG00000232527




pseudogene


93
LOC646736
uncharacterized LOC646736
646736
NR_046102
Hs.712836


94
MIR663A
microRNA 663a
724033
NR_030386

ENSG00000273684


95
MLLT10P1
myeloid/lymphoid or mixed-
140678
NR_045115
Hs.653099




lineage leukemia; translocated to,




10 pseudogene 1


96
MMP19
matrix metallopeptidase 19
4327
NM_001032360
Hs.591033
ENSG00000123342


97
NCOR1P1
nuclear receptor corepressor 1
149934
NM_001039379
Hs.711274
ENSG00000240108




pseudogene 1


98
PGM5-AS1
PGM5 antisense RNA 1
572558
NR_015423
Hs.552819
ENSG00000224958


99
PHLDB1
pleckstrin homology-like domain,
23187
NM_001144758
Hs.504062
ENSG00000019144




family B, member 1


100
PMP22
peripheral myelin protein 22
5376
NM_000304
Hs.372031
ENSG00000109099


101
PTENP1-AS
PTENP1 antisense RNA
101243555
NR_103745
Hs.598470
ENSG00000281128


102
REG3A
regenerating islet-derived 3 alpha
5068
NM_002580
Hs.567312
ENSG00000172016


103
RPSAP9
ribosomal protein SA pseudogene 9
653162
NR_026890
Hs.655646
ENSG00000234618


104
SEPSECS-AS1
SEPSECS antisense RNA 1
285540
NR_037934
Hs.732278




(head to head)


105
SEPT14


106
SLC9B1
solute carrier family 9, subfamily B
150159
NM_001100874
Hs.666728
ENSG00000164037




(NHA1, cation proton antiporter 1),




member 1


107
SLCO4A1
solute carrier organic anion
28231
NM_016354
Hs.235782
ENSG00000101187




transporter family, member 4A1


108
SMOX
spermine oxidase
54498
NM_001270691
Hs.433337
ENSG00000088826


109
SPARCL1
SPARC-like 1 (hevin)
8404
NM_001128310
Hs.62886
ENSG00000152583


110
SRC
SRC proto-oncogene, non-receptor
6714
NM_005417
Hs.195659
ENSG00000197122




tyrosine kinase


111
ST13P4
suppression of tumorigenicity 13
145165
NM_153290
Hs.511834




(colon carcinoma) (Hsp70




interacting protein) pseudogene 4


112
TCF21
transcription factor 21
6943
NM_003206
Hs.78061
ENSG00000118526


113
TCF4
transcription factor 4
6925
NM_001083962
Hs.605153
ENSG00000196628


114
TMEM45B
transmembrane protein 45B
120224
NM_138788
Hs.504301
ENSG00000151715


115
UBE2Q2L
ubiquitin-conjugating enzyme E2Q
100505679
NM_001243531
Hs.726826
ENSG00000259511




family member 2-like


116
UBTFL1
upstream binding transcription factor,
642623
NM_001143975
Hs.719885
ENSG00000255009




RNA polymerase I-like 1


117
ZNF582-AS1
ZNF582 antisense RNA 1
386758
NR_037159
Hs.549564
ENSG00000267454




(head to head)


118
ADM
adrenomedullin
133
NM_001124
Hs.441047
ENSG00000148926


119
ANPEP
alanyl (membrane) aminopeptidase
290
NM_001150
Hs.1239
ENSG00000166825


120
AOAH-IT1
AOAH intronic transcript 1
100874264
NR_046764
Hs.690994
ENSG00000230539


121
ASB2
ankyrin repeat and SOCS box
51676
NM_001202429
Hs.510327
ENSG00000100628




containing 2


122
ATP5J2-PTCD1
ATP5J2-PTCD1 readthrough
100526740
NM_001198879
Hs.632313
ENSG00000248919


123
BASP1
brain abundant, membrane
10409
NM_001271606
Hs.201641
ENSG00000176788




attached signal protein 1


124
CCL11
chemokine (C-C motif) ligand 11
6356
NM_002986
Hs.54460
ENSG00000172156


125
CD68
CD68 molecule
968
NM_001040059
Hs.647419
ENSG00000129226


126
CSF2RB
colony stimulating factor 2 receptor,
1439
NM_000395
Hs.592192
ENSG00000100368




beta, low-affinity (granulocyte-




macrophage)


127
CTAGE8
CTAGE family, member 8
100142659
NM_001278507
Hs.661442
ENSG00000244693


128
CTGF
connective tissue growth factor
1490
NM_001901
Hs.410037
ENSG00000118523


129
CXCL1
chemokine (C-X-C motif) ligand 1
2919
NM_001511
Hs.789
ENSG00000163739




(melanoma growth stimulating




activity, alpha)


130
CXCL3
chemokine (C-X-C motif) ligand 3
2921
NM_002090
Hs.89690
ENSG00000163734


131
DEFA5
defensin, alpha 5, Paneth cell-
1670
NM_021010
Hs.655233
ENSG00000164816




specific


132
DEFA6
defensin, alpha 6, Paneth cell-
1671
NM_001926
Hs.711
ENSG00000164822




specific


133
DERL3
derlin 3
91319
NM_001002862
Hs.593679
ENSG00000099958


134
DNASE1L3
deoxyribonuclease I-like 3
1776
NM_001256560
Hs.476453
ENSG00000163687


135
DOK3
docking protein 3
79930
NM_001144875
Hs.720849
ENSG00000146094


136
EGR2
early growth response 2
1959
NM_000399
Hs.1395
ENSG00000122877


137
EGR3
early growth response 3
1960
NM_001199880
Hs.534313
ENSG00000179388


138
EMP1
epithelial membrane protein 1
2012
NM_001423
Hs.719042
ENSG00000134531


139
EPAS1
endothelial PAS domain protein 1
2034
NM_001430
Hs.468410
ENSG00000116016


140
FAM138A
family with sequence similarity 138,
645520
NR_026818
Hs.569137
ENSG00000237613




member A


141
FAM138F
family with sequence similarity 138,
641702
NR_026820
Hs.569137
ENSG00000282591




member F


142
FAM157B
family with sequence similarity 157,
100132403
NM_001145249
Hs.741123




member B


143
FDCSP
follicular dendritic cell secreted
260436
NM_152997
Hs.733448
ENSG00000181617




protein


144
FOSL1
FOS-like antigen 1
8061
NM_001300844
Hs.283565
ENSG00000175592


145
FSCN1
fascin actin-bundling protein 1
6624
NM_003088
Hs.118400
ENSG00000075618


146
FTH1P3
ferritin, heavy polypeptide 1
2498
NR_002201
Hs.658438




pseudogene 3


147
GAS6
growth arrest-specific 6
2621
NM_000820
Hs.646346
ENSG00000183087


148
GATA2
GATA binding protein 2
2624
NM_001145661
Hs.367725
ENSG00000179348


149
GPX3
glutathione peroxidase 3
2878
NM_002084
Hs.386793
ENSG00000211445


150
HES1
hes family bHLH transcription
3280
NM_005524
Hs.250666
ENSG00000114315




factor 1


151
HES4
hes family bHLH transcription
57801
NM_001142467
Hs.154029
ENSG00000188290




factor 4


152
HLA-L
major histocompatibility complex,
3139
NR_027822
Hs.656020
ENSG00000243753




class I, L (pseudogene)


153
IGFBP7
insulin-like growth factor
3490
NM_001253835
Hs.479808
ENSG00000163453




binding protein 7


154
IL1RN
interleukin 1 receptor antagonist
3557
NM_000577
Hs.81134
ENSG00000136689


155
IL21R-AS1
IL21R antisense RNA 1
283888
NR_037158
Hs.660935
ENSG00000259954


156
LINC01194
long intergenic non-protein
404663
NR_033383
Hs.552273




coding RNA 1194


157
LOC100240735
uncharacterized LOC100240735
100240735
NR_026658
Hs.635297
ENSG00000250654


158
LOC101927817
uncharacterized LOC101927817
101927817
NR_110931
Hs.667942


159
LOC284801


160
LOC285740
uncharacterized LOC285740
285740
NR_027113
Hs.432656
ENSG00000235740


161
LOC441242
uncharacterized LOC441242
441242
NM_001013464
Hs.373941
ENSG00000272693


162
LOC644172
mitogen-activated protein kinase 8
644172
NR_026901
Hs.448859




interacting protein 1 pseudogene


163
MAFF
v-maf avian musculoaponeurotic
23764
NM_001161572
Hs.517617
ENSG00000185022




fibrosarcoma oncogene homolog F


164
MARCKS
myristoylated alanine-rich
4082
NM_002356
Hs.519909
ENSG00000277443




protein kinase C substrate


165
MCTP1
multiple C2 domains,
79772
NM_001002796
Hs.591248
ENSG00000175471




transmembrane 1


166
MGP
matrix Gla protein
4256
NM_000900
Hs.365706
ENSG00000111341


167
MIR548I1
microRNA 548i-1
100302204
NR_031687

ENSG00000221737


168
MIR663B
microRNA 663b
100313824
NR_031608

ENSG00000221288


169
MMP9
matrix metallopeptidase 9
4318
NM_004994
Hs.297413
ENSG00000100985


170
MT1G
metallothionein 1G
4495
NM_001301267
Hs.433391
ENSG00000125144


171
NPIPB9
nuclear pore complex interacting
100507607
NM_001287250
Hs.710214
ENSG00000196993




protein family, member B9


172
NUCB1-AS1
NUCB1 antisense RNA 1
100874085
NR_046633
Hs.569933
ENSG00000235191


173
OR4F21
olfactory receptor, family 4,
441308
NM_001005504
Hs.690459
ENSG00000176269




subfamily F, member 21


174
PHACTR1
phosphatase and actin regulator 1
221692
NM_001242648
Hs.436996
ENSG00000112137


175
PLEKHA4
pleckstrin homology domain
57664
NM_001161354
Hs.9469
ENSG00000105559




containing, family A




(phosphoinositide binding specific)




member 4


176
PLGLB1
plasminogen-like B1
5343
NM_001032392
Hs.652169
ENSG00000183281


177
POC1B-GALNT4
POC1B-GALNT4 readthrough
100528030
NM_001199781
Hs.25130
ENSG00000259075


178
PRKX-AS1
PRKX antisense RNA 1
100873944
NR_046643

ENSG00000236188


179
PTGS2
prostaglandin-endoperoxide
5743
NM_000963
Hs.196384
ENSG00000073756




synthase 2 (prostaglandin G/H




synthase and cyclooxygenase)


180
RAB20
RAB20, member RAS oncogene
55647
NM_017817
Hs.743563
ENSG00000139832




family


181
REG1A
regenerating islet-derived 1 alpha
5967
NM_002909
Hs.49407
ENSG00000115386


182
RNASE1
ribonuclease, RNase A family,
6035
NM_002933
Hs.78224
ENSG00000129538




1 (pancreatic)


183
SDC4
syndecan 4
6385
NM_002999
Hs.632267
ENSG00000124145


184
SEPT10


185
SIRPA
signal-regulatory protein alpha
140885
NM_001040022
Hs.581021
ENSG00000198053


186
SNAI1
snail family zinc finger 1
6615
NM_005985
Hs.48029
ENSG00000124216


187
SPARC
secreted protein, acidic, cysteine-
6678
NM_001309443
Hs.111779
ENSG00000113140




rich (osteonectin)


188
SPHK1
sphingosine kinase 1
8877
NM_001142601
Hs.68061
ENSG00000176170


189
SPINK4
serine peptidase inhibitor, Kazal
27290
NM_014471
Hs.555934
ENSG00000122711




type 4


190
STAB1
stabilin 1
23166
NM_015136
Hs.301989
ENSG00000010327


191
TMEM114
transmembrane protein 114
283953
NM_001146336
Hs.150849
ENSG00000232258


192
TNFAIP2
tumor necrosis factor, alpha-
7127
NM_006291
Hs.525607
ENSG00000185215




induced protein 2


193
TNFRSF12A
tumor necrosis factor receptor
51330
NM_016639
Hs.355899
ENSG00000006327




superfamily, member 12A


194
TNFRSF13B
tumor necrosis factor receptor
23495
NM_012452
Hs.158341
ENSG00000240505




superfamily, member 13B


195
TPSAB1
tryptase alpha/beta 1
7177
NM_003294
Hs.405479
ENSG00000172236


196
TREM1
triggering receptor expressed on
54210
NM_001242589
Hs.283022
ENSG00000124731




myeloid cells 1


197
TUBB6
tubulin, beta 6 class V
84617
NM_001303524
Hs.193491
ENSG00000176014


198
UGT2B10
UDP glucuronosyltransferase 2
7365
NM_001075
Hs.201634
ENSG00000109181




family, polypeptide B10


199
UPK3B
uroplakin 3B
80761
NM_030570
Hs.488861
ENSG00000243566


200
VEGFA
vascular endothelial growth factor A
7422
NM_001025366
Hs.73793
ENSG00000112715









Further provided are methods and compositions for characterizing a subtype of Crohn's Disease (CD) in a subject. A non-limiting subtype is CD-PBmu, which is associated with a mucosal-like expression profile. In some cases, the CD-PBmu subtype is associated with an altered composition of T-cell subsets, clinical disease severity markers, and decreased pro-inflammatory gene expression following surgery. The characterization methods provided include diagnosing the presence or absence of a CD subtype, prognosing whether a subject is predisposed to developing a particular CD subtype, prognosing a response of a patient with a particular CD subtype to a therapeutic treatment, and monitoring CD treatment.


In some embodiments, the methods involve detecting in a biological sample from a subject expression levels of one or more genes of a transcriptomic signature to obtain an expression profile comprising the expression levels of each of the one or more genes in the signature. In some embodiments, the transcriptomic signature comprises one or more biomarkers listed in Table 1A. In some embodiments, the transcriptomic signature comprises any combination of 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, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 5, 60, 65, 70, 75, 80, 90, 100, or more of the genes of Table 1A. In some cases, the transcriptomic signature comprises genes 1-44 of Table 1A. In some cases, the transcriptomic signature comprises genes 1-117 of Table 1A.


In some embodiments, gene expression profiling may be used as a research tool to identify new markers for diagnosis and/or classification of an IBD disease or condition, to monitor the effect of drugs or candidate drugs on biological samples and/or patients, to uncover new pathways for IBD treatment, or any combination thereof.


In some embodiments, the transcriptomic signature comprises ADAMTS1. In some embodiments, the transcriptomic signature comprises LCN2. In some embodiments, the transcriptomic signature comprises ADAM28. In some embodiments, the transcriptomic signature comprises TPSB2. In some embodiments, the transcriptomic signature comprises PPIAP30. In some embodiments, the transcriptomic signature comprises GFPT2. In some embodiments, the transcriptomic signature comprises KIT. In some embodiments, the transcriptomic signature comprises PLTP. In some embodiments, the transcriptomic signature comprises MFSD2A. In some embodiments, the transcriptomic signature comprises IL22. In some embodiments, the transcriptomic signature comprises LMCD1. In some embodiments, the transcriptomic signature comprises IL6. In some embodiments, the transcriptomic signature comprises TBC1D9. In some embodiments, the transcriptomic signature comprises CHAC1. In some embodiments, the transcriptomic signature comprises SEPP1. In some embodiments, the transcriptomic signature comprises SOD3. In some embodiments, the transcriptomic signature comprises RAB13. In some embodiments, the transcriptomic signature comprises LYZ. In some embodiments, the transcriptomic signature comprises CPA3. In some embodiments, the transcriptomic signature comprises SDS. In some embodiments, the transcriptomic signature comprises DYRK3. In some embodiments, the transcriptomic signature comprises DAB2. In some embodiments, the transcriptomic signature comprises TBC1D8. In some embodiments, the transcriptomic signature comprises CRYAB. In some embodiments, the transcriptomic signature comprises TBC1D3. In some embodiments, the transcriptomic signature comprises LRRC32. In some embodiments, the transcriptomic signature comprises SERPING1. In some embodiments, the transcriptomic signature comprises UBD. In some embodiments, the transcriptomic signature comprises FABP1. In some embodiments, the transcriptomic signature comprises SYK. In some embodiments, the transcriptomic signature comprises ALDOB. In some embodiments, the transcriptomic signature comprises SEMA6B. In some embodiments, the transcriptomic signature comprises NANOGNB. In some embodiments, the transcriptomic signature comprises DSE. In some embodiments, the transcriptomic signature comprises FPR3. In some embodiments, the transcriptomic signature comprises TNXB. In some embodiments, the transcriptomic signature comprises OR4A5. In some embodiments, the transcriptomic signature comprises DCN. In some embodiments, the transcriptomic signature comprises CHST15. In some embodiments, the transcriptomic signature comprises ADAMDEC1. In some embodiments, the transcriptomic signature comprises HDC. In some embodiments, the transcriptomic signature comprises RRAD. In some embodiments, the transcriptomic signature comprises C1S. In some embodiments, the transcriptomic signature comprises PLA2G2A. In some embodiments, the transcriptomic signature comprises CYCSP52. In some embodiments, the transcriptomic signature comprises C11orf96. In some embodiments, the transcriptomic signature comprises SEPSECS-AS1. In some embodiments, the transcriptomic signature comprises C1QC. In some embodiments, the transcriptomic signature comprises SLC9B1. In some embodiments, the transcriptomic signature comprises MLLT10P1. In some embodiments, the transcriptomic signature comprises LOC102724034. In some embodiments, the transcriptomic signature comprises SMOX. In some embodiments, the transcriptomic signature comprises CKB. In some embodiments, the transcriptomic signature comprises NCOR1P1. In some embodiments, the transcriptomic signature comprises LOC646736. In some embodiments, the transcriptomic signature comprises CLEC3B. In some embodiments, the transcriptomic signature comprises SLCO4A1. In some embodiments, the transcriptomic signature comprises APOC1P1. In some embodiments, the transcriptomic signature comprises KGFLP2. In some embodiments, the transcriptomic signature comprises ABI3BP. In some embodiments, the transcriptomic signature comprises LINC01189. In some embodiments, the transcriptomic signature comprises SEPT14. In some embodiments, the transcriptomic signature comprises FSTL1. In some embodiments, the transcriptomic signature comprises GEM. In some embodiments, the transcriptomic signature comprises FAM27A. In some embodiments, the transcriptomic signature comprises PTENP1-AS. In some embodiments, the transcriptomic signature comprises LIMS3L. In some embodiments, the transcriptomic signature comprises ST13P4. In some embodiments, the transcriptomic signature comprises C1QB. In some embodiments, the transcriptomic signature comprises HNRNPA1P33. In some embodiments, the transcriptomic signature comprises MIR663A. In some embodiments, the transcriptomic signature comprises LOC101927123. In some embodiments, the transcriptomic signature comprises C2orf27A. In some embodiments, the transcriptomic signature comprises LOC645166. In some embodiments, the transcriptomic signature comprises ZNF582-AS1. In some embodiments, the transcriptomic signature comprises HSPA2. In some embodiments, the transcriptomic signature comprises COL1A1. In some embodiments, the transcriptomic signature comprises COL5A1. In some embodiments, the transcriptomic signature comprises GOLGA6L5P. In some embodiments, the transcriptomic signature comprises PGM5-AS1. In some embodiments, the transcriptomic signature comprises CLDN10. In some embodiments, the transcriptomic signature comprises UBE2Q2L. In some embodiments, the transcriptomic signature comprises LOC100129138. In some embodiments, the transcriptomic signature comprises COL1A2. In some embodiments, the transcriptomic signature comprises SPARCL1. In some embodiments, the transcriptomic signature comprises FAM222A. In some embodiments, the transcriptomic signature comprises LINC00857. In some embodiments, the transcriptomic signature comprises CLIC4. In some embodiments, the transcriptomic signature comprises FAM182B. In some embodiments, the transcriptomic signature comprises LOC642426. In some embodiments, the transcriptomic signature comprises GYPE. In some embodiments, the transcriptomic signature comprises C8orf4. In some embodiments, the transcriptomic signature comprises RPSAP9. In some embodiments, the transcriptomic signature comprises FAM231A. In some embodiments, the transcriptomic signature comprises LINC00700. In some embodiments, the transcriptomic signature comprises ANKRD20A3. In some embodiments, the transcriptomic signature comprises FAM138D. In some embodiments, the transcriptomic signature comprises KRT20. In some embodiments, the transcriptomic signature comprises UBTFL1. In some embodiments, the transcriptomic signature comprises GAS7. In some embodiments, the transcriptomic signature comprises GPNMB. In some embodiments, the transcriptomic signature comprises TCF4. In some embodiments, the transcriptomic signature comprises LINC00348. In some embodiments, the transcriptomic signature comprises SRC. In some embodiments, the transcriptomic signature comprises HSPB6. In some embodiments, the transcriptomic signature comprises LOC100507006. In some embodiments, the transcriptomic signature comprises TCF21. In some embodiments, the transcriptomic signature comprises TMEM45B. In some embodiments, the transcriptomic signature comprises LOC101927905. In some embodiments, the transcriptomic signature comprises CXCL13. In some embodiments, the transcriptomic signature comprises AQP7P3. In some embodiments, the transcriptomic signature comprises PMP22. In some embodiments, the transcriptomic signature comprises LOC101928163. In some embodiments, the transcriptomic signature comprises REG3A. In some embodiments, the transcriptomic signature comprises MMP19. In some embodiments, the transcriptomic signature comprises PHLDB1. In some embodiments, the transcriptomic signature comprises LOC100508046. In some embodiments, the transcriptomic signature comprises SPINK4. In some embodiments, the transcriptomic signature comprises HES4. In some embodiments, the transcriptomic signature comprises TREM1. In some embodiments, the transcriptomic signature comprises TNFRSF12A. In some embodiments, the transcriptomic signature comprises PRKX-AS1. In some embodiments, the transcriptomic signature comprises PLGLB1. In some embodiments, the transcriptomic signature comprises SNAI1. In some embodiments, the transcriptomic signature comprises NUCB1-AS1. In some embodiments, the transcriptomic signature comprises BASP1. In some embodiments, the transcriptomic signature comprises MGP. In some embodiments, the transcriptomic signature comprises ANPEP. In some embodiments, the transcriptomic signature comprises PHACTR1. In some embodiments, the transcriptomic signature comprises ADM. In some embodiments, the transcriptomic signature comprises DEFA6. In some embodiments, the transcriptomic signature comprises VEGFA. In some embodiments, the transcriptomic signature comprises EGR2. In some embodiments, the transcriptomic signature comprises DEFA5. In some embodiments, the transcriptomic signature comprises CXCL3. In some embodiments, the transcriptomic signature comprises SDC4. In some embodiments, the transcriptomic signature comprises TPSAB 1. In some embodiments, the transcriptomic signature comprises CD68. In some embodiments, the transcriptomic signature comprises EPAS1. In some embodiments, the transcriptomic signature comprises MARCKS. In some embodiments, the transcriptomic signature comprises TNFAIP2. In some embodiments, the transcriptomic signature comprises MIR663B. In some embodiments, the transcriptomic signature comprises TMEM114. In some embodiments, the transcriptomic signature comprises SIRPA. In some embodiments, the transcriptomic signature comprises GAS6. In some embodiments, the transcriptomic signature comprises IGFBP7. In some embodiments, the transcriptomic signature comprises ASB2. In some embodiments, the transcriptomic signature comprises HES1. In some embodiments, the transcriptomic signature comprises LOC284801. In some embodiments, the transcriptomic signature comprises TNFRSF13B. In some embodiments, the transcriptomic signature comprises MIR548I1. In some embodiments, the transcriptomic signature comprises DERL3. In some embodiments, the transcriptomic signature comprises SPARC. In some embodiments, the transcriptomic signature comprises EMP1. In some embodiments, the transcriptomic signature comprises LOC100240735. In some embodiments, the transcriptomic signature comprises LOC101927817. In some embodiments, the transcriptomic signature comprises STAB1. In some embodiments, the transcriptomic signature comprises UPK3B. In some embodiments, the transcriptomic signature comprises RAB20. In some embodiments, the transcriptomic signature comprises MMP9. In some embodiments, the transcriptomic signature comprises MT1G. In some embodiments, the transcriptomic signature comprises POC1B-GALNT4. In some embodiments, the transcriptomic signature comprises CSF2RB. In some embodiments, the transcriptomic signature comprises IL1RN. In some embodiments, the transcriptomic signature comprises PLEKHA4. In some embodiments, the transcriptomic signature comprises LOC644172. In some embodiments, the transcriptomic signature comprises MAFF. In some embodiments, the transcriptomic signature comprises FDCSP. In some embodiments, the transcriptomic signature comprises DNASE1L3. In some embodiments, the transcriptomic signature comprises PTGS2. In some embodiments, the transcriptomic signature comprises TUBB6. In some embodiments, the transcriptomic signature comprises LINC01194. In some embodiments, the transcriptomic signature comprises CTAGE8. In some embodiments, the transcriptomic signature comprises REG1A. In some embodiments, the transcriptomic signature comprises ATP5J2-PTCD1. In some embodiments, the transcriptomic signature comprises DOK3. In some embodiments, the transcriptomic signature comprises EGR3. In some embodiments, the transcriptomic signature comprises AOAH-IT1. In some embodiments, the transcriptomic signature comprises RNASE1. In some embodiments, the transcriptomic signature comprises CCL11. In some embodiments, the transcriptomic signature comprises OR4F21. In some embodiments, the transcriptomic signature comprises FAM157B. In some embodiments, the transcriptomic signature comprises GATA2. In some embodiments, the transcriptomic signature comprises CTGF. In some embodiments, the transcriptomic signature comprises CXCL1. In some embodiments, the transcriptomic signature comprises GPX3. In some embodiments, the transcriptomic signature comprises FAM138A. In some embodiments, the transcriptomic signature comprises FAM138F. In some embodiments, the transcriptomic signature comprises FOSL1. In some embodiments, the transcriptomic signature comprises FSCN1. In some embodiments, the transcriptomic signature comprises FTH1P3. In some embodiments, the transcriptomic signature comprises SPHK1. In some embodiments, the transcriptomic signature comprises LOC441242. In some embodiments, the transcriptomic signature comprises UGT2B10. In some embodiments, the transcriptomic signature comprises MCTP1. In some embodiments, the transcriptomic signature comprises IL21R-AS1. In some embodiments, the transcriptomic signature comprises LOC285740. In some embodiments, the transcriptomic signature comprises HLA-L. In some embodiments, the transcriptomic signature comprises NPIPB9. In some embodiments, the transcriptomic signature comprises SEPT10.


The expression profile of a transcriptomic signature in a subject may be determined by analyzing genetic material obtained from a subject. The subject may be human. In some embodiments, the genetic material is obtained from a subject having an inflammatory disease, such as inflammatory bowel disease, or specifically, Crohn's Disease. Although the methods described herein are generally referenced for use with Crohn's Disease patients, in some cases the methods and transcriptomic signatures are applicable to other inflammatory diseases, including, ulcerative colitis.


In some embodiments, the genetic material is obtained from blood, serum, plasma, sweat, hair, tears, urine, or tissue. Techniques for obtaining samples from a subject include, for example, obtaining samples by a mouth swab or a mouth wash, drawing blood, and obtaining a biopsy. In some cases, the genetic material is obtained from a biopsy, e.g., from the intestinal track of the subject. Isolating components of fluid or tissue samples (e.g., cells or RNA or DNA) may be accomplished using a variety of techniques. After the sample is obtained, it may be further processed to enrich for or purify genomic material.


In some embodiments, the expression level of a biomarker in a sample from a subject is compared to a reference expression level. In some cases, the reference expression level is from a subject that does not comprise IBD. In some cases, the reference expression level is from a subject that comprises a non-PBmu subtype of CD. In some cases, the reference expression level is from a subject that comprises a CD-PBmu subtype. In some cases, a patient having a CD-PBmu subtype has an expression level of one or more biomarkers at least 1.5-fold, 2-fold, 2.5-fold, 3-fold, 3.5-fold, 4-fold, 4.5-fold, or 5-fold greater than the expression level of the one or more biomarkers in a reference subject (e.g., a subject who does not have IBD or has a non-PBmu CD subtype). Table 1B provides non-limiting examples of increased expression fold of biomarkers in a CD-PBmu subject as compared to a subject who does not have IBD (NL) or has a PBT CD subtype.









TABLE 1B







Increased Expression of Biomarkers in CD-PBmu Subject












Fold-change
Fold change


No.
Biomarker
PBmu vs PBT
PBmu vs NL













1
ADAM28
2.43



2
ADAMDEC1
6.76
4.658


3
ADAMTS1
2.22
2.273


4
ALDOB
5.32
5.686


5
C1S
5.42
2.923


6
CHAC1
4.65
3.857


7
CHST15
3.18
2.211


8
CPA3
5.19
5.849


9
CRYAB
6.32
5.2


10
DAB2
2.29


11
DCN
8.23
7.66


12
DSE
2.01
2.04


13
DYRK3
3.79
3.357


14
FABP1
6.38
3.571


15
FPR3
4.35
4.133


16
GFPT2
2.69


17
HDC
5.99
5.357


18
IL22
4.37


19
IL6
4.78
4.756


20
KIT
2.36
2.167


21
LCN2
4.56


22
LMCD1
3.12
2.636


23
LRRC32
2.83
2.267


24
LYZ
2.07
1.842


25
MFSD2A
3.13
2.611


26
NANOGNB
5.73
5.22


27
OR4A5
11.69
6.429


28
PLA2G2A
7.93
3.429


29
PLTP
2.51


30
PPIAP30
3.01
3.258


31
RAB13
2.09
1.787


32
RRAD
6.91
3.425


33
SDS
3.87
5


34
SEMA6B
5.8
3.714


35
SEPP1
2.84
2.333


36
SERPING1
4.12
4.343


37
SOD3
5.11
3.929


38
SYK
2.34
1.761


39
TBC1D3
11.52
5.867


40
TBC1D8
2.01
2


41
TBC1D9
2.26
1.859


42
TNXB
2.79
2.295


43
TPSB2
4.12
3.5


44
UBD
6.82
4


45
ABI3BP
2.54
3.818


46
ANKRD20A3
5.07
4.409


47
APOC1P1
3.24
4.442


48
AQP7P3
16.67
13.553


49
C11orf96
3.99
3.621


50
C1QB
4.66
3.71


51
C1QC
4.19
6.14


52
C2orf27A
4.86
3.095


53
C8orf4
8.42
6.176


54
CKB
3.13
1.867


55
CLDN10
2.86
2.873


56
CLEC3B
4.85
2.55


57
CLIC4
2.19
1.714


58
COL1A1
5.31
4.028


59
COL1A2
5.99
5.172


60
COL5A1
2.69
2.529


61
CXCL13
8.3
6.038


62
CYCSP52
3.89
3.6


63
FAM138D
3.64
3.281


64
FAM182B
14.52
10.833


65
FAM222A
2.67
1.725


66
FAM231A
2.11
1.842


67
FAM27A
9.15
4.829


68
FSTL1
4.4
4.824


69
GAS7
2.21
1.591


70
GEM
4.97
5.542


71
GOLGA6L5P
3.44
2.067


72
GPNMB
6.33
4.59


73
GYPE
4.27
4.963


74
HNRNPA1P33
7.75
3.278


75
HSPA2
3.24
3.222


76
HSPB6
6.69
4.386


77
KGFLP2
2.6
2.083


78
KRT20
7.48
5


79
LIMS3L
2.07
2


80
LINC00348
3.85
2.932


81
LINC00700
3.68
2.879


82
LINC00857
2.26
1.907


83
LINC01189
6.85
5.931


84
LOC100129138
3.63
3.73


85
LOC100507006
2.14
1.372


86
LOC100508046
16.42
12.727


87
LOC101927123
6.44


88
LOC101927905
3.39
2.864


89
LOC101928163
5.48
4.151


90
LOC102724034
2.85
1.8


91
LOC642426
8.09
8.542


92
LOC645166
4.71
6.258


93
LOC646736
3.18
4.136


94
MIR663A
24.45
17.565


95
MLLT10P1
2.37
3.687


96
MMP19
7.06
4.066


97
NCOR1P1
7.48
10.482


98
PGM5-AS1
13.24
10.532


99
PHLDB1
2.95
2.286


100
PMP22
7.75
3.793


101
PTENP1-AS
5.08
5.882


102
REG3A
9.48
5.172


103
RPSAP9
4.16
3.734


104
SEPSECS-AS1
2.6


105
SEPT14
4.4


106
SLC9B1
2.43
2.175


107
SLCO4A1
2.78
2.684


108
SMOX
3.01
2.229


109
SPARCL1
5.83
4.561


110
SRC
2.42
2.418


111
ST13P4
5.79
5.857


112
TCF21
8.89
8.125


113
TCF4
2.67
2.5


114
TMEM45B
2.05
1.585


115
UBE2Q2L
3.7
2.33


116
UBTFL1
16.01
9.495


117
ZNF582-AS1
2.43
1.766


118
ADM
3.54
3.296


119
ANPEP
2.77
2.262


120
AOAH-IT1
5.73
3.767


121
ASB2
2.16
1.629


122
ATP5J2-PTCD1
8.72
2.679


123
BASP1
2.38
1.976


124
CCL11
7.01
4.242


125
CD68
2.07
1.656


126
CSF2RB
2.58
2.061


127
CTAGE8
3.47
2.03


128
CTGF
6.8
6.25


129
CXCL1
9.88
8.571


130
CXCL3
4.64
5.6


131
DEFA5
5.86
5.161


132
DEFA6
5.05
3.667


133
DERL3
2.1
2.054


134
DNASE1L3
5.79
3.167


135
DOK3
3.05
2.118


136
EGR2
2.12
3.57


137
EGR3
3.37
4.522


138
EMP1
3.72
3.056


139
EPAS1
2.26
2.611


140
FAM138A
5.18
3.225


141
FAM138F
5.18
3.225


142
FAM157B
3.21
4.365


143
FDCSP
5.69
3.333


144
FOSL1
3.85
3.851


145
FSCN1
2.65
2.902


146
FTH1P3
3.3
2.75


147
GAS6
2.24
2.315


148
GATA2
3.44
3.667


149
GPX3
2.01
1.92


150
HES1
4.07
4.9


151
HES4
2.62
3.667


152
HLA-L
2.06
2.014


153
IGFBP7
2.98
2.068


154
IL1RN
2.99
2.598


155
IL21R-AS1
2.27
2.828


156
LINC01194
6.64
2.952


157
LOC100240735
2.26


158
LOC101927817
2.05
2.297


159
LOC284801
2.66
4.337


160
LOC285740
2.22
2.321


161
LOC441242
2.11
1.901


162
LOC644172
9.36
7.364


163
MAFF
2.04
2.345


164
MARCKS
2.36
2.637


165
MCTP1
2.43
2.116


166
MGP
2.66
2.081


167
MIR548I1
6.27
5.586


168
MIR663B
15.79
30.76


169
MMP9
5.7
4.091


170
MT1G
7.38


171
NPIPB9
2.9
3.075


172
NUCB1-AS1
4.88
4.429


173
OR4F21
12.9
8.358


174
PHACTR1
2.26
2.211


175
PLEKHA4
2.88
2.278


176
PLGLB1
2.42
2.678


177
POC1B-GALNT4
6.4
5.075


178
PRKX-AS1
2.53
1.952


179
PTGS2
3.37
5.259


180
RAB20
2.32
2.349


181
REGI1A
6.54
6.818


182
RNASE1
7.97
3.263


183
SDC4
2.02
2.281


184
SEPT10
2.38


185
SIRPA
2.57
1.9


186
SNAI1
2.82
3.238


187
SPARC
2.61
2.013


188
SPHK1
4.35
3.226


189
SPINK4
4.27


190
STAB1
3.03
2.145


191
TMEM114
5.7
2.976


192
TNFAIP2
2.68
2.376


193
TNFRSF12A
3.31
4.062


194
TNFRSF13B
3.17
2.316


195
TPSAB1
3.89
3.667


196
TREM1
2.72


197
TUBB6
2.55
2.039


198
UGT2B10
11.04
10.69


199
UPK3B
2.08


200
VEGFA
2.58
2.531









In embodiments where more than one biomarker is detected, the differences in expression between a patient having a CD-PBmu subtype and a reference subject (e.g., non-IBD subject or subject with CD PBT) may be different for each marker, e.g., each of the biomarkers detected is at least about 1.1, about 1.2, about 1.3, about 1.4, about 1.5, about 1.6, about 1.7, about 1.8, about 1.9, about 2, about 3, about 4, about 5, about 6, about 7, about 8, about 9, about 10, or about 15 fold up-modulated as compared to the expression level of the respective biomarker in the reference non-CD-PBmu sample. In some cases, at least about 80%, 85%, 90%, 95%, 96%, 97%, 98%, or 99% of the biomarkers detected in a transcriptomic signature is at least about 1.1, about 1.2, about 1.3, about 1.4, about 1.5, about 1.6, about 1.7, about 1.8, about 1.9, about 2, about 3, about 4, about 5, about 6, about 7, about 8, about 9, about 10, or about 15 fold up-modulated as compared to the expression level of the respective biomarker in the reference non-CD-PBmu sample.


Monocyte Signature and Profiling

In one aspect, provided herein are monocyte signatures associated with a subtype of IBD, including CD. In some cases, the monocyte signature comprises one or more genes of Table 7A. In some cases, the monocyte signature comprises about or 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, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 55, 60, 65, 70, 75, 80, 90, 100, or more of the genes of Table 7A.


Further provided are methods and compositions for characterizing a subtype of Crohn's Disease (CD) in a subject. Non-limiting examples of subtypes are monocyte 2 subtype and monocyte 1 subtype. The characterization methods provided include diagnosing the presence or absence of a CD subtype, prognosing whether a subject is predisposed to developing a particular CD subtype, prognosing a response of a patient with a particular CD subtype to a therapeutic treatment, and monitoring CD treatment.


In some embodiments, the methods involve detecting in a biological sample comprising monocytes from a subject expression levels of one or more genes of a monocyte signature to obtain an expression profile comprising the expression levels of each of the one or more genes in the signature. In some embodiments, the monocyte signature comprises one or more biomarkers listed in Table 7A. In some embodiments, the monocyte signature comprises any combination of 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, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 55, 60, 65, 70, 75, 80, 90, 100, or more of the genes of Table 7A.


The expression profile of a monocyte signature in a subject may be determined by analyzing monocytes of a subject. The subject may be human. In some embodiments, the monocytes are obtained from a subject having an inflammatory disease, such as inflammatory bowel disease, or specifically, Crohn's Disease. Although the methods described herein are generally referenced for use with Crohn's Disease patients, in some cases the methods and monocyte signatures are applicable to other inflammatory diseases, including, ulcerative colitis.


In some embodiments, the expression level of a biomarker in a sample from a subject is compared to a reference expression level. In some cases, the reference expression level is from a subject that does not comprise IBD. In some cases, the reference expression level is from a subject that comprises a monocyte 1 subtype of CD. In some cases, the reference expression level is from a subject that comprises a monocyte 2 subtype of CD. In some cases, a patient having a monocyte 2 subtype has an expression level of one or more biomarkers at least 1.5-fold, 2-fold, 2.5-fold, 3-fold, 3.5-fold, 4-fold, 4.5-fold, or 5-fold greater than the expression level of the one or more biomarkers in a reference subject (e.g., a subject who has a monocyte 1 subtype). In some cases, a patient having a monocyte 1 subtype has an expression level of one or more biomarkers at least 1.5-fold, 2-fold, 2.5-fold, 3-fold, 3.5-fold, 4-fold, 4.5-fold, or 5-fold greater than the expression level of the one or more biomarkers in a reference subject (e.g., a subject who has a monocyte 2 subtype). Table 7A provides non-limiting examples of expression fold of biomarkers in a monocyte 1 subtype as compared to a monocyte 2 subtype.


Expression and RNA Sequencing Methods

Any suitable method can be utilized to assess (directly or indirectly) the level of expression of a biomarker in a sample. Non-limiting examples of such methods include analyzing the sample using nucleic acid hybridization methods, nucleic acid reverse transcription methods, nucleic acid amplification methods, array analysis, and combinations thereof. In some embodiments, the level of expression of a biomarker in a sample is determined by detecting a transcribed polynucleotide, or portion thereof, e.g., mRNA, or cDNA, of the biomarker gene. RNA may be extracted from cells using RNA extraction techniques including, for example, using acid phenol/guanidine isothiocyanate extraction (RNAzol B; Biogenesis), RNeasy RNA preparation kits (Qiagen) or PAXgene (PreAnalytix, Switzerland). Typical assay formats utilizing ribonucleic acid hybridization include nuclear run-on assays, RT-PCR, quantitative PCR analysis, RNase protection assays, Northern blotting and in situ hybridization. Other suitable systems for RNA sample analysis include microarray analysis (e.g., using Affymetrix's microarray system or Illumina's BeadArray Technology).


Isolated RNA can be used in hybridization or amplification assays that include, but are not limited to, Southern or Northern analyses, polymerase chain reaction (PCR) analyses and probe arrays. An exemplary method for the determination of RNA levels involves contacting RNA with a nucleic acid molecule (e.g., probe) that can hybridize to the biomarker mRNA. The nucleic acid molecule can be, for example, a full-length cDNA, or a portion thereof, such as an oligonucleotide of at least about 7, 8, 9, 10, 11, 12, 13, 14, 15, 20, 25, 30, 35, 40, 45, or 50 nucleotides in length and sufficient to specifically hybridize under standard hybridization conditions to the biomarker genomic DNA. In some embodiments, the RNA is immobilized on a solid surface and contacted with a probe, for example by running the isolated RNA on an agarose gel and transferring the RNA from the gel to a membrane, such as nitrocellulose. In some embodiments, the probe(s) are immobilized on a solid surface, for example, in an Affymetrix gene chip array, and the probe(s) are contacted with RNA.


The level of expression of the biomarker in a sample can also be determined using methods that involve the use of nucleic acid amplification and/or reverse transcriptase, e.g., by RT-PCR, ligase chain reaction, self-sustained sequence replication, transcriptional amplification system, Q-Beta Replicase, rolling circle replication or any other nucleic acid amplification method, followed by the detection of the amplified molecules. These approaches may be useful for the detection of nucleic acid molecules if such molecules are present in very low numbers. In some embodiments, the level of expression of the biomarker is determined by quantitative fluorogenic RT-PCR (e.g., the TaqMan™ System). Such methods may utilize pairs of oligonucleotide primers that are specific for the biomarker.


In some embodiments, biomarker expression is determined by sequencing genetic material from the subject. Sequencing can be performed with any appropriate sequencing technology, including but not limited to single-molecule real-time (SMRT) sequencing, Polony sequencing, sequencing by ligation, reversible terminator sequencing, proton detection sequencing, ion semiconductor sequencing, nanopore sequencing, electronic sequencing, pyrosequencing, Maxam-Gilbert sequencing, chain termination (e.g., Sanger) sequencing, +S sequencing, or sequencing by synthesis. Sequencing methods also include next-generation sequencing, e.g., modern sequencing technologies such as Illumina sequencing (e.g., Solexa), Roche 454 sequencing, Ion torrent sequencing, and SOLiD sequencing. In some cases, next-generation sequencing involves high-throughput sequencing methods. Additional sequencing methods available to one of skill in the art may also be employed.


The expression levels of biomarker RNA can be monitored using a membrane blot (such as used in hybridization analysis such as Northern, Southern, dot, and the like), microwells, sample tubes, gels, beads, fibers, or any solid support comprising bound nucleic acids. The determination of biomarker expression level may also comprise using nucleic acid probes in solution.


In some embodiments, microarrays are used to detect the level of expression of a biomarker. DNA microarrays provide one method for the simultaneous measurement of the expression levels of large numbers of genes. Each array consists of a reproducible pattern of capture probes attached to a solid support. Labeled nucleic acid is hybridized to complementary probes on the array and then detected, e.g., by laser scanning Hybridization intensities for each probe on the array are determined and converted to a quantitative value representing relative gene expression levels. High-density oligonucleotide arrays may be useful for determining the gene expression profile for a large number of RNA's in a sample.


Expression of a biomarker can also be assessed at the protein level, using a detection reagent that detects the protein product encoded by the mRNA of the biomarker, directly or indirectly. For example, if an antibody reagent is available that binds specifically to a biomarker protein product to be detected, then such an antibody reagent can be used to detect the expression of the biomarker in a sample from the subject, using techniques, such as immunohistochemistry, ELISA, FACS analysis, and the like.


Other methods for detecting the biomarker at the protein level include methods such as electrophoresis, capillary electrophoresis, high performance liquid chromatography (HPLC), thin layer chromatography (TLC), hyperdiffusion chromatography, and the like, or various immunological methods such as fluid or gel precipitation reactions, immunodiffusion (single or double), immunoelectrophoresis, radioimmunoassay (RIA), enzyme-linked immunosorbent assays (ELISAs), immunofluorescent assays, and Western blotting. In some embodiments, antibodies, or antibody fragments, are used in methods such as Western blots or immunofluorescence techniques to detect the expressed proteins. The antibody or protein can be immobilized on a solid support for Western blots and immunofluorescence techniques. Suitable solid phase supports or carriers include any support capable of binding an antigen or an antibody. Exemplary supports or carriers include glass, polystyrene, polypropylene, polyethylene, dextran, nylon, amylases, natural and modified celluloses, polyacrylamides, gabbros, and magnetite.


In some instances, a method of detecting an expression profile in a subject comprises contacting nucleic acids from a sample of the subject with a nucleic acid polymer that hybridizes to a region of a biomarker nucleic acid sequence. Hybridization may occur at standard hybridization temperatures, e.g., between about 35° C. and about 65° C. in a standard PCR buffer. In some cases, the biomarker nucleic acid sequence is a sequence comprising at least about 30, 40, 50, 60, 70, 80, 90, or 100 nucleobases of a biomarker listed in Table 1A or Table 7A. The nucleic acid polymer can comprise an oligonucleotide of at least or about 5, 10, 15, 20, 25, 30, 35, 40, 45, 50, 75, 100 or more nucleobases in length and sufficient to specifically hybridize to a biomarker of Table 1A or Table 7A. In some instances, the nucleic acid polymer comprises between about 10 and about 100 nucleobases, between about 10 and about 75 nucleobases, between about 10 and about 50 nucleobases, between about 15 and about 100 nucleobases, between about 15 and about 75 nucleobases, between about 15 and about 50 nucleobases, between about 20 and about 100 nucleobases, between about 20 and about 75 nucleobases, between about 20 and about 50 nucleobases, between about 25 and about 100 nucleobases, between about 25 and about 75 nucleobases, or between about 25 and about 50 nucleobases.


Provided herein is a nucleic acid polymer that specifically hybridizes to ADAMTS1. Provided herein is a nucleic acid polymer that specifically hybridizes to LCN2. Provided herein is a nucleic acid polymer that specifically hybridizes to ADAM28. Provided herein is a nucleic acid polymer that specifically hybridizes to TPSB2. Provided herein is a nucleic acid polymer that specifically hybridizes to PPIAP30. Provided herein is a nucleic acid polymer that specifically hybridizes to GFPT2. Provided herein is a nucleic acid polymer that specifically hybridizes to KIT. Provided herein is a nucleic acid polymer that specifically hybridizes to PLTP. Provided herein is a nucleic acid polymer that specifically hybridizes to MFSD2A. Provided herein is a nucleic acid polymer that specifically hybridizes to IL22. Provided herein is a nucleic acid polymer that specifically hybridizes to LMCD1. Provided herein is a nucleic acid polymer that specifically hybridizes to IL6. Provided herein is a nucleic acid polymer that specifically hybridizes to TBC1D9. Provided herein is a nucleic acid polymer that specifically hybridizes to CHAC1. Provided herein is a nucleic acid polymer that specifically hybridizes to SEPP1. Provided herein is a nucleic acid polymer that specifically hybridizes to SOD3. Provided herein is a nucleic acid polymer that specifically hybridizes to RAB13. Provided herein is a nucleic acid polymer that specifically hybridizes to LYZ. Provided herein is a nucleic acid polymer that specifically hybridizes to CPA3. Provided herein is a nucleic acid polymer that specifically hybridizes to SDS. Provided herein is a nucleic acid polymer that specifically hybridizes to DYRK3. Provided herein is a nucleic acid polymer that specifically hybridizes to DAB2. Provided herein is a nucleic acid polymer that specifically hybridizes to TBC1D8. Provided herein is a nucleic acid polymer that specifically hybridizes to CRYAB. Provided herein is a nucleic acid polymer that specifically hybridizes to TBC1D3. Provided herein is a nucleic acid polymer that specifically hybridizes to LRRC32. Provided herein is a nucleic acid polymer that specifically hybridizes to SERPING1. Provided herein is a nucleic acid polymer that specifically hybridizes to UBD. Provided herein is a nucleic acid polymer that specifically hybridizes to FABP1. Provided herein is a nucleic acid polymer that specifically hybridizes to SYK. Provided herein is a nucleic acid polymer that specifically hybridizes to ALDOB. Provided herein is a nucleic acid polymer that specifically hybridizes to SEMA6B. Provided herein is a nucleic acid polymer that specifically hybridizes to NANOGNB. Provided herein is a nucleic acid polymer that specifically hybridizes to DSE. Provided herein is a nucleic acid polymer that specifically hybridizes to FPR3. Provided herein is a nucleic acid polymer that specifically hybridizes to TNXB. Provided herein is a nucleic acid polymer that specifically hybridizes to OR4A5. Provided herein is a nucleic acid polymer that specifically hybridizes to DCN. Provided herein is a nucleic acid polymer that specifically hybridizes to CHST15. Provided herein is a nucleic acid polymer that specifically hybridizes to ADAMDEC1. Provided herein is a nucleic acid polymer that specifically hybridizes to HDC. Provided herein is a nucleic acid polymer that specifically hybridizes to RRAD. Provided herein is a nucleic acid polymer that specifically hybridizes to C1S. Provided herein is a nucleic acid polymer that specifically hybridizes to PLA2G2A. Provided herein is a nucleic acid polymer that specifically hybridizes to CYCSP52. Provided herein is a nucleic acid polymer that specifically hybridizes to C11orf96. Provided herein is a nucleic acid polymer that specifically hybridizes to SEPSECS-AS1. Provided herein is a nucleic acid polymer that specifically hybridizes to C1QC. Provided herein is a nucleic acid polymer that specifically hybridizes to SLC9B1. Provided herein is a nucleic acid polymer that specifically hybridizes to MLLT10P1. Provided herein is a nucleic acid polymer that specifically hybridizes to LOC102724034. Provided herein is a nucleic acid polymer that specifically hybridizes to SMOX. Provided herein is a nucleic acid polymer that specifically hybridizes to CKB. Provided herein is a nucleic acid polymer that specifically hybridizes to NCOR1P1. Provided herein is a nucleic acid polymer that specifically hybridizes to LOC646736. Provided herein is a nucleic acid polymer that specifically hybridizes to CLEC3B. Provided herein is a nucleic acid polymer that specifically hybridizes to SLCO4A1. Provided herein is a nucleic acid polymer that specifically hybridizes to APOC1P1. Provided herein is a nucleic acid polymer that specifically hybridizes to KGFLP2. Provided herein is a nucleic acid polymer that specifically hybridizes to ABI3BP. Provided herein is a nucleic acid polymer that specifically hybridizes to LINC01189. Provided herein is a nucleic acid polymer that specifically hybridizes to SEPT14. Provided herein is a nucleic acid polymer that specifically hybridizes to FSTL1. Provided herein is a nucleic acid polymer that specifically hybridizes to GEM. Provided herein is a nucleic acid polymer that specifically hybridizes to FAM27A. Provided herein is a nucleic acid polymer that specifically hybridizes to PTENP1-AS. Provided herein is a nucleic acid polymer that specifically hybridizes to LIMS3L. Provided herein is a nucleic acid polymer that specifically hybridizes to ST13P4. Provided herein is a nucleic acid polymer that specifically hybridizes to C1QB. Provided herein is a nucleic acid polymer that specifically hybridizes to HNRNPA1P33. Provided herein is a nucleic acid polymer that specifically hybridizes to MIR663A. Provided herein is a nucleic acid polymer that specifically hybridizes to LOC101927123. Provided herein is a nucleic acid polymer that specifically hybridizes to C2orf27A. Provided herein is a nucleic acid polymer that specifically hybridizes to LOC645166. Provided herein is a nucleic acid polymer that specifically hybridizes to ZNF582-AS1. Provided herein is a nucleic acid polymer that specifically hybridizes to HSPA2. Provided herein is a nucleic acid polymer that specifically hybridizes to COL1A1. Provided herein is a nucleic acid polymer that specifically hybridizes to COL5A1. Provided herein is a nucleic acid polymer that specifically hybridizes to GOLGA6L5P. Provided herein is a nucleic acid polymer that specifically hybridizes to PGM5-AS1. Provided herein is a nucleic acid polymer that specifically hybridizes to CLDN10. Provided herein is a nucleic acid polymer that specifically hybridizes to UBE2Q2L. Provided herein is a nucleic acid polymer that specifically hybridizes to LOC100129138. Provided herein is a nucleic acid polymer that specifically hybridizes to COL1A2. Provided herein is a nucleic acid polymer that specifically hybridizes to SPARCL1. Provided herein is a nucleic acid polymer that specifically hybridizes to FAM222A. Provided herein is a nucleic acid polymer that specifically hybridizes to LINC00857. Provided herein is a nucleic acid polymer that specifically hybridizes to CLIC4. Provided herein is a nucleic acid polymer that specifically hybridizes to FAM182B. Provided herein is a nucleic acid polymer that specifically hybridizes to LOC642426. Provided herein is a nucleic acid polymer that specifically hybridizes to GYPE. Provided herein is a nucleic acid polymer that specifically hybridizes to C8orf4. Provided herein is a nucleic acid polymer that specifically hybridizes to RPSAP9. Provided herein is a nucleic acid polymer that specifically hybridizes to FAM231A. Provided herein is a nucleic acid polymer that specifically hybridizes to LINC00700. Provided herein is a nucleic acid polymer that specifically hybridizes to ANKRD20A3. Provided herein is a nucleic acid polymer that specifically hybridizes to FAM138D. Provided herein is a nucleic acid polymer that specifically hybridizes to KRT20. Provided herein is a nucleic acid polymer that specifically hybridizes to UBTFL1. Provided herein is a nucleic acid polymer that specifically hybridizes to GAS7. Provided herein is a nucleic acid polymer that specifically hybridizes to GPNMB. Provided herein is a nucleic acid polymer that specifically hybridizes to TCF4. Provided herein is a nucleic acid polymer that specifically hybridizes to LINC00348. Provided herein is a nucleic acid polymer that specifically hybridizes to SRC. Provided herein is a nucleic acid polymer that specifically hybridizes to HSPB6. Provided herein is a nucleic acid polymer that specifically hybridizes to LOC100507006. Provided herein is a nucleic acid polymer that specifically hybridizes to TCF21. Provided herein is a nucleic acid polymer that specifically hybridizes to TMEM45B. Provided herein is a nucleic acid polymer that specifically hybridizes to LOC101927905. Provided herein is a nucleic acid polymer that specifically hybridizes to CXCL13. Provided herein is a nucleic acid polymer that specifically hybridizes to AQP7P3. Provided herein is a nucleic acid polymer that specifically hybridizes to PMP22. Provided herein is a nucleic acid polymer that specifically hybridizes to LOC101928163. Provided herein is a nucleic acid polymer that specifically hybridizes to REG3A. Provided herein is a nucleic acid polymer that specifically hybridizes to MMP19. Provided herein is a nucleic acid polymer that specifically hybridizes to PHLDB1. Provided herein is a nucleic acid polymer that specifically hybridizes to LOC100508046. Provided herein is a nucleic acid polymer that specifically hybridizes to SPINK4. Provided herein is a nucleic acid polymer that specifically hybridizes to HES4. Provided herein is a nucleic acid polymer that specifically hybridizes to TREM1. Provided herein is a nucleic acid polymer that specifically hybridizes to TNFRSF12A. Provided herein is a nucleic acid polymer that specifically hybridizes to PRKX-AS1. Provided herein is a nucleic acid polymer that specifically hybridizes to PLGLB1. Provided herein is a nucleic acid polymer that specifically hybridizes to SNAI1. Provided herein is a nucleic acid polymer that specifically hybridizes to NUCB1-AS1. Provided herein is a nucleic acid polymer that specifically hybridizes to BASP1. Provided herein is a nucleic acid polymer that specifically hybridizes to MGP. Provided herein is a nucleic acid polymer that specifically hybridizes to ANPEP. Provided herein is a nucleic acid polymer that specifically hybridizes to PHACTR1. Provided herein is a nucleic acid polymer that specifically hybridizes to ADM. Provided herein is a nucleic acid polymer that specifically hybridizes to DEFA6. Provided herein is a nucleic acid polymer that specifically hybridizes to VEGFA. Provided herein is a nucleic acid polymer that specifically hybridizes to EGR2. Provided herein is a nucleic acid polymer that specifically hybridizes to DEFA5. Provided herein is a nucleic acid polymer that specifically hybridizes to CXCL3. Provided herein is a nucleic acid polymer that specifically hybridizes to SDC4. Provided herein is a nucleic acid polymer that specifically hybridizes to TPSAB 1. Provided herein is a nucleic acid polymer that specifically hybridizes to CD68. Provided herein is a nucleic acid polymer that specifically hybridizes to EPAS1. Provided herein is a nucleic acid polymer that specifically hybridizes to MARCKS. Provided herein is a nucleic acid polymer that specifically hybridizes to TNFAIP2. Provided herein is a nucleic acid polymer that specifically hybridizes to MIR663B. Provided herein is a nucleic acid polymer that specifically hybridizes to TMEM114. Provided herein is a nucleic acid polymer that specifically hybridizes to SIRPA. Provided herein is a nucleic acid polymer that specifically hybridizes to GAS6. Provided herein is a nucleic acid polymer that specifically hybridizes to IGFBP7. Provided herein is a nucleic acid polymer that specifically hybridizes to ASB2. Provided herein is a nucleic acid polymer that specifically hybridizes to HES1. Provided herein is a nucleic acid polymer that specifically hybridizes to LOC284801. Provided herein is a nucleic acid polymer that specifically hybridizes to TNFRSF13B. Provided herein is a nucleic acid polymer that specifically hybridizes to MIR548I1. Provided herein is a nucleic acid polymer that specifically hybridizes to DERL3. Provided herein is a nucleic acid polymer that specifically hybridizes to SPARC. Provided herein is a nucleic acid polymer that specifically hybridizes to EMP1. Provided herein is a nucleic acid polymer that specifically hybridizes to LOC100240735. Provided herein is a nucleic acid polymer that specifically hybridizes to LOC101927817. Provided herein is a nucleic acid polymer that specifically hybridizes to STAB 1. Provided herein is a nucleic acid polymer that specifically hybridizes to UPK3B. Provided herein is a nucleic acid polymer that specifically hybridizes to RAB20. Provided herein is a nucleic acid polymer that specifically hybridizes to MMP9. Provided herein is a nucleic acid polymer that specifically hybridizes to MT1G. Provided herein is a nucleic acid polymer that specifically hybridizes to POC1B-GALNT4. Provided herein is a nucleic acid polymer that specifically hybridizes to CSF2RB. Provided herein is a nucleic acid polymer that specifically hybridizes to IL1RN. Provided herein is a nucleic acid polymer that specifically hybridizes to PLEKHA4. Provided herein is a nucleic acid polymer that specifically hybridizes to LOC644172. Provided herein is a nucleic acid polymer that specifically hybridizes to MAFF. Provided herein is a nucleic acid polymer that specifically hybridizes to FDCSP. Provided herein is a nucleic acid polymer that specifically hybridizes to DNASE1L3. Provided herein is a nucleic acid polymer that specifically hybridizes to PTGS2. Provided herein is a nucleic acid polymer that specifically hybridizes to TUBB6. Provided herein is a nucleic acid polymer that specifically hybridizes to LINC01194. Provided herein is a nucleic acid polymer that specifically hybridizes to CTAGE8. Provided herein is a nucleic acid polymer that specifically hybridizes to REG1A. Provided herein is a nucleic acid polymer that specifically hybridizes to ATP5J2-PTCD1. Provided herein is a nucleic acid polymer that specifically hybridizes to DOK3. Provided herein is a nucleic acid polymer that specifically hybridizes to EGR3. Provided herein is a nucleic acid polymer that specifically hybridizes to AOAH-IT1. Provided herein is a nucleic acid polymer that specifically hybridizes to RNASE1. Provided herein is a nucleic acid polymer that specifically hybridizes to CCL11. Provided herein is a nucleic acid polymer that specifically hybridizes to OR4F21. Provided herein is a nucleic acid polymer that specifically hybridizes to FAM157B. Provided herein is a nucleic acid polymer that specifically hybridizes to GATA2. Provided herein is a nucleic acid polymer that specifically hybridizes to CTGF. Provided herein is a nucleic acid polymer that specifically hybridizes to CXCL1. Provided herein is a nucleic acid polymer that specifically hybridizes to GPX3. Provided herein is a nucleic acid polymer that specifically hybridizes to FAM138A. Provided herein is a nucleic acid polymer that specifically hybridizes to FAM138F. Provided herein is a nucleic acid polymer that specifically hybridizes to FOSL1. Provided herein is a nucleic acid polymer that specifically hybridizes to FSCN1. Provided herein is a nucleic acid polymer that specifically hybridizes to FTH1P3. Provided herein is a nucleic acid polymer that specifically hybridizes to SPHK1. Provided herein is a nucleic acid polymer that specifically hybridizes to LOC441242. Provided herein is a nucleic acid polymer that specifically hybridizes to UGT2B10. Provided herein is a nucleic acid polymer that specifically hybridizes to MCTP1. Provided herein is a nucleic acid polymer that specifically hybridizes to IL21R-AS1. Provided herein is a nucleic acid polymer that specifically hybridizes to LOC285740. Provided herein is a nucleic acid polymer that specifically hybridizes to HLA-L. Provided herein is a nucleic acid polymer that specifically hybridizes to NPIPB9. Provided herein is a nucleic acid polymer that specifically hybridizes to SEPT10.


Nucleic acid polymers include primers useful for amplifying a nucleic acid of biomarker provided in Table 1A or Table 5. For example, for use in an amplification assay such as qPCR. Nucleic acid polymers also include probes comprising a detectable label for detecting and/or quantifying a biomarker of Table 1A or Table 5. In some cases the probes are reporters that comprise a dye label on one end and a quencher on the other end. When the probes are hybridized to a biomarker nucleic acid, an added DNA polymerase may cleave those hybridized probes, separating the reporter dye from the quencher, and thus increasing fluorescence by the reporter. In some cases, provided is a probe comprising a nucleic acid polymer described herein.


Examples of molecules that are utilized as probes include, but are not limited to, RNA and DNA. In some embodiments, the term “probe” with regards to nucleic acids, refers to any molecule that is capable of selectively binding to a specifically intended target nucleic acid sequence. In some instances, probes are specifically designed to be labeled, for example, with a radioactive label, a fluorescent label, an enzyme, a chemiluminescent tag, a colorimetric tag, or other labels or tags. In some instances, the fluorescent label comprises a fluorophore. In some instances, the fluorophore is an aromatic or heteroaromatic compound. In some instances, the fluorophore is a pyrene, anthracene, naphthalene, acridine, stilbene, benzoxaazole, indole, benzindole, oxazole, thiazole, benzothiazole, canine, carbocyanine, salicylate, anthranilate, xanthenes dye, coumarin. Exemplary xanthene dyes include, e.g., fluorescein and rhodamine dyes. Fluorescein and rhodamine dyes include, but are not limited to 6-carboxyfluorescein (FAM), 2′7′-dimethoxy-4′5′-dichloro-6-carboxyfluorescein (JOE), tetrachlorofluorescein (TET), 6-carboxyrhodamine (R6G), N,N,N; N′-tetramethyl-6-carboxyrhodamine (TAMRA), 6-carboxy-X-rhodamine (ROX). Suitable fluorescent probes also include the naphthylamine dyes that have an amino group in the alpha or beta position. For example, naphthylamino compounds include 1-dimethylaminonaphthyl-5-sulfonate, 1-anilino-8-naphthalene sulfonate and 2-p-toluidinyl-6-naphthalene sulfonate, 5-(2′-aminoethyl)aminonaphthalene-1-sulfonic acid (EDANS). Exemplary coumarins include, e.g., 3-phenyl-7-isocyanatocoumarin; acridines, such as 9-isothiocyanatoacridine and acridine orange; N-(p-(2-benzoxazolyl)phenyl) maleimide; cyanines, such as, e.g., indodicarbocyanine 3 (Cy3), indodicarbocyanine 5 (Cy5), indodicarbocyanine 5.5 (Cy5.5), 34-carboxy-pentyl)-3′-ethyl-5,5′-dimethyloxacarbocyanine (CyA); 1H, 5H, 11H, 15H-Xantheno[2,3, 4-ij: 5,6, 7-i′j′]diquinolizin-18-ium, 9-[2 (or 4)-[[[6-[2,5-dioxo-1-pyrrolidinyl)oxy]-6-oxohexyl]amino]sulfonyl]-4 (or 2)-sulfophenyl]-2,3, 6,7, 12,13, 16,17-octahydro-inner salt (TR or Texas Red); or BODIPY™ dyes. In some cases, the probe comprises FAM as the dye label.


In some instances, primers and/or probes described herein for hybridization to a biomarker of Table 1A or Table 7A are used in an amplification reaction. In some instances, the amplification reaction is qPCR. An exemplary qPCR is a method employing a TaqMan™ assay.


In some instances, qPCR comprises using an intercalating dye. Examples of intercalating dyes include SYBR green I, SYBR green II, SYBR gold, ethidium bromide, methylene blue, Pyronin Y, DAPI, acridine orange, Blue View or phycoerythrin. In some instances, the intercalating dye is SYBR.


In one aspect, the methods provided herein for determining an expression profile in a subject comprise an amplification reaction such as qPCR. In an exemplary method, genetic material is obtained from a sample of a subject, e.g., a sample of blood or serum. In certain embodiments where nucleic acids are extracted, the nucleic acids are extracted using any technique that does not interfere with subsequent analysis. In certain embodiments, this technique uses alcohol precipitation using ethanol, methanol or isopropyl alcohol. In certain embodiments, this technique uses phenol, chloroform, or any combination thereof. In certain embodiments, this technique uses cesium chloride. In certain embodiments, this technique uses sodium, potassium or ammonium acetate or any other salt commonly used to precipitate DNA. In certain embodiments, this technique utilizes a column or resin based nucleic acid purification scheme such as those commonly sold commercially, one non-limiting example would be the GenElute Bacterial Genomic DNA Kit available from Sigma Aldrich. In certain embodiments, after extraction the nucleic acid is stored in water, Tris buffer, or Tris-EDTA buffer before subsequent analysis. In an exemplary embodiment, the nucleic acid material is extracted in water. In some cases, extraction does not comprise nucleic acid purification.


In an exemplary qPCR assay, the nucleic acid sample is combined with primers and probes specific for a biomarker nucleic acid that may or may not be present in the sample, and a DNA polymerase. An amplification reaction is performed with a thermal cycler that heats and cools the sample for nucleic acid amplification, and illuminates the sample at a specific wavelength to excite a fluorophore on the probe and detect the emitted fluorescence. For TaqMan™ methods, the probe may be a hydrolysable probe comprising a fluorophore and quencher that is hydrolyzed by DNA polymerase when hybridized to a biomarker nucleic acid.


Profile Analysis

The expression profile of a patient sample (test sample) may be compared to a reference sample, e.g., a sample from a subject who does not have IBD such as CD (normal sample), or a sample from a subject who has a non-CD-PBmu subtype. In some cases, a normal sample is that which is or is expected to be free of IBD disease or condition, or a sample that would test negative for any IBD disease or condition. The reference sample may be assayed at the same time, or at a different time from the test sample. In some cases, the expression profile of a reference sample is obtained and stored in a database for comparison to the test sample.


The results of an assay on the test sample may be compared to the results of the same assay on a reference sample. In some cases the results of the assay on the normal sample are from a database. In some cases, the results of the assay on the normal sample are a known or generally accepted value by those skilled in the art. In some cases the comparison is qualitative. In other cases the comparison is quantitative. In some cases, qualitative or quantitative comparisons may involve but are not limited to one or more of the following: comparing fluorescence values, spot intensities, absorbance values, chemiluminescent signals, histograms, critical threshold values, statistical significance values, gene product expression levels, gene product expression level changes, alternative exon usage, changes in alternative exon usage, protein levels, DNA polymorphisms, coy number variations, indications of the presence or absence of one or more DNA markers or regions, and/or nucleic acid sequences.


In some embodiments, the gene expression profile of a test sample is evaluated using methods for correlating gene product expression levels with a specific phenotype of CD, such as the CD-PBmu subtype described herein. In some cases, a specified statistical confidence level may be determined in order to provide a diagnostic confidence level. For example, it may be determined that a confidence level of greater than 90% may be a useful predictor of CD-PBmu. In other embodiments, more or less stringent confidence levels may be chosen. For example, a confidence level of approximately 70%, 75%, 80%, 85%, 90%, 95%, 97.5%, 99%, 99.5%, or 99.9% may be chosen as a useful phenotypic predictor. The confidence level provided may in some cases be related to the quality of the sample, the quality of the data, the quality of the analysis, the specific methods used, and the number of gene expression products analyzed. The specified confidence level for providing a diagnosis may be chosen on the basis of the expected number of false positives or false negatives and/or cost. Methods for choosing parameters for achieving a specified confidence level or for identifying markers with diagnostic power include but are not limited to Receiver Operator Curve analysis (ROC), binormal ROC, principal component analysis, partial least squares analysis, singular value decomposition, least absolute shrinkage and selection operator analysis, least angle regression, and the threshold gradient directed regularization method.


Raw gene expression level data may in some cases be improved through the application of algorithms designed to normalize and or improve the reliability of the data. In some embodiments of the present invention the data analysis requires a computer or other device, machine or apparatus for application of the various algorithms described herein due to the large number of individual data points that are processed. A “machine learning algorithm” refers to a computational-based prediction methodology, also known as a “classifier”, employed for characterizing a gene expression profile. The signals corresponding to certain expression levels, which are obtained by, e.g., microarray-based hybridization assays or sequencing, are typically subjected to the algorithm in order to classify the expression profile. Supervised learning generally involves “training” a classifier to recognize the distinctions among classes and then “testing” the accuracy of the classifier on an independent test set. For test samples the classifier can be used to predict the class in which the samples belong.


In some cases, the robust multi-array Average (RMA) method may be used to normalize the raw data. The RMA method begins by computing background-corrected intensities for each matched cell on a number of microarrays. The background corrected values are restricted to positive values as described by Irizarry et al. Biostatistics 2003 Apr. 4 (2): 249-64. The back-ground corrected, log-transformed, matched intensity on each microarray is then normalized using the quantile normalization method in which for each input array and each probe expression value, the array percentile probe value is replaced with the average of all array percentile points, this method is more completely described by Bolstad et al. Bioinformatics 2003. Following quantile normalization, the normalized data may then be fit to a linear model to obtain an expression measure for each probe on each microarray. Tukey's median polish algorithm (Tukey, J. W., Exploratory Data Analysis. 1977) may then be used to determine the log-scale expression level for the normalized probe set data.


Data may further be filtered to remove data that may be considered suspect. In some embodiments, data deriving from microarray probes that have fewer than about 4, 5, 6, 7 or 8 guanosine+cytosine nucleotides may be considered to be unreliable due to their aberrant hybridization propensity or secondary structure issues. Similarly, data deriving from microarray probes that have more than about 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, or 22 guanosine+cytosine nucleotides may be considered unreliable due to their aberrant hybridization propensity or secondary structure issues.


In some cases, unreliable probe sets may be selected for exclusion from data analysis by ranking probe-set reliability against a series of reference datasets. For example, RefSeq or Ensembl (EMBL) are considered very high quality reference datasets. Data from probe sets matching RefSeq or Ensembl sequences may in some cases be specifically included in microarray analysis experiments due to their expected high reliability. Similarly data from probe-sets matching less reliable reference datasets may be excluded from further analysis, or considered on a case by case basis for inclusion. In some cases, the Ensembl high throughput cDNA (HTC) and/or mRNA reference datasets may be used to determine the probe-set reliability separately or together. In other cases, probe-set reliability may be ranked. For example, probes and/or probe-sets that match perfectly to all reference datasets such as for example RefSeq, HTC, and mRNA, may be ranked as most reliable (1). Furthermore, probes and/or probe-sets that match two out of three reference datasets may be ranked as next most reliable (2), probes and/or probe-sets that match one out of three reference datasets may be ranked next (3) and probes and/or probe sets that match no reference datasets may be ranked last (4). Probes and or probe-sets may then be included or excluded from analysis based on their ranking. For example, one may choose to include data from category 1, 2, 3, and 4 probe-sets; category 1, 2, and 3 probe-sets; category 1 and 2 probe-sets; or category 1 probe-sets for further analysis. In another example, probe-sets may be ranked by the number of base pair mismatches to reference dataset entries. It is understood that there are many methods understood in the art for assessing the reliability of a given probe and/or probe-set for molecular profiling and the methods of the present invention encompass any of these methods and combinations thereof.


The results of the expression profile may be analyzed to classify a subject as having or lacking an IBD disease or condition, such as a CD-PBmu subtype. In some cases, a diagnostic result may indicate a certain molecular pathway involved in the IBD disease or condition, or a certain grade or stage of a particular IBD disease or condition. In some cases, a diagnostic result may inform an appropriate therapeutic intervention, such as a specific drug regimen like a molecule that targets a biomolecule in a pathway of any biomarker in Table 1A or 3, or a surgical intervention. In some cases, a diagnostic result indicates suitability or non-suitability of a patient for treatment with anti-TNFα.


In some embodiments, results are classified using a trained algorithm. Trained algorithms include algorithms that have been developed using a reference set of samples with a known IBD phenotype, such as PBT and CD-PBmu. Algorithms suitable for categorization of samples include but are not limited to k-nearest neighbor algorithms, concept vector algorithms, naive bayesian algorithms, neural network algorithms, hidden markov model algorithms, genetic algorithms, and mutual information feature selection algorithms or any combination thereof. In some cases, trained algorithms may incorporate data other than gene expression such as DNA polymorphism data, sequencing data, scoring or diagnosis by cytologists or pathologists, information provided by the pre-classifier algorithm, or information about the medical history of the subject.


Compositions and Methods of Treatment

Provided herein are compositions and methods of treating an individual having an inflammatory disease or condition. Non-limiting examples of inflammatory diseases include diseases of the gastrointestinal tract, liver, and/or gallbladder, including Crohn's disease (CD) and ulcerative colitis, systemic lupus erythematosus (SLE), and rheumatoid arthritis. Compositions include any therapeutic agent that modulates expression and/or activity of a biomolecule in a pathway of one or more markers in Table 4. In some embodiments, the therapeutic agent is am odulator of Adenylate cyclase type 7 (ADCY7), G protein-coupled receptor 65 (GPR65), intercellular adhesion molecule 3 (ICAM3), interferon gamma (IFNGMitogen-activated protein kinase kinase kinase kinase 4 (MAP4K4), E2 receptor EP4 subtype (PTGER4), Receptor-interacting serine/threonine-protein kinase 2 (RIPK2), Ribonuclease T2 (RNASET2), or Tumor necrosis factor ligand superfamily member 15 (TNFSF15). In some implementations, the therapeutic agent is administered to a patient determined to have a CD-PBmu subtype as determined by a method provided herein.


In certain embodiments, described herein are methods for evaluating an effect of a treatment described herein. In some instances, the treatment comprises administration with a therapeutic agent provided herein, and optionally one or more additional therapeutic agents. In some instances, the treatment is monitored by evaluating the gene expression profile of a subject for expression of one or more genes in Table 1A or Table 7A. The gene expression profile may be determined prior to and/or after administration of a therapeutic agent. Gene expression profiling may also be used to ascertain the potential efficacy of a specific therapeutic intervention prior to administering to a subject.


In some embodiments, a therapeutic agent modulates expression and/or activity of ADAMTS1. In some embodiments, a therapeutic agent modulates expression and/or activity of LCN2. In some embodiments, a therapeutic agent modulates expression and/or activity of ADAM28. In some embodiments, a therapeutic agent modulates expression and/or activity of TPSB2. In some embodiments, a therapeutic agent modulates expression and/or activity of PPIAP30. In some embodiments, a therapeutic agent modulates expression and/or activity of GFPT2. In some embodiments, a therapeutic agent modulates expression and/or activity of KIT. In some embodiments, a therapeutic agent modulates expression and/or activity of PLTP. In some embodiments, a therapeutic agent modulates expression and/or activity of MFSD2A. In some embodiments, a therapeutic agent modulates expression and/or activity of IL22. In some embodiments, a therapeutic agent modulates expression and/or activity of LMCD1. In some embodiments, a therapeutic agent modulates expression and/or activity of IL6. In some embodiments, a therapeutic agent modulates expression and/or activity of TBC1D9. In some embodiments, a therapeutic agent modulates expression and/or activity of CHAC1. In some embodiments, a therapeutic agent modulates expression and/or activity of SEPP1. In some embodiments, a therapeutic agent modulates expression and/or activity of SOD3. In some embodiments, a therapeutic agent modulates expression and/or activity of RAB13. In some embodiments, a therapeutic agent modulates expression and/or activity of LYZ. In some embodiments, a therapeutic agent modulates expression and/or activity of CPA3. In some embodiments, a therapeutic agent modulates expression and/or activity of SDS. In some embodiments, a therapeutic agent modulates expression and/or activity of DYRK3. In some embodiments, a therapeutic agent modulates expression and/or activity of DAB2. In some embodiments, a therapeutic agent modulates expression and/or activity of TBC1D8. In some embodiments, a therapeutic agent modulates expression and/or activity of CRYAB. In some embodiments, a therapeutic agent modulates expression and/or activity of TBC1D3. In some embodiments, a therapeutic agent modulates expression and/or activity of LRRC32. In some embodiments, a therapeutic agent modulates expression and/or activity of SERPING1. In some embodiments, a therapeutic agent modulates expression and/or activity of UBD. In some embodiments, a therapeutic agent modulates expression and/or activity of FABP1. In some embodiments, a therapeutic agent modulates expression and/or activity of SYK. In some embodiments, a therapeutic agent modulates expression and/or activity of ALDOB. In some embodiments, a therapeutic agent modulates expression and/or activity of SEMA6B. In some embodiments, a therapeutic agent modulates expression and/or activity of NANOGNB. In some embodiments, a therapeutic agent modulates expression and/or activity of DSE. In some embodiments, a therapeutic agent modulates expression and/or activity of FPR3. In some embodiments, a therapeutic agent modulates expression and/or activity of TNXB. In some embodiments, a therapeutic agent modulates expression and/or activity of OR4A5. In some embodiments, a therapeutic agent modulates expression and/or activity of DCN. In some embodiments, a therapeutic agent modulates expression and/or activity of CHST15. In some embodiments, a therapeutic agent modulates expression and/or activity of ADAMDEC1. In some embodiments, a therapeutic agent modulates expression and/or activity of HDC. In some embodiments, a therapeutic agent modulates expression and/or activity of RRAD. In some embodiments, a therapeutic agent modulates expression and/or activity of C1S. In some embodiments, a therapeutic agent modulates expression and/or activity of PLA2G2A. In some embodiments, a therapeutic agent modulates expression and/or activity of CYCSP52. In some embodiments, a therapeutic agent modulates expression and/or activity of C11orf96. In some embodiments, a therapeutic agent modulates expression and/or activity of SEPSECS-AS1. In some embodiments, a therapeutic agent modulates expression and/or activity of C1QC. In some embodiments, a therapeutic agent modulates expression and/or activity of SLC9B1. In some embodiments, a therapeutic agent modulates expression and/or activity of MLLT10P1. In some embodiments, a therapeutic agent modulates expression and/or activity of LOC102724034. In some embodiments, a therapeutic agent modulates expression and/or activity of SMOX. In some embodiments, a therapeutic agent modulates expression and/or activity of CKB. In some embodiments, a therapeutic agent modulates expression and/or activity of NCOR1P1. In some embodiments, a therapeutic agent modulates expression and/or activity of LOC646736. In some embodiments, a therapeutic agent modulates expression and/or activity of CLEC3B. In some embodiments, a therapeutic agent modulates expression and/or activity of SLCO4A1. In some embodiments, a therapeutic agent modulates expression and/or activity of APOC1P1. In some embodiments, a therapeutic agent modulates expression and/or activity of KGFLP2. In some embodiments, a therapeutic agent modulates expression and/or activity of ABI3BP. In some embodiments, a therapeutic agent modulates expression and/or activity of LINC01189. In some embodiments, a therapeutic agent modulates expression and/or activity of SEPT14. In some embodiments, a therapeutic agent modulates expression and/or activity of FSTL1. In some embodiments, a therapeutic agent modulates expression and/or activity of GEM. In some embodiments, a therapeutic agent modulates expression and/or activity of FAM27A. In some embodiments, a therapeutic agent modulates expression and/or activity of PTENP1-AS. In some embodiments, a therapeutic agent modulates expression and/or activity of LIMS3L. In some embodiments, a therapeutic agent modulates expression and/or activity of ST13P4. In some embodiments, a therapeutic agent modulates expression and/or activity of C1QB. In some embodiments, a therapeutic agent modulates expression and/or activity of HNRNPA1P33. In some embodiments, a therapeutic agent modulates expression and/or activity of MIR663A. In some embodiments, a therapeutic agent modulates expression and/or activity of LOC101927123. In some embodiments, a therapeutic agent modulates expression and/or activity of C2orf27A. In some embodiments, a therapeutic agent modulates expression and/or activity of LOC645166. In some embodiments, a therapeutic agent modulates expression and/or activity of ZNF582-AS1. In some embodiments, a therapeutic agent modulates expression and/or activity of HSPA2. In some embodiments, a therapeutic agent modulates expression and/or activity of COL1A1. In some embodiments, a therapeutic agent modulates expression and/or activity of COL5A1. In some embodiments, a therapeutic agent modulates expression and/or activity of GOLGA6L5P. In some embodiments, a therapeutic agent modulates expression and/or activity of PGM5-AS1. In some embodiments, a therapeutic agent modulates expression and/or activity of CLDN10. In some embodiments, a therapeutic agent modulates expression and/or activity of UBE2Q2L. In some embodiments, a therapeutic agent modulates expression and/or activity of LOC100129138. In some embodiments, a therapeutic agent modulates expression and/or activity of COL1A2. In some embodiments, a therapeutic agent modulates expression and/or activity of SPARCL1. In some embodiments, a therapeutic agent modulates expression and/or activity of FAM222A. In some embodiments, a therapeutic agent modulates expression and/or activity of LINC00857. In some embodiments, a therapeutic agent modulates expression and/or activity of CLIC4. In some embodiments, a therapeutic agent modulates expression and/or activity of FAM182B. In some embodiments, a therapeutic agent modulates expression and/or activity of LOC642426. In some embodiments, a therapeutic agent modulates expression and/or activity of GYPE. In some embodiments, a therapeutic agent modulates expression and/or activity of C8orf4. In some embodiments, a therapeutic agent modulates expression and/or activity of RPSAP9. In some embodiments, a therapeutic agent modulates expression and/or activity of FAM231A. In some embodiments, a therapeutic agent modulates expression and/or activity of LINC00700. In some embodiments, a therapeutic agent modulates expression and/or activity of ANKRD20A3. In some embodiments, a therapeutic agent modulates expression and/or activity of FAM138D. In some embodiments, a therapeutic agent modulates expression and/or activity of KRT20. In some embodiments, a therapeutic agent modulates expression and/or activity of UBTFL1. In some embodiments, a therapeutic agent modulates expression and/or activity of GAS7. In some embodiments, a therapeutic agent modulates expression and/or activity of GPNMB. In some embodiments, a therapeutic agent modulates expression and/or activity of TCF4. In some embodiments, a therapeutic agent modulates expression and/or activity of LINC00348. In some embodiments, a therapeutic agent modulates expression and/or activity of SRC. In some embodiments, a therapeutic agent modulates expression and/or activity of HSPB6. In some embodiments, a therapeutic agent modulates expression and/or activity of LOC100507006. In some embodiments, a therapeutic agent modulates expression and/or activity of TCF21. In some embodiments, a therapeutic agent modulates expression and/or activity of TMEM45B. In some embodiments, a therapeutic agent modulates expression and/or activity of LOC101927905. In some embodiments, a therapeutic agent modulates expression and/or activity of CXCL13. In some embodiments, a therapeutic agent modulates expression and/or activity of AQP7P3. In some embodiments, a therapeutic agent modulates expression and/or activity of PMP22. In some embodiments, a therapeutic agent modulates expression and/or activity of LOC101928163. In some embodiments, a therapeutic agent modulates expression and/or activity of REG3A. In some embodiments, a therapeutic agent modulates expression and/or activity of MMP19. In some embodiments, a therapeutic agent modulates expression and/or activity of PHLDB1. In some embodiments, a therapeutic agent modulates expression and/or activity of LOC100508046. In some embodiments, a therapeutic agent modulates expression and/or activity of SPINK4. In some embodiments, a therapeutic agent modulates expression and/or activity of HES4. In some embodiments, a therapeutic agent modulates expression and/or activity of TREM1. In some embodiments, a therapeutic agent modulates expression and/or activity of TNFRSF12A. In some embodiments, a therapeutic agent modulates expression and/or activity of PRKX-AS1. In some embodiments, a therapeutic agent modulates expression and/or activity of PLGLB1. In some embodiments, a therapeutic agent modulates expression and/or activity of SNAI1. In some embodiments, a therapeutic agent modulates expression and/or activity of NUCB1-AS1. In some embodiments, a therapeutic agent modulates expression and/or activity of BASP1. In some embodiments, a therapeutic agent modulates expression and/or activity of MGP. In some embodiments, a therapeutic agent modulates expression and/or activity of ANPEP. In some embodiments, a therapeutic agent modulates expression and/or activity of PHACTR1. In some embodiments, a therapeutic agent modulates expression and/or activity of ADM. In some embodiments, a therapeutic agent modulates expression and/or activity of DEFA6. In some embodiments, a therapeutic agent modulates expression and/or activity of VEGFA. In some embodiments, a therapeutic agent modulates expression and/or activity of EGR2. In some embodiments, a therapeutic agent modulates expression and/or activity of DEFA5. In some embodiments, a therapeutic agent modulates expression and/or activity of CXCL3. In some embodiments, a therapeutic agent modulates expression and/or activity of SDC4. In some embodiments, a therapeutic agent modulates expression and/or activity of TPSAB 1. In some embodiments, a therapeutic agent modulates expression and/or activity of CD68. In some embodiments, a therapeutic agent modulates expression and/or activity of EPAS1. In some embodiments, a therapeutic agent modulates expression and/or activity of MARCKS. In some embodiments, a therapeutic agent modulates expression and/or activity of TNFAIP2. In some embodiments, a therapeutic agent modulates expression and/or activity of MIR663B. In some embodiments, a therapeutic agent modulates expression and/or activity of TMEM114. In some embodiments, a therapeutic agent modulates expression and/or activity of SIRPA. In some embodiments, a therapeutic agent modulates expression and/or activity of GAS6. In some embodiments, a therapeutic agent modulates expression and/or activity of IGFBP7. In some embodiments, a therapeutic agent modulates expression and/or activity of ASB2. In some embodiments, a therapeutic agent modulates expression and/or activity of HES1. In some embodiments, a therapeutic agent modulates expression and/or activity of LOC284801. In some embodiments, a therapeutic agent modulates expression and/or activity of TNFRSF13B. In some embodiments, a therapeutic agent modulates expression and/or activity of MIR548I1. In some embodiments, a therapeutic agent modulates expression and/or activity of DERL3. In some embodiments, a therapeutic agent modulates expression and/or activity of SPARC. In some embodiments, a therapeutic agent modulates expression and/or activity of EMP1. In some embodiments, a therapeutic agent modulates expression and/or activity of LOC100240735. In some embodiments, a therapeutic agent modulates expression and/or activity of LOC101927817. In some embodiments, a therapeutic agent modulates expression and/or activity of STAB 1. In some embodiments, a therapeutic agent modulates expression and/or activity of UPK3B. In some embodiments, a therapeutic agent modulates expression and/or activity of RAB20. In some embodiments, a therapeutic agent modulates expression and/or activity of MMP9. In some embodiments, a therapeutic agent modulates expression and/or activity of MT1G. In some embodiments, a therapeutic agent modulates expression and/or activity of POC1B-GALNT4. In some embodiments, a therapeutic agent modulates expression and/or activity of CSF2RB. In some embodiments, a therapeutic agent modulates expression and/or activity of IL1RN. In some embodiments, a therapeutic agent modulates expression and/or activity of PLEKHA4. In some embodiments, a therapeutic agent modulates expression and/or activity of LOC644172. In some embodiments, a therapeutic agent modulates expression and/or activity of MAFF. In some embodiments, a therapeutic agent modulates expression and/or activity of FDCSP. In some embodiments, a therapeutic agent modulates expression and/or activity of DNASE1L3. In some embodiments, a therapeutic agent modulates expression and/or activity of PTGS2. In some embodiments, a therapeutic agent modulates expression and/or activity of TUBB6. In some embodiments, a therapeutic agent modulates expression and/or activity of LINC01194. In some embodiments, a therapeutic agent modulates expression and/or activity of CTAGE8. In some embodiments, a therapeutic agent modulates expression and/or activity of REG1A. In some embodiments, a therapeutic agent modulates expression and/or activity of ATP5J2-PTCD1. In some embodiments, a therapeutic agent modulates expression and/or activity of DOK3. In some embodiments, a therapeutic agent modulates expression and/or activity of EGR3. In some embodiments, a therapeutic agent modulates expression and/or activity of AOAH-IT1. In some embodiments, a therapeutic agent modulates expression and/or activity of RNASE1. In some embodiments, a therapeutic agent modulates expression and/or activity of CCL11. In some embodiments, a therapeutic agent modulates expression and/or activity of OR4F21. In some embodiments, a therapeutic agent modulates expression and/or activity of FAM157B. In some embodiments, a therapeutic agent modulates expression and/or activity of GATA2. In some embodiments, a therapeutic agent modulates expression and/or activity of CTGF. In some embodiments, a therapeutic agent modulates expression and/or activity of CXCL1. In some embodiments, a therapeutic agent modulates expression and/or activity of GPX3. In some embodiments, a therapeutic agent modulates expression and/or activity of FAM138A. In some embodiments, a therapeutic agent modulates expression and/or activity of FAM138F. In some embodiments, a therapeutic agent modulates expression and/or activity of FOSL1. In some embodiments, a therapeutic agent modulates expression and/or activity of FSCN1. In some embodiments, a therapeutic agent modulates expression and/or activity of FTH1P3. In some embodiments, a therapeutic agent modulates expression and/or activity of SPHK1. In some embodiments, a therapeutic agent modulates expression and/or activity of LOC441242. In some embodiments, a therapeutic agent modulates expression and/or activity of UGT2B10. In some embodiments, a therapeutic agent modulates expression and/or activity of MCTP1. In some embodiments, a therapeutic agent modulates expression and/or activity of IL21R-AS1. In some embodiments, a therapeutic agent modulates expression and/or activity of LOC285740. In some embodiments, a therapeutic agent modulates expression and/or activity of HLA-L. In some embodiments, a therapeutic agent modulates expression and/or activity of NPIPB9. In some embodiments, a therapeutic agent modulates expression and/or activity of SEPT10. In some embodiments, a therapeutic agent modulates expression and/or activity of DNAPK. In some embodiments, a therapeutic agent modulates expression and/or activity of CDK4. In some embodiments, a therapeutic agent modulates expression and/or activity of ERK1. In some embodiments, a therapeutic agent modulates expression and/or activity of HIPK2. In some embodiments, a therapeutic agent modulates expression and/or activity of CDC2. In some embodiments, a therapeutic agent modulates expression and/or activity of MAPK1. In some embodiments, a therapeutic agent modulates expression and/or activity of MAPK3. In some embodiments, a therapeutic agent modulates expression and/or activity of ERK2. In some embodiments, a therapeutic agent modulates expression and/or activity of CSNK2A1. In some embodiments, a therapeutic agent modulates expression and/or activity of CK2ALPHA. In some embodiments, a therapeutic agent modulates expression and/or activity of JNK1. In some embodiments, a therapeutic agent modulates expression and/or activity of CDK1. In some embodiments, a therapeutic agent modulates expression and/or activity of MAPK14. In some embodiments, a therapeutic agent modulates expression and/or activity of PKR. In some embodiments, a therapeutic agent modulates expression and/or activity of CDK2.


In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising ADAMTS1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising LCN2. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising ADAM28. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising TPSB2. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising PPIAP30. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising GFPT2. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising KIT. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising PLTP. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising MFSD2A. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising IL22. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising LMCD1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising IL6. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising TBC1D9. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising CHAC1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising SEPP1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising SOD3. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising RAB13. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising LYZ. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising CPA3. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising SDS. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising DYRK3. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising DAB2. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising TBC1D8. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising CRYAB. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising TBC1D3. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising LRRC32. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising SERPING1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising UBD. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising FABP1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising SYK. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising ALDOB. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising SEMA6B. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising NANOGNB. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising DSE. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising FPR3. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising TNXB. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising OR4A5. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising DCN. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising CHST15. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising ADAMDEC1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising HDC. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising RRAD. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising C1S. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising PLA2G2A. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising CYCSP52. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising C11orf96. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising SEPSECS-AS1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising C1QC. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising SLC9B1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising MLLT10P1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising LOC102724034. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising SMOX. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising CKB. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising NCOR1P1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising LOC646736. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising CLEC3B. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising SLCO4A1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising APOC1P1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising KGFLP2. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising ABI3BP. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising LINC01189. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising SEPT14. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising FSTL1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising GEM. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising FAM27A. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising PTENP1-AS. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising LIMS3L. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising ST13P4. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising C1QB. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising HNRNPA1P33. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising MIR663A. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising LOC101927123. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising C2orf27A. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising LOC645166. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising ZNF582-AS1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising HSPA2. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising COL1A1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising COL5A1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising GOLGA6L5P. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising PGM5-AS1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising CLDN10. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising UBE2Q2L. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising LOC100129138. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising COL1A2. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising SPARCL1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising FAM222A. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising LINC00857. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising CLIC4. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising FAM182B. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising LOC642426. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising GYPE. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising C8orf4. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising RPSAP9. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising FAM231A. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising LINC00700. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising ANKRD20A3. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising FAM138D. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising KRT20. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising UBTFL1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising GAS7. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising GPNMB. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising TCF4. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising LINC00348. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising SRC. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising HSPB6. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising LOC100507006. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising TCF21. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising TMEM45B. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising LOC101927905. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising CXCL13. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising AQP7P3. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising PMP22. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising LOC101928163. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising REG3A. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising MMP19. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising PHLDB1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising LOC100508046. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising SPINK4. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising HES4. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising TREM1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising TNFRSF12A. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising PRKX-AS1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising PLGLB1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising SNAI1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising NUCB1-AS1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising BASP1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising MGP. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising ANPEP. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising PHACTR1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising ADM. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising DEFA6. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising VEGFA. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising EGR2. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising DEFA5. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising CXCL3. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising SDC4. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising TPSAB 1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising CD68. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising EPAS1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising MARCKS. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising TNFAIP2. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising MIR663B. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising TMEM114. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising SIRPA. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising GAS6. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising IGFBP7. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising ASB2. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising HES1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising LOC284801. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising TNFRSF13B. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising MIR548I1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising DERL3. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising SPARC. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising EMP1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising LOC100240735. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising LOC101927817. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising STAB 1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising UPK3B. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising RAB20. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising MMP9. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising MT1G. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising POC1B-GALNT4. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising CSF2RB. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising IL1RN. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising PLEKHA4. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising LOC644172. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising MAFF. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising FDCSP. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising DNASE1L3. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising PTGS2. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising TUBB6. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising LINC01194. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising CTAGE8. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising REG1A. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising ATP5J2-PTCD1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising DOK3. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising EGR3. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising AOAH-IT1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising RNASE1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising CCL11. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising OR4F21. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising FAM157B. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising GATA2. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising CTGF. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising CXCL1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising GPX3. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising FAM138A. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising FAM138F. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising FOSL1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising FSCN1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising FTH1P3. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising SPHK1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising LOC441242. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising UGT2B10. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising MCTP1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising IL21R-AS1. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising LOC285740. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising HLA-L. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising NPIPB9. In some embodiments, a therapeutic agent modulates expression and/or activity of a biomolecule in a pathway comprising SEPT10.


Adenylate Cyclase 7 (ADCY7) Modulators


Adenylate Cyclase 7 (ADCY7) (UniProtKB: P51828), and nucleic acids encoding ADCY7 (Entrez ID 113), is a membrane-bound adenylate cyclase that catalyzes the formation of adenosine monophosphate (cAMP) from adenosine triphosphate (ATP). ADCY7 functions in signaling cascades activated namely by thrombin and sphingosine 1-phosphate and mediates regulation of cAMP synthesis through synergistic action of the stimulatory G alpha protein with G Protein Subunit Alpha 13 (GNA13). Also, during inflammation, mediates zymosan-induced increase intracellular cAMP, leading to protein kinase A pathway activation in order to modulate innate immune responses through heterotrimeric GNA13/G Protein Subunit Alpha 12 (GNA12). ADCY7 also functions in signaling cascades activated namely by dopamine and C5 alpha chain and mediates regulation of cAMP synthesis through synergistic action of the stimulatory G protein with G beta:gamma complex. Through cAMP response regulation, ADCY7 keeps inflammation under control during bacterial infection by sensing the presence of serum factors, such as the bioactive lysophospholipid (LPA) that regulate LPS-induced TNF-alpha production.


Disclosed herein, in some embodiments, are therapeutic agents comprising modulators of Adenylate Cyclase 7 (ADCY7) useful for the treatment of a disease or condition, or symptom of the disease or condition, disclosed herein. In some embodiments, the therapeutic agent comprises a modulator, agonist, and/or antagonist of ADCY7. Disclosed herein, in some embodiments are methods of treating a disease or condition in a subject by administering a therapeutically effective amount of an agonist of ADCY7 to the subject, thereby increasing ADCY7 expression or activity. The agonist of ADCY7 expression or activity may be a direct agonist or indirect agonist. In some embodiments, the agonist of ADCY7 expression or activity comprises a complete agonist or a partial agonist. Non-limiting examples of an agonist of ADCY7 expression include RNA to protein ADCY7 translation agonists, antisense oligonucleotides targeting the ADCY7, or homolog thereof, mRNA (such as miRNAs, or siRNA), epigenetic editing (such as post-translational modifications of histone tails and/or DNA molecules). Non-limiting examples of an agonist of ADCY7 activity include antagonists to the ADCY7 antigen, and antagonists to gene expression products involved in ADCY7 mediated disease. Agonists as disclosed herein, may include, but are not limited to, an ADCY7 antibody, an ADCY7-binding antibody fragment, recombinant polypeptide, or a small molecule. The small molecule may be a small molecule that binds to ADCY7 or binding partners to ADCY7. The ADCY7 antibody may be monoclonal or polyclonal. The ADCY7 antibody may be humanized or chimeric. The ADCY7 antibody may be a fusion protein. The ADCY7 antibody may be a blocking ADCY7 antibody. A blocking antibody blocks binding between two proteins, e.g., a ligand and its receptor. In a non-limiting example, the ADCY7 blocking antibody binds to a binding partner of ADCY7. In some cases, the ADCY7 antibody is an ADCY7 antibody that specifically binds to ADCY7. In some cases, the ADCY7 is naturally occurring. In some embodiments, the ADCY7 agonists comprise one or more small molecule compounds that are pan-activators of adenylyl cyclases (ACs). Non-limiting examples of ADCY7 agonists that are pan-activators of ACs include forskolin, colforsin daropate, and analogs thereof.


Disclosed herein, in some embodiments are methods of treating a disease or condition in a subject by administering a therapeutically effective amount of an antagonist of ADCY7 to the subject, thereby decreasing ADCY7 expression or activity. The antagonist of ADCY7 expression or activity may be a direct antagonist or indirect antagonist. In some embodiments, the antagonist of ADCY7 expression or activity comprises a complete antagonist or a partial antagonist. Non-limiting examples of an antagonist of ADCY7 expression include RNA to protein ADCY7 translation antagonists, antisense oligonucleotides targeting the ADCY7C, or homolog thereof, mRNA (such as miRNAs, or siRNA), epigenetic editing (such as post-translational modifications of histone tails and/or DNA molecules). Non-limiting examples of an antagonist of ADCY7 activity include antagonists to the ADCY7 antigen, and antagonists to gene expression products involved in ADCY7 mediated disease. Antagonists as disclosed herein, may include, but are not limited to, an ADCY7 antibody, an ADCY7-binding antibody fragment, recombinant polypeptide, or a small molecule. The small molecule may be a small molecule that binds to ADCY7 or binding partners to ADCY7. The ADCY7 antibody may be monoclonal or polyclonal. The ADCY7 antibody may be humanized or chimeric. The ADCY7 antibody may be a fusion protein. The ADCY7 antibody may be a blocking ADCY7 antibody. A blocking antibody blocks binding between two proteins, e.g., a ligand and its receptor. In a non-limiting example, the ADCY7 blocking antibody binds to a binding partner of ADCY7. In some cases, the ADCY7 antibody is an ADCY7 antibody that specifically binds to ADCY7. In some cases, the ADCY7 is naturally occurring. In some embodiments, the ADCY7 antagonists comprise one or more small molecule compounds. In some embodiments, the small molecule comprises antagonist that are inverse agonists.


Disclosed herein, in some embodiments are methods of treating a disease or condition in a subject by administering a therapeutically effective amount of an allosteric modulator of ADCY7 activity or expression to the subject, thereby decreasing or increasing ADCY7 expression or activity. In some embodiments, the allosteric modulator of ADCY7 is a positive allosteric modulator (PAM) effective to enhance or potentiate a ligand of ADCY7. In some embodiments, the allosteric modulator of ADCY7 is a negative allosteric modulator (NAM) effective to reduce the effect of a primary ligand of ADCY7. In some embodiments, the allosteric modulator binds to a non-orthosteric binding site of ADCY7. In some embodiments, the modulator of ADCY7 affects a conformation of the orthosteric binding site of ADCY7 effective decrease or increase activity of ADCY7. In some embodiments, the modulator of ADCY7 is effective to increase or decrease a rate of catalysis of cyclic adenosine monophosphate (cAMP) from adenosine triphosphate (ATP) by ADCY7. In some embodiments, the modulator of ADCY7 is effective to reduce or enhance the inhibition of ADCY7 activity by calcium. Non-limiting examples of ligands that activate ADCY7 include G protein alpha subunit, G protein beta and gamma subunit complex, G Protein Subunit Alpha 13 (GNA13), G Protein Subunit Alpha 12 (GNA12), and ethanol. A non-limiting example of a ligand that inhibits ADCY7 includes lithium.


G Protein-Coupled Receptor 65 (GPR65) Modulators


G Protein-Coupled Receptor 65 (GPR65) (Entrez Gene: 8477) encodes Psychosine receptor (UniProtKB: Q81YL9) which is a receptor for the glycosphingolipid psychosine (PSY) and several related glycosphingolipids. GPR65 plays a role in immune response by maintaining lysosome function and supporting phagocytosis-mediated intracellular bacteria clearance.


In some embodiments, modulator of GPR65 is an agonist of GPR56 activity or expression. In some cases, the GPR65 agonist increases GPR65 expression or activity. The agonist of GPR65 expression or activity may be a direct agonist or indirect agonist. In some embodiments, the agonist of GPR65 expression or activity comprises a complete agonist or a partial agonist. Non-limiting examples of an agonist of GPR65 expression include RNA to protein GPR65 translation agonists, antisense oligonucleotides targeting the GPR65, or homolog thereof, mRNA (such as miRNAs, or siRNA), epigenetic editing (such as post-translational modifications of histone tails and/or DNA molecules). Non-limiting examples of an agonist of GPR65 activity include antagonists to the GPR65 antigen, and antagonists to gene expression products involved in GPR65 mediated disease. Agonists as disclosed herein, may include, but are not limited to, a GPR65 antibody, a GPR65-binding antibody fragment, recombinant polypeptide, or a small molecule. The small molecule may be a small molecule that binds to GPR65 or binding partners to GPR65. The GPR65 antibody may be monoclonal or polyclonal. The GPR65 antibody may be humanized or chimeric. The GPR65 antibody may be a fusion protein. The GPR65 antibody may be a blocking GPR65 antibody. A blocking antibody blocks binding between two proteins, e.g., a ligand and its receptor. In a non-limiting example, the GPR65 blocking antibody binds to a binding partner of GPR65. In some cases, the GPR65 antibody is a GPR65 antibody that specifically binds to GPR65. In some cases, the GPR65 is naturally occurring. In some embodiments, the agonist of GPR65 comprises a polypeptide. In some instances, the polypeptide is recombinant. In some instances, the antagonist of GPR65 is an allosteric agonist. In some instances the agonist of GPR65 comprises BTB09089 (3-[(2,4-dichlorophenyl)methylsulfanyl]-1,6-dimethylpyridazino[4,5-e][1,3,4]thiadiazin-5-one).


In some embodiments, the GPR65 modulator is a antagonist of GPR65 activity or expression. The antagonist of GPR65 expression or activity may be a direct antagonist or indirect antagonist. In some embodiments, the antagonist of GPR65 expression or activity comprises a complete antagonist or a partial antagonist. Non-limiting examples of an antagonist of GPR65 expression include RNA to protein GPR65 translation antagonists, antisense oligonucleotides targeting the GPR65, or homolog thereof, mRNA (such as miRNAs, or siRNA), epigenetic editing (such as post-translational modifications of histone tails and/or DNA molecules). Non-limiting examples of an antagonist of GPR65 activity include antagonists to the GPR65 antigen, and antagonists to gene expression products involved in GPR65 mediated disease. Antagonists as disclosed herein, may include, but are not limited to, a GPR65 antibody, a GPR65-binding antibody fragment, recombinant polypeptide, or a small molecule. The small molecule may be a small molecule that binds to GPR65 or binding partners to GPR65. The GPR65 antibody may be monoclonal or polyclonal. The GPR65 antibody may be humanized or chimeric. The GPR65 antibody may be a fusion protein. The GPR65 antibody may be a blocking GPR65 antibody. A blocking antibody blocks binding between two proteins, e.g., a ligand and its receptor. In a non-limiting example, the GPR65 blocking antibody binds to a binding partner of GPR65. In some cases, the GPR65 antibody is a GPR65 antibody that specifically binds to GPR65. In some cases the GPR65 is naturally occurring. In some embodiments, the GPR65 antagonists comprise one or more small molecule compounds. In some embodiments, the small molecule comprises antagonist that are inverse agonists. In some instances, the antagonist of GPR65 comprises a negative allosteric modulator (NAM). In some instances, the antagonist of GPR65 comprises ZINC62678696 ([(S)-phenyl(pyridin-4-yl)methyl]4-methyl-2-pyrimidin-2-yl-1,3-thiazole-5-carboxylate).


In some instances, the GPR56 modulator is an allosteric modulator acts as an antagonist, an agonist of GPR65. In some embodiments, the allosteric modulator of GPR65 is a positive allosteric modulator (PAM) effective to enhance or potentiate a ligand of GPR65. In some instances, the GPR65 PAM comprises BTB09089. In some embodiments, the allosteric modulator of GPR65 is a negative allosteric modulator (NAM) effective to reduce the effect of a primary ligand of GPR65. In some instances, the GPR65 NAM comprises ZINC62678696. In some embodiments, the allosteric modulator binds to a non-orthosteric binding site of GPR65. In some embodiments, the modulator of GPR65 affects a conformation of the orthosteric binding site of GPR65 effective decrease or increase activity of GPR65. In some embodiments, the modulator of GPR65 is effective to increase or decrease a pH sensing activity of GPR65.


In some embodiments, the antagonist or agonist of GPR65 comprises a GPR65 polypeptide. In some embodiments, the GPR65 polypeptide comprises a human GPR65 protein (huGPR65), or a homolog thereof. In some embodiments, the GPR65 polypeptide comprises a recombinant GPR65 polypeptide. In some embodiments, the recombinant human Psychosine receptor protein (encoded by the gene GPR65) comprises SEQ ID NO: 1)(MNSTCIEEQHDLDHYLFPIVYIFVIIVSIPANIGSLCVSFLQAKKESELGIYLFSLSLSDLLYALTLPL WIDYTWNKDNWTFSPALCKGSAFLMYMNFYSSTAFLTCIAVDRYLAVVYPLKFFFLRTRRFALM VSLSIWILETIFNAVMLWEDETVVEYCDAEKSNFTLCYDKYPLEKWQINLNLFRTCTGYAIPLVTI LICNRKVYQAVRHNKATENKEKKRIIKLLVSITVTFVLCFTPFHVMLLIRCILEHAVNFEDHSNSG KRTYTMYRITVALTSLNCVADPILYCFVTETGRYDMWNILKFCTGRCNTSQRQRKRILSVSTKDT MELEVLE), which is the amino acid sequence of human GPR65 (NCBI Reference Sequence No. NP_095256-1). In some embodiments, the huGPR65 comprises an amino acid sequence about 99%, 98%, 97%, 96%, 95%, 94%, 93%, 92%, 91%, or 90% homologous to SEQ ID NO: 1.


In some instances, the GPR65 polypeptide is truncated. In some instances, the truncation is an N-terminal deletion. In other instances, the truncation is a C-terminal deletion. In additional instances, the truncation comprises both N-terminal and C-terminal deletions. For example, the truncation can be a deletion of at least or about 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 20, or more residues from either the N-terminus or the C-terminus, or both termini. In some cases, the GPR65 polypeptide comprises an N-terminal deletion of at least or about 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 20, or more residues. In some cases, the GPR65 polypeptide comprises an N-terminal deletion of at least or about 1, 2, 3, 4, 5, 6, 7, 8, 9, or 10 residues. In some cases, the GPR65 polypeptide comprises an N-terminal deletion of at least or about 2 residues. In some cases, the GPR65 polypeptide comprises an N-terminal deletion of at least or about 3 residues. In some cases, the GPR65 polypeptide comprises an N-terminal deletion of at least or about 4 residues. In some cases, the GPR65 polypeptide comprises an N-terminal deletion of at least or about 5 residues. In some cases, the GPR65 polypeptide comprises an N-terminal deletion of at least or about 6 residues. In some cases, the GPR65 polypeptide comprises an N-terminal deletion of at least or about 7 residues. In some cases, the GPR65 polypeptide comprises an N-terminal deletion of at least or about 8 residues. In some cases, the GPR65 polypeptide comprises an N-terminal deletion of at least or about 9 residues. In some cases, the GPR65 polypeptide comprises an N-terminal deletion of at least or about 10 residues.


In some embodiments, the GPR65 polypeptide has an enhanced plasma half-life. In some instances, the plasma half-life comprises at least 30 minutes, 45 minutes, 60 minutes, 75 minutes, or 90 minutes, 2 hours, 3 hours, 4 hours, 5 hours, 6 hours, 7 hours, 8 hours, 9 hours, 10 hours, 11 hours, 12 hours, 18 hours, 24 hours, 36 hours, 48 hours, 3 days, 4 days, 5 days, 6 days, 7 days, 10 days, 12 days, 14 days, 21 days, 28 days, 30 days, or longer than the plasma half-life of the wild-type GPR65 protein.


In some embodiments, the GPR65 polypeptide is a conjugate. In some embodiments, the GPR65 conjugate comprises a GPR65 polypeptide comprising at least one amino acid and a conjugating moiety bound to the at least one 1 amino acid. In some embodiments, the at least one amino acid is located proximal to the N-terminus (e.g., proximal to the N-terminal residue). For example, the at least one amino acid is located optionally within the first 10, 20, 30, 40, or 50 residues from the N-terminus. In some cases, the at least one amino acid is located at the N-terminus (i.e., the at least one amino acid is the N-terminal residue of the GPR65 polypeptide). In other embodiments, the at least one amino acid is located proximal to the C-terminus (e.g., proximal to the C-terminal residue). For example, the at least one amino acid is located optionally within the first 10, 20, 30, 40, or 50 residues from the C-terminus. In some cases, the at least one amino acid is located at the C-terminus (i.e., the at least one amino acid is the C-terminal residue of the GPR65 polypeptide). In some instances, the GPR65 conjugate has an enhanced plasma half-life, such as the half-lives described herein. In some embodiments, the GPR65 conjugate is functionally active (e.g., retains activity). In some embodiments, the GPR65 conjugate is not functionally active (e.g., devoid of activity). In some embodiments, the conjugating moiety comprises a polymer comprising Polyethylene glycol (PEG).


In some embodiments, the GPR65 polypeptide is fused with a second polypeptide. In some embodiments, the second polypeptide comprises a polypeptide with a long plasma half-life relative to the plasma half-life of the GPR65 polypeptide. In some embodiments, the second polypeptide comprises an antibody or antibody fragment. In some embodiments, the antibody or antibody fragment comprises an IgG1, IgG2, IgG4, IgG3, or IgE. In some embodiments, the IgG is an Fc. In some embodiments, the IgG Fc is human. In some instances, the long plasma half-life polypeptide comprises HSA, transferrin, IgA monomer, Retinol-binding protein, Factor H, Factor XIII, C-reactive protein, Factor IX, Fibrinogen, IFN-alpha, Pentameric IgM, IL-2, or Thyroglobulin.


Intercellular Adhesion Molecule 3 (ICAM3)


Intercellular adhesion molecule 3 (ICAM3) (Entrez Gene: 3385) encodes an intercellular adhesion molecule family protein, which is a type I transmembrane glycoprotein that binds to the leukocyte adhesion LFA-1 protein and initiates the immune response.


Disclosed herein, in some embodiments, are therapeutic agents comprising modulators of ICAM3 useful for the treatment of a disease or condition, or symptom of the disease or condition, disclosed herein. In some embodiments, the therapeutic agents comprise a modulator of ICAM3. In some cases, the modulator of ICAM3 is an antagonist, partial antagonist, agonist, or partial agonist. In some cases, the ICAM3 is an allosteric modular of ICAM3.


In some embodiments, modulator of ICAM3 is an agonist of ICAM3 activity or expression. In some cases, the ICAM3 agonist increases ICAM3 expression or activity. The agonist of ICAM3 expression or activity may be a direct agonist or indirect agonist. In some embodiments, the agonist of ICAM3 expression or activity comprises a complete agonist or a partial agonist. Non-limiting examples of an agonist of ICAM3 expression include RNA to protein ICAM3 translation agonists, antisense oligonucleotides targeting the ICAM3, or homolog thereof, mRNA (such as miRNAs, or siRNA), epigenetic editing (such as post-translational modifications of histone tails and/or DNA molecules). Non-limiting examples of an agonist of ICAM3 activity include antagonists to the ICAM3 antigen, and antagonists to gene expression products involved in ICAM3 mediated disease. Agonists as disclosed herein, may include, but are not limited to, a ICAM3 antibody, a ICAM3-binding antibody fragment, recombinant polypeptide, or a small molecule. The small molecule may be a small molecule that binds to ICAM3 or binding partners to ICAM3. The ICAM3 antibody may be monoclonal or polyclonal. The ICAM3 antibody may be humanized or chimeric. The ICAM3 antibody may be a fusion protein. The ICAM3 antibody may be a blocking ICAM3 antibody. A blocking antibody blocks binding between two proteins, e.g., a ligand and its receptor. In a non-limiting example, the ICAM3 blocking antibody binds to a binding partner of ICAM3. In some cases, the ICAM3 antibody is an ICAM3 antibody that specifically binds to ICAM3. In some cases, the ICAM3 is naturally occurring. In some embodiments, the agonist of ICAM3 comprises a polypeptide. In some instances, the polypeptide is recombinant.


In some embodiments, the ICAM3 modulator is an antagonist of ICAM3 activity or expression. The antagonist of ICAM3 expression or activity may be a direct antagonist or indirect antagonist. In some embodiments, the antagonist of ICAM3 expression or activity comprises a complete antagonist or a partial antagonist. Non-limiting examples of an antagonist of ICAM3 expression include RNA to protein ICAM3 translation antagonists, antisense oligonucleotides targeting the ICAM3, or homolog thereof, mRNA (such as miRNAs, or siRNA), epigenetic editing (such as post-translational modifications of histone tails and/or DNA molecules). Non-limiting examples of an antagonist of ICAM3 activity include antagonists to the ICAM3 antigen, and antagonists to gene expression products involved in ICAM3 mediated disease. Antagonists as disclosed herein, may include, but are not limited to, an ICAM3 antibody, an ICAM3-binding antibody fragment, recombinant polypeptide, or a small molecule. The small molecule may be a small molecule that binds to ICAM3 or binding partners to ICAM3. The ICAM3 antibody may be monoclonal or polyclonal. The ICAM3 antibody may be humanized or chimeric. The ICAM3 antibody may be a fusion protein. The ICAM3 antibody may be a blocking ICAM3 antibody. A blocking antibody blocks binding between two proteins, e.g., a ligand and its receptor. In a non-limiting example, the ICAM3 blocking antibody binds to a binding partner of ICAM3. In some cases, the ICAM3 antibody is a ICAM3 antibody that specifically binds to ICAM3. In some cases, the ICAM3 is naturally occurring. In some embodiments, the ICAM3 antagonists comprise one or more small molecule compounds. In some embodiments, the small molecule comprises antagonist that are inverse agonists. In some instances, the antagonist of ICAM3 comprises a negative allosteric modulator (NAM).


In some instances, the GPR56 modulator is an allosteric modulator acts as an antagonist, an agonist of ICAM3. In some embodiments, the allosteric modulator of ICAM3 is a positive allosteric modulator (PAM) effective to enhance or potentiate a ligand of ICAM3. In some embodiments, the allosteric modulator of ICAM3 is a negative allosteric modulator (NAM) effective to reduce the effect of a primary ligand of ICAM3. In some embodiments, the allosteric modulator binds to a non-orthosteric binding site of ICAM3. In some embodiments, the modulator of ICAM3 affects a conformation of the orthosteric binding site of ICAM3 effective decrease or increase activity of ICAM3. In some embodiments, the modulator of ICAM3 is effective to increase or decrease a pH sensing activity of ICAM3.


In some embodiments, the antagonist or agonist of ICAM3 comprises a ICAM3 polypeptide. In some embodiments, the ICAM3 polypeptide comprises a human ICAM3 protein (huICAM3), or a homolog thereof. In some embodiments, the ICAM3 polypeptide comprises a recombinant ICAM3 polypeptide. In some embodiments, the recombinant Intercellular adhesion molecule 3 (encoded by the gene ICAM3) comprises SEQ ID NO: 2 (MGWAAFNLSNVTGNSRILCSVYCNGSQITGSSNITVYRLPERVELAPLPPWQPVGQNFTLRCQV EDGSPRTSLTVVLLRWEEELSRQPAVEEPAEVTATVLASRDDHGAPFSCRTELDMQPQGLGLFVN TSAPRQLRTFVLPVTPPRLVAPRFLEVETSWPVDCTLDGLFPASEAQVYLALGDQMLNATVMNH GDTLTATATATARADQEGAREIVCNVTLGGERREARENLTVFSFLGPIVNLSEPTAHEGSTVTVS CMAGARVQVTLDGVPAAAPGQPAQLQLNATESDDGRSFFCSATLEVDGEFLHRNSSVQLRVLY GPKIDRATCPQHLKWKDKTRHVLQCQARGNPYPELRCLKEGSSREVPVGIPFFVNVTHNGTYQC QASSSRGKYTLVVVMDIEAGSSHFVPVFVAVLLTLGVVTIVLALMYVFREHQRSGSYHVREEST YLPLTSMQPTEAMGEEPSRAE), which is the amino acid sequence of human ICAM3 (NCBI Reference Sequence No. NP_001307535.1). In some embodiments, the huICAM3 comprises an amino acid sequence about 99%, 98%, 97%, 96%, 95%, 94%, 93%, 92%, 91%, or 90% homologous to SEQ ID NO: 2.


In some instances, the ICAM3 polypeptide is truncated. In some instances, the truncation is an N-terminal deletion. In other instances, the truncation is a C-terminal deletion. In additional instances, the truncation comprises both N-terminal and C-terminal deletions. For example, the truncation can be a deletion of at least or about 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 20, or more residues from either the N-terminus or the C-terminus, or both termini. In some cases, the ICAM3 polypeptide comprises an N-terminal deletion of at least or about 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 20, or more residues. In some cases, the ICAM3 polypeptide comprises an N-terminal deletion of at least or about 1, 2, 3, 4, 5, 6, 7, 8, 9, or 10 residues. In some cases, the ICAM3 polypeptide comprises an N-terminal deletion of at least or about 2 residues. In some cases, the ICAM3 polypeptide comprises an N-terminal deletion of at least or about 3 residues. In some cases, the ICAM3 polypeptide comprises an N-terminal deletion of at least or about 4 residues. In some cases, the ICAM3 polypeptide comprises an N-terminal deletion of at least or about 5 residues. In some cases, the ICAM3 polypeptide comprises an N-terminal deletion of at least or about 6 residues. In some cases, the ICAM3 polypeptide comprises an N-terminal deletion of at least or about 7 residues. In some cases, the ICAM3 polypeptide comprises an N-terminal deletion of at least or about 8 residues. In some cases, the ICAM3 polypeptide comprises an N-terminal deletion of at least or about 9 residues. In some cases, the ICAM3 polypeptide comprises an N-terminal deletion of at least or about 10 residues.


In some embodiments, the ICAM3 polypeptide has an enhanced plasma half-life. In some instances, the plasma half-life comprises at least 30 minutes, 45 minutes, 60 minutes, 75 minutes, or 90 minutes, 2 hours, 3 hours, 4 hours, 5 hours, 6 hours, 7 hours, 8 hours, 9 hours, 10 hours, 11 hours, 12 hours, 18 hours, 24 hours, 36 hours, 48 hours, 3 days, 4 days, 5 days, 6 days, 7 days, 10 days, 12 days, 14 days, 21 days, 28 days, 30 days, or longer than the plasma half-life of the wild-type ICAM3 protein.


In some embodiments, the ICAM3 polypeptide is a conjugate. In some embodiments, the ICAM3 conjugate comprises an ICAM3 polypeptide comprising at least one amino acid and a conjugating moiety bound to the at least one 1 amino acid. In some embodiments, the at least one amino acid is located proximal to the N-terminus (e.g., proximal to the N-terminal residue). For example, the at least one amino acid is located optionally within the first 10, 20, 30, 40, or 50 residues from the N-terminus. In some cases, the at least one amino acid is located at the N-terminus (i.e., the at least one amino acid is the N-terminal residue of the ICAM3 polypeptide). In other embodiments, the at least one amino acid is located proximal to the C-terminus (e.g., proximal to the C-terminal residue). For example, the at least one amino acid is located optionally within the first 10, 20, 30, 40, or 50 residues from the C-terminus. In some cases, the at least one amino acid is located at the C-terminus (i.e., the at least one amino acid is the C-terminal residue of the ICAM3 polypeptide). In some instances, the ICAM3 conjugate has an enhanced plasma half-life, such as the half-lives described herein. In some embodiments, the ICAM3 conjugate is functionally active (e.g., retains activity). In some embodiments, the ICAM3 conjugate is not functionally active (e.g., devoid of activity). In some embodiments, the conjugating moiety comprises a polymer comprising Polyethylene glycol (PEG). In some embodiments, the ICAM3 polypeptide is fused with a second polypeptide. In some embodiments, the second polypeptide comprises a polypeptide with a long plasma half-life relative to the plasma half-life of the ICAM3 polypeptide. In some embodiments, the second polypeptide comprises an antibody or antibody fragment. In some embodiments, the antibody or antibody fragment comprises an IgG1, IgG2, IgG4, IgG3, or IgE. In some embodiments, the IgG is an Fc. In some embodiments, the IgG Fc is human. In some instances, the long plasma half-life polypeptide comprises HSA, transferrin, IgA monomer, Retinol-binding protein, Factor H, Factor XIII, C-reactive protein, Factor IX, Fibrinogen, IFN-alpha, Pentameric IgM, IL-2, or Thyroglobulin.


Mitogen-Activated Protein Kinase Kinase Kinase Kinase 4 (MAP4K4) Modulators


Mitogen-Activated Protein Kinase Kinase Kinase Kinase 4 (MAP4K4) refers to a peptide associated with one or more of the following reference sequences: HGNC: 6866, Entrez Gene: 9448, Ensembl: ENSG00000071054, OMIM: 604666, and UniProtKB: 095819.


Disclosed herein, in some embodiments, are therapeutic agents comprising modulators of MAP4K4 useful for the treatment of a disease or condition, or symptom of a disease or condition, disclosed herein. In some embodiments, the MAP4K4 modulator is a small molecule. In some embodiments, a small molecule has a molecular weight less than or equal to about 1000 Daltons. In some embodiments, a small molecule has a molecular weight less than or equal to about 900 Da. In some embodiments, a small molecule has a molecular weight less than or equal to about 800 Da. In some embodiments, a small molecule has a molecular weight less than or equal to about 700 Da. In some embodiments, a small molecule has a molecular weight less than or equal to about 600 Da. In some embodiments, a small molecule has a molecular weight less than or equal to about 500 Da. In some embodiments, the MAP4K4 modulator is an antagonist or inhibitor of MAP4K4.


Disclosed herein, in some embodiments, are therapeutic agents useful for the treatment of a disease or condition, or symptom of the disease or condition, disclosed herein. In some embodiments, the therapeutic agent comprises a modulator, agonist, and/or antagonist of MAP4K4.


In some embodiments, the MAP4K4 modulator is a compound of Formula (I):




embedded image


or a stereoisomers geometric isomer, tautomer, or a pharmaceutically acceptable salt thereof, wherein:

  • A is CH or N;
  • R1 and R2 are independently selected from:
    • CN;
    • C1-C12-alkyl which is unsubstituted or substituted by one or more substituents selected from the group consisting of cyano, halo, hydroxy, C1-C12-alkoxy, C3-C12-cycloalkyl, —NH2, —NH—C1-C12-alkyl, —NH—C2-C12-heteroaryl, —NHC(O)—C1-C12-alkyl, —NHC(O)—C3-C12-cycloalkyl, —NHC(O)—C6-C2O-aryl, —NHC(O)—C2-C12-heteroaryl, —NHC(O)NH—C1-C12-alkyl, —NHC(O)NH—C2-C12-heteroaryl, —NHS(O)2—C1-C12-alkyl, and —HS(O)2—C3-C12-cycloalkyl;
    • C1-C12-alkoxy which is unsubstituted or substituted by halo;
    • C3-C12-cycloalkyl which is unsubstituted or substituted by one or more substituents selected from the group consisting of cyano, halo, hydroxy, —NH2, C1-C12-alkyl, C1-C12-alkoxy, C3-C12-cycloalkyl, C2-C12-heterocyclyl, C6-C20-aryl, and C2-C12-heteroaryl, wherein said cycloalkyl, heterocyclyl, aryl, and heteroaryl can be unsubstituted or substituted by one or more substituents selected from the group consisting of: halo, OH, CN, NH2, —NH(C1-C12-alkyl), —N(C1-C12-alkyl)2, C1-C12-alkyl, C1-C12-alkoxy, C1-C12-haloalkyl, C1-C12-hydroxyalkyl, —C(O)C1-C12-alkyl, and —C(O)NHC1-C12-alkyl;
    • —NHRa, wherein W is selected from the group consisting of:
      • C3-C12-cycloalkyl, which is unsubstituted or substituted by one or more C1-C12-alkyl;
      • —C2-C12-heterocyclyl, which is unsubstituted or substituted by one or more substituents,
      • C1-C12-alkylenyl-C6-C2O-aryl, wherein the aryl is unsubstituted or substituted by one or more substituents selected from the group consisting of: halo, C1-C12-alkyl and C2-C12-heterocyclyl;
      • —C1-C12-alkylenyl-C1-C12-alkoxy-C6-C20-aryl, wherein the aryl is unsubstituted or substituted by halo; and —C1-C12-alkylenyl-C2-C12-heteroaryl, wherein the heteroaryl is unsubstituted or substituted by C1-C12-alkyl;
    • —C(O)—C2-C12-heterocyclyl, which is unsubstituted or substituted by one or more substituents selected from the group consisting of: C1-C12-alkyl, —C1-C12-hydroxyalkyl, —C(O)—NH2, —C(O)—N(H)(C1-C12-alkyl), —C(O)—N(C1-C12-alkyl)2, —C1-C12-alkylenyl-C(O)—N(C1-C12-alkyl)2, —NH—C(O)—C1-C12-alkyl, —NH—C(O)—C3-C12-cycloalkyl, and —N(C(O)—C3-C12-cycloalkyl)2;
    • —C(O)OH;
    • —C(O)—C1-C12-alkoxy;
    • —C(O)NRbRc, wherein Rb and Rc are independently selected from the group consisting of:
      • H; —C1-C12-alkyl, which is unsubstituted or substituted by one or more substituent selected from the group consisting of:
        • —OH, —CN, —NH2, —C3-C12-cycloalkyl, —C(O)—NH2, —C(O)—C2-C12-heterocyclyl, —N(H)(C(O)—C1-C12-alkyl), —N(H)(C1-C12-alkyl), —N(C1-C12-alkyl)2, —NHC(O)—NH(C3-C12-cycloalkyl), —NHC(O)—NH(C1-C12-alkyl);
        • C2-C12-heterocyclyl, wherein the heterocyclyl is unsubstituted or substituted by one or more substituents selected from the group consisting of oxo, hydroxy and C1-C12-alkyl;
        • —C(O)—C2-C12-heterocyclyl, wherein the heterocyclyl is unsubstituted or substituted by one or more substituents selected from the group consisting of oxo, hydroxy and C1-C12-alkyl;
        • —SO2—C2-C12-heterocyclyl;
      • aryl, which is unsubstituted or substituted by one or more substituents selected from the group consisting of C1-C12-alkyl, C1-C12-alkoxy, —C1-C12-hydroxyalkyl, C1-C12-alkylenyl-C1-C12-alkoxy, C1-C12-alkylenyl-NH2, and —O—C2-C12-heterocyclyl, which heterocyclyl is unsubstituted or substituted by C1-C12-alkyl; and
      • C2-C12-heteroaryl, which is unsubstituted or substituted by one or more substituents selected from the group consisting of C1-C12-alkyl, C1-C12-alkoxy, —C(O)—NH2, —C(O)—N(H)(C1-C12-alkyl), —C(O)—N(C1-C12-alkyl)2, and —C1-C12-alkylenyl-C(O)—N(C1-C12-alkyl)2;
    • —C3-C12-cycloalkyl, which is unsubstituted or substituted by one ore more hydroxy;
    • —C2-C12-heterocyclyl, which is unsubstituted or substituted by one or more substituents selected from the group consisting of:
      • C1-C12-alkyl, —SO2—C1-C12-alkyl, —C(O)—C1-C12-alkyl, —C(O)—NH2, —C(O)—N(H)(C1-C12-alkyl), —C(O)—N(C1-C12-alkyl)2, —C(O)—C1-C12-alkylenyl-C1-C12-alkoxy, —C1-C12-alkylenyl-C(O)—N(C1-C12-alkyl)2, —C(O)—C3-C12-cycloalkyl, and —C(O)NH—C3-C12-cycloalkyl;
      • —C6-C2O-aryl, which is unsubstituted or substituted by one or more substituents selected from the group consisting of C1-C12-alkyl, C1-C12-alkoxy, C1-C12-hydroxyalkyl, C1-C12-alkylenyl-C1-C12-alkoxy, C1-C12-alkylenyl-NH2, and —O—C2-C12-heterocyclyl, which heterocyclyl is unsubstituted or substituted by C1-C12-alkyl; and
      • C6-C2O-heteroaryl, which is unsubstituted or substituted by one or more substituents selected from the group consisting of C1-C12-alkyl, C1-C12-hydroxyalkyl, and —O—C2-C12-heterocyclyl which heterocyclyl is unsubstituted or substituted by C1-C12-alkyl;
    • —O—C3-C12-cycloalkyl, —O—C2-C12-heterocyclyl, —O—C6-C20-aryl and —O—C6-C2O-heteroaryl, wherein the cycloalkyl, heterocyclyl, aryl and heteroaryl is unsubstituted or substituted by one or more substituent(s) selected from the group consisting of: halo, cyano, C1-C12-alkyl, C1-C12-alkoxy and —C(O)NH2;
    • C2-C12-heterocyclyl, which is unsubstituted or substituted by one or more substituents selected from the group consisting of:
      • halo, oxo, —NH2;
      • C1-C12-alkyl, which is unsubstituted or substituted by one or more substituents selected from the group consisting of: OH, halo, C1-C12-alkoxy, —C(O)—NH—C1-C12-alkyl, and C2-C12-heteroaryl, which heteroaryl is unsubstituted or substituted by one or more substituents selected from the group consisting of: C1-C12-alkyl, C1-C12-alkylenyl-C1-C12-alkoxy and —N(C1-C12-alkyl)2;
      • C1-C12-alkoxy;
      • —C(O)—Rd, wherein Rd is selected from the group consisting of C1-C12-alkyl, —C2-C12-heterocyclyl, —NH2, —NH—C3-C12-cycloalkyl, and —O—C1-C12-alkyl;
      • —N(C1-C12-alkyl)2;
      • —N(C1-C12-alkyl)C(O)—C1-C12-alkyl;
      • —NH(CO)—C1-C12-alkylenyl-N(C1-C12-alkyl)2;
      • —NH(CO)—C1-C12-alkylenyl-C1-C12-alkoxy;
      • —NH(CO)O—C1-C12-alkyl;
      • —NH(CO)—C1-C12-alkylenyl-N(C1-C12-alkyl)-C(O)—C1-C12-alkyl;
      • —NH(CO)—C2-C12-heterocyclyl, wherein the heterocyclyl is unsubstituted or substituted by one or more substituents selected from the group consisting of: oxo, C1-C12-alkyl, —C(O)—C1-C12-alkyl and —S(O)2—C1-C12-alkyl;
      • —NH(CO)—C1-C12-alkylenyl-C2-C12-heterocyclyl, wherein the heterocyclyl is unsubstituted or substituted by one or more substituents selected from the group consisting of oxo, C1-C12-alkyl and —C(O)—C1-C12-alkyl;
      • —NH(CO)—C1-C12-alkylenyl-C2-C12-heteroaryl, wherein the heteroaryl is unsubstituted or substituted by C1-C12-alkyl; and
      • C3-C12-cycloalkyl, C2-C12-heterocyclyl, C6-C20-aryl or C2-C12-heteroaryl wherein the cycloalkyl, heterocycloalkyl, aryl or heteroaryl is unsubstituted or substituted by one or more substituents selected from the group consisting of: OH, C1-C12-alkyl, C1-C12-haloalkyl, C1-C12-hydroxyalkyl, C1-C12-alkylenyl —C1-C12-alkoxy, —NH—C1-C12-alkyl, —N(C1-C12-alkyl)2, —C(O)NH2, —C(O)NH—C1-C12-alkyl, —C(O)N(C1-C12-alkyl)2 and —S(O)2—C1-C12-alkyl;
    • C6-C2O-aryl which is unsubstituted or substituted by one or more substituents selected from the group consisting of: halo; CN; OH; —NH2; C1-C12-alkyl, which is unsubstituted or substituted by one or more substituents selected from the group consisting of:
      • —NH(C1-C12-alkyl), wherein the alkyl is unsubstituted or substituted by OH or —N(C1-C12-alkyl)2, —C(O)N(C1-C12-alkyl)2, (C3-C12-cycloalkyl, C2-C12-heterocyclyl, which cycloalkyl or heterocyclyl is unsubstituted or substituted by C1-C12-alkyl;
      • —NH(C2-C12-heterocyclyl) which heterocyclyl is unsubstituted or substituted by one or more substituents selected from the group consisting of: oxo and C1-C12-alkyl;
      • —N(C1-C12-alkyl)(C2-C12-heterocyclyl) which heterocyclyl is unsubstituted or substituted by one or more substituents selected from the group consisting of: oxo and C1-C12-alkyl;
      • —N(C1-C12-alkyl)(C1-C12-alkylenyl-C1-C12-alkoxy);
      • —N(C1-C12-alkyl)-C(O)—C2-C12-heterocyclyl;
      • —NH(C3-C12-cycloalkyl), wherein the cycloalkyl is unsubstituted or substituted by halo, C1-C12-hydroxyalkyl;
      • C2-C12-heterocyclyl which is unsubstituted or substituted by one or more substituents selected from the group consisting of: halo, oxo, OH, C1-C12-alkyl, C1-C12-hydroxyalkyl, alkoxy, C1-C12-alkylenlyl-C(O)—C1-C12-alkyl, C1-C12-alkylenyl-C(O)N(C1-C12-alkyl)2, —N(C1-C12-alkyl)2, —N(C1-C12-alkyl)-C(O)—C1-C12-alkyl, —C(O)NH2, —C(O)NH(C1-C12-alkyl), —C(O)NH(C1-C12-haloalkyl), —C(O)NH(C1-C12-hydroxyalkyl), —S(O)2—C1-C12-alkyl, —S(O)2—N(C1-C12-alkyl)2, —C(O)NH(C2-C12-heterocyclyl), —C(O)N(C1-C12-alkyl)2, and —C(O)—C2-C12-heterocyclyl, which heterocyclyl is unsubstituted or substituted by C1-C12-alkyl, —C(O)OH, —S(O)2—C1-C12-alkyl, —S(O)2—N(C1-C12-alkyl)2, or C2-C12-heterocyclyl; and —C1-C12-alkoxy which is unsubstituted or substituted by one or more substituents selected from the group consisting of: halo and C2-C12-heterocyclyl;
    • C1-C12-alkoxy which is unsubstituted or substituted by C2-C12-heterocyclyl;
    • C1-C12-haloalkoxy;
    • —NH—C1-C12-alkylenyl-N(C1-C12-alkyl)2;
    • —NH—C1-C12-alkylenyl-C2-C12-heterocyclyl;
    • —NH—C1-C12-alkylenyl-C6-C20-aryl, wherein the C6-C2O-aryl is unsubstituted or substituted by halo;
    • —NH—C2-C12-heterocyclyl-C1-C12-alkylenyl-C2-C12-heterocyclyl;
    • —NHC(O)—C1-C12-alkyl, wherein the C1-C12-alkyl group is unsubstituted or substituted by one or more substituents selected from the group consisting of: halo, C1-C12-alkoxy, —N(C1-C12-alkyl)2, —C3-C12-cycloalkyl, and —C2-C12-heterocyclyl, wherein the heterocyclyl is unsubstituted or substituted by oxo;
    • —NHC(O)—C1-C12-alkoxy;
    • —NHC(O)—C3-C12-cycloalkyl, wherein the cycloalkyl is unsubstituted or substituted by halo;
    • —NHC(O)—C2-C12-heterocyclyl, wherein the heterocyclyl is unsubstituted or substituted by one or more substituents selected from the group consisting of: C1-C12-alkyl and —C(O)—C1-C12-alkyl;
    • —NHC(O)NH—C3-C12-cycloalkyl, wherein the cycloalkyl is unsubstituted or substituted by OH;
    • —NH(SO2)—C1-C12-alkylenyl-C2-C12-heterocyclyl, wherein the heterocyclyl is unsubstituted or substituted by C1-C12-alkyl;
    • —NH(SO2)—C2-C12-heterocyclyl;
    • —C(O)NH2;
    • —C(O)NH—C1-C12-alkyl;
    • —C(O)NH—C1-C12-alkylenyl-N(C1-C12-alkyl)2;
    • —C(O)NH—C1-C12-alkylenyl-C2-C12-heterocyclyl, wherein the heterocyclyl is unsubstituted or substituted by one or more substituents selected from the group consisting of C1-C12-alkyl, —C(O)NH—C1-C12-hydroxyalkyl, and —C(O)NH—C3-C12-cycloalkyl; and
    • C3-C12-cycloalkyl, C2-C12-heterocyclyl, C6-C2O-aryl; C2-C12-heteroaryl; and —O—C2-C12-heteroaryl wherein said cycloalkyl, heterocyclyl, aryl, and heteroaryl can be unsubstituted or substituted by one or more substituents selected from the group consisting of: halo, oxo, OH, CN, NH2, —NH(C1-C12-alkyl), —N(C1-C12-alkyl)2, C1-C12-alkoxy, C1-C12-haloalkyl, C1-C12-hydroxyalkyl, —C(O)C1-C12-alkyl, and —C(O)NHC1-C12-alkyl; and
  • —C2-C12-heteroaryl which is unsubstituted or substituted by one or more substituents selected from the group consisting of: halo, oxo, CN, —NH2—NH—C1-C12-alkylenyl-N(C1-C12-alkylenyl)2, —NH—C1-C12-alkylenyl-C2-C12-heterocyclyl;
    • C1-C12-alkyl, which is unsubstituted or substituted by one or more substituents selected from the group consisting of halo, —C(O)—N(C1-C12-alkyl)2, and —C2-C12-heterocyclyl, wherein the C2-C12-heterocyclyl is unsubstituted or substituted by C1-C12-alkyl;
    • —C(O)—NH2,
    • —C(O)—N(H)(C1-C12-alkyl),
    • —C(O)—N(C1-C12-alkyl)2, and
    • C3-C12-cycloalkyl, C2-C12-heterocyclyl, C6-C2O-aryl, C2-C12-heteroaryl wherein said cycloalkyl, heterocyclyl, aryl, and heteroaryl can be unsubstituted or substituted by one or more substituents selected from the group consisting of: halo, OH, CN, NH2, —NH(C1-C12-alkyl), —N(C1-C12-alkyl)2, C1-C12-alkyl, C1-C12-alkoxy, C1-C12-haloalkyl, C1-C12-hydroxyalkyl, —C(O)C1-C12-alkyl, and —C(O)NHC1-C12-alkyl;


      with the proviso that when A is CH, R1 is selected from phenyl that is unsubstituted or substituted by halo.


In some embodiments of the compound of Formula (I), A is CH or N;

  • R1 is C6-C2O-aryl, which is unsubstituted or substituted by one or more halo, CN, C1-C12-haloalkoxy, —C(O)NH—C1-C12-alkyl, which is unsubstituted or substituted by one or more halo; or
    • C2-C12-heteroaryl which is unsubstituted or substituted by one or more substituents selected from the group consisting of halo and C1-C12-alkyl;
  • R2 is: CN, C1-C12-alkyl which is unsubstituted or substituted by one or more substituents selected from the group consisting of cyano, halo, hydroxy, C1-C12-alkoxy, C3-C12-cycloalkyl, —NH2, —NH—C1-C12-alkyl, —NH—C2-C12-heteroaryl, —NHC(O)—C1-C12-alkyl, —NHC(O)—C3-C12-cycloalkyl, —NHC(O)—C6-C2O-aryl, —NHC(O)—C2-C12-heteroaryl, —NHC(O)NH—C1-C12-alkyl, —NHC(O)NH—C2-C12-heteroaryl, —NHS(O)2—C1-C12-alkyl, and —NHS(O)2—C3-C12-cycloalkyl;
    • —C(O)—C2-C12-heterocyclyl, which is unsubstituted or substituted by one or more substituents selected from the group consisting of: C1-C12-alkyl, C1-C12-hydroxyalkyl, —C(O)—NH2, —C(O)—N(H)(C1-C12-alkyl), —C(O)—N(C1-C12-alkyl)2, —C1-C12-alkylenyl-C(O)—N(C1-C12-alkyl)2, —NH—C(O)—C1-C12-alkyl, —NH—C(O)—C3-C12-cycloalkyl, and —N(C(O)—C3-C12-cycloalkyl)2;
    • —C(O)OH;
    • —C(O)—C1-C12-alkoxy;
    • —C(O)NRbRc, wherein Rb and Rc are independently selected from the group consisting of: H; —C1-C12-alkyl, which is unsubstituted or substituted by one or more substituent selected from the group consisting of:
      • OH, CN, NH2, —C3-C12-cycloalkyl, —C(O)—NH2, —C(O)—C2-C12-heterocyclyl, —N(H)(C(O)—C1-C12-alkyl), —N(H)(C1-C12-alkyl), —N(C1-C12-alkyl)2, —NHC(O)—NH(C3-C12-cycloalkyl), —NHC(O)—NH(C1-C12-alkyl);
      • C2-C12-heterocyclyl, wherein the heterocyclyl is unsubstituted or substituted by one or more substituents selected from the group consisting of oxo, hydroxy and C1-C12-alkyl;
      • —C(O)—C2-C12-heterocyclyl, wherein the heterocyclyl is unsubstituted or substituted by one or more substituents selected from the group consisting of oxo, hydroxy and C1-C12-alkyl;
      • —SO2—C2-C12-heterocyclyl;
      • C6-C20-aryl, which is unsubstituted or substituted by one or more substituents selected from the group consisting of C1-C12-alkyl, C1-C12-alkoxy, —C1-C12-hydroxyalkyl, C1-C12-alkylenyl-C1-C12-alkoxy; C1-C12-alkylenyl-NH2, and —O—C2-C12-heterocyclyl, which heterocyclyl is unsubstituted or substituted by C1-C12-alkyl; and
      • C2-C12-heteroaryl, which is unsubstituted or substituted by one or more substituents selected from the group consisting of C1-C12-alkyl, C1-C12-alkoxy, —C(O)—NH2, —C(O)—N(H)(C1-C12-alkyl), —C(O)—N(C1-C12-alkyl)2, and —C1-C12-alkylenyl-C(O)—N(C1-C12-alkyl)2;
      • —C3-C12-cycloalkyl, which is unsubstituted or substituted by one or more hydroxy; —C2-C12-heterocyclyl, which is unsubstituted or substituted by one or more substituents selected from the group consisting of: C1-C12-alkyl, —SO2—C1-C12-alkyl, —C(O)—C1-C12-alkyl, —C(O)—NH2, —C(O)—N(H)(C1-C12-alkyl), —C(O)—N(C1-C12-alkyl)2, —C(O)—C1-C12-alkylenyl-C1-C12-alkoxy, —C1-C12-alkylenyl-C(O)—N(C1-C12-alkyl)2, —C(O)—C3-C12-cycloalkyl, and —C(O)NH—C3-C12-cycloalkyl;
      • C6-C2O-aryl, which is unsubstituted or substituted by one or more substituents selected from the group consisting of C1-C12-alkyl, C1-C12-alkoxy, —C1-C12-hydroxyalkyl, C1-C12-alkylenyl-C1-C12-alkoxy; C1-C12-alkylenyl-NH2, and —O—C2-C12-heterocyclyl, which heterocyclyl is unsubstituted or substituted by C1-C12-alkyl; and
      • C6-C20-heteroaryl, which is unsubstituted or substituted by one or more substituents selected from the group consisting of C1-C12-alkyl, C1-C12-hydroxyalkyl, and —O—C2-C12-heterocyclyl which heterocyclyl is unsubstituted or substituted by C1-C12-alkyl; and
      • C2-C12-heteroaryl which is unsubstituted or substituted by C1-C12-alkyl, which alkyl is unsubstituted or substituted by one or more substituents selected from the group consisting of halo, —C(O)—N(C1-C12-alkyl)2, and —C2-C12-heterocyclyl, wherein the C2-C12-heterocyclyl is unsubstituted or substituted by C1-C12-alkyl;


        with the proviso that when A is CH, R1 is selected from phenyl that is unsubstituted or substituted by halo.


In some embodiments of the compound of Formula (I), A is CH or N;

  • R1 is C6-C2O-aryl substituted by one two or three halo;
  • R2 is CN, C1-C12-alkyl which is unsubstituted or substituted by one or more substituents selected from the group consisting of —NH2, —NH—C1-C12-alkyl, —NHC(O)—C3-C12-cycloalkyl, —NHC(O)—C6-C2O-aryl, and —NHS(O)2—C3-C12-cycloalkyl;
    • —C(O)—C2-C12-heterocyclyl, which is unsubstituted or substituted by one or more substituents selected from the group consisting of: —C1-C12-hydroxyalkyl, —C1-C12-alkylenyl-C(O)—N(C1-C12-alkyl)2, —NH—C(O)—C1-C12-alkyl, —NH—C(O)—C3-C12-cycloalkyl, and —N(C(O)—C3-C12-cycloalkyl)2;
    • —C(O)OH;
    • —C(O)—C1-C12-alkoxy;
    • —C(O)NRbRc, wherein Rb and Rc are independently selected from the group consisting of: H; alkyl, which is unsubstituted or substituted by one or more substituent selected from the group consisting of: OH, CN, NH2, —C3-C12-cycloalkyl, —C(O)—NH2, —C(O)—C2-C12-heterocyclyl, —N(H)(C(O)—C1-C12-alkyl), —N(H)(C1-C12alkyl), —N(C1-C12-alkyl)2, —NHC(O)—NH(C3-C12-cycloalkyl), —NHC(O)—NH(C1-C12-alkyl);
      • C2-C12-heterocyclyl, wherein the heterocyclyl is unsubstituted or substituted by one or more substituents selected from the group consisting of oxo, hydroxy and C1-C12-alkyl; —C(O)—C2-C12-heterocyclyl;
      • —SO2—C2-C12-heterocyclyl;
        • C6-C2O-aryl, which is unsubstituted or substituted by C1-C12alkoxy; and
        • C2-C12-heteroaryl, which is unsubstituted or substituted by one or more substituents selected from the group consisting of C1-C12-alkyl, —C(O)—NH2, —C(O)—N(H)(C1-C12-alkyl), and —C(O)—N(C1-C12-alkyl)2;
    • —C3-C12-cycloalkyl, which is unsubstituted or substituted by one or more hydroxy; —C2-C12-heterocyclyl, which is unsubstituted or substituted by one or more substituents selected from the group consisting of: C1-C12-alkyl, —SO2—C1-C12-alkyl, —C(O)—C1-C12-alkyl, —C(O)—NH2, —C(O)—N(H)(C1-C12-alkyl), —C(O)—N(C1-C12-alkyl)2, —C(O)—C1-C12-alkylenyl-C1-C12-alkoxy, —C1-C12-alkylenyl-C(O)—N(C1-C12-alkyl)2, —C(O)—C3-C12-cycloalkyl and —C(O)NH—C3-C12-cycloalkyl;
    • C6-C20-aryl, which is unsubstituted or substituted by one or more substituents selected from the group consisting of C1-C12-alkyl, C1-C12-alkoxy, —C1-C12-hydroxyalkyl, C1-C12-alkylenyl-C1-C12-alkoxy; C1-C12-alkylenyl-NH2, and —O—C2-C12-heterocyclyl, which heterocyclyl is unsubstituted or substituted by C1-C12-alkyl; and
    • C6-C20-heteroaryl, which is unsubstituted or substituted by one or more substituents selected from the group consisting of C1-C12-alkyl, which is unsubstituted or substituted by C2-C12-heterocyclyl, C1-C12-hydroxyalkyl, and —O—C2-C12-heterocyclyl which is unsubstituted or substituted by C alkyl; and C2-C12-heteroaryl which is unsubstituted or substituted by C1-C12-alkyl, which alkyl is unsubstituted or substituted by one or more substituents selected from the group consisting of halo, —C(O)—N(C1-C12-alkyl)2, and —C2-C12-heterocyclyl, wherein the heterocyclyl is unsubstituted or substituted by C1-C12-alkyl;


      with the proviso that when A is CH, R1 is selected from phenyl that is unsubstituted or substituted by halo.


In some embodiments, the MAP4K4 is a compound selected from:




embedded image


embedded image


embedded image


embedded image


embedded image


embedded image


embedded image


embedded image


embedded image


embedded image


embedded image


embedded image


embedded image


embedded image


embedded image


embedded image


embedded image


embedded image


embedded image


In some embodiments, the MAP4K4 modulator is a compound of Formula (II):




embedded image


or a pharmaceutically acceptable salt, tautomer, or isomers thereof, wherein:

  • t is 0, 1, 2, or 3;
  • Z2 is N or CR12;
  • Z6 is N or CR16;
  • L4 is selected from the group consisting of —(CR10R11)p—NR25—(CR10R11)q—, —(CR10R11)p—X—(CR10R11)q—, —(CR10R11)p—C(X)—(CR10R11)q—, —(CR10R11)p—S(O)—(CR10R11)q—, —(CR10R11)pS(O)2—(CR10R11)q—, —(CR10R11)p—C(X)NR25—(CR10R11)q—, —(CR10R11)p—S(O)2NR25—(CR10R11)p—, —(CR10R11)p—NR25C(X)—(CR10R11)q—, —(CR10R11)p—NR25S(O)2—(CR10R11)q—, —(CR10R11)p—NR25C(X)NR25—(CR10R11)q—, and —(CR10R11)p—NR25S(O)2NR25—(CR10R11)q—;
  • p and q are independently 0, 1, or 2 provided, however, that at least one of p and q is 0;
  • R60 is selected from the group consisting of hydrogen, halogen, optionally substituted lower alkyl, optionally substituted lower alkenyl, optionally substituted lower alkynyl, optionally substituted cycloalkyl, optionally substituted heterocycloalkyl, optionally substituted aryl, optionally substituted heteroaryl, —CN, —NO2, —CRaRbR26, and -LR26;
  • R61 is hydrogen, lower alkyl, or fluoro substituted lower alkyl;
  • A is selected from the group consisting of —O—, —S—, —CRaRb—, —NR1—, —C(O)—, —C(S)—, —S(O)—, and —S(O)2—;
  • Ra and Rb at each occurrence are independently selected from the group consisting of hydrogen, fluoro, —OH, —NH2, lower alkyl, lower alkoxy, lower alkylthio, mono-alkylamino, di-alkylamino, and —NR8R9, wherein the alkyl chain(s) of lower alkyl, lower alkoxy, lower alkylthio, mono-alkylamino, or di-alkylamino are optionally substituted with one or more substituents selected from the group consisting of fluoro, —OH, —NH2, lower alkoxy, fluoro substituted lower alkoxy, lower alkylthio, fluoro substituted lower alkylthio, mono-alkylamino, di-alkylamino, and cycloalkylamino, provided, however, that any substitution of the alkyl chain carbon bound to O of alkoxy, S of thioalkyl or N of mono- or di-alkylamino is fluoro; or
  • Ra and Rb combine to form a 3-7 membered monocyclic cycloalkyl or 5-7 membered monocyclic heterocycloalkyl, wherein the monocyclic cycloalkyl or monocyclic heterocycloalkyl are optionally substituted with one or more substituents selected from the group consisting of halogen, —OH, —NH2, lower alkyl, fluoro substituted lower alkyl, lower alkoxy, fluoro substituted lower alkoxy, lower alkylthio, fluoro substituted lower alkylthio, mono-alkylamino, di-alkylamino, and cycloalkylamino;
  • R1 is selected from the group consisting of hydrogen, lower alkyl, cycloalkyl, heterocycloalkyl, aryl, heteroaryl, —C(O)R7, —C(S)R7, —S(O)2R7, —C(O)NHR7, —C(S)NHR7, and —S(O)2NHR7, wherein lower alkyl is optionally substituted with one or more substituents selected from the group consisting of fluoro, —OH, —NH2, lower alkoxy, lower alkylthio, mono-alkylamino, di-alkylamino, and —NR8R9, wherein the alkyl chain(s) of lower alkoxy, lower alkylthio, mono-alkylamino, or di-alkylamino are optionally substituted with one or more substituents selected from the group consisting of fluoro, —OH, —NH2, lower alkoxy, fluoro substituted lower alkoxy, lower alkylthio, fluoro substituted lower alkylthio, mono-alkylamino, di-alkylamino, and cycloalkylamino, provided, however, that any substitution of the alkyl chain carbon bound to O of alkoxy, S of thioalkyl or N of mono- or di-alkylamino is fluoro, further provided that when R1 is lower alkyl, any substitution on the lower alkyl carbon bound to the N of —NR1— is fluoro, and wherein cycloalkyl, heterocycloalkyl, aryl or heteroaryl are optionally substituted with one or more substituents selected from the group consisting of halogen, —OH, —NH2, lower alkyl, fluoro substituted lower alkyl, lower alkoxy, fluoro substituted lower alkoxy, lower alkylthio, fluoro substituted lower alkylthio, mono-alkylamino, di-alkylamino, and cycloalkylamino;
  • R7 is selected from the group consisting of lower alkyl, cycloalkyl, heterocycloalkyl, aryl, and heteroaryl, wherein lower alkyl is optionally substituted with one or more substituents selected from the group consisting of fluoro, —OH, —NH2, lower alkoxy, lower alkylthio, mono-alkylamino, di-alkylamino, and —NR8R9, provided, however, that any substitution of the alkyl carbon bound to the N of —C(O)NHR7, —C(S)NHR7 or —S(O)2NHR7 is fluoro, wherein the alkyl chain(s) of lower alkoxy, lower alkylthio, mono-alkylamino, or di-alkylamino are optionally substituted with one or more substituents selected from the group consisting of fluoro, —OH, —NH2, lower alkoxy, fluoro substituted lower alkoxy, lower alkylthio, fluoro substituted lower alkylthio, mono-alkylamino, di-alkylamino, and cycloalkylamino, provided, however, that any substitution of the alkyl chain carbon bound to O of alkoxy, S of thioalkyl or N of mono- or di-alkylamino is fluoro, and wherein cycloalkyl, heterocycloalkyl, aryl and heteroaryl are optionally substituted with one or more substituents selected from the group consisting of halogen, —OH, —NH2, lower alkyl, fluoro substituted lower alkyl, lower alkoxy, fluoro substituted lower alkoxy, lower alkylthio, fluoro substituted lower alkylthio, mono-alkylamino, di-alkylamino, and cycloalkylamino;
  • each of R4, R5, R6, R12, R15, and R16, are independently selected from the group consisting of hydrogen, halogen, optionally substituted lower alkyl, optionally substituted lower alkenyl, optionally substituted lower alkynyl, optionally substituted cycloalkyl, optionally substituted heterocycloalkyl, optionally substituted aryl, optionally substituted heteroaryl, —CN, —NO2, —CRaRbR26, and -LR26; L at each occurrence is independently selected from the group consisting of -(alk)a-X-(alk)b-, -(alk)a-NR25-(alk)b-, -(alk)a-C(X)-(alk)b-, -(alk)a-S(O)-(alk)b-, -(alk)a-S(O)2-(alk)b-, -(alk)a-OC(X)-(alk)b-, -(alk)a-C(X)O-(alk)b-, -(alk)a-C(X)NR25-(alk)b-, -(alk)a-S(O)2NR25-(alk)b-, -(alk)a-NR25C(X)-(alk)b-, -(alk)a-NR25S(O)2-(alk)b-, -(alk)a-NR25C(X)O-(alk)b-, -(alk)a-OC(X)NR25-(alk)b-, -(alk)a-NR25C(X)NR25-(alk)b-, and -(alk)a-NR25S(O)2NR25-(alk)b-;
  • a and b are independently 0 or 1;
  • alk at each occurrence is independently C1-3 alkylene or C1-3 alkylene substituted with one or more substituents selected from the group consisting of fluoro, —OH, —NH2, lower alkyl, lower alkoxy, lower alkylthio, mono-alkylamino, di-alkylamino, and —NR8R9, wherein lower alkyl or the alkyl chain(s) of lower alkoxy, lower alkylthio, mono-alkylamino or di-alkylamino are optionally substituted with one or more substituents selected from the group consisting of fluoro, —OH, —NH2, lower alkoxy, fluoro substituted lower alkoxy, lower alkylthio, fluoro substituted lower alkylthio, mono-alkylamino, di-alkylamino and cycloalkylamino, provided, however, that any substitution of the alkyl chain carbon bound to O of alkoxy, S of thioalkyl or N of mono- or di-alkylamino is fluoro;
  • X at each occurrence is independently O or S;
  • R25 at each occurrence is independently selected from the group consisting of hydrogen, optionally substituted lower alkyl, optionally substituted cycloalkyl, optionally substituted heterocycloalkyl, optionally substituted aryl, and optionally substituted heteroaryl;
  • R26 at each occurrence is independently selected from the group consisting of hydrogen, provided, however, that hydrogen is not bound to any of S(O), S(O)2, C(O) or C(S) of L, optionally substituted lower alkyl, optionally substituted lower alkenyl, provided, however, that when R26 is optionally substituted lower alkenyl, no alkene carbon thereof is bound to N, S, O, S(O), S(O)2, C(O) or C(S) of L, optionally substituted lower alkynyl, provided, however, that when R26 is optionally substituted lower alkynyl, no alkyne carbon thereof is bound to N, S, O, S(O), S(O)2, C(O) or C(S) of L, optionally substituted cycloalkyl, optionally substituted heterocycloalkyl, optionally substituted aryl, and optionally substituted heteroaryl;
  • R10 and R11 at each occurrence are independently selected from the group consisting of hydrogen, fluoro, lower alkyl, and lower alkyl optionally substituted with one or more substituents selected from the group consisting of fluoro, —OH, —NH2, lower alkoxy, fluoro substituted lower alkoxy, lower alkylthio, fluoro substituted lower alkylthio, mono-alkylamino, di-alkylamino, and cycloalkylamino; or any two of R10 and R11 on the same or adjacent carbon atoms combine to form a 3-7 membered monocyclic cycloalkyl or 5-7 membered monocyclic heterocycloalkyl, and any others of R10 and R11 are independently selected from the group consisting of hydrogen, fluoro, lower alkyl, and lower alkyl optionally substituted with one or more substituents selected from the group consisting of fluoro, —OH, —NH2, lower alkoxy, fluoro substituted lower alkoxy, lower alkylthio, fluoro substituted lower alkylthio, mono-alkylamino, di-alkylamino, and cycloalkylamino, and wherein the monocyclic cycloalkyl or monocyclic heterocycloalkyl are optionally substituted with one or more substituents selected from the group consisting of halogen, —OH, —NH2, lower alkyl, fluoro substituted lower alkyl, lower alkoxy, fluoro substituted lower alkoxy, lower alkylthio, fluoro substituted lower alkylthio, mono-alkylamino, di-alkylamino, and cycloalkylamino;
  • R8 and R9 combine with the nitrogen to which they are attached to form a 5-7 membered heterocycloalkyl optionally substituted with one or more substituents selected from the group consisting of fluoro, —OH, —NH2, lower alkyl, fluoro substituted lower alkyl, lower alkoxy, fluoro substituted lower alkoxy, lower alkylthio, and fluoro substituted lower alkylthio;
  • R17 is selected from the group consisting of hydrogen, halogen, optionally substituted lower alkyl and —OR18; and
  • R18 is hydrogen or optionally substituted lower alkyl.


In some embodiments, the MAP4K4 modulator is the compound selected from: from 2-[5-Chloro-4-(5-chloro-1H-pyrrolo[2,3-b]pyridin-3-ylmethyl)-2-fluoro-phenoxymethyl]-1H-benzoimidazole, 2-[4-(5-Chloro-1H-pyrrolo[2,3-b]pyridin-3-ylmethyl)-2,5-difluoro-phenoxymethyl]-1H-benzoimidazole, 2-[2,5-Difluoro-4-(5-methoxy-1H-pyrrolo[2,3-b]pyridin-3-ylmethyl)-phenoxymethyl]-1H-benzoimidazole, 2-[3,5-Difluoro-4-(1H-pyrrolo[2,3-b]pyridin-3-ylmethyl)-phenoxymethyl]-1H-benzoimidazole,2-[5-Chloro-2-methoxy-4-(1H-pyrrolo[2,3-b]pyridin-3-ylmethyl)-phenoxymethyl]-1H-benzoimidazole, 2-[5-Chloro-4-(5-chloro-1H-pyrrolo[2,3-b]pyridin-3-ylmethyl)-2-methoxy-phenoxymethyl]-1H-benzoimidazole,2-[4-(5-Chloro-1H-pyrrolo[2,3-b]pyridin-3-ylmethyl)-3,5-difluoro-phenoxymethyl]-1H-benzoimidazole,2-[4-(5-Chloro-1H-pyrrolo[2,3-b]pyridin-3-ylmethyl)-5-fluoro-2-methoxy-phenoxymethyl]-1-methyl-1H-benzoimidazole,2-[4-(5-Bromo-1H-pyrrolo[2,3-b]pyridin-3-ylmethyl)-2,5-difluoro-phenoxymethyl]-1H-benzoimidazole,2-{2,5-Difluoro-4-[5-(1-methyl-1H-pyrazol-4-yl)-1H-pyrrolo[2,3-b]pyridin-3-ylmethyl]-phenoxymethyl}-1H-benzoimidazole,2-{5-Chloro-2-fluoro-4-[5-(1-methyl-1H-pyrazol-4-yl)-1H-pyrrolo[2,3-b]pyridin-3-ylmethyl]-phenoxymethyl}-1H-benzoimidazole,2-{1-[4-(5-Chloro-1H-pyrrolo[2,3-b]pyridin-3-ylmethyl)-5-fluoro-2-methoxy-phenoxyl]-ethyl}-1H-benzoimidazole,6-Chloro-2-[4-(5-chloro-1H-pyrrolo[2,3-b]pyridin-3-ylmethyl)-5-fluoro-2-methoxy-phenoxymethyl]-1H-benzoimidazole,6-Chloro-2-[5-fluoro-2-methoxy-4-(1H-pyrrolo[2,3-b]pyridin-3-ylmethyl)-phenoxymethyl]-1H-benzoimidazole,2-[5-Fluoro-2-methoxy-4-(1H-pyrrolo[2,3-b]pyridin-3-ylmethyl)-phenoxymethyl]-6-methoxy-1H-benzoimidazole,2-[5-Chloro-2-fluoro-4-(5-methoxy-1H-pyrrolo[2,3-b]pyridin-3-ylmethyl)-phenoxymethyl]-1H-benzoimidazole,2-[5-Fluoro-4-(5-fluoro-1H-pyrrolo[2,3-b]pyridin-3-ylmethyl)-2-methoxy-phenoxymethyl]-1H-benzoimidazole,2-[2-Chloro-5-fluoro-4-(5-methoxy-1H-pyrrolo[2,3-b]pyridin-3-ylmethyl)-phenoxymethyl]-1H-benzoimidazole,2-{2-Chloro-5-fluoro-4-[5-(1-methyl-1H-pyrazol-4-yl)-1H-pyrrolo[2,3-b]pyridin-3-ylmethyl]-phenoxymethyl}-1H-benzoimidazole,2-{4-[(5-Chloro-1H-pyrrolo[2,3-b]pyridin-3-yl)-methoxy-methyl]-5-fluoro-2-methoxy-phenoxymethyl}-1H-benzoimidazole,[4-(1H-Benzoimidazol-2-ylmethoxy)-2-fluoro-5-methoxy-phenyl]-(5-chloro-1H-pyrrolo[2,3-b]pyridin-3-yl)-methanone,2-[2,5-Difluoro-4-(5-methanesulfonyl-1H-pyrrolo[2,3-b]pyridin-3-ylmethyl)-phenoxymethyl]-1H-benzoimidazole,3-[4-(1H-Benzoimidazol-2-ylmethoxy)-2-fluoro-5-methoxy-benzyl]-1H-pyrrolo[2,3-b]pyridine-5-carbonitrile,5,6-Dichloro-2-[4-(5-chloro-1H-pyrrolo[2,3-b]pyridin-3-ylmethyl)-5-fluoro-2-methoxy-phenoxymethyl]-1H-benzoimidazole,2-[4-(5-Chloro-1H-pyrrolo[2,3-b]pyridin-3-ylmethyl)-5-fluoro-2-methoxy-phenoxymethyl]-1H-benzoimidazole-5-sulfonic acid dimethylamide,3-[4-(1H-Benzoimidazol-2-ylmethoxy)-2-fluoro-5-methoxy-benzyl]-1H-pyrrolo[2,3-b]pyridine-5-carboxylic acid methyl ester,3-[4-(1H-Benzoimidazol-2-ylmethoxy)-2-fluoro-5-methoxy-benzyl]-1H-pyrrolo[2,3-b]pyridine-5-carboxylic acid,2-{2,5-Difluoro-4-[5-(2-methoxy-ethoxy)-1H-pyrrolo[2,3-b]pyridin-3-ylmethyl]-phenoxymethyl}-1H-benzoimidazole,2-[4-(5-Chloro-1H-pyrrolo[2,3-b]pyridin-3-ylmethyl)-5-fluoro-2-methoxy-phenoxymethyl]-1-ethyl-1H-benzoimidazole,2-[4-(5-Chloro-1H-pyrrolo[2,3-b]pyridin-3-ylmethyl)-5-fluoro-2-methoxy-phenoxymethyl]-5-trifluoromethyl-1H-benzoimidazole,2-[4-(5-Chloro-1H-pyrrolo[2,3-b]pyridin-3-ylmethyl)-5-fluoro-2-methoxy-phenoxymethyl]-5-fluoro-1H-benzoimidazole,2-{2-[4-(5-Chloro-1H-pyrrolo[2,3-b]pyridin-3-ylmethyl)-5-fluoro-2-methoxy-phenoxy]-ethyl}-1H-benzoimidazole,2-[4-(5-Bromo-1H-pyrrolo[2,3-b]pyridin-3-ylmethyl)-5-fluoro-2-methoxy-phenoxymethyl]-1H-benzoimidazole,2-[4-(5-Chloro-1H-pyrrolo[2,3-b]pyridin-3-ylmethyl)-5-fluoro-2-methoxy-phenoxymethyl]-5-methoxy-1H-benzoimidazole,5-Chloro-2-[5-fluoro-2-methoxy-4-(5-methyl-1H-pyrrolo[2,3-b]pyridin-3-ylmethyl)-phenoxymethyl]-1-benzoimidazole,3-[4-(1H-Benzoimidazol-2-ylmethoxy)-2,5-difluoro-benzyl]-1H-pyrrolo[2,3-b]pyridine-5-carbonitrile, and 2-[5-Fluoro-4-(5-methanesulfonyl-1H-pyrrolo[2,3-b]pyridin-3-ylmethyl)-2-methoxy-phenoxymethyl]-1H-benzoimidazole, and all pharmaceutically acceptable salts, tautomers, and isomers thereof.


Prostaglandin E Receptor 4 (PTGER4) Modulators

Disclosed herein, in some embodiments, are therapeutic agents comprising Prostaglandin E Receptor 4 (PTGER4) Modulators useful for the treatment of a disease or condition, or symptom of the disease or condition, disclosed herein. In some embodiments, the therapeutic agent comprises a modulator, agonist, and/or antagonist of PTGER4 (e.g., a PTGER4 having a sequence set forth in SEQ ID NO: 3). In some embodiments, PTGER4 refers to a peptide associated with one or more of the following reference sequences: HGNC: 9596 Entrez Gene: 5734 Ensembl: ENSG00000171522 OMIM: 601586 UniProtKB: P35408.


In some instances, the therapeutic agent comprises a modulator of PTGER4 activity or expression. In some instances, the modulator of PTGER4 activity or expression comprises an agonist or a partial agonist of PTGER4. In some instances, the modulator of PTGER4 activity or expression comprises an antagonist or a partial antagonist of PTGER4. In some instances, the agonist or partial agonist comprises an inverse antagonist. In some instances, the agonist or partial agonist comprises a positive allosteric modulator (PAM). In some instances, the agonist or partial agonist comprises a negative allosteric modulator (NAM).


In some instances, the PTGER4 modulator is effective to increase PTGER4 expression or activity in the subject (e.g., an agonist of PTGER4). The agonist of PTGER4 expression or activity may be a direct agonist or indirect agonist. In some embodiments, the agonist of PTGER4 expression or activity comprises a complete agonist or a partial agonist. Non-limiting examples of an agonist of PTGER4 expression include RNA to protein PTGER4 translation agonists, antisense oligonucleotides targeting the PTGER4, or homolog thereof, mRNA (such as miRNAs, or siRNA), epigenetic editing (such as post-translational modifications of histone tails and/or DNA molecules). Non-limiting examples of an agonist of PTGER4 activity include antagonists to the PTGER4 antigen, and antagonists to gene expression products involved in PTGER4 mediated disease.


In some instances, the PTGER4 modulator is effective to decrease PTGER4 expression or activity in the subject (e.g., an antagonist of PTGER4). The antagonist of PTGER4 expression or activity may be a direct antagonist or indirect antagonist. In some embodiments, the antagonist of PTGER4 expression or activity comprises a complete antagonist or a partial antagonist. Non-limiting examples of an antagonist of PTGER4 expression include RNA to protein PTGER4 translation antagonists, antisense oligonucleotides targeting the PTGER4, or homolog thereof, mRNA (such as miRNAs, or siRNA), epigenetic editing (such as post-translational modifications of histone tails and/or DNA molecules). Non-limiting examples of an antagonist of PTGER4 activity include antagonists to the PTGER4 antigen, and antagonists to gene expression products involved in PTGER4 mediated disease.


In some instances, the modulator of PTGER4 activity or expression (e.g., PTGER antagonist or agonists described herein) comprises an antibody or antigen-binding fragment, peptide, or small molecule. In some embodiments, the PTGER4 modulator is a small molecule. In some instances, the small molecule may be a small molecule that binds to PTGER4 or binding partners to PTGER4. In some embodiments, a small molecule has a molecular weight less than or equal to about 1000 Daltons. In some embodiments, a small molecule has a molecular weight less than or equal to about 900 Da. In some embodiments, a small molecule has a molecular weight less than or equal to about 800 Da. In some embodiments, a small molecule has a molecular weight less than or equal to about 700 Da. In some embodiments, a small molecule has a molecular weight less than or equal to about 600 Da. In some embodiments, a small molecule has a molecular weight less than or equal to about 500 Da. In some embodiments, the modulator of PTGER4 activity or expression comprises a compound selected from grapiprant (CJ-023,423), ONO-AE3-208, GW627368X, AH23848, ONO-AE2-227, ONO-AE1-734, AGN205203, rivenprost (ONO-4819), CJ-023,423, and BGC20-1531.


In some instances, the PTGER4 modulator (e.g., PTGER antagonist or agonists described herein) is an antibody. In some instances, the PTGER4 antibody may be monoclonal or polyclonal. In some instances, the PTGER4 antibody may be humanized or chimeric. The PTGER4 antibody may be a fusion protein. The PTGER4 antibody may be a blocking PTGER4 antibody. A blocking antibody blocks binding between two proteins, e.g., a ligand and its receptor. In a non-limiting example, the PTGER4 blocking antibody binds to a binding partner of PTGER4. In some cases, the PTGER4 antibody is an PTGER4 antibody that specifically binds to PTGER4.


Ribonuclease T2 (RNASET2) Modulators

In some embodiments, the therapeutic agent comprises a modulator, agonist, or partial agonist of Ribonuclease T2 (RNASET2). In some embodiments, the agonist of RNASET2 comprises an RNASET2 polypeptide. In some embodiments, the RNASET2 polypeptide comprises a human RNASET2 protein (huRNASET2). In some embodiments, the RNASET2 polypeptide comprises a recombinant RNASET2 polypeptide. In some embodiments, the recombinant huRNASET2 protein comprises SEQ ID NO: 4 (MRPAALRGALLGCLCLALLCLGGADKRLRDNHEWKKLIMVQHWPETVCEKIQNDCRDPPDYW TIHGLWPDKSEGCNRSWPFNLEEIKDLLPEMRAYWPDVIHSFPNRSRFWKHEWEKHGTCAAQVD ALNSQKKYFGRSLELYRELDLNSVLLKLGIKPSINYYQVADFKDALARVYGVIPKIQCLPPSQDEE VQTIGQIELCLTKQDQQLQNCTEPGEQPSPKQEVWLANGAAESRGLRVCEDGPVFYPPPKKTKH), which is the amino acid sequence of human RNASET2 (NCBI Reference Sequence No. NP_003721.2). In some embodiments, the huRNASET2 comprises an amino acid sequence about 99%, 98%, 97%, 96%, 95%, 94%, 93%, 92%, 91%, or 90% homologous to SEQ ID NO: 4.


In some instances, the RNASET2 polypeptide is truncated. In some instances, the truncation is an N-terminal deletion. In other instances, the truncation is a C-terminal deletion. In additional instances, the truncation comprises both N-terminal and C-terminal deletions. For example, the truncation can be a deletion of at least or about 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 20, or more residues from either the N-terminus or the C-terminus, or both termini. In some cases, the RNASET2 polypeptide comprises an N-terminal deletion of at least or about 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 20, or more residues. In some cases, the RNASET2 polypeptide comprises an N-terminal deletion of at least or about 1, 2, 3, 4, 5, 6, 7, 8, 9, or 10 residues. In some cases, the RNASET2 polypeptide comprises an N-terminal deletion of at least or about 2 residues. In some cases, the RNASET2 polypeptide comprises an N-terminal deletion of at least or about 3 residues. In some cases, the RNASET2 polypeptide comprises an N-terminal deletion of at least or about 4 residues. In some cases, the RNASET2 polypeptide comprises an N-terminal deletion of at least or about 5 residues. In some cases, the RNASET2 polypeptide comprises an N-terminal deletion of at least or about 6 residues. In some cases, the RNASET2 polypeptide comprises an N-terminal deletion of at least or about 7 residues. In some cases, the RNASET2 polypeptide comprises an N-terminal deletion of at least or about 8 residues. In some cases, the RNASET2 polypeptide comprises an N-terminal deletion of at least or about 9 residues. In some cases, the RNASET2 polypeptide comprises an N-terminal deletion of at least or about 10 residues. In some embodiments, the truncated RNASET2 has reduced or ameliorated ribonucleolytic activity. Non-limiting examples of truncated RNASET2 polypeptides include hrtrRNASE-70 (MRAYWPDVIH SFPNRSRFWK HEWEKHGTCA AQVDALNSQK KYFGRSLELYRELDLNSVLL KLGIKPSINY YQVADFKDAL ARVYGVIPKI QCLPPSQDEEVQTIGQIELC LTKQDQQLQN CTEPGEQPSP KQEVWLANGA AESRGLRVCE DGPVFYPPPK KTKH; SEQ ID NO: 6), and hrtrRNASE-50 (EGCNRSWPFN LEEIKDLLPE MRAYWPDVIH SFPNRSRFWK HEWEKHGTCAAQVDALNSQK KYFGRSLELY RELDLNSVLL KLGIKPSINY YQVADFKDALARVYGVIPKI QCLPPSQDEE VQTIGQIELC LTKQDQQLQN CTEPGEQPSPKQEVWLANGA AESRGLRVCE DGPVFYPPPK KTKH; SEQ ID NO: 5). In some instances, the truncated RNASET2 has functionally active ribonucleolytic activity. In some instances, the RNASET2 polypeptide has an internal deletion or substitution.


In some embodiments, the RNASET2 polypeptide has an enhanced plasma half-life. In some instances, the plasma half-life comprises at least 30 minutes, 45 minutes, 60 minutes, 75 minutes, or 90 minutes, 2 hours, 3 hours, 4 hours, 5 hours, 6 hours, 7 hours, 8 hours, 9 hours, 10 hours, 11 hours, 12 hours, 18 hours, 24 hours, 36 hours, 48 hours, 3 days, 4 days, 5 days, 6 days, 7 days, 10 days, 12 days, 14 days, 21 days, 28 days, 30 days, or longer than the plasma half-life of the wild-type RNASET2 protein.


In some embodiments, the RNASET2 polypeptide is a conjugate. In some embodiments, the RNASET2 conjugate comprises an RNASET2 polypeptide comprising at least one amino acid and a conjugating moiety bound to the at least one 1 amino acid. In some embodiments, the at least one amino acid is located proximal to the N-terminus (e.g., proximal to the N-terminal residue). For example, the at least one amino acid is located optionally within the first 10, 20, 30, 40, or 50 residues from the N-terminus. In some cases, the at least one amino acid is located at the N-terminus (i.e., the at least one amino acid is the N-terminal residue of the RNASET2 polypeptide). In other embodiments, the at least one amino acid is located proximal to the C-terminus (e.g., proximal to the C-terminal residue). For example, the at least one amino acid is located optionally within the first 10, 20, 30, 40, or 50 residues from the C-terminus. In some cases, the at least one amino acid is located at the C-terminus (i.e., the at least one amino acid is the C-terminal residue of the RNASET2 polypeptide). In some instances, the RNASET2 conjugate has an enhanced plasma half-life, such as the half-lifes described herein. In some embodiments, the RNASET2 conjugate is functionally active (e.g., retains ribonucleolytic activity). In some embodiments, the RNASET2 conjugate is not functionally active (e.g., devoid of ribonucleolytic activity). In some embodiments, the conjugating moiety comprises a polymer comprising Polyethylene glycol (PEG).


In some embodiments, the RNASET2 polypeptide is fused with a second polypeptide. In some embodiments, the second polypeptide comprises a polypeptide with a long plasma half-life relative to the plasma half-life of the RNASET2 polypeptide. In some embodiments, the second polypeptide comprises an antibody or antibody fragment. In some embodiments, the antibody or antibody fragment comprises an IgG1, IgG2, IgG4, IgG3, or IgE. In some embodiments, the IgG is an Fc. In some embodiments, the IgG Fc is human. In some instances, the long plasma half-life polypeptide comprises HSA, transferrin, IgA monomer, Retinol-binding protein, Factor H, Factor XIII, C-reactive protein, Factor IX, Fibrinogen, IFN-alpha, Pentameric IgM, IL-2, or Thyroglobulin. In some instances, the RNASET2-Fc comprises RSLV-132.


TNF Superfamily Member 15 (TL1A) TL1A Modulators

In some embodiments, the therapeutic agent comprises a modulator and/or antagonist of TNF Superfamily Member 15 (TL1A), or the gene encoding TL1A (TNFSF15). In some embodiments, the modulator of TL1A is an antagonist of TL1A. In some embodiments the therapeutic agent or the additional therapeutic agent comprises an inhibitor of TL1A expression or activity. In some embodiments the therapeutic agent comprises an inhibitor of TL1A expression or activity. In some cases, the inhibitor of TL1A expression or activity is effective to inhibit TL1A-DR3 binding. In some embodiments, the inhibitor of TL1A expression or activity comprises an allosteric modulator of TL1A. An allosteric modulator of TL1A may indirectly influence the effects TL1A on DR3, or TR6/DcR3 on TL1A or DR3. The inhibitor of TL1A expression or activity may be a direct inhibitor or indirect inhibitor. Non-limiting examples of an inhibitor of TL1A expression include RNA to protein TL1A translation inhibitors, antisense oligonucleotides targeting the TNFSF15 mRNA (such as miRNAs, or siRNA), epigenetic editing (such as targeting the DNA-binding domain of TNFSF15, or post-translational modifications of histone tails and/or DNA molecules). Non-limiting examples of an inhibitor of TL1A activity include antagonists to the TL1A receptors, (DR3 and TR6/DcR3), antagonists to TL1A antigen, and antagonists to gene expression products involved in TL1A mediated disease. Antagonists as disclosed herein, may include, but are not limited to, an anti-TL1A antibody, an anti-TL1A-binding antibody fragment, or a small molecule. The small molecule may be a small molecule that binds to TL1A or DR3. The anti-TL1A antibody may be monoclonal or polyclonal. The anti-TL1A antibody may be humanized or chimeric. The anti-TL1A antibody may be a fusion protein. The anti-TL1A antibody may be a blocking anti-TL1A antibody. A blocking antibody blocks binding between two proteins, e.g., a ligand and its receptor. Therefore, a TL1A blocking antibody includes an antibody that prevents binding of TL1A to DR3 or TR6/DcR3 receptors. In a non-limiting example, the TL1A blocking antibody binds to DR3. In another example, the TL1A blocking antibody binds to DcR3. In some cases, the anti-TL1A antibody is an anti-TL1A antibody that specifically binds to TL1A.


The anti-TL1A antibody may comprise one or more of the antibody sequences of Table 8. The anti-DR3 antibody may comprise an amino acid sequence that is at least 85% identical to any one of SEQ ID NOS: 358-370 and an amino acid sequence that is at least 85% identical to any one of SEQ ID NOS: 371-375. The anti-DR3 antibody may comprise an amino acid sequence comprising the HCDR1, HCDR2, HCDR3 domains of any one of SEQ ID NOS: 358-370 and the LCDR1, LCDR2, and LCDR3 domains of any one of SEQ ID NOS: 371-375.


In some embodiments, an anti-TL1A antibody comprises a heavy chain comprising three complementarity-determining regions: HCDR1, HCDR2, and HCDR3; and a light chain comprising three complementarity-determining regions: LCDR1, LCDR2, and LCDR3. In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 209, a HCDR2 comprising SEQ ID NO: 210, a HCDR3 comprising SEQ ID NO: 211, a LCDR1 comprising SEQ ID NO: 212, a LCDR2 comprising SEQ ID NO: 213, and a LCDR3 comprising SEQ ID NO: 214. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 215 and a light chain (LC) variable domain comprising SEQ ID NO: 216.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 217, a HCDR2 comprising SEQ ID NO: 218, a HCDR3 comprising SEQ ID NO: 219, a LCDR1 comprising SEQ ID NO: 220, a LCDR2 comprising SEQ ID NO: 221, and a LCDR3 comprising SEQ ID NO: 222. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 223 and a light chain (LC) variable domain comprising SEQ ID NO: 224.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 225, a HCDR2 comprising SEQ ID NO: 226, a HCDR3 comprising SEQ ID NO: 227, a LCDR1 comprising SEQ ID NO: 228, a LCDR2 comprising SEQ ID NO: 229, and a LCDR3 comprising SEQ ID NO: 230. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 231 and a light chain (LC) variable domain comprising SEQ ID NO: 232.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 233, a HCDR2 comprising SEQ ID NO: 234, a HCDR3 comprising SEQ ID NO: 235, a LCDR1 comprising SEQ ID NO: 239, a LCDR2 comprising SEQ ID NO: 240, and a LCDR3 comprising SEQ ID NO: 241. In some cases, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 236, a HCDR2 comprising SEQ ID NO: 237, a HCDR3 comprising SEQ ID NO: 238, a LCDR1 comprising SEQ ID NO: 239, a LCDR2 comprising SEQ ID NO: 240, and a LCDR3 comprising SEQ ID NO: 241. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 242 and a light chain (LC) variable domain comprising SEQ ID NO: 243. In some cases, the anti-TL1A antibody comprises a heavy chain comprising SEQ ID NO: 244. In some cases, the anti-TL1A antibody comprises a light chain comprising SEQ ID NO: 245.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 246, a HCDR2 comprising SEQ ID NO: 247, a HCDR3 comprising SEQ ID NO: 248, a LCDR1 comprising SEQ ID NO: 249, a LCDR2 comprising SEQ ID NO: 250, and a LCDR3 comprising SEQ ID NO: 251. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 252 and a light chain (LC) variable domain comprising SEQ ID NO: 253.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 254, a HCDR2 comprising SEQ ID NO: 255, a HCDR3 comprising SEQ ID NO: 256, a LCDR1 comprising SEQ ID NO: 257, a LCDR2 comprising SEQ ID NO: 258, and a LCDR3 comprising SEQ ID NO: 259. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 260 and a light chain (LC) variable domain comprising SEQ ID NO: 261.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 262, a HCDR2 comprising SEQ ID NO: 264, a HCDR3 comprising SEQ ID NO: 265, a LCDR1 comprising SEQ ID NO: 267, a LCDR2 comprising SEQ ID NO: 269, and a LCDR3 comprising SEQ ID NO: 270. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 271 and a light chain (LC) variable domain comprising SEQ ID NO: 275. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 271 and a light chain (LC) variable domain comprising SEQ ID NO: 276. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 271 and a light chain (LC) variable domain comprising SEQ ID NO: 277. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 271 and a light chain (LC) variable domain comprising SEQ ID NO: 278.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 262, a HCDR2 comprising SEQ ID NO: 264, a HCDR3 comprising SEQ ID NO: 265, a LCDR1 comprising SEQ ID NO: 268, a LCDR2 comprising SEQ ID NO: 269, and a LCDR3 comprising SEQ ID NO: 270. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 271 and a light chain (LC) variable domain comprising SEQ ID NO: 279. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 271 and a light chain (LC) variable domain comprising SEQ ID NO: 280. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 271 and a light chain (LC) variable domain comprising SEQ ID NO: 281. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 271 and a light chain (LC) variable domain comprising SEQ ID NO: 282.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 262, a HCDR2 comprising SEQ ID NO: 264, a HCDR3 comprising SEQ ID NO: 265, a LCDR1 comprising SEQ ID NO: 267, a LCDR2 comprising SEQ ID NO: 269, and a LCDR3 comprising SEQ ID NO: 270. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 272 and a light chain (LC) variable domain comprising SEQ ID NO: 275. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 272 and a light chain (LC) variable domain comprising SEQ ID NO: 276. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 272 and a light chain (LC) variable domain comprising SEQ ID NO: 277. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 272 and a light chain (LC) variable domain comprising SEQ ID NO: 278.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 262, a HCDR2 comprising SEQ ID NO: 264, a HCDR3 comprising SEQ ID NO: 265, a LCDR1 comprising SEQ ID NO: 268, a LCDR2 comprising SEQ ID NO: 269, and a LCDR3 comprising SEQ ID NO: 270. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 272 and a light chain (LC) variable domain comprising SEQ ID NO: 279. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 272 and a light chain (LC) variable domain comprising SEQ ID NO: 280. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 272 and a light chain (LC) variable domain comprising SEQ ID NO: 281. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 272 and a light chain (LC) variable domain comprising SEQ ID NO: 282.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 263, a HCDR2 comprising SEQ ID NO: 264, a HCDR3 comprising SEQ ID NO: 266, a LCDR1 comprising SEQ ID NO: 267, a LCDR2 comprising SEQ ID NO: 269, and a LCDR3 comprising SEQ ID NO: 270. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 273 and a light chain (LC) variable domain comprising SEQ ID NO: 275. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 273 and a light chain (LC) variable domain comprising SEQ ID NO: 276. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 273 and a light chain (LC) variable domain comprising SEQ ID NO: 277. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 273 and a light chain (LC) variable domain comprising SEQ ID NO: 278. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 273 and a light chain (LC) variable domain comprising SEQ ID NO: 279. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 273 and a light chain (LC) variable domain comprising SEQ ID NO: 280. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 273 and a light chain (LC) variable domain comprising SEQ ID NO: 281. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 273 and a light chain (LC) variable domain comprising SEQ ID NO: 282.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 263, a HCDR2 comprising SEQ ID NO: 264, a HCDR3 comprising SEQ ID NO: 266, a LCDR1 comprising SEQ ID NO: 268, a LCDR2 comprising SEQ ID NO: 269, and a LCDR3 comprising SEQ ID NO: 270. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 274 and a light chain (LC) variable domain comprising SEQ ID NO: 279. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 274 and a light chain (LC) variable domain comprising SEQ ID NO: 280. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 274 and a light chain (LC) variable domain comprising SEQ ID NO: 281. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 274 and a light chain (LC) variable domain comprising SEQ ID NO: 282. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 274 and a light chain (LC) variable domain comprising SEQ ID NO: 275. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 274 and a light chain (LC) variable domain comprising SEQ ID NO: 276. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 274 and a light chain (LC) variable domain comprising SEQ ID NO: 277. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 274 and a light chain (LC) variable domain comprising SEQ ID NO: 278.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 283, a HCDR2 comprising SEQ ID NO: 284, a HCDR3 comprising SEQ ID NO: 285, a LCDR1 comprising SEQ ID NO: 286, a LCDR2 comprising SEQ ID NO: 287, and a LCDR3 comprising SEQ ID NO: 288. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 289 and a light chain (LC) variable domain comprising SEQ ID NO: 294. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 289 and a light chain (LC) variable domain comprising SEQ ID NO: 295. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 289 and a light chain (LC) variable domain comprising SEQ ID NO: 296. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 289 and a light chain (LC) variable domain comprising SEQ ID NO: 297. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 290 and a light chain (LC) variable domain comprising SEQ ID NO: 294. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 290 and a light chain (LC) variable domain comprising SEQ ID NO: 295. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 290 and a light chain (LC) variable domain comprising SEQ ID NO: 296. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 290 and a light chain (LC) variable domain comprising SEQ ID NO: 297. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 291 and a light chain (LC) variable domain comprising SEQ ID NO: 294. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 291 and a light chain (LC) variable domain comprising SEQ ID NO: 295. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 291 and a light chain (LC) variable domain comprising SEQ ID NO: 296. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 291 and a light chain (LC) variable domain comprising SEQ ID NO: 297. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 292 and a light chain (LC) variable domain comprising SEQ ID NO: 294. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 292 and a light chain (LC) variable domain comprising SEQ ID NO: 295. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 292 and a light chain (LC) variable domain comprising SEQ ID NO: 296. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 292 and a light chain (LC) variable domain comprising SEQ ID NO: 297. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 293 and a light chain (LC) variable domain comprising SEQ ID NO: 294. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 293 and a light chain (LC) variable domain comprising SEQ ID NO: 295. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 293 and a light chain (LC) variable domain comprising SEQ ID NO: 296. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 293 and a light chain (LC) variable domain comprising SEQ ID NO: 297.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 298, a HCDR2 comprising SEQ ID NO: 299, a HCDR3 comprising SEQ ID NO: 300, a LCDR1 comprising SEQ ID NO: 301, a LCDR2 comprising SEQ ID NO: 302, and a LCDR3 comprising SEQ ID NO: 303. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 304 and a light chain (LC) variable domain comprising SEQ ID NO: 305. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 306 and a light chain (LC) variable domain comprising SEQ ID NO: 307. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 308 and a light chain (LC) variable domain comprising SEQ ID NO: 309. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 310 and a light chain (LC) variable domain comprising SEQ ID NO: 311. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 312 and a light chain (LC) variable domain comprising SEQ ID NO: 313. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 314 and a light chain (LC) variable domain comprising SEQ ID NO: 315. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 316 and a light chain (LC) variable domain comprising SEQ ID NO: 317. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 318 and a light chain (LC) variable domain comprising SEQ ID NO: 319. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 320 and a light chain (LC) variable domain comprising SEQ ID NO: 321. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 322 and a light chain (LC) variable domain comprising SEQ ID NO: 323. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 324 and a light chain (LC) variable domain comprising SEQ ID NO: 325. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 326 and a light chain (LC) variable domain comprising SEQ ID NO: 327.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 328, a HCDR2 comprising SEQ ID NO: 329, a HCDR3 comprising SEQ ID NO: 330, a LCDR1 comprising SEQ ID NO: 331, a LCDR2 comprising SEQ ID NO: 332, and a LCDR3 comprising SEQ ID NO: 333. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 334 and a light chain (LC) variable domain comprising SEQ ID NO: 335.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 336, a HCDR2 comprising SEQ ID NO: 337, a HCDR3 comprising SEQ ID NO: 338, a LCDR1 comprising SEQ ID NO: 339, a LCDR2 comprising SEQ ID NO: 340, and a LCDR3 comprising SEQ ID NO: 341. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 342 and a light chain (LC) variable domain comprising SEQ ID NO: 343.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 346, a HCDR2 comprising SEQ ID NO: 347, a HCDR3 comprising SEQ ID NO: 348, a LCDR1 comprising SEQ ID NO: 349, a LCDR2 comprising SEQ ID NO: 350, and a LCDR3 comprising SEQ ID NO: 351. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 344 and a light chain (LC) variable domain comprising SEQ ID NO: 345. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 352 and a light chain (LC) variable domain comprising SEQ ID NO: 353. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 354 and a light chain (LC) variable domain comprising SEQ ID NO: 355. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 356 and a light chain (LC) variable domain comprising SEQ ID NO: 357.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 376, a HCDR2 comprising SEQ ID NO: 377, a HCDR3 comprising SEQ ID NO: 378, a LCDR1 comprising SEQ ID NO: 379, a LCDR2 comprising SEQ ID NO: 380, and a LCDR3 comprising SEQ ID NO: 381. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 382 and a light chain (LC) variable domain comprising SEQ ID NO: 383.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 384, a HCDR2 comprising SEQ ID NO: 385, a HCDR3 comprising SEQ ID NO: 386, a LCDR1 comprising SEQ ID NO: 387, a LCDR2 comprising SEQ ID NO: 388, and a LCDR3 comprising SEQ ID NO: 399. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 390 and a light chain (LC) variable domain comprising SEQ ID NO: 391.


In some embodiments, the anti-TL1A antibody comprises one or more of A101-A177 of Table 2. In some embodiments, the anti-TL1A antibody is A100. In some embodiments, the anti-TL1A antibody is A101. In some embodiments, the anti-TL1A antibody is A102. In some embodiments, the anti-TL1A antibody is A103. In some embodiments, the anti-TL1A antibody is A104. In some embodiments, the anti-TL1A antibody is A105. In some embodiments, the anti-TL1A antibody is A106. In some embodiments, the anti-TL1A antibody is A107. In some embodiments, the anti-TL1A antibody is A108. In some embodiments, the anti-TL1A antibody is A109. In some embodiments, the anti-TL1A antibody is A110. In some embodiments, the anti-TL1A antibody is A111. In some embodiments, the anti-TL1A antibody is A112. In some embodiments, the anti-TL1A antibody is A113. In some embodiments, the anti-TL1A antibody is A114. In some embodiments, the anti-TL1A antibody is A115. In some embodiments, the anti-TL1A antibody is A116. In some embodiments, the anti-TL1A antibody is A117. In some embodiments, the anti-TL1A antibody is A118. In some embodiments, the anti-TL1A antibody is A119. In some embodiments, the anti-TL1A antibody is A120. In some embodiments, the anti-TL1A antibody is A121. In some embodiments, the anti-TL1A antibody is A122. In some embodiments, the anti-TL1A antibody is A123. In some embodiments, the anti-TL1A antibody is A124. In some embodiments, the anti-TL1A antibody is A125. In some embodiments, the anti-TL1A antibody is A126. In some embodiments, the anti-TL1A antibody is A127. In some embodiments, the anti-TL1A antibody is A128. In some embodiments, the anti-TL1A antibody is A129. In some embodiments, the anti-TL1A antibody is A130. In some embodiments, the anti-TL1A antibody is A131. In some embodiments, the anti-TL1A antibody is A132. In some embodiments, the anti-TL1A antibody is A133. In some embodiments, the anti-TL1A antibody is A134. In some embodiments, the anti-TL1A antibody is A135. In some embodiments, the anti-TL1A antibody is A136. In some embodiments, the anti-TL1A antibody is A137. In some embodiments, the anti-TL1A antibody is A138. In some embodiments, the anti-TL1A antibody is A139. In some embodiments, the anti-TL1A antibody is A140. In some embodiments, the anti-TL1A antibody is A141. In some embodiments, the anti-TL1A antibody is A142. In some embodiments, the anti-TL1A antibody is A143. In some embodiments, the anti-TL1A antibody is A144. In some embodiments, the anti-TL1A antibody is A145. In some embodiments, the anti-TL1A antibody is A146. In some embodiments, the anti-TL1A antibody is A147. In some embodiments, the anti-TL1A antibody is A148. In some embodiments, the anti-TL1A antibody is A149. In some embodiments, the anti-TL1A antibody is A150. In some embodiments, the anti-TL1A antibody is A151. In some embodiments, the anti-TL1A antibody is A152. In some embodiments, the anti-TL1A antibody is A153. In some embodiments, the anti-TL1A antibody is A154. In some embodiments, the anti-TL1A antibody is A155. In some embodiments, the anti-TL1A antibody is A156. In some embodiments, the anti-TL1A antibody is A157. In some embodiments, the anti-TL1A antibody is A158. In some embodiments, the anti-TL1A antibody is A159. In some embodiments, the anti-TL1A antibody is A160. In some embodiments, the anti-TL1A antibody is A161. In some embodiments, the anti-TL1A antibody is A162. In some embodiments, the anti-TL1A antibody is A163. In some embodiments, the anti-TL1A antibody is A164. In some embodiments, the anti-TL1A antibody is A165. In some embodiments, the anti-TL1A antibody is A166. In some embodiments, the anti-TL1A antibody is A167. In some embodiments, the anti-TL1A antibody is A168. In some embodiments, the anti-TL1A antibody is A169. In some embodiments, the anti-TL1A antibody is A170. In some embodiments, the anti-TL1A antibody is A171. In some embodiments, the anti-TL1A antibody is A172. In some embodiments, the anti-TL1A antibody is A173. In some embodiments, the anti-TL1A antibody is A174. In some embodiments, the anti-TL1A antibody is A175. In some embodiments, the anti-TL1A antibody is A176. In some embodiments, the anti-TL1A antibody is A177.


In some embodiments, the anti-DR3 is A178. In some embodiments, the anti-DR3 is A179. In some embodiments, the anti-DR3 is A180. In some embodiments, the anti-DR3 is A181. In some embodiments, the anti-DR3 is A182. In some embodiments, the anti-DR3 is A183. In some embodiments, the anti-DR3 is A184. In some embodiments, the anti-DR3 is A185. In some embodiments, the anti-DR3 is A186. In some embodiments, the anti-DR3 is A187. In some embodiments, the anti-DR3 is A188. In some embodiments, the anti-DR3 is A189. In some embodiments, the anti-DR3 is A190. In some embodiments, the anti-DR3 is A191. In some embodiments, the anti-DR3 is A192. In some embodiments, the anti-DR3 is A193. In some embodiments, the anti-DR3 is A194. In some embodiments, the anti-DR3 is A195. In some embodiments, the anti-DR3 is A196. In some embodiments, the anti-DR3 is A197. In some embodiments, the anti-DR3 is A198. In some embodiments, the anti-DR3 is A199. In some embodiments, the anti-DR3 is A200. In some embodiments, the anti-DR3 is A201. In some embodiments, the anti-DR3 is A202. In some embodiments, the anti-DR3 is A203. In some embodiments, the anti-DR3 is A204. In some embodiments, the anti-DR3 is A205. In some embodiments, the anti-DR3 is A206. In some embodiments, the anti-DR3 is A207. In some embodiments, the anti-DR3 is A208. In some embodiments, the anti-DR3 is A209. In some embodiments, the anti-DR3 is A210. In some embodiments, the anti-DR3 is A211. In some embodiments, the anti-DR3 is A212. In some embodiments, the anti-DR3 is A213. In some embodiments, the anti-DR3 is A214. In some embodiments, the anti-DR3 is A215. In some embodiments, the anti-DR3 is A216. In some embodiments, the anti-DR3 is A217. In some embodiments, the anti-DR3 is A218. In some embodiments, the anti-DR3 is A219. In some embodiments, the anti-DR3 is A220. In some embodiments, the anti-DR3 is A221. In some embodiments, the anti-DR3 is A222. In some embodiments, the anti-DR3 is A223. In some embodiments, the anti-DR3 is A224. In some embodiments, the anti-DR3 is A225. In some embodiments, the anti-DR3 is A226. In some embodiments, the anti-DR3 is A227. In some embodiments, the anti-DR3 is A228. In some embodiments, the anti-DR3 is A229. In some embodiments, the anti-DR3 is A230. In some embodiments, the anti-DR3 is A231. In some embodiments, the anti-DR3 is A232. In some embodiments, the anti-DR3 is A233. In some embodiments, the anti-DR3 is A234. In some embodiments, the anti-DR3 is A235. In some embodiments, the anti-DR3 is A236. In some embodiments, the anti-DR3 is A237. In some embodiments, the anti-DR3 is A238. In some embodiments, the anti-DR3 is A239. In some embodiments, the anti-DR3 is A240. In some embodiments, the anti-DR3 is A241. In some embodiments, the anti-DR3 is A242.









TABLE 2







Non-Limiting Examples of anti-TL1A and anti-DR3 Antibodies









Antibody
HC Variable Domain
LC Variable Domain


Name
(SEQ ID NO)
(SEQ ID NO)





A100
215
216


A101
223
224


A102
231
232


A103
242
243


A104
252
253


A105
260
261


A106
271
275


A107
271
276


A108
271
277


A109
271
278


A110
271
279


A111
271
280


A112
271
281


A113
271
282


A114
272
275


A115
272
276


A116
272
277


A117
272
278


A118
272
279


A119
272
280


A120
272
281


A121
272
282


A122
273
275


A123
273
276


A124
273
277









A therapeutic agent may be used alone or in combination with an additional therapeutic agent. In some cases, an “additional therapeutic agent” as used herein is administered alone. The therapeutic agents may be administered together or sequentially. The combination therapies may be administered within the same day, or may be administered one or more days, weeks, months, or years apart. In some cases, a therapeutic agent provided herein is administered if the subject is determined to be non-responsive to a first line of therapy, e.g., such as TNF inhibitor. Such determination may be made by treatment with the first line therapy and monitoring of disease state and/or diagnostic determination that the subject would be non-responsive to the first line therapy.


In some embodiments, the additional therapeutic agent comprises an anti-TNF therapy, e.g., an anti-TNFα therapy. In some embodiments, the additional therapeutic agent comprises a second-line treatment to an anti-TNF therapy. In some embodiments, the additional therapeutic agent comprises an immunosuppressant, or a class of drugs that suppress, or reduce, the strength of the immune system. In some embodiments, the immunosuppressant is an antibody. Non-limiting examples of immunosuppressant therapeutic agents include STELARA® (ustekinumab) azathioprine (AZA), 6-mercaptopurine (6-MP), methotrexate, cyclosporin A. (CsA).


In some embodiments, the additional therapeutic agent comprises a selective anti-inflammatory drug, or a class of drugs that specifically target pro-inflammatory molecules in the body. In some embodiments, the anti-inflammatory drug comprises an antibody. In some embodiments, the anti-inflammatory drug comprises a small molecule. Non-limiting examples of anti-inflammatory drugs include ENTYVIO (vedolizumab), corticosteroids, aminosalicylates, mesalamine, balsalazide (Colazal) and olsalazine (Dipentum).


In some embodiments, the additional therapeutic agent comprises a stem cell therapy. The stem cell therapy may be embryonic or somatic stem cells. The stem cells may be isolated from a donor (allogeneic) or isolated from the subject (autologous). The stem cells may be expanded adipose-derived stem cells (eASCs), hematopoietic stem cells (HSCs), mesenchymal stem (stromal) cells (MSCs), or induced pluripotent stem cells (iPSCs) derived from the cells of the subject. In some embodiments, the therapeutic agent comprises Cx601/Alofisel® (darvadstrocel).


In some embodiments, the additional therapeutic agent comprises a small molecule. The small molecule may be used to treat inflammatory diseases or conditions, or fibrostenonic or fibrotic disease. Non-limiting examples of small molecules include Otezla® (apremilast), alicaforsen, or ozanimod (RPC-1063).


In some embodiments, the additional therapeutic agent comprises an agonist or antagonist Janus Kinase 1 (JAK1). Non-limiting examples of JAK1 inhibitors include Ruxolitinib (INCB018424), S-Ruxolitinib (INCB018424), Baricitinib (LY3009104, INCB028050), Filgotinib (GLPG0634), Momelotinib (CYT387), Cerdulatinib (PRT062070, PRT2070), LY2784544, NVP-BSK805, 2HC1, Tofacitinib (CP-690550,Tasocitinib), XL019, Pacritinib (SB1518), or ZM 39923 HCl.


Pharmaceutical Compositions, Formulations, and Methods of Administration


In one aspect, methods of treating a subject, e.g., a subject having a CD-PBmu subtype, monocyte 2 subtype, monocyte 1 subtype, or any combination thereof, involve administration of a pharmaceutical composition comprising a therapeutic agent described herein, e.g., a modulatory of expression and/or activity of a biomarker in Table 4 or Table 7B, or of a biomolecule in a pathway of a biomarker in Table 4 or Table 7B, in therapeutically effective amounts to said subject. In some embodiments, a therapeutic agent described herein is used in the preparation of medicaments for treating an inflammatory disease, such as Crohn's Disease.


In certain embodiments, the compositions containing the therapeutic agent described herein are administered for prophylactic and/or therapeutic treatments. In certain therapeutic applications, the compositions are administered to a patient already suffering from a disease or condition, in an amount sufficient to cure or at least partially arrest at least one of the symptoms of the disease or condition. Amounts effective for this use depend on the severity and course of the disease or condition, previous therapy, the patient's health status, weight, and response to the drugs, and the judgment of the treating physician. Therapeutically effective amounts are optionally determined by methods including, but not limited to, a dose escalation clinical trial. In some cases, a therapeutic agent is administered to a patient suffering from an inflammatory disease such as CD, and optionally comprises a CD-PBmu subtype and/or monocyte 1 or 2 subtype.


In prophylactic applications, compositions containing a therapeutic agent described herein are administered to a patient susceptible to or otherwise at risk of a particular disease, disorder or condition, e.g., an inflammatory disease. Such an amount is defined to be a “prophylactically effective amount or dose.” In this use, the precise amounts also depend on the patient's state of health, weight, and the like. When used in a patient, effective amounts for this use will depend on the severity and course of the disease, disorder or condition, previous therapy, the patient's health status and response to the drugs, and the judgment of the treating physician.


In certain embodiments wherein the patient's condition does not improve, upon the doctor's discretion the administration of therapeutic agent is administered chronically, that is, for an extended period of time, including throughout the duration of the patient's life in order to ameliorate or otherwise control or limit the symptoms of the patient's disease or condition.


In certain embodiments wherein a patient's status does improve, the dose of therapeutic agent being administered may be temporarily reduced or temporarily suspended for a certain length of time (i.e., a “drug holiday”). In specific embodiments, the length of the drug holiday is between 2 days and 1 year, including by way of example only, 2 days, 3 days, 4 days, 5 days, 6 days, 7 days, 10 days, 12 days, 15 days, 20 days, 28 days, or more than 28 days. The dose reduction during a drug holiday is, by way of example only, by 10%-100%, including by way of example only 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95%, and 100%.


In certain embodiments, the dose of drug being administered may be temporarily reduced or temporarily suspended for a certain length of time (i.e., a “drug diversion”). In specific embodiments, the length of the drug diversion is between 2 days and 1 year, including by way of example only, 2 days, 3 days, 4 days, 5 days, 6 days, 7 days, 10 days, 12 days, 15 days, 20 days, 28 days, or more than 28 days. The dose reduction during a drug diversion is, by way of example only, by 10%-100%, including by way of example only 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95%, and 100%. After a suitable length of time, the normal dosing schedule is optionally reinstated.


In some embodiments, once improvement of the patient's conditions has occurred, a maintenance dose is administered if necessary. Subsequently, in specific embodiments, the dosage or the frequency of administration, or both, is reduced, as a function of the symptoms, to a level at which the improved disease, disorder or condition is retained. In certain embodiments, however, the patient requires intermittent treatment on a long-term basis upon any recurrence of symptoms.


The amount of a given therapeutic agent that corresponds to such an amount varies depending upon factors such as the particular therapeutic agent, disease condition and its severity, the identity (e.g., weight, sex, age) of the subject in need of treatment, but can nevertheless be determined according to the particular circumstances surrounding the case, including, e.g., the specific agent being administered, the route of administration, the condition being treated, and the subject or host being treated. In general, however, doses employed for adult human treatment are typically in the range of 0.01 mg-5000 mg per day. In one aspect, doses employed for adult human treatment are from about 1 mg to about 1000 mg per day. In one embodiment, the desired dose is conveniently presented in a single dose or in divided doses administered simultaneously (or over a short period of time) or at appropriate intervals, for example as two, three, four or more sub-doses per day.


In some embodiments, as a patient is started on a regimen of a therapeutic agent, the patient is also weaned off (e.g., step-wise decrease in dose) a second treatment regimen.


In one embodiment, the daily dosages appropriate for a therapeutic agent herein are from about 0.01 to about 10 mg/kg per body weight. In specific embodiments, an indicated daily dosage in a large mammal, including, but not limited to, humans, is in the range from about 0.5 mg to about 1000 mg, conveniently administered in divided doses, including, but not limited to, up to four times a day. In some embodiments, the daily dosage is administered in extended release form. In certain embodiments, suitable unit dosage forms for oral administration comprise from about 1 to 500 mg active ingredient. In some embodiments, the daily dosage or the amount of active in the dosage form are lower or higher than the ranges indicated herein, based on a number of variables in regard to an individual treatment regime. In various embodiments, the daily and unit dosages are altered depending on a number of variables including, but not limited to, the activity of the therapeutic agent used, the disease or condition to be treated, the mode of administration, the requirements of the individual subject, the severity of the disease or condition being treated, and the judgment of the practitioner.


Toxicity and therapeutic efficacy of such therapeutic regimens are determined by standard pharmaceutical procedures in cell cultures or experimental animals, including, but not limited to, the determination of the LD50 and the ED50. The dose ratio between the toxic and therapeutic effects is the therapeutic index and it is expressed as the ratio between LD50 and ED50. In certain embodiments, the data obtained from cell culture assays and animal studies are used in formulating the therapeutically effective daily dosage range and/or the therapeutically effective unit dosage amount for use in mammals, including humans. In some embodiments, the daily dosage amount of the therapeutic agent described herein lies within a range of circulating concentrations that include the ED50 with minimal toxicity. In certain embodiments, the daily dosage range and/or the unit dosage amount varies within this range depending upon the dosage form employed and the route of administration utilized.


Disclosed herein are therapeutic agents formulated into pharmaceutical compositions. Pharmaceutical compositions are formulated in a conventional manner using one or more pharmaceutically acceptable inactive ingredients that facilitate processing of the active therapeutic agent into preparations that can be used pharmaceutically. Proper formulation is dependent upon the route of administration chosen. A summary of pharmaceutical compositions described herein can be found, for example, in Remington: The Science and Practice of Pharmacy, Nineteenth Ed (Easton, Pa.: Mack Publishing Company, 1995); Hoover, John E., Remington's Pharmaceutical Sciences, Mack Publishing Co., Easton, Pa. 1975; Liberman, H. A. and Lachman, L., Eds., Pharmaceutical Dosage Forms, Marcel Decker, New York, N.Y., 1980; and Pharmaceutical Dosage Forms and Drug Delivery Systems, Seventh Ed. (Lippincott Williams & Wilkins, 1999), herein incorporated by reference for such disclosure.


Provided herein are pharmaceutical compositions that include a therapeutic agent described herein, and at least one pharmaceutically acceptable inactive ingredient. In some embodiments, the therapeutic agents described herein are administered as pharmaceutical compositions in which the therapeutic agents are mixed with other active ingredients, as in combination therapy. In some embodiments, the pharmaceutical compositions include other medicinal or pharmaceutical agents, carriers, adjuvants, preserving, stabilizing, wetting or emulsifying agents, solution promoters, salts for regulating the osmotic pressure, and/or buffers. In some embodiments, the pharmaceutical compositions include other therapeutically valuable substances.


A pharmaceutical composition, as used herein, refers to a mixture of a therapeutic agent, with other chemical components (i.e. pharmaceutically acceptable inactive ingredients), such as carriers, excipients, binders, filling agents, suspending agents, flavoring agents, sweetening agents, disintegrating agents, dispersing agents, surfactants, lubricants, colorants, diluents, solubilizers, moistening agents, plasticizers, stabilizers, penetration enhancers, wetting agents, anti-foaming agents, antioxidants, preservatives, or one or more combination thereof. Optionally, the compositions include two or more therapeutic agent as discussed herein. In practicing the methods of treatment or use provided herein, therapeutically effective amounts of therapeutic agents described herein are administered in a pharmaceutical composition to a mammal having a disease, disorder, or condition to be treated, e.g., an inflammatory disease, fibrostenotic disease, and/or fibrotic disease. In some embodiments, the mammal is a human. A therapeutically effective amount can vary widely depending on the severity of the disease, the age and relative health of the subject, the potency of the therapeutic agent used and other factors. The therapeutic agents can be used singly or in combination with one or more therapeutic agents as components of mixtures.


The pharmaceutical formulations described herein are administered to a subject by appropriate administration routes, including but not limited to, oral, parenteral (e.g., intravenous, subcutaneous, intramuscular), intranasal, buccal, topical, or transdermal administration routes. The pharmaceutical formulations described herein include, but are not limited to, aqueous liquid dispersions, self-emulsifying dispersions, solid solutions, liposomal dispersions, aerosols, solid dosage forms, powders, immediate release formulations, controlled release formulations, fast melt formulations, tablets, capsules, pills, delayed release formulations, extended release formulations, pulsatile release formulations, multiparticulate formulations, and mixed immediate and controlled release formulations.


Pharmaceutical compositions including a therapeutic agent are manufactured in a conventional manner, such as, by way of example only, by means of conventional mixing, dissolving, granulating, dragee-making, levigating, emulsifying, encapsulating, entrapping or compression processes.


The pharmaceutical compositions may include at least a therapeutic agent as an active ingredient in free-acid or free-base form, or in a pharmaceutically acceptable salt form. In addition, the methods and pharmaceutical compositions described herein include the use of N-oxides (if appropriate), crystalline forms, amorphous phases, as well as active metabolites of these compounds having the same type of activity. In some embodiments, therapeutic agents exist in unsolvated form or in solvated forms with pharmaceutically acceptable solvents such as water, ethanol, and the like. The solvated forms of the therapeutic agents are also considered to be disclosed herein.


In some embodiments, a therapeutic agent exists as a tautomer. All tautomers are included within the scope of the agents presented herein. As such, it is to be understood that a therapeutic agent or a salt thereof may exhibit the phenomenon of tautomerism whereby two chemical compounds that are capable of facile interconversion by exchanging a hydrogen atom between two atoms, to either of which it forms a covalent bond. Since the tautomeric compounds exist in mobile equilibrium with each other they may be regarded as different isomeric forms of the same compound.


In some embodiments, a therapeutic agent exists as an enantiomer, diastereomer, or other steroisomeric form. The agents disclosed herein include all enantiomeric, diastereomeric, and epimeric forms as well as mixtures thereof.


In some embodiments, therapeutic agents described herein may be prepared as prodrugs. A “prodrug” refers to an agent that is converted into the parent drug in vivo. Prodrugs are often useful because, in some situations, they may be easier to administer than the parent drug. They may, for instance, be bioavailable by oral administration whereas the parent is not. The prodrug may also have improved solubility in pharmaceutical compositions over the parent drug. An example, without limitation, of a prodrug would be a therapeutic agent described herein, which is administered as an ester (the “prodrug”) to facilitate transmittal across a cell membrane where water solubility is detrimental to mobility but which then is metabolically hydrolyzed to the carboxylic acid, the active entity, once inside the cell where water-solubility is beneficial. A further example of a prodrug might be a short peptide (polyaminoacid) bonded to an acid group where the peptide is metabolized to reveal the active moiety. In certain embodiments, upon in vivo administration, a prodrug is chemically converted to the biologically, pharmaceutically or therapeutically active form of the therapeutic agent. In certain embodiments, a prodrug is enzymatically metabolized by one or more steps or processes to the biologically, pharmaceutically or therapeutically active form of the therapeutic agent.


Prodrug forms of the therapeutic agents, wherein the prodrug is metabolized in vivo to produce an agent as set forth herein are included within the scope of the claims. Prodrug forms of the herein described therapeutic agents, wherein the prodrug is metabolized in vivo to produce an agent as set forth herein are included within the scope of the claims. In some cases, some of the therapeutic agents described herein may be a prodrug for another derivative or active compound. In some embodiments described herein, hydrazones are metabolized in vivo to produce a therapeutic agent.


In certain embodiments, compositions provided herein include one or more preservatives to inhibit microbial activity. Suitable preservatives include mercury-containing substances such as merfen and thiomersal; stabilized chlorine dioxide; and quaternary ammonium compounds such as benzalkonium chloride, cetyltrimethylammonium bromide and cetylpyridinium chloride.


In some embodiments, formulations described herein benefit from antioxidants, metal chelating agents, thiol containing compounds and other general stabilizing agents. Examples of such stabilizing agents, include, but are not limited to: (a) about 0.5% to about 2% w/v glycerol, (b) about 0.1% to about 1% w/v methionine, (c) about 0.1% to about 2% w/v monothioglycerol, (d) about 1 mM to about 10 mM EDTA, (e) about 0.01% to about 2% w/v ascorbic acid, (f) 0.003% to about 0.02% w/v polysorbate 80, (g) 0.001% to about 0.05% w/v. polysorbate 20, (h) arginine, (i) heparin, (j) dextran sulfate, (k) cyclodextrins, (1) pentosan polysulfate and other heparinoids, (m) divalent cations such as magnesium and zinc; or (n) combinations thereof.


The pharmaceutical compositions described herein are formulated into any suitable dosage form, including but not limited to, aqueous oral dispersions, liquids, gels, syrups, elixirs, slurries, suspensions, solid oral dosage forms, aerosols, controlled release formulations, fast melt formulations, effervescent formulations, lyophilized formulations, tablets, powders, pills, dragees, capsules, delayed release formulations, extended release formulations, pulsatile release formulations, multiparticulate formulations, and mixed immediate release and controlled release formulations. In one aspect, a therapeutic agent as discussed herein, e.g., therapeutic agent is formulated into a pharmaceutical composition suitable for intramuscular, subcutaneous, or intravenous injection. In one aspect, formulations suitable for intramuscular, subcutaneous, or intravenous injection include physiologically acceptable sterile aqueous or non-aqueous solutions, dispersions, suspensions or emulsions, and sterile powders for reconstitution into sterile injectable solutions or dispersions. Examples of suitable aqueous and non-aqueous carriers, diluents, solvents, or vehicles include water, ethanol, polyols (propyleneglycol, polyethylene-glycol, glycerol, cremophor and the like), suitable mixtures thereof, vegetable oils (such as olive oil) and injectable organic esters such as ethyl oleate. Proper fluidity can be maintained, for example, by the use of a coating such as lecithin, by the maintenance of the required particle size in the case of dispersions, and by the use of surfactants. In some embodiments, formulations suitable for subcutaneous injection also contain additives such as preserving, wetting, emulsifying, and dispensing agents. Prevention of the growth of microorganisms can be ensured by various antibacterial and antifungal agents, such as parabens, chlorobutanol, phenol, sorbic acid, and the like. In some cases it is desirable to include isotonic agents, such as sugars, sodium chloride, and the like. Prolonged absorption of the injectable pharmaceutical form can be brought about by the use of agents delaying absorption, such as aluminum monostearate and gelatin.


For intravenous injections or drips or infusions, a therapeutic agent described herein is formulated in aqueous solutions, preferably in physiologically compatible buffers such as Hank's solution, Ringer's solution, or physiological saline buffer. For transmucosal administration, penetrants appropriate to the barrier to be permeated are used in the formulation. Such penetrants are generally known in the art. For other parenteral injections, appropriate formulations include aqueous or nonaqueous solutions, preferably with physiologically compatible buffers or excipients. Such excipients are known.


Parenteral injections may involve bolus injection or continuous infusion. Formulations for injection may be presented in unit dosage form, e.g., in ampoules or in multi-dose containers, with an added preservative. The pharmaceutical composition described herein may be in a form suitable for parenteral injection as a sterile suspensions, solutions or emulsions in oily or aqueous vehicles, and may contain formulatory agents such as suspending, stabilizing and/or dispersing agents. In one aspect, the active ingredient is in powder form for constitution with a suitable vehicle, e.g., sterile pyrogen-free water, before use.


For administration by inhalation, a therapeutic agent is formulated for use as an aerosol, a mist or a powder. Pharmaceutical compositions described herein are conveniently delivered in the form of an aerosol spray presentation from pressurized packs or a nebuliser, with the use of a suitable propellant, e.g., dichlorodifluoromethane, trichlorofluoromethane, dichlorotetrafluoroethane, carbon dioxide or other suitable gas. In the case of a pressurized aerosol, the dosage unit may be determined by providing a valve to deliver a metered amount. Capsules and cartridges of, such as, by way of example only, gelatin for use in an inhaler or insufflator may be formulated containing a powder mix of the therapeutic agent described herein and a suitable powder base such as lactose or starch.


Representative intranasal formulations are described in, for example, U.S. Pat. Nos. 4,476,116, 5,116,817 and 6,391,452. Formulations that include a therapeutic agent are prepared as solutions in saline, employing benzyl alcohol or other suitable preservatives, fluorocarbons, and/or other solubilizing or dispersing agents known in the art. See, for example, Ansel, H. C. et al., Pharmaceutical Dosage Forms and Drug Delivery Systems, Sixth Ed. (1995). Preferably these compositions and formulations are prepared with suitable nontoxic pharmaceutically acceptable ingredients. These ingredients are known to those skilled in the preparation of nasal dosage forms and some of these can be found in REMINGTON: THE SCIENCE AND PRACTICE OF PHARMACY, 21st edition, 2005. The choice of suitable carriers is dependent upon the exact nature of the nasal dosage form desired, e.g., solutions, suspensions, ointments, or gels. Nasal dosage forms generally contain large amounts of water in addition to the active ingredient. Minor amounts of other ingredients such as pH adjusters, emulsifiers or dispersing agents, preservatives, surfactants, gelling agents, or buffering and other stabilizing and solubilizing agents are optionally present. Preferably, the nasal dosage form should be isotonic with nasal secretions.


Pharmaceutical preparations for oral use are obtained by mixing one or more solid excipient with one or more of the therapeutic agents described herein, optionally grinding the resulting mixture, and processing the mixture of granules, after adding suitable auxiliaries, if desired, to obtain tablets or dragee cores. Suitable excipients include, for example, fillers such as sugars, including lactose, sucrose, mannitol, or sorbitol; cellulose preparations such as, for example, maize starch, wheat starch, rice starch, potato starch, gelatin, gum tragacanth, methylcellulose, microcrystalline cellulose, hydroxypropylmethylcellulose, sodium carboxymethylcellulose; or others such as: polyvinylpyrrolidone (PVP or povidone) or calcium phosphate. If desired, disintegrating agents are added, such as the cross-linked croscarmellose sodium, polyvinylpyrrolidone, agar, or alginic acid or a salt thereof such as sodium alginate. In some embodiments, dyestuffs or pigments are added to the tablets or dragee coatings for identification or to characterize different combinations of active therapeutic agent doses.


In some embodiments, pharmaceutical formulations of a therapeutic agent are in the form of a capsules, including push-fit capsules made of gelatin, as well as soft, sealed capsules made of gelatin and a plasticizer, such as glycerol or sorbitol. The push-fit capsules contain the active ingredients in admixture with filler such as lactose, binders such as starches, and/or lubricants such as talc or magnesium stearate and, optionally, stabilizers. In soft capsules, the active therapeutic agent is dissolved or suspended in suitable liquids, such as fatty oils, liquid paraffin, or liquid polyethylene glycols. In some embodiments, stabilizers are added. A capsule may be prepared, for example, by placing the bulk blend of the formulation of the therapeutic agent inside of a capsule. In some embodiments, the formulations (non-aqueous suspensions and solutions) are placed in a soft gelatin capsule. In other embodiments, the formulations are placed in standard gelatin capsules or non-gelatin capsules such as capsules comprising HPMC. In other embodiments, the formulation is placed in a sprinkle capsule, wherein the capsule is swallowed whole or the capsule is opened and the contents sprinkled on food prior to eating.


All formulations for oral administration are in dosages suitable for such administration. In one aspect, solid oral dosage forms are prepared by mixing a therapeutic agent with one or more of the following: antioxidants, flavoring agents, and carrier materials such as binders, suspending agents, disintegration agents, filling agents, surfactants, solubilizers, stabilizers, lubricants, wetting agents, and diluents. In some embodiments, the solid dosage forms disclosed herein are in the form of a tablet, (including a suspension tablet, a fast-melt tablet, a bite-disintegration tablet, a rapid-disintegration tablet, an effervescent tablet, or a caplet), a pill, a powder, a capsule, solid dispersion, solid solution, bioerodible dosage form, controlled release formulations, pulsatile release dosage forms, multiparticulate dosage forms, beads, pellets, granules. In other embodiments, the pharmaceutical formulation is in the form of a powder. Compressed tablets are solid dosage forms prepared by compacting the bulk blend of the formulations described above. In various embodiments, tablets will include one or more flavoring agents. In other embodiments, the tablets will include a film surrounding the final compressed tablet. In some embodiments, the film coating can provide a delayed release of a therapeutic agent from the formulation. In other embodiments, the film coating aids in patient compliance (e.g., Opadry® coatings or sugar coating). Film coatings including Opadry® typically range from about 1% to about 3% of the tablet weight. In some embodiments, solid dosage forms, e.g., tablets, effervescent tablets, and capsules, are prepared by mixing particles of a therapeutic agent with one or more pharmaceutical excipients to form a bulk blend composition. The bulk blend is readily subdivided into equally effective unit dosage forms, such as tablets, pills, and capsules. In some embodiments, the individual unit dosages include film coatings. These formulations are manufactured by conventional formulation techniques.


In another aspect, dosage forms include microencapsulated formulations. In some embodiments, one or more other compatible materials are present in the microencapsulation material. Exemplary materials include, but are not limited to, pH modifiers, erosion facilitators, anti-foaming agents, antioxidants, flavoring agents, and carrier materials such as binders, suspending agents, disintegration agents, filling agents, surfactants, solubilizers, stabilizers, lubricants, wetting agents, and diluents. Exemplary useful microencapsulation materials include, but are not limited to, hydroxypropyl cellulose ethers (HPC) such as Klucel® or Nisso HPC, low-substituted hydroxypropyl cellulose ethers (L-HPC), hydroxypropyl methyl cellulose ethers (HPMC) such as Seppifilm-LC, Pharmacoat®, Metolose SR, Methocel®-E, Opadry YS, PrimaFlo, Benecel MP824, and Benecel MP843, methylcellulose polymers such as Methocel®-A, hydroxypropylmethylcellulose acetate stearate Aqoat (HF-LS, HF-LG,HF-MS) and Metolose®, Ethylcelluloses (EC) and mixtures thereof such as E461, Ethocel®, Aqualon®-EC, Surelease®, Polyvinyl alcohol (PVA) such as Opadry AMB, hydroxyethylcelluloses such as Natrosol®, carboxymethylcelluloses and salts of carboxymethylcelluloses (CMC) such as Aqualon®-CMC, polyvinyl alcohol and polyethylene glycol co-polymers such as Kollicoat monoglycerides (Myverol), triglycerides (KLX), polyethylene glycols, modified food starch, acrylic polymers and mixtures of acrylic polymers with cellulose ethers such as Eudragit® EPO, Eudragit® L30D-55, Eudragit® FS 30D Eudragit® L100-55, Eudragit® L100, Eudragit® S100, Eudragit® RD100, Eudragit® E100, Eudragit® L12.5, Eudragit® S12.5, Eudragit® NE30D, and Eudragit® NE 40D, cellulose acetate phthalate, sepifilms such as mixtures of HPMC and stearic acid, cyclodextrins, and mixtures of these materials.


Liquid formulation dosage forms for oral administration are optionally aqueous suspensions selected from the group including, but not limited to, pharmaceutically acceptable aqueous oral dispersions, emulsions, solutions, elixirs, gels, and syrups. See, e.g., Singh et al., Encyclopedia of Pharmaceutical Technology, 2nd Ed., pp. 754-757 (2002). In addition to therapeutic agent the liquid dosage forms optionally include additives, such as: (a) disintegrating agents; (b) dispersing agents; (c) wetting agents; (d) at least one preservative, (e) viscosity enhancing agents, (f) at least one sweetening agent, and (g) at least one flavoring agent. In some embodiments, the aqueous dispersions further includes a crystal-forming inhibitor.


In some embodiments, the pharmaceutical formulations described herein are self-emulsifying drug delivery systems (SEDDS). Emulsions are dispersions of one immiscible phase in another, usually in the form of droplets. Generally, emulsions are created by vigorous mechanical dispersion. SEDDS, as opposed to emulsions or microemulsions, spontaneously form emulsions when added to an excess of water without any external mechanical dispersion or agitation. An advantage of SEDDS is that only gentle mixing is required to distribute the droplets throughout the solution. Additionally, water or the aqueous phase is optionally added just prior to administration, which ensures stability of an unstable or hydrophobic active ingredient. Thus, the SEDDS provides an effective delivery system for oral and parenteral delivery of hydrophobic active ingredients. In some embodiments, SEDDS provides improvements in the bioavailability of hydrophobic active ingredients. Methods of producing self-emulsifying dosage forms include, but are not limited to, for example, U.S. Pat. Nos. 5,858,401, 6,667,048, and 6,960,563.


Buccal formulations that include a therapeutic agent are administered using a variety of formulations known in the art. For example, such formulations include, but are not limited to, U.S. Pat. Nos. 4,229,447, 4,596,795, 4,755,386, and 5,739,136. In addition, the buccal dosage forms described herein can further include a bioerodible (hydrolysable) polymeric carrier that also serves to adhere the dosage form to the buccal mucosa. For buccal or sublingual administration, the compositions may take the form of tablets, lozenges, or gels formulated in a conventional manner.


For intravenous injections, a therapeutic agent is optionally formulated in aqueous solutions, preferably in physiologically compatible buffers such as Hank's solution, Ringer's solution, or physiological saline buffer. For transmucosal administration, penetrants appropriate to the barrier to be permeated are used in the formulation. For other parenteral injections, appropriate formulations include aqueous or nonaqueous solutions, preferably with physiologically compatible buffers or excipients.


Parenteral injections optionally involve bolus injection or continuous infusion. Formulations for injection are optionally presented in unit dosage form, e.g., in ampoules or in multi dose containers, with an added preservative. In some embodiments, a pharmaceutical composition described herein is in a form suitable for parenteral injection as a sterile suspensions, solutions or emulsions in oily or aqueous vehicles, and contain formulatory agents such as suspending, stabilizing and/or dispersing agents. Pharmaceutical formulations for parenteral administration include aqueous solutions of an agent that modulates the activity of a carotid body in water soluble form. Additionally, suspensions of an agent that modulates the activity of a carotid body are optionally prepared as appropriate, e.g., oily injection suspensions.


Conventional formulation techniques include, e.g., one or a combination of methods: (1) dry mixing, (2) direct compression, (3) milling, (4) dry or non-aqueous granulation, (5) wet granulation, or (6) fusion. Other methods include, e.g., spray drying, pan coating, melt granulation, granulation, fluidized bed spray drying or coating (e.g., wurster coating), tangential coating, top spraying, tableting, extruding and the like.


Suitable carriers for use in the solid dosage forms described herein include, but are not limited to, acacia, gelatin, colloidal silicon dioxide, calcium glycerophosphate, calcium lactate, maltodextrin, glycerine, magnesium silicate, sodium caseinate, soy lecithin, sodium chloride, tricalcium phosphate, dipotassium phosphate, sodium stearoyl lactylate, carrageenan, monoglyceride, diglyceride, pregelatinized starch, hydroxypropylmethylcellulose, hydroxypropylmethylcellulose acetate stearate, sucrose, microcrystalline cellulose, lactose, mannitol and the like.


Suitable filling agents for use in the solid dosage forms described herein include, but are not limited to, lactose, calcium carbonate, calcium phosphate, dibasic calcium phosphate, calcium sulfate, microcrystalline cellulose, cellulose powder, dextrose, dextrates, dextran, starches, pregelatinized starch, hydroxypropylmethycellulose (HPMC), hydroxypropylmethycellulose phthalate, hydroxypropylmethylcellulose acetate stearate (HPMCAS), sucrose, xylitol, lactitol, mannitol, sorbitol, sodium chloride, polyethylene glycol, and the like.


Suitable disintegrants for use in the solid dosage forms described herein include, but are not limited to, natural starch such as corn starch or potato starch, a pregelatinized starch, or sodium starch glycolate, a cellulose such as methylcrystalline cellulose, methylcellulose, microcrystalline cellulose, croscarmellose, or a cross-linked cellulose, such as cross-linked sodium carboxymethylcellulose, cross-linked carboxymethylcellulose, or cross-linked croscarmellose, a cross-linked starch such as sodium starch glycolate, a cross-linked polymer such as crospovidone, a cross-linked polyvinylpyrrolidone, alginate such as alginic acid or a salt of alginic acid such as sodium alginate, a gum such as agar, guar, locust bean, Karaya, pectin, or tragacanth, sodium starch glycolate, bentonite, sodium lauryl sulfate, sodium lauryl sulfate in combination starch, and the like.


Binders impart cohesiveness to solid oral dosage form formulations: for powder filled capsule formulation, they aid in plug formation that can be filled into soft or hard shell capsules and for tablet formulation, they ensure the tablet remaining intact after compression and help assure blend uniformity prior to a compression or fill step. Materials suitable for use as binders in the solid dosage forms described herein include, but are not limited to, carboxymethylcellulose, methylcellulose, hydroxypropylmethylcellulose, hydroxypropylmethylcellulose acetate stearate, hydroxyethylcellulose, hydroxypropylcellulose, ethylcellulose, and microcrystalline cellulose, microcrystalline dextrose, amylose, magnesium aluminum silicate, polysaccharide acids, bentonites, gelatin, polyvinylpyrrolidone/vinyl acetate copolymer, crospovidone, povidone, starch, pregelatinized starch, tragacanth, dextrin, a sugar, such as sucrose, glucose, dextrose, molasses, mannitol, sorbitol, xylitol, lactose, a natural or synthetic gum such as acacia, tragacanth, ghatti gum, mucilage of isapol husks, starch, polyvinylpyrrolidone, larch arabogalactan, polyethylene glycol, waxes, sodium alginate, and the like.


In general, binder levels of 20-70% are used in powder-filled gelatin capsule formulations. Binder usage level in tablet formulations varies whether direct compression, wet granulation, roller compaction, or usage of other excipients such as fillers which itself can act as moderate binder. Binder levels of up to 70% in tablet formulations is common.


Suitable lubricants or glidants for use in the solid dosage forms described herein include, but are not limited to, stearic acid, calcium hydroxide, talc, corn starch, sodium stearyl fumerate, alkali-metal and alkaline earth metal salts, such as aluminum, calcium, magnesium, zinc, stearic acid, sodium stearates, magnesium stearate, zinc stearate, waxes, Stearowet®, boric acid, sodium benzoate, sodium acetate, sodium chloride, leucine, a polyethylene glycol or a methoxypolyethylene glycol such as Carbowax™ PEG 4000, PEG 5000, PEG 6000, propylene glycol, sodium oleate, glyceryl behenate, glyceryl palmitostearate, glyceryl benzoate, magnesium or sodium lauryl sulfate, and the like.


Suitable diluents for use in the solid dosage forms described herein include, but are not limited to, sugars (including lactose, sucrose, and dextrose), polysaccharides (including dextrates and maltodextrin), polyols (including mannitol, xylitol, and sorbitol), cyclodextrins and the like.


Suitable wetting agents for use in the solid dosage forms described herein include, for example, oleic acid, glyceryl monostearate, sorbitan monooleate, sorbitan monolaurate, triethanolamine oleate, polyoxyethylene sorbitan monooleate, polyoxyethylene sorbitan monolaurate, quaternary ammonium compounds (e.g., Polyquat 10®), sodium oleate, sodium lauryl sulfate, magnesium stearate, sodium docusate, triacetin, vitamin E TPGS and the like.


Suitable surfactants for use in the solid dosage forms described herein include, for example, sodium lauryl sulfate, sorbitan monooleate, polyoxyethylene sorbitan monooleate, polysorbates, polaxomers, bile salts, glyceryl monostearate, copolymers of ethylene oxide and propylene oxide, e.g., Pluronic® (BASF), and the like.


Suitable suspending agents for use in the solid dosage forms described here include, but are not limited to, polyvinylpyrrolidone, e.g., polyvinylpyrrolidone K12, polyvinylpyrrolidone K17, polyvinylpyrrolidone K25, or polyvinylpyrrolidone K30, polyethylene glycol, e.g., the polyethylene glycol can have a molecular weight of about 300 to about 6000, or about 3350 to about 4000, or about 7000 to about 5400, vinyl pyrrolidone/vinyl acetate copolymer (S630), sodium carboxymethylcellulose, methylcellulose, hydroxy-propylmethylcellulose, polysorbate-80, hydroxyethylcellulose, sodium alginate, gums, such as, e.g., gum tragacanth and gum acacia, guar gum, xanthans, including xanthan gum, sugars, cellulosics, such as, e.g., sodium carboxymethylcellulose, methylcellulose, sodium carboxymethylcellulose, hydroxypropylmethylcellulose, hydroxyethylcellulose, polysorbate-80, sodium alginate, polyethoxylated sorbitan monolaurate, polyethoxylated sorbitan monolaurate, povidone and the like.


Suitable antioxidants for use in the solid dosage forms described herein include, for example, e.g., butylated hydroxytoluene (BHT), sodium ascorbate, and tocopherol.


It should be appreciated that there is considerable overlap between additives used in the solid dosage forms described herein. Thus, the above-listed additives should be taken as merely exemplary, and not limiting, of the types of additives that can be included in solid dosage forms of the pharmaceutical compositions described herein. The amounts of such additives can be readily determined by one skilled in the art, according to the particular properties desired.


In various embodiments, the particles of a therapeutic agents and one or more excipients are dry blended and compressed into a mass, such as a tablet, having a hardness sufficient to provide a pharmaceutical composition that substantially disintegrates within less than about 30 minutes, less than about 35 minutes, less than about 40 minutes, less than about 45 minutes, less than about 50 minutes, less than about 55 minutes, or less than about 60 minutes, after oral administration, thereby releasing the formulation into the gastrointestinal fluid.


In other embodiments, a powder including a therapeutic agent is formulated to include one or more pharmaceutical excipients and flavors. Such a powder is prepared, for example, by mixing the therapeutic agent and optional pharmaceutical excipients to form a bulk blend composition. Additional embodiments also include a suspending agent and/or a wetting agent. This bulk blend is uniformly subdivided into unit dosage packaging or multi-dosage packaging units.


In still other embodiments, effervescent powders are also prepared. Effervescent salts have been used to disperse medicines in water for oral administration.


In some embodiments, the pharmaceutical dosage forms are formulated to provide a controlled release of a therapeutic agent. Controlled release refers to the release of the therapeutic agent from a dosage form in which it is incorporated according to a desired profile over an extended period of time. Controlled release profiles include, for example, sustained release, prolonged release, pulsatile release, and delayed release profiles. In contrast to immediate release compositions, controlled release compositions allow delivery of an agent to a subject over an extended period of time according to a predetermined profile. Such release rates can provide therapeutically effective levels of agent for an extended period of time and thereby provide a longer period of pharmacologic response while minimizing side effects as compared to conventional rapid release dosage forms. Such longer periods of response provide for many inherent benefits that are not achieved with the corresponding short acting, immediate release preparations.


In some embodiments, the solid dosage forms described herein are formulated as enteric coated delayed release oral dosage forms, i.e., as an oral dosage form of a pharmaceutical composition as described herein which utilizes an enteric coating to affect release in the small intestine or large intestine. In one aspect, the enteric coated dosage form is a compressed or molded or extruded tablet/mold (coated or uncoated) containing granules, powder, pellets, beads or particles of the active ingredient and/or other composition components, which are themselves coated or uncoated. In one aspect, the enteric coated oral dosage form is in the form of a capsule containing pellets, beads or granules, which include a therapeutic agent that are coated or uncoated.


Any coatings should be applied to a sufficient thickness such that the entire coating does not dissolve in the gastrointestinal fluids at pH below about 5, but does dissolve at pH about 5 and above. Coatings are typically selected from any of the following: Shellac—this coating dissolves in media of pH>7; Acrylic polymers—examples of suitable acrylic polymers include methacrylic acid copolymers and ammonium methacrylate copolymers. The Eudragit series E, L, S, RL, RS and NE (Rohm Pharma) are available as solubilized in organic solvent, aqueous dispersion, or dry powders. The Eudragit series RL, NE, and RS are insoluble in the gastrointestinal tract but are permeable and are used primarily for colonic targeting. The Eudragit series E dissolve in the stomach. The Eudragit series L, L-30D and S are insoluble in stomach and dissolve in the intestine; Poly Vinyl Acetate Phthalate (PVAP)—PVAP dissolves in pH>5, and it is much less permeable to water vapor and gastric fluids. Conventional coating techniques such as spray or pan coating are employed to apply coatings. The coating thickness must be sufficient to ensure that the oral dosage form remains intact until the desired site of topical delivery in the intestinal tract is reached.


In other embodiments, the formulations described herein are delivered using a pulsatile dosage form. A pulsatile dosage form is capable of providing one or more immediate release pulses at predetermined time points after a controlled lag time or at specific sites. Exemplary pulsatile dosage forms and methods of their manufacture are disclosed in U.S. Pat. Nos. 5,011,692, 5,017,381, 5,229,135, 5,840,329 and 5,837,284. In one embodiment, the pulsatile dosage form includes at least two groups of particles, (i.e. multiparticulate) each containing the formulation described herein. The first group of particles provides a substantially immediate dose of a therapeutic agent upon ingestion by a mammal. The first group of particles can be either uncoated or include a coating and/or sealant. In one aspect, the second group of particles comprises coated particles. The coating on the second group of particles provides a delay of from about 2 hours to about 7 hours following ingestion before release of the second dose. Suitable coatings for pharmaceutical compositions are described herein or known in the art.


In some embodiments, pharmaceutical formulations are provided that include particles of a therapeutic agent and at least one dispersing agent or suspending agent for oral administration to a subject. The formulations may be a powder and/or granules for suspension, and upon admixture with water, a substantially uniform suspension is obtained.


In some embodiments, particles formulated for controlled release are incorporated in a gel or a patch or a wound dressing.


In one aspect, liquid formulation dosage forms for oral administration and/or for topical administration as a wash are in the form of aqueous suspensions selected from the group including, but not limited to, pharmaceutically acceptable aqueous oral dispersions, emulsions, solutions, elixirs, gels, and syrups. See, e.g., Singh et al., Encyclopedia of Pharmaceutical Technology, 2nd Ed., pp. 754-757 (2002). In addition to the particles of a therapeutic agent, the liquid dosage forms include additives, such as: (a) disintegrating agents; (b) dispersing agents; (c) wetting agents; (d) at least one preservative, (e) viscosity enhancing agents, (f) at least one sweetening agent, and (g) at least one flavoring agent. In some embodiments, the aqueous dispersions can further include a crystalline inhibitor.


In some embodiments, the liquid formulations also include inert diluents commonly used in the art, such as water or other solvents, solubilizing agents, and emulsifiers. Exemplary emulsifiers are ethyl alcohol, isopropyl alcohol, ethyl carbonate, ethyl acetate, benzyl alcohol, benzyl benzoate, propyleneglycol, 1,3-butyleneglycol, dimethylformamide, sodium lauryl sulfate, sodium doccusate, cholesterol, cholesterol esters, taurocholic acid, phosphotidylcholine, oils, such as cottonseed oil, groundnut oil, corn germ oil, olive oil, castor oil, and sesame oil, glycerol, tetrahydrofurfuryl alcohol, polyethylene glycols, fatty acid esters of sorbitan, or mixtures of these substances, and the like.


Furthermore, pharmaceutical compositions optionally include one or more pH adjusting agents or buffering agents, including acids such as acetic, boric, citric, lactic, phosphoric and hydrochloric acids; bases such as sodium hydroxide, sodium phosphate, sodium borate, sodium citrate, sodium acetate, sodium lactate and tris-hydroxymethylaminomethane; and buffers such as citrate/dextrose, sodium bicarbonate and ammonium chloride. Such acids, bases and buffers are included in an amount required to maintain pH of the composition in an acceptable range.


Additionally, pharmaceutical compositions optionally include one or more salts in an amount required to bring osmolality of the composition into an acceptable range. Such salts include those having sodium, potassium or ammonium cations and chloride, citrate, ascorbate, borate, phosphate, bicarbonate, sulfate, thiosulfate or bisulfite anions; suitable salts include sodium chloride, potassium chloride, sodium thiosulfate, sodium bisulfite and ammonium sulfate.


Other pharmaceutical compositions optionally include one or more preservatives to inhibit microbial activity. Suitable preservatives include mercury-containing substances such as merfen and thiomersal; stabilized chlorine dioxide; and quaternary ammonium compounds such as benzalkonium chloride, cetyltrimethylammonium bromide and cetylpyridinium chloride.


In one embodiment, the aqueous suspensions and dispersions described herein remain in a homogenous state, as defined in The USP Pharmacists' Pharmacopeia (2005 edition, chapter 905), for at least 4 hours. In one embodiment, an aqueous suspension is re-suspended into a homogenous suspension by physical agitation lasting less than 1 minute. In still another embodiment, no agitation is necessary to maintain a homogeneous aqueous dispersion.


Examples of disintegrating agents for use in the aqueous suspensions and dispersions include, but are not limited to, a starch, e.g., a natural starch such as corn starch or potato starch, a pregelatinized starch, or sodium starch glycolate; a cellulose such as methylcrystalline cellulose, methylcellulose, croscarmellose, or a cross-linked cellulose, such as cross-linked sodium carboxymethylcellulose, cross-linked carboxymethylcellulose, or cross-linked croscarmellose; a cross-linked starch such as sodium starch glycolate; a cross-linked polymer such as crospovidone; a cross-linked polyvinylpyrrolidone; alginate such as alginic acid or a salt of alginic acid such as sodium alginate; a gum such as agar, guar, locust bean, Karaya, pectin, or tragacanth; sodium starch glycolate; bentonite; a natural sponge; a surfactant; a resin such as a cation-exchange resin; citrus pulp; sodium lauryl sulfate; sodium lauryl sulfate in combination starch; and the like.


In some embodiments, the dispersing agents suitable for the aqueous suspensions and dispersions described herein include, for example, hydrophilic polymers, electrolytes, Tween® 60 or 80, PEG, polyvinylpyrrolidone, and the carbohydrate-based dispersing agents such as, for example, hydroxypropylcellulose and hydroxypropyl cellulose ethers, hydroxypropyl methylcellulose and hydroxypropyl methylcellulose ethers, carboxymethylcellulose sodium, methylcellulose, hydroxyethylcellulose, hydroxypropylmethyl-cellulose phthalate, hydroxypropylmethyl-cellulose acetate stearate, noncrystalline cellulose, magnesium aluminum silicate, triethanolamine, polyvinyl alcohol (PVA), polyvinylpyrrolidone/vinyl acetate copolymer, 4-(1,1,3,3-tetramethylbutyl)-phenol polymer with ethylene oxide and formaldehyde (also known as tyloxapol), poloxamers; and poloxamines. In other embodiments, the dispersing agent is selected from a group not comprising one of the following agents: hydrophilic polymers; electrolytes; Tween® 60 or 80; PEG; polyvinylpyrrolidone (PVP); hydroxypropylcellulose and hydroxypropyl cellulose ethers; hydroxypropyl methylcellulose and hydroxypropyl methylcellulose ethers; carboxymethylcellulose sodium; methylcellulose; hydroxyethylcellulose; hydroxypropylmethyl-cellulose phthalate; hydroxypropylmethyl-cellulose acetate stearate; non-crystalline cellulose; magnesium aluminum silicate; triethanolamine; polyvinyl alcohol (PVA); 4-(1,1,3,3-tetramethylbutyl)-phenol polymer with ethylene oxide and formaldehyde; poloxamers; or poloxamines.


Wetting agents suitable for the aqueous suspensions and dispersions described herein include, but are not limited to, cetyl alcohol, glycerol monostearate, polyoxyethylene sorbitan fatty acid esters (e.g., the commercially available Tweens® such as e.g., Tween 20® and Tween 80®, and polyethylene glycols, oleic acid, glyceryl monostearate, sorbitan monooleate, sorbitan monolaurate, triethanolamine oleate, polyoxyethylene sorbitan monooleate, polyoxyethylene sorbitan monolaurate, sodium oleate, sodium lauryl sulfate, sodium docusate, triacetin, vitamin E TPGS, sodium taurocholate, simethicone, phosphotidylcholine and the like.


Suitable preservatives for the aqueous suspensions or dispersions described herein include, for example, potassium sorbate, parabens (e.g., methylparaben and propylparaben), benzoic acid and its salts, other esters of parahydroxybenzoic acid such as butylparaben, alcohols such as ethyl alcohol or benzyl alcohol, phenolic compounds such as phenol, or quaternary compounds such as benzalkonium chloride. Preservatives, as used herein, are incorporated into the dosage form at a concentration sufficient to inhibit microbial growth.


Suitable viscosity enhancing agents for the aqueous suspensions or dispersions described herein include, but are not limited to, methyl cellulose, xanthan gum, carboxymethyl cellulose, hydroxypropyl cellulose, hydroxypropylmethyl cellulose, Plasdon® S-630, carbomer, polyvinyl alcohol, alginates, acacia, chitosans and combinations thereof. The concentration of the viscosity enhancing agent will depend upon the agent selected and the viscosity desired.


Examples of sweetening agents suitable for the aqueous suspensions or dispersions described herein include, for example, acacia syrup, acesulfame K, alitame, aspartame, chocolate, cinnamon, citrus, cocoa, cyclamate, dextrose, fructose, ginger, glycyrrhetinate, Glycyrrhiza (licorice) syrup, monoammonium glyrrhizinate (MagnaSweet®), malitol, mannitol, menthol, neohesperidine DC, neotame, Prosweet® Powder, saccharin, sorbitol, Stevia, sucralose, sucrose, sodium saccharin, saccharin, aspartame, acesulfame potassium, mannitol, sucralose, tagatose, thaumatin, vanilla, xylitol, or any combination thereof.


In some embodiments, a therapeutic agent is prepared as transdermal dosage form. In some embodiments, the transdermal formulations described herein include at least three components: (1) a therapeutic agent; (2) a penetration enhancer; and (3) an optional aqueous adjuvant. In some embodiments the transdermal formulations include additional components such as, but not limited to, gelling agents, creams and ointment bases, and the like. In some embodiments, the transdermal formulation is presented as a patch or a wound dressing. In some embodiments, the transdermal formulation further include a woven or non-woven backing material to enhance absorption and prevent the removal of the transdermal formulation from the skin. In other embodiments, the transdermal formulations described herein can maintain a saturated or supersaturated state to promote diffusion into the skin.


In one aspect, formulations suitable for transdermal administration of a therapeutic agent described herein employ transdermal delivery devices and transdermal delivery patches and can be lipophilic emulsions or buffered, aqueous solutions, dissolved and/or dispersed in a polymer or an adhesive. In one aspect, such patches are constructed for continuous, pulsatile, or on demand delivery of pharmaceutical agents. Still further, transdermal delivery of the therapeutic agents described herein can be accomplished by means of iontophoretic patches and the like. In one aspect, transdermal patches provide controlled delivery of a therapeutic agent. In one aspect, transdermal devices are in the form of a bandage comprising a backing member, a reservoir containing the therapeutic agent optionally with carriers, optionally a rate controlling barrier to deliver the therapeutic agent to the skin of the host at a controlled and predetermined rate over a prolonged period of time, and means to secure the device to the skin.


In further embodiments, topical formulations include gel formulations (e.g., gel patches which adhere to the skin). In some of such embodiments, a gel composition includes any polymer that forms a gel upon contact with the body (e.g., gel formulations comprising hyaluronic acid, pluronic polymers, poly(lactic-co-glycolic acid (PLGA)-based polymers or the like). In some forms of the compositions, the formulation comprises a low-melting wax such as, but not limited to, a mixture of fatty acid glycerides, optionally in combination with cocoa butter which is first melted. Optionally, the formulations further comprise a moisturizing agent.


In certain embodiments, delivery systems for pharmaceutical therapeutic agents may be employed, such as, for example, liposomes and emulsions. In certain embodiments, compositions provided herein can also include an mucoadhesive polymer, selected from among, for example, carboxymethylcellulose, carbomer (acrylic acid polymer), poly(methylmethacrylate), polyacrylamide, polycarbophil, acrylic acid/butyl acrylate copolymer, sodium alginate and dextran.


In some embodiments, a therapeutic agent described herein may be administered topically and can be formulated into a variety of topically administrable compositions, such as solutions, suspensions, lotions, gels, pastes, medicated sticks, balms, creams or ointments. Such pharmaceutical therapeutic agents can contain solubilizers, stabilizers, tonicity enhancing agents, buffers and preservatives.


Kits

The disclosure also provides kits for detecting expression of one or more genes in Table 1A or Table 7A. Exemplary kits include nucleic acids configured for specific hybridization to one or more genes in Table 1A or Table 7A. In some cases a kit comprises a plurality of such nucleic acids immobilized on a substrate, such as a microarray, welled plate, chip, or other material suitable for microfluidic processing.


In some embodiments, the kit includes nucleic acid and/or polypeptide isolation reagents. In some embodiments, the kit includes one or more detection reagents, for example probes and/or primers for amplification of, or hybridization to, a gene in Table 1A or Table 7A. In some embodiments, the kit includes primers and probes for control genes, such as housekeeping genes. In some embodiments, the primers and probes for control genes are used, for example, in AG calculations. In some embodiments, the probes or primers are labeled with an enzymatic, florescent, or radionuclide label.


In some instances, a kit comprises a nucleic acid polymer (e.g., primer and/or probe) comprising at least about 10 contiguous nucleobases having at least about 70%, 80%, 85%, 90%, 91%, 92%, 93%, 94%, 95%, 96%, 97%, 98% or 99% sequence identity or homology to a biomarker of Table 1A or Table 7A.


In some embodiments, kits include a carrier, package, or container that is compartmentalized to receive one or more containers such as vials, tubes, and the like, each of the container(s) including one of the separate elements to be used in a method described herein. Suitable containers include, for example, bottles, vials, syringes, and test tubes. In other embodiments, the containers are formed from a variety of materials such as glass or plastic.


In some embodiments, a kit includes one or more additional containers, each with one or more of various materials (such as reagents, optionally in concentrated form, and/or devices) desirable from a commercial and user standpoint for use of described herein. Non-limiting examples of such materials include, but not limited to, buffers, primers, enzymes, diluents, filters, carrier, package, container, vial and/or tube labels listing contents and/or instructions for use and package inserts with instructions for use. A set of instructions is optionally included. In a further embodiment, a label is on or associated with the container. In yet a further embodiment, a label is on a container when letters, numbers or other characters forming the label are attached, molded or etched into the container itself; a label is associated with a container when it is present within a receptacle or carrier that also holds the container, e.g., as a package insert. In other embodiments a label is used to indicate that the contents are to be used for a specific therapeutic application. In yet another embodiment, a label also indicates directions for use of the contents, such as in the methods described herein.


Systems

Disclosed herein, in some embodiments, is a system for detecting a particular subtype of IBD or CD in a subject. In some embodiments, the subtype is CD-PBmu. In some embodiments, the subtype is CD PBT. In some embodiments, the subtype is monocyte 2 subtype. In some embodiments, the subtype is monocyte 1 subtype. The system is configured to implement the methods described in this disclosure, including, but not limited to, detecting the presence of a particular CD subtype to determine whether the subject is suitable for treatment with a particular therapy.


In some embodiments, disclosed herein is a system for detecting a IBD subtype in a subject, comprising: (a) a computer processing device, optionally connected to a computer network; and (b) a software module executed by the computer processing device to analyze a target nucleic acid sequence of a transcriptomic profile in a sample from a subject. In some instances, the system comprises a central processing unit (CPU), memory (e.g., random access memory, flash memory), electronic storage unit, computer program, communication interface to communicate with one or more other systems, and any combination thereof. In some instances, the system is coupled to a computer network, for example, the Internet, intranet, and/or extranet that is in communication with the Internet, a telecommunication, or data network. In some embodiments, the system comprises a storage unit to store data and information regarding any aspect of the methods described in this disclosure. Various aspects of the system are a product or article or manufacture.


One feature of a computer program includes a sequence of instructions, executable in the digital processing device's CPU, written to perform a specified task. In some embodiments, computer readable instructions are implemented as program modules, such as functions, features, Application Programming Interfaces (APIs), data structures, and the like, that perform particular tasks or implement particular abstract data types. In light of the disclosure provided herein, those of skill in the art will recognize that a computer program may be written in various versions of various languages.


The functionality of the computer readable instructions are combined or distributed as desired in various environments. In some instances, a computer program comprises one sequence of instructions or a plurality of sequences of instructions. A computer program may be provided from one location. A computer program may be provided from a plurality of locations. In some embodiment, a computer program includes one or more software modules. In some embodiments, a computer program includes, in part or in whole, one or more web applications, one or more mobile applications, one or more standalone applications, one or more web browser plug-ins, extensions, add-ins, or add-ons, or combinations thereof


Web Application

In some embodiments, a computer program includes a web application. In light of the disclosure provided herein, those of skill in the art will recognize that a web application may utilize one or more software frameworks and one or more database systems. A web application, for example, is created upon a software framework such as Microsoft®.NET or Ruby on Rails (RoR). A web application, in some instances, utilizes one or more database systems including, by way of non-limiting examples, relational, non-relational, feature oriented, associative, and XML database systems. Suitable relational database systems include, by way of non-limiting examples, Microsoft® SQL Server, mySQL™, and Oracle®. Those of skill in the art will also recognize that a web application may be written in one or more versions of one or more languages. In some embodiments, a web application is written in one or more markup languages, presentation definition languages, client-side scripting languages, server-side coding languages, database query languages, or combinations thereof. In some embodiments, a web application is written to some extent in a markup language such as Hypertext Markup Language (HTML), Extensible Hypertext Markup Language (XHTML), or eXtensible Markup Language (XML). In some embodiments, a web application is written to some extent in a presentation definition language such as Cascading Style Sheets (CSS). In some embodiments, a web application is written to some extent in a client-side scripting language such as Asynchronous Javascript and XML (AJAX), Flash® Actionscript, Javascript, or Silverlight®. In some embodiments, a web application is written to some extent in a server-side coding language such as Active Server Pages (ASP), ColdFusion®, Perl, Java™, JavaServer Pages (JSP), Hypertext Preprocessor (PHP), Python™, Ruby, Tcl, Smalltalk, WebDNA®, or Groovy. In some embodiments, a web application is written to some extent in a database query language such as Structured Query Language (SQL). A web application may integrate enterprise server products such as IBM® Lotus Domino®. A web application may include a media player element. A media player element may utilize one or more of many suitable multimedia technologies including, by way of non-limiting examples, Adobe® Flash®, HTML 5, Apple® QuickTime®, Microsoft® Silverlight®, Java™, and Unity®.


Mobile Application

In some instances, a computer program includes a mobile application provided to a mobile digital processing device. The mobile application may be provided to a mobile digital processing device at the time it is manufactured. The mobile application may be provided to a mobile digital processing device via the computer network described herein.


A mobile application is created by techniques known to those of skill in the art using hardware, languages, and development environments known to the art. Those of skill in the art will recognize that mobile applications may be written in several languages. Suitable programming languages include, by way of non-limiting examples, C, C++, C#, Featureive-C, Java™, Javascript, Pascal, Feature Pascal, Python™, Ruby, VB.NET, WML, and XHTML/HTML with or without CSS, or combinations thereof.


Suitable mobile application development environments are available from several sources. Commercially available development environments include, by way of non-limiting examples, AirplaySDK, alcheMo, Appcelerator®, Celsius, Bedrock, Flash Lite, .NET Compact Framework, Rhomobile, and WorkLight Mobile Platform. Other development environments may be available without cost including, by way of non-limiting examples, Lazarus, MobiFlex, MoSync, and Phonegap. Also, mobile device manufacturers distribute software developer kits including, by way of non-limiting examples, iPhone and iPad (iOS) SDK, Android™ SDK, BlackBerry® SDK, BREW SDK, Palm® OS SDK, Symbian SDK, webOS SDK, and Windows® Mobile SDK.


Those of skill in the art will recognize that several commercial forums are available for distribution of mobile applications including, by way of non-limiting examples, Apple® App Store, Android™ Market, BlackBerry® App World, App Store for Palm devices, App Catalog for webOS, Windows® Marketplace for Mobile, Ovi Store for Nokia® devices, Samsung® Apps, and Nintendo® DSi Shop.


Standalone Application


In some embodiments, a computer program includes a standalone application, which is a program that may be run as an independent computer process, not an add-on to an existing process, e.g., not a plug-in. Those of skill in the art will recognize that standalone applications are sometimes compiled. In some instances, a compiler is a computer program(s) that transforms source code written in a programming language into binary feature code such as assembly language or machine code. Suitable compiled programming languages include, by way of non-limiting examples, C, C++, Featureive-C, COBOL, Delphi, Eiffel, Java™, Lisp, Python™, Visual Basic, and VB NET, or combinations thereof. Compilation may be often performed, at least in part, to create an executable program. In some instances, a computer program includes one or more executable complied applications.


Web Browser Plug-in


A computer program, in some aspects, includes a web browser plug-in. In computing, a plug-in, in some instances, is one or more software components that add specific functionality to a larger software application. Makers of software applications may support plug-ins to enable third-party developers to create abilities which extend an application, to support easily adding new features, and to reduce the size of an application. When supported, plug-ins enable customizing the functionality of a software application. For example, plug-ins are commonly used in web browsers to play video, generate interactivity, scan for viruses, and display particular file types. Those of skill in the art will be familiar with several web browser plug-ins including, Adobe® Flash® Player, Microsoft® Silverlight®, and Apple® QuickTime®. The toolbar may comprise one or more web browser extensions, add-ins, or add-ons. The toolbar may comprise one or more explorer bars, tool bands, or desk bands.


In view of the disclosure provided herein, those of skill in the art will recognize that several plug-in frameworks are available that enable development of plug-ins in various programming languages, including, by way of non-limiting examples, C++, Delphi, Java™, PHP, Python™, and VB .NET, or combinations thereof.


In some embodiments, Web browsers (also called Internet browsers) are software applications, designed for use with network-connected digital processing devices, for retrieving, presenting, and traversing information resources on the World Wide Web. Suitable web browsers include, by way of non-limiting examples, Microsoft® Internet Explorer®, Mozilla® Firefox®, Google® Chrome, Apple® Safari®, Opera Software® Opera®, and KDE Konqueror. The web browser, in some instances, is a mobile web browser. Mobile web browsers (also called mircrobrowsers, mini-browsers, and wireless browsers) may be designed for use on mobile digital processing devices including, by way of non-limiting examples, handheld computers, tablet computers, netbook computers, subnotebook computers, smartphones, music players, personal digital assistants (PDAs), and handheld video game systems. Suitable mobile web browsers include, by way of non-limiting examples, Google Android® browser, RIM BlackBerry® Browser, Apple® Safari®, Palm® Blazer, Palm® WebOS® Browser, Mozilla® Firefox® for mobile, Microsoft® Internet Explorer® Mobile, Amazon® Kindle® Basic Web, Nokia® Browser, Opera Software® Opera® Mobile, and Sony® PSP™ browser.


Software Modules


The medium, method, and system disclosed herein comprise one or more softwares, servers, and database modules, or use of the same. In view of the disclosure provided herein, software modules may be created by techniques known to those of skill in the art using machines, software, and languages known to the art. The software modules disclosed herein may be implemented in a multitude of ways. In some embodiments, a software module comprises a file, a section of code, a programming feature, a programming structure, or combinations thereof. A software module may comprise a plurality of files, a plurality of sections of code, a plurality of programming features, a plurality of programming structures, or combinations thereof. By way of non-limiting examples, the one or more software modules comprise a web application, a mobile application, and/or a standalone application. Software modules may be in one computer program or application. Software modules may be in more than one computer program or application. Software modules may be hosted on one machine. Software modules may be hosted on more than one machine. Software modules may be hosted on cloud computing platforms. Software modules may be hosted on one or more machines in one location. Software modules may be hosted on one or more machines in more than one location.


Databases


The medium, method, and system disclosed herein comprise one or more databases, or use of the same. In view of the disclosure provided herein, those of skill in the art will recognize that many databases are suitable for storage and retrieval of geologic profile, operator activities, division of interest, and/or contact information of royalty owners. Suitable databases include, by way of non-limiting examples, relational databases, non-relational databases, feature oriented databases, feature databases, entity-relationship model databases, associative databases, and XML databases. In some embodiments, a database is internet-based. In some embodiments, a database is web-based. In some embodiments, a database is cloud computing-based. A database may be based on one or more local computer storage devices.


Data Transmission


The subject matter described herein, including methods for detecting a particular CD subtype, are configured to be performed in one or more facilities at one or more locations. Facility locations are not limited by country and include any country or territory. In some instances, one or more steps are performed in a different country than another step of the method. In some instances, one or more steps for obtaining a sample are performed in a different country than one or more steps for detecting the presence or absence of a particular CD subtype from a sample. In some embodiments, one or more method steps involving a computer system are performed in a different country than another step of the methods provided herein. In some embodiments, data processing and analyses are performed in a different country or location than one or more steps of the methods described herein. In some embodiments, one or more articles, products, or data are transferred from one or more of the facilities to one or more different facilities for analysis or further analysis. An article includes, but is not limited to, one or more components obtained from a subject, e.g., processed cellular material. Processed cellular material includes, but is not limited to, cDNA reverse transcribed from RNA, amplified RNA, amplified cDNA, sequenced DNA, isolated and/or purified RNA, isolated and/or purified DNA, and isolated and/or purified polypeptide. Data includes, but is not limited to, information regarding the stratification of a subject, and any data produced by the methods disclosed herein. In some embodiments of the methods and systems described herein, the analysis is performed and a subsequent data transmission step will convey or transmit the results of the analysis.


In some embodiments, any step of any method described herein is performed by a software program or module on a computer. In additional or further embodiments, data from any step of any method described herein is transferred to and from facilities located within the same or different countries, including analysis performed in one facility in a particular location and the data shipped to another location or directly to an individual in the same or a different country. In additional or further embodiments, data from any step of any method described herein is transferred to and/or received from a facility located within the same or different countries, including analysis of a data input, such as genetic or processed cellular material, performed in one facility in a particular location and corresponding data transmitted to another location, or directly to an individual, such as data related to the diagnosis, prognosis, responsiveness to therapy, or the like, in the same or different location or country.


Business Methods Utilizing a Computer


The gene expression profiling methods may utilize one or more computers. The computer may be used for managing customer and sample information such as sample or customer tracking, database management, analyzing molecular profiling data, analyzing cytological data, storing data, billing, marketing, reporting results, storing results, or a combination thereof. The computer may include a monitor or other graphical interface for displaying data, results, billing information, marketing information (e.g. demographics), customer information, or sample information. The computer may also include means for data or information input. The computer may include a processing unit and fixed or removable media or a combination thereof. The computer may be accessed by a user in physical proximity to the computer, for example via a keyboard and/or mouse, or by a user that does not necessarily have access to the physical computer through a communication medium such as a modem, an internet connection, a telephone connection, or a wired or wireless communication signal carrier wave. In some cases, the computer may be connected to a server or other communication device for relaying information from a user to the computer or from the computer to a user. In some cases, the user may store data or information obtained from the computer through a communication medium on media, such as removable media. It is envisioned that data relating to the methods can be transmitted over such networks or connections for reception and/or review by a party. The receiving party can be but is not limited to an individual, a health care provider or a health care manager. In one embodiment, a computer-readable medium includes a medium suitable for transmission of a result of an analysis of a biological sample, such as exosome bio-signatures. The medium can include a result regarding an exosome bio-signature of a subject, wherein such a result is derived using the methods described herein.


The entity obtaining a gene expression profile may enter sample information into a database for the purpose of one or more of the following: inventory tracking, assay result tracking, order tracking, customer management, customer service, billing, and sales. Sample information may include, but is not limited to: customer name, unique customer identification, customer associated medical professional, indicated assay or assays, assay results, adequacy status, indicated adequacy tests, medical history of the individual, preliminary diagnosis, suspected diagnosis, sample history, insurance provider, medical provider, third party testing center or any information suitable for storage in a database. Sample history may include but is not limited to: age of the sample, type of sample, method of acquisition, method of storage, or method of transport.


The database may be accessible by a customer, medical professional, insurance provider, or other third party. Database access may take the form of electronic communication such as a computer or telephone. The database may be accessed through an intermediary such as a customer service representative, business representative, consultant, independent testing center, or medical professional. The availability or degree of database access or sample information, such as assay results, may change upon payment of a fee for products and services rendered or to be rendered. The degree of database access or sample information may be restricted to comply with generally accepted or legal requirements for patient or customer confidentiality.


EXAMPLES

While preferred embodiments have been shown and described herein, it will be obvious to those skilled in the art that such embodiments are provided by way of example only. Numerous variations, changes, and substitutions will now occur to those skilled in the art without departing from the embodiments provided. It should be understood that various alternatives to the embodiments described herein may be employed.


Example 1: Blood Based Pre-Surgical Transcriptomic Signature

RNA expression analysis was performed on purified CD3+ T-cells isolated from paired blood and mucosal tissue from 101 CD patients with severe disease who required surgical intervention for disease management and 17 individuals without IBD. Transcriptional profiles were analyzed by RNA-seq and T-cell subset composition using xCell bioinformatic tool. Unsupervised clustering of peripheral T cells (PBT) revealed 2 distinct transcriptomic signatures: 1) gene expression from a classified CD-PBT (63%) clustered tightly with non-IBD subjects, and 2) gene expression drifted from a peripheral toward a mucosal profile, classified as CD-PBmu(cosal) (37%) (FIG. 1A, 1B). Pathways enriched in the CD-PBmu subtype as compared to CD-PBT subtype include pathways related to inflammatory bowel disease, leukocyte migration, cell chemotaxis, and positive regulation of cell migration, as shown in FIG. 1C. CD-PBmu phenotype was defined by a distinctive peripheral T-cell subset composition (FIG. 1D, FIG. 1E). The PBmu compared to PBT subtype demonstrated inferred enrichment for NKT cells and depletion of TH1 and CD4+ and CD8+ memory and naïve cell subsets (FIG. 1E and Table 3). The impact of altered T cell subset composition and clinical characteristics of disease activity was assessed. In the CD PBmu, but not CD PBT sub-type, NKT cell enrichment scores were associated with structuring disease (p=0.3) and ASCA levels (p=0.03) (FIG. 2 and Table 3). Conversely, depletion of CD4+ memory T cells observed in the CD PBmu vs PBT subtype was associated with (Table 3: increased length of intestinal resection (p=0.02) (FIG. 3 and Table 3), post-operative endoscopic recurrence of disease (p=0.01) (FIG. 6 and Table 3), increased serological quartile sum scores (QSS) (p=0.02), and QSS are associated with increased length of bowel resection (p=0.036).


A defining hallmark for the CD-PBmu subtype, validated in an additional patient cohort (n=19), was profoundly downregulated expression of pro-inflammatory cytokines, chemokines and adhesion molecules following surgery (FIGS. 4A-4B, Table 4). As seen in FIG. 4B following surgery gene expression of the PBmu-subtype reverts to that observed for the PBT and non-IBD subjects at time of surgery. No post-surgery alteration in gene expression was detected in the CD-PBT subtype (FIG. 4A).









TABLE 3





Unique CD-PBmu vs CD-PBT signature attributes
















Differential Expression



Differential Gene Expression of CD-PBmu vs CD-PBT
1566 transcripts, p = 9.91E−04,



FDR < 0.002, fold > 2


Enriched in pathways mediating inflammatory response, leukocyte
p = 9.9E−03-5.1E−07


adhesion, migration and integrin binding


T Cell Subset composition and clinical associations


NKT cell enrichment in CD-PBmu vs CD-PBT
p = 2.8E−09


NKT cell enrichment in CD-PBmu, but not CD-PBT, is associated
p = 2.5E−04


with stricturing disease


NKT cell enrichment in CD-PBmu, but not CD-PBT, correlated with
p = 3.3E−02


ASCA serological response levels


Decreased CD4+/CD8+ T cells in CD-PBmu vs CD-PBT
p = 6.1E−03-1.7E−07


Decreased CD4+ memory T cell is associated with increased length of
p = 1.8E−02


bowel resection


Serological quartile sum scores in CD-PBmu, but not CD-PBT, are
p = 2.9E−02


associated with increased length of bowel resection


Attenuated gene expression in CD-PBmu, but not in CD-PBT,
900 transcripts, p = 9.9E−04,


following surgery
FDR < 0.01, fold > 1.5









It was also found that the PBL (peripheral blood lymphocytes) cell population changes in CD-PBmu patients following surgery: There is a decrease in the elevated pre-surgery NKT (p=0.026) and enhancement in the levels of depleted pre-surgery Th1 cells (p=5e-03).


Findings were validated in independent datasets derived from either whole blood (isolated from CD patients who had failed anti-TNF therapy, n=204, (FIG. 1F), ileal tissue (from pediatric CD patients, 3 studies n>600, GSE62207, GSE57945, GSE93624), or IBD patients (3 studies, n>300, GSE83687, GSE81266, GSE72819) and confirmed the CD-PBmu signature and peripheral mucosal-like T-cell expression profile. These findings were refined into a 200 (Table 1A), 117 (Genes 1-117 of Table 1A), and then a 44-gene panel (Table 1A, FIG. 5A) to facilitate clinical application. The 44-gene biomarker panel accurately identified the CD-PBmu signature in peripheral T-cells and overlapped with transcriptome-wide (TWAS) signals predicted for associations with IBD (>50% of biomarker panel) (FIG. 7B). Pathways enriched in the 44-gene panel are shown in FIG. 5B.


The 44-gene panel correlated with T cell subsets: NKT, CD4+ memory, CD4+ native, CD8+, CD4+, CD4+ Tcm, CD4+ Tem, CD8+ Tem, CD8+ Tcm, and CD8+ naive, as shown in FIGS. 7A-7B. The NKT and CD4+ memory cells display >90% correlation. FIG. 7A-7B show that 44 Biomarker expression gene panel correlates PB-mu enriched NKT and depleted CD4+ memory T cell subsets. FIG. 7A shows enrichment of NKT cells and negative enrichment of CD4+ T cells by cellular enrichment score. FIG. 7B shows enrichment of gene markers of NKT cells and negative enrichment of gene markers of CD4+ T cells.


The 44-gene biomarker panel includes A disintegrin and metalloproteinase with thrombospondin motifs 1 (ADAMTS1), Neutrophil gelatinase-associated lipocalin (LCN2), Disintegrin and metalloproteinase domain-containing protein 28 (ADAM28), Tryptase beta-2 (TPSB2), peptidylprolyl isomerase A pseudogene 30 (PPIAP30), glutamine-fructose-6-phosphate transaminase 2 (GFPT2), KIT proto-oncogene, receptor tyrosine kinase (KIT), phospholipid transfer protein (PLTP), major facilitator superfamily domain containing 2A (MFSD2A), interleukin 22 (IL22), LIM and cysteine rich domains 1 (LMCD1), interleukin 6 (IL6), TBC1 domain family member 9 (TBC1D9), ChaC glutathione specific gamma-glutamylcyclotransferase 1 (CHAC1), selenoprotein P (SEPP1), superoxide dismutase 3 (SOD3), RAB13, member RAS oncogene family (RAB13), lysozyme (LYZ), carboxypeptidase A3 (CPA3), serine dehydratase (SDS), dual specificity tyrosine phosphorylation regulated kinase 3 (DYRK3), DAB adaptor protein 2 (DAB2), TBC1 domain family member 8 (TBC1D8), crystallin alpha B (CRYAB), TBC1 domain family member 3 (TBC1D3), leucine rich repeat containing 32 (LRRC32), serpin family G member 1 (SERPING1), ubiquitin D (UBD), fatty acid binding protein 1 (FABP1), spleen associated tyrosine kinase (SYK), aldolase, fructose-bisphosphate B (ALDOB), semaphorin 6B (SEMA6B), NANOG neighbor homeobox (NANOGNB), dermatan sulfate epimerase (DSE), formyl peptide receptor 3 (FPR3), tenascin XB (TNXB), olfactory receptor family 4 subfamily A member 5 (OR4A5), decorin (DCN), carbohydrate sulfotransferase 15 (CHST15), ADAM like decysin 1 (ADAMDEC1), histidine decarboxylase (HDC), RRAD, Ras related glycolysis inhibitor and calcium channel regulator (RRAD), complement C1s (C1S), or phospholipase A2 group IIA (PLA2G2A).


CD patients with severe disease can be stratified into 2 sub-populations based on transcriptomic profiling of their peripheral T-cells. A mucosal-like expression profile defined the CD-PBmu subtype which was associated with an altered composition of T-cell subsets, clinical disease severity markers and decreased pro-inflammatory gene expression following surgery. These findings hold potential to identify targets for patient-subtype specific therapeutic development. Moreover, the 44-gene biomarker panel confirmed the CD-PBmu gene signature in multiple independent pediatric CD datasets, suggesting this may provide a unique tool to improve accuracy in predicting clinical progression and facilitate treatment stratification early in the disease process. In some cases, the


In some cases, the 44-gene biomarker panel can be narrowed to a 27-gene biomarker panel with similar predictive capability as the 44-gene biomarker panel. The 27-gene biomarker panel, in some cases is ADAMDEC1, ALDOB, CHST15, C1S, CRYAB, DAB2, DCN, DYRK3, FABP1, HDC, IL22, IL6, KIT, LMCD1, LRRC32, OR4A5, PLA2G2A, PLTP, RAB13, RRAD, SERPING1, SOD3, SYK, TBC1D3, TBC1D9, TPSB2, and UBD.









TABLE 4







Selected Cytokines, Chemokines and Adhesion Molecules


Decreased in PB-mu Patient Subtype Following Surgery










Molecule
P value







IL10
1.7E−03



IL11
4.0E−04



IL15
1.8E−03



IL18
1.9E−02



IL22
8.5E−03



IL6
1.0E−03



IL12RB1
4.0E−04



IL12RB2
1.1E−02



IL17RD
5.0E−04



IL1R1
2.2E−03



IL1RL1
7.9E−03



IL31RA
1.4E−03



TNFRSF9
7.0E−04



TNFSF14
3.3E−02



TNFSF15
5.7E−03



TNFAIP8L1
1.0E−03



TNFAIP8L3
4.7E−03



TNFRSF10A
4.6E−02



TNFRSF10B
6.2E−03



TNFRSF13B
2.9E−02



CCL11
1.1E−02



CCL16
2.2E−03



CCL21
2.7E−02



CCL22
7.0E−04



CCL28
5.5E−03



CCL5
2.0E−04



CCR6
7.6E−03



CCR9
4.0E−03



CXCL1
2.3E−02



CXCL12
1.9E−02



CXCL13
8.2E−03



CXCL14
8.0E−04



CXCL16
2.3E−02



CXCL3
3.4E−02



CXCL9
1.0E−04



CLDN10
3.4E−02



CLDN16
1.0E−03



CLDN19
2.0E−04



CLDN3
1.2E−03



ICAM4
4.0E−03



ITGAX
2.2E−02










Example 2. Transcriptomic Profiling

Expression levels of each of genes 1-44 in Table 1A are determined in a CD patient using RNA sequencing. The patient's expression levels are compared to reference expression levels from subjects who have a PBT subtype. All of the 44-genes from the patient have expression levels at least 2-fold higher than the PBT reference. The patient is characterized as having a CD-PBmu subtype.


Example 3. Identification of Therapeutic Agents

A library of compounds is screened for a subpopulation of compounds that modulate the activity and/or expression of one or more biomarkers of Table 5, or of a biomolecule in a pathway of the one or more biomarkers of Table 5. The subpopulation of compounds is screened for efficacy in an in vitro PBmu patient model to identify candidate therapeutic agents.


Example 4. Monocyte Signature

Peripheral and mucosal cells were obtained from untreated freshly isolated cells from 30 Crohn's disease (CD) subjects and 10 non-IBD subjects. RNA expression analysis was performed on peripheral CD3+ and monocyte cells, and mucosal CD3+ and CD13+ cells. Unsupervised clustering of CD monocytes revealed two signatures: monocyte 1 subtype (mono1) and monocyte 2 (mono2) subtype (FIG. 8). Differential gene expression in mono1 versus mono2 subtypes is shown in FIG. 9.


The CD mono2 subset was found to be associated with clinical and genetic parameters: ATG16L1 rs10210302 risk allele carriage (z score 2.2, p value 0.014), family history (z score 2.2, p value 0.014), IgG ASCA positive (z score 3, p value 0.0013), Serologic Quartile sum score (avg 11.4) (p value 0.049), failure on anti-TNF therapy (z score 1.8, p value 0.03), failure on 6-mercaptopurine/methotrexate (z score 3.4, p value 0.0004), and PBmu subjects (z score 1.4, p value 0.07).


Example 5. Identifying Therapeutic Agents of Particular Relevance to PBmu CD Subtype

A two-tailed test was performed, which measured the statistical significance of an association of the differential gene expression of a target of interstest in the PBmu patient subset. Table 5 provides a list of putative therapeutic targets, the differential expression of which, are statistically associated with the PBmu subtype.









TABLE 5







Therapeutic Targets for PBmu Subtype












Gene
Pbmu
PBT
Prob > |t|
















ADCY7
19.91897
24.43544
2.86E−03



GPR65
32.85385
18.49456
4.62E−05



GSDMB
8.521538
5.792059
2.07E−04



ICAM3
64.45026
84.52338
3.61E−06



MAP4K4
24.32692
27.24235
4.35E−02



PRKCQ
23.15692
28.36426
2.42E−04



PTGER4
23.70487
34.84235
7.49E−04



RNASET2
60.94795
77.84529
6.13E−04



TNFSF15
3.208718
1.245882
1.46E−03










The 44-biomarker panel is associated with kinases provided in FIG. 5C. Without being bound by any particular theory, CD-PBmu patients would likely benefit from a targeted therapy to the kinases provided in FIG. 5C.


Example 6. Monocyte Profiling

The expression level of one or more genes from Table 5 is determined in a CD patient using RNA sequencing. The patient's expression levels are compared to reference expression levels from subjects who have a mono1 or mono2 subtype. If the patient's expression levels are comparable to reference subjects having a mono2 subtype, the patient is characterized as having the mono2 CD subtype.


Example 7. Treatment of Crohn's Disease Patient with PBmu Profile

The patient having the PBmu phenotype of Example 1 is treated with a candidate therapeutic agent of Example 3 or a therapeutic agent comprising a modulator of one or more of TL1A, ADCY7, GPR65, ICAM3, MAP4K4, PTGER4, RNASET2, TNFSF15.


Example 8. Treatment of Crohn's Disease Patient with Monocyte 2 Profile

The patient having the monocyte 2 subtype of Example 6 is treated with a candidate therapeutic agent targeting a kinase selected from: DNAPK, CDK4, ERK1, HIPK2, CDC2, MAPK1, MAPK3, ERK2, CSNK2A1, CK2ALPHA, JNK1, CDK1, MAPK14, PKR, and CDK2.


Example 9. Pathways Enriched that Overlap with GWAS DEG in CD-PBmu Subtype

2616 genes potentially associated with IBD GWAS risk variant loci were identified. Of these genes, 1177 were not expressed in T cell data, 1429 were expressed in the T cell data, and 802 were differentially expressed between CD-PBmu and PBT subtypes (FIG. 10A). FIG. 10B shows pathways enriched that overlap with GWAS DEG CD-PBmu: IL22 soluble receptor signaling pathway, T cell activation, Ras pathway, VEGF signaling pathway, Jak-STAT signaling pathway, Cytokine-cytokine receptor interaction, interleukin signaling pathway, IL-2 signaling pathway, NF-kappa B signaling pathway, B cell activation, inflammation mediated by chemokine and cytokine signaling pathway, chemokine signaling pathway, MAPK signaling pathway, interleukin-15-mediated signaling pathway, TNF alpha mediated up-regulation, T cell receptor signaling pathway, and ulcerative colitis. In some examples, treatment of a patient having a CD-PBmu subtype comprises a molecule in one or more of the pathways shown in FIG. 10B.


While preferred embodiments have been shown and described herein, it will be obvious to those skilled in the art that such embodiments are provided by way of example only. Numerous variations, changes, and substitutions will occur to those skilled in the art without departing from the scope of this application. Various alternatives to the embodiments described herein may be employed in practicing the scope of this application.









TABLE 6







Genes Associated with Transcriptomic Signature.
















fold








predictor
Pbmu/



fold
post



Pbmu/
surgery

Entrez


Gene
PBT
follow up
Name
ID
Accession
UGCluster
Ensembl

















AADACL2-AS1
6.09
6.44
AADACL2 Antisense RNA 1
101928142


ENSG00000242908


AARS2
2.34
2.05
alanyl-tRNA synthetase 2,
57505
NM_020745
Hs.158381
ENSG00000124608





mitochondrial


AASS
3.55
2.96
aminoadipate-semialdehyde synthase
10157
NM_005763
Hs.156738
ENSG00000008311


ABCB5
4.08
2.97
ATP-binding cassette, sub-family B
340273
NM_001163941
Hs.404102
ENSG00000004846





(MDR/TAP), member 5


ABCC9
4.77
3.61
ATP-binding cassette, sub-family C
10060
NM_005691
Hs.732701
ENSG00000069431





(CFTR/MRP), member 9


ABHD11
2.6
2.24
abhydrolase domain containing 11
83451
NM_001145363
Hs.647045
ENSG00000106077


ACADSB
2.65
2.32
acyl-CoA dehydrogenase,
36
NM_001609
Hs.81934
ENSG00000196177





short/branched chain


ACBD4
2.62
2.72
acyl-CoA binding domain containing 4
79777
NM_001135704
Hs.110298
ENSG00000181513


ACBD7
4.58
3.42
acyl-CoA binding domain containing 7
414149
NM_001039844
Hs.644598
ENSG00000176244


ADAMTS4
3.64
3.21
ADAM metallopeptidase with
9507
NM_005099
Hs.211604
ENSG00000158859





thrombospondin type 1 motif, 4


ADAT1
2.23
2
adenosine deaminase, tRNA-specific 1
23536
NM_012091
Hs.729312
ENSG00000065457


ADRA1A
3.91
3.36
adrenoceptor alpha 1A
148
NM_000680
Hs.709175
ENSG00000120907


AFMID
3.83
3.03
arylformamidase
125061
NM_001010982
Hs.558614
ENSG00000183077


AICDA
4.43
3.46
activation-induced cytidine deaminase
57379
NM_020661
Hs.149342
ENSG00000111732


AIPL1
4.1
3.6
aryl hydrocarbon receptor
23746
NM_001033054
Hs.279887
ENSG00000129221





interacting protein-like 1


AK3
2.27
1.98
adenylate kinase 3
50808
NM_001199852
Hs.732022
ENSG00000147853


AKAP5
3.11
2.76
A kinase (PRKA) anchor protein 5
9495
NM_004857
Hs.656683
ENSG00000179841


AKIP1
3.7
2.86
A kinase (PRKA) interacting protein 1
56672
NM_001206645
Hs.131180
ENSG00000166452


ALDH6A1
3.37
2.79
aldehyde dehydrogenase 6
4329
NM_001278593
Hs.293970
ENSG00000119711





family, member A1


ALG1
2.74
2.19
ALG1, chitobiosyldiphosphodolichol
56052
NM_019109
Hs.592086
ENSG00000033011





beta-mannosyltransferase


ALG1L
3.44
3.36
ALG1, chitobiosyldiphosphodolichol
200810
NM_001015050
Hs.591299
ENSG00000189366





beta-mannosyltransferase-like


ALG1L9P
3.65
3.19
asparagine-linked glycosylation 1-like
285407
NR_073386
Hs.546711
ENSG00000248671





9, pseudogene


ANKLE1
4.38
3.25
ankyrin repeat and LEM
126549
NM_001278443
Hs.721610
ENSG00000160117





domain containing 1


ANKRD20A9P
4.63
3.49
ankyrin repeat domain 20 family,
284232
NR_027995
Hs.679496





member A9, pseudogene


ANP32A-IT1
3.07
2.55
ANP32A intronic transcript 1
80035
NM_001040150
Hs.662150


AP1S3
3.85
3.15
adaptor-related protein
130340
NM_001039569
Hs.632555
ENSG00000152056





complex 1, sigma 3 subunit


AP4B1-AS1
3.41
2.86
AP4B1 antisense RNA 1
100287722
NR_037864
Hs.664669
ENSG00000226167


AP4S1
2.79
2.43
adaptor-related protein
11154
NM_001128126
Hs.293411
ENSG00000100478





complex 4, sigma 1 subunit


APOBEC3A
4.49
3.41
apolipoprotein B mRNA editing
200315
NM_001270406
Hs.226307
ENSG00000128383





enzyme, catalytic polypeptide-like 3A


APOBEC3B-AS1
4.84
3.26
APOBEC3B antisense RNA 1
100874530
NR_104187
Hs.626951
ENSG00000249310


APOL1
2.69
2.24
apolipoprotein L, 1
8542
NM_001136540
Hs.114309
ENSG00000100342


APOL4
4.11
3.23
apolipoprotein L, 4
80832
NM_030643
Hs.115099
ENSG00000100336


AQP6
4.2
3.48
aquaporin 6, kidney specific
363
NM_001652
Hs.54505
ENSG00000086159


ARGFX
3.85
2.97
arginine-fifty homeobox
503582
NM_001012659
Hs.224976
ENSG00000186103


ARHGEF26-AS1
4.74
3.55
ARHGEF26 antisense RNA 1
100507524
NR_037901
Hs.370221
ENSG00000243069


ARIH2OS
2.44
2.17
ariadne homolog 2 opposite strand
646450
NM_001123040
Hs.720727
ENSG00000221883


ARRDC3-AS1
3.78
2.91
ARRDC3 antisense RNA 1
100129716
NR_027435
Hs.116364
ENSG00000281357


ARSA
2.71
2.3
arylsulfatase A
410
NM_000487
Hs.88251
ENSG00000100299


ASTN2
4.05
3.07
astrotactin 2
23245
NM_001184734
Hs.601562
ENSG00000148219


ATAD3C
3.66
3.08
ATPase family, AAA
219293
NM_001039211
Hs.724767
ENSG00000215915





domain containing 3C


ATCAY
4.24
3.42
ataxia, cerebellar, Cayman type
85300
NM_033064
Hs.418055
ENSG00000167654


B3GNT6
4.52
3.67
UDP-GlcNAc:betaGal beta-1,3-N-
192134
NM_138706
Hs.352622
ENSG00000198488





acetylglucosaminyltransferase 6


BAIAP2-AS1
3.08
2.86
BAIAP2 antisense RNA 1
440465
NM_001004336
Hs.448889
ENSG00000226137





(head to head)


BBS5
4.12
3.56
Bardet-Biedl syndrome 5
129880
NM_152384
Hs.233398
ENSG00000163093


BCDIN3D
2.27
1.92
BCDIN3 domain containing
144233
NM_181708
Hs.142736
ENSG00000186666


BHMT2
3.9
3.18
betaine--homocysteine S-
23743
NM_001178005
Hs.114172
ENSG00000132840





methyltransferase 2


BIN3-IT1
2.99
2.57
BIN3 intronic transcript 1
80094
NM_025026
Hs.675917


BMP7
4.73
3.55
bone morphogenetic protein 7
655
NM_001719
Hs.473163
ENSG00000101144


BMS1P4
2.39
2.3
BMS1 ribosome biogenesis
729096
NR_026592
Hs.709171
ENSG00000271816





factor pseudogene 4


BMS1P5
2.6
2.44
BMS1 ribosome biogenesis
399761
NM_001040053
Hs.711898
ENSG00000204177





factor pseudogene 5


BMS1P6
2.03
2.31
BMS1 ribosome biogenesis
642826
NR_024495
Hs.463017





factor pseudogene 6


BNIPL
4.17
3.13
BCL2/adenovirus E1B 19 kD
149428
NM_001159642
Hs.591473
ENSG00000163141





interacting protein like


BPNT1
2.68
2.19
3′(2′), 5′-bisphosphate
10380
NM_001286149
Hs.406134
ENSG00000162813





nucleotidase 1


BREA2
3.07
2.25
breast cancer estrogen-
286076
NM_001024610
Hs.178095





induced apoptosis 2


BRIP1
4.26
3.38
BRCA1 interacting protein
83990
NM_032043
Hs.128903
ENSG00000136492





C-terminal helicase 1


BSN-AS2
4.42
3.38
BSN antisense RNA 2 (head to head)
100132677
NR_038866
Hs.435651
ENSG00000226913


C12orf65
3.15
2.61
chromosome 12 open reading frame 65
91574
NM_001143905
Hs.319128
ENSG00000130921


C12orf77
4.03
3.21
chromosome 12 open reading frame 77
196415
NM_001101339
Hs.434453


C14orf105
3.8
3.53
chromosome 14 open reading frame 105
55195
NM_001283056
Hs.659706
ENSG00000100557


C14orf178
3.54
3.36
chromosome 14 open reading frame 178
283579
NM_001173978
Hs.375834
ENSG00000197734


C17orf75
3.56
2.87
chromosome 17 open reading frame 75
64149
NM_022344
Hs.655257
ENSG00000108666


C19orf35
5.46
5.13
chromosome 19 open reading frame 35
374872
NM_198532
Hs.511803
ENSG00000188305


C1orf174
2.88
2.45
chromosome 1 open reading frame 174
339448
NM_207356
Hs.103939
ENSG00000198912


C1orf210
4.09
3.15
chromosome 1 open reading frame 210
149466
NM_001164829
Hs.158963
ENSG00000253313


C1orf229
5.51
3.73
chromosome 1 open reading frame 229
388759
NM_207401
Hs.456511


C1QTNF6
2.67
2.39
C1q and tumor necrosis
114904
NM_031910
Hs.22011
ENSG00000133466





factor related protein 6


C21orf62
4.33
3.47
chromosome 21 open reading frame 62
56245
NM_001162495
Hs.517235
ENSG00000205929


C2orf91
5.18
4.02
chromosome 2 open reading frame 91
400950
NM_001242815
Hs.738713
ENSG00000205086


C3orf33
3
2.97
chromosome 3 open reading frame 33
285315
NM_001308229
Hs.350846
ENSG00000174928


C4orf19
3.63
3.26
chromosome 4 open reading frame 19
55286
NM_001104629
Hs.107527
ENSG00000154274


C4orf26
4.14
3.6
chromosome 4 open reading frame 26
152816
NM_001206981
Hs.24510
ENSG00000174792


C6orf25
2.81
2.48
chromosome 6 open reading frame 25
80739
NM_025260
Hs.247879
ENSG00000204420


C7orf55
3.94
3.41
chromosome 7 open reading frame 55
154791
NM_197964
Hs.718441
ENSG00000164898


C8orf44
3.44
3.16
chromosome 8 open reading frame 44
56260
NM_019607
Hs.661238
ENSG00000213865


C9orf3
2.69
2.13
chromosome 9 open reading frame 3
84909
NM_001193329
Hs.434253
ENSG00000148120


CABP4
3.24
3.29
calcium binding protein 4
57010
NM_001300895
Hs.143036
ENSG00000175544


CASC9
4.66
3.98
cancer susceptibility candidate 9
101805492
NR_103848
Hs.571424





(non-protein coding)


CC2D2A
3.76
3.39
coiled-coil and C2 domain
57545
NM_001080522
Hs.590928
ENSG00000048342





containing 2A


CCDC122
3.01
2.62
coiled-coil domain containing 122
160857
NM_144974
Hs.170849
ENSG00000151773


CCDC142
3.75
2.99
coiled-coil domain containing 142
84865
NM_032779
Hs.430199
ENSG00000135637


CCDC148
5.74
3.89
coiled-coil domain containing 148
130940
NM_001171637
Hs.668597
ENSG00000153237


CCDC30
3.52
2.99
coiled-coil domain containing 30
728621
NM_001080850
Hs.729640
ENSG00000186409


CCL22
3.73
3.09
chemokine (C-C motif) ligand 22
6367
NM_002990
Hs.534347
ENSG00000102962


CCL5
2.14
1.84
chemokine (C-C motif) ligand 5
6352
NM_001278736
Hs.514821
ENSG00000271503


CD24
4.3
2.67
CD24 molecule
100133941
NM_001291737
Hs.644105
ENSG00000272398


CD300LG
4.84
3.95
CD300 molecule-like family member g
146894
NM_001168322
Hs.147313
ENSG00000161649


CD3EAP
3.67
2.87
CD3e molecule, epsilon
10849
NM_001297590
Hs.710495
ENSG00000117877





associated protein


CD82
3.21
2.56
CD82 molecule
3732
NM_001024844
Hs.527778
ENSG00000085117


CDH23
3.32
2.79
cadherin-related 23
64072
NM_001171930
Hs.656032
ENSG00000107736


CDKN2B-AS1
3.49
2.95
CDKN2B antisense RNA 1
100048912
NR_003529
Hs.493614
ENSG00000240498


CEACAM22P
4.41
3.57
carcinoembryonic antigen-related cell
388550
NR_027754
Hs.446909
ENSG00000230666





adhesion molecule 22, pseudogene


CEACAM8
4.28
3.04
carcinoembryonic antigen-related cell
1088
NM_001816
Hs.41
ENSG00000124469





adhesion molecule 8


CENPBD1P1
2.78
2.54
CENPB DNA-binding domains
65996
NM_023939
Hs.541177
ENSG00000213753





containing 1 pseudogene 1


CENPN
2.66
2.18
centromere protein N
55839
NM_001100624
Hs.726537
ENSG00000166451


CEP41
3.09
2.44
centrosomal protein 41 kDa
95681
NM_001257158
Hs.368315
ENSG00000106477


CES3
5.51
4.61
carboxylesterase 3
23491
NM_001185176
Hs.268700
ENSG00000172828


CFLAR
2.01
1.87
CASP8 and FADD-like
8837
NM_001127183
Hs.390736
ENSG00000003402





apoptosis regulator


CHP1
2.48
2.17
calcineurin-like EF-hand protein 1
11261
NM_007236
Hs.406234
ENSG00000187446


CHP2
3.66
2.96
calcineurin-like EF-hand protein 2
63928
NM_022097
Hs.178589
ENSG00000166869


CHRM3
4.65
3.87
cholinergic receptor, muscarinic 3
1131
NM_000740
Hs.7138
ENSG00000133019


CHRNB1
2.9
2.34
cholinergic receptor,
1140
NM_000747
Hs.330386
ENSG00000170175





nicotinic, beta 1 (muscle)


CHST6
3.77
3.11
carbohydrate (N-acetylglucosamine
4166
NM_021615
Hs.655622
ENSG00000183196





6-O) sulfotransferase 6


CIITA
2.59
2.11
class II, major histocompatibility
4261
NM_000246
Hs.701991
ENSG00000179583





complex, transactivator


CKMT2-AS1
2.71
2.28
CKMT2 antisense RNA 1
100131067
NR_034121
Hs.655855
ENSG00000247572


CMBL
4.29
3.43
carboxymethylenebutenolidase
134147
NM_138809
Hs.192586
ENSG00000164237





homolog (Pseudomonas)


COA1
2.15
1.89
cytochrome c oxidase
55744
NM_018224
Hs.654779
ENSG00000106603





assembly factor 1 homolog


COA7
3.1
2.43
cytochrome c oxidase
65260
NM_023077
Hs.349905
ENSG00000162377





assembly factor 7 (putative)


COMMD2
2.34
1.97
COMM domain containing 2
51122
NM_016094
Hs.432729
ENSG00000114744


COX10-AS1
2.4
2.23
COX10 antisense RNA 1
100874058
NR_049718
Hs.720411
ENSG00000236088


COX18
2.38
2.1
COX18 cytochrome c
285521
NM_001033760
Hs.356697
ENSG00000163626





oxidase assembly factor


COX6B2
4.89
4.27
cytochrome c oxidase subunit VIb
125965
NM_144613
Hs.550544
ENSG00000160471





polypeptide 2 (testis)


CPB2-AS1
3.85
3.34
CPB2 antisense RNA 1
100509894
NR_046226
Hs.626139
ENSG00000235903


CPM
3.42
2.83
carboxypeptidase M
1368
NM_001005502
Hs.654387
ENSG00000135678


CPPED1
2.76
2.26
calcineurin-like phosphoesterase
55313
NM_001099455
Hs.460002
ENSG00000103381





domain containing 1


CRHR1-IT1
2.19
2.35
CRHR1 intronic transcript 1
147081
NM_152466
Hs.128813
ENSG00000204650


CRLF2
4.72
4.02
cytokine receptor-like factor 2
64109
NM_001012288
Hs.287729
ENSG00000205755


CRX
4.76
3.8
cone-rod homeobox
1406
NM_000554
Hs.617342
ENSG00000105392


CRYBB2P1
3.5
2.54
crystallin, beta B2 pseudogene 1
1416
NR_033733
Hs.571835
ENSG00000100058


CRYM-AS1
4.41
3.55
CRYM antisense RNA 1
400508
NM_001101368
Hs.578949


CSAD
3.09
2.47
cysteine sulfinic acid decarboxylase
51380
NM_001244705
Hs.279815
ENSG00000139631


CSTF3-AS1
4.09
3.38
CSTF3 antisense RNA 1
338739
NR_034027
Hs.423476
ENSG00000247151





(head to head)


CTBP2
2.56
2.38
C-terminal binding protein 2
1488
NM_001083914
Hs.501345
ENSG00000175029


CTCFL
4.52
3.12
CCCTC-binding factor (zinc
140690
NM_001269040
Hs.131543
ENSG00000124092





finger protein)-like


CXorf36
4.4
3.54
chromosome X open reading frame 36
79742
NM_024689
Hs.98321
ENSG00000147113


CXorf56
3.27
2.74
chromosome X open reading frame 56
63932
NM_001170569
Hs.248572
ENSG00000018610


CYB5D2
2.48
2.3
cytochrome b5 domain containing 2
124936
NM_001254755
Hs.513871
ENSG00000167740


CYP20A1
2.1
1.91
cytochrome P450, family 20,
57404
NM_020674
Hs.446065
ENSG00000119004





subfamily A, polypeptide 1


CYP4V2
2.25
2.04
cytochrome P450, family 4,
285440
NM_207352
Hs.587231
ENSG00000145476





subfamily V, polypeptide 2


CYP51A1
2.45
2.32
cytochrome P450, family 51,
1595
NM_000786
Hs.417077
ENSG00000001630





subfamily A, polypeptide 1


DAND5
4.28
3.4
DAN domain family member
199699
NM_152654
Hs.331981
ENSG00000179284





5, BMP antagonist


DAPP1
2.61
1.93
dual adaptor of phosphotyrosine and
27071
NM_001306151
Hs.436271
ENSG00000070190





3-phosphoinositides


DCUN1D2
4.15
3.39
DCN1, defective in cullin neddylation
55208
NM_001014283
Hs.682987
ENSG00000150401





1, domain containing 2


DDX51
2.06
2.08
DEAD (Asp-Glu-Ala-Asp)
317781
NM_175066
Hs.445168
ENSG00000185163





box polypeptide 51


DESI1
2.29
2.1
desumoylating isopeptidase 1
27351
NM_015704
Hs.570455
ENSG00000100418


DFFA
2.4
2.14
DNA fragmentation factor,
1676
NM_004401
Hs.484782
ENSG00000160049





45 kDa, alpha polypeptide


DFFB
2.59
2.21
DNA fragmentation factor,
1677
NM_001004285
Hs.133089
ENSG00000169598





40 kDa, beta polypeptide





(caspase-activated DNase)


DHODH
2.44
2.15
dihydroorotate
1723
NM_001025193
Hs.654427
ENSG00000102967





dehydrogenase (quinone)


DLEU2
3.35
2.69
deleted in lymphocytic leukemia 2
8847
NR_002612
Hs.547964





(non-protein coding)


DLGAP1-AS2
4.82
3.67
DLGAP1 antisense RNA 2
84777
NM_032691
Hs.659053


DLK2
3.07
2.84
delta-like 2 homolog (Drosophila)
65989
NM_001286655
Hs.337251
ENSG00000171462


DMC1
4
3.5
DNA meiotic recombinase 1
11144
NM_001278208
Hs.339396
ENSG00000100206


DNAH17-AS1
3.55
2.95
DNAH17 antisense RNA 1
100996295
NR_102401
Hs.615304


DNAJC22
4.1
3.66
DnaJ (Hsp40) homolog,
79962
NM_001304944
Hs.659300
ENSG00000178401





subfamily C, member 22


DNAJC27-AS1
3.67
3.24
DNAJC27 antisense RNA 1
729723
NR_034113
Hs.436366
ENSG00000224165


DNAJC9-AS1
3.6
2.87
DNAJC9 antisense RNA 1
414245
NR_038373
Hs.661857
ENSG00000236756


DNAL1
2.89
2.54
dynein, axonemal, light chain 1
83544
NM_001201366
Hs.271270
ENSG00000119661


DNASE1
2.67
2.36
deoxyribonuclease I
1773
NM_005223
Hs.629638
ENSG00000213918


DNM1P46
2.57
2.24
dynamin 1 pseudogene 46
196968
NM_194295
Hs.567763
ENSG00000182397


DPH3P1
3.77
3.43
diphthamide biosynthesis 3
100132911
NM_080750





pseudogene 1


DPY19L1P1
2.75
3
DPY19L1 pseudogene 1
100129460
NR_036680
Hs.633705


DPY19L2P2
3.48
3.02
DPY19L2 pseudogene 2
349152
NM_182634
Hs.732579
ENSG00000170629


DSG2
4.49
3.32
desmoglein 2
1829
NM_001943
Hs.412597
ENSG00000046604


DSG3
3.99
3.27
desmoglein 3
1830
NM_001944
Hs.1925
ENSG00000134757


DTD2
2.58
2.22
D-tyrosyl-tRNA deacylase 2 (putative)
112487
NM_080664
Hs.116014
ENSG00000129480


DUXA
4.59
3.88
double homeobox A
503835
NM_001012729
Hs.585857
ENSG00000258873


DYDC1
3.82
3.41
DPY30 domain containing 1
143241
NM_001269053
Hs.407751
ENSG00000170788


DYNAP
5.01
3.36
dynactin associated protein
284254
NM_001307955
Hs.376146
ENSG00000178690


ECT2
3.62
2.68
epithelial cell transforming 2
1894
NM_001258315
Hs.518299
ENSG00000114346


EEF2K
2.06
1.87
eukaryotic elongation factor 2 kinase
29904
NM_013302
Hs.498892
ENSG00000103319


EFCAB11
3.61
3.02
EF-hand calcium binding domain 11
90141
NM_001284266
Hs.123232
ENSG00000140025


EGFEM1P
4.33
3.45
EGF-like and EMI domain
93556
NR_021485
Hs.478158





containing 1, pseudogene


EID2B
2.85
2.44
EP300 interacting inhibitor
126272
NM_152361
Hs.135181
ENSG00000176401





of differentiation 2B


ELMOD1
4.61
3.72
ELMO/CED-12 domain
55531
NM_001130037
Hs.495779
ENSG00000110675





containing 1


EMP2
3.97
3.43
epithelial membrane protein 2
2013
NM_001424
Hs.531561
ENSG00000213853


EMX2OS
4.29
3.68
EMX2 opposite strand/antisense RNA
196047
NR_002791
Hs.312592
ENSG00000229847


ENTPD1
3.56
2.8
ectonucleoside triphosphate
953
NM_001098175
Hs.576612
ENSG00000138185





diphosphohydrolase 1


ENTPD1-AS1
3.75
3.18
ENTPD1 antisense RNA 1
728558
NR_038444
Hs.538374
ENSG00000226688


EP300-AS1
5.34
3.95
EP300 antisense RNA 1
101927279
NR_110514
Hs.517517


EPGN
4.64
3.69
epithelial mitogen
255324
NM_001013442
Hs.401237
ENSG00000182585


EPHA10
4.57
3.81
EPH receptor A10
284656
NM_001004338
Hs.129435
ENSG00000183317


EPPIN
4.35
3.47
epididymal peptidase inhibitor
57119
NM_001302861
Hs.121084
ENSG00000101448


ERVK13-1
2.07
1.94
endogenous retrovirus group
100507321
NM_001012731
Hs.406976





K13, member 1


ERVV-1
4.55
4.02
endogenous retrovirus group
147664
NM_152473
Hs.44329
ENSG00000269526





V, member 1


ESRG
5.79
4.25
embryonic stem cell related
790952
NR_027122
Hs.720658
ENSG00000265992





(non-protein coding)


EXD1
4.36
3.54
exonuclease 3′-5′ domain
161829
NM_001286441
Hs.307999
ENSG00000178997





containing 1


EXOC3L2
3.78
2.96
exocyst complex component 3-like 2
90332
NM_138568
Hs.337557
ENSG00000130201


EXPH5
3.01
2.73
exophilin 5
23086
NM_001144763
Hs.28540
ENSG00000110723


F5
2.55
1.87
coagulation factor V
2153
NM_000130
Hs.30054
ENSG00000198734





(proaccelerin, labile factor)


FAIM
3.04
2.51
Fas apoptotic inhibitory molecule
55179
NM_001033030
Hs.173438
ENSG00000158234


FAM106A
4.01
3.81
family with sequence
80039
NM_024974
Hs.674403
ENSG00000213077





similarity 106, member A


FAM114A1
4.04
2.87
family with sequence
92689
NM_138389
Hs.476517
ENSG00000197712





similarity 114, member A1


FAM122C
3.02
2.67
family with sequence similarity 122C
159091
NM_001170779
Hs.269127
ENSG00000156500


FAM153C
3.38
3.2
family with sequence similarity 153,
653316
NM_001079527
Hs.652193
ENSG00000204677





member C, pseudogene


FAM231A
2.11
2.64
family with sequence similarity 231,
729574
NM_001282321

ENSG00000237847





member A


FAM71F2
3.98
3.49
family with sequence similarity 71,
346653
NM_001012454
Hs.445236
ENSG00000205085





member F2


FAM73A
2.49
2.21
family with sequence similarity 73,
374986
NM_001270384
Hs.437755
ENSG00000180488





member A


FAM74A3
4.26
3.66
family with sequence similarity 74,
728495
NM_001098718
Hs.723007





member A3


FAM83H-AS1
4.13
3.28
FAM83H antisense RNA 1
100128338
NR_033849
Hs.493171
ENSG00000203499





(head to head)


FBLIM1
4.42
3.64
filamin binding LIM protein 1
54751
NM_001024215
Hs.530101
ENSG00000162458


FBLN1
5.56
4.26
fibulin 1
2192
NM_001996
Hs.24601
ENSG00000077942


FBXL18
3.27
2.48
F-box and leucine-rich repeat
80028
NM_024963
Hs.623974
ENSG00000155034





protein 18


FBXO17
4.71
3.73
F-box protein 17
115290
NM_024907
Hs.531770
ENSG00000269190


FBXO27
4.21
3.63
F-box protein 27
126433
NM_178820
Hs.187461
ENSG00000161243


FBXO45
2.56
2.08
F-box protein 45
200933
NM_001105573
Hs.169815
ENSG00000174013


FBXO6
2.95
2.66
F-box protein 6
26270
NM_018438
Hs.464419
ENSG00000116663


FCAR
4.27
3.38
Fc fragment of IgA receptor
2204
NM_002000
Hs.659872
ENSG00000275136


FDPSP2
4.04
3.16
farnesyl diphosphate
619190
NR_003262
Hs.609978
ENSG00000233980





synthase pseudogene 2


FEZ1
3.19
3.63
fasciculation and elongation
9638
NM_005103
Hs.224008
ENSG00000149557





protein zeta 1 (zygin I)


FGD5P1
4.12
3.22
FYVE, RhoGEF and PH domain
100132526
NR_036481
Hs.637770
ENSG00000275340





containing 5 pseudogene 1


FGF5
3.97
3.16
fibroblast growth factor 5
2250
NM_001291812
Hs.37055
ENSG00000138675


FGFR1OP
2.9
2.36
FGFR1 oncogene partner
11116
NM_001278690
Hs.487175
ENSG00000213066


FILIP1
5.4
4
filamin A interacting protein 1
27145
NM_001289987
Hs.696158
ENSG00000118407


FKBP14
3.47
2.87
FK506 binding protein 14, 22 kDa
55033
NM_017946
Hs.390838
ENSG00000106080


FLCN
2.43
2.18
folliculin
201163
NM_144606
Hs.31652
ENSG00000154803


FLJ31104
3.77
3.06
uncharacterized LOC441072
441072
NR_102755
Hs.482141
ENSG00000227908


FLJ31356
4.5
3.72
uncharacterized protein FLJ31356
403150
NR_103831
Hs.562970
ENSG00000229951


FLJ31662
5.11
4.05
uncharacterized LOC440594
440594
NR_033966
Hs.514123
ENSG00000233907


FLJ42102
4.48
3.47
uncharacterized LOC399923
399923
NM_001001680
Hs.128191
ENSG00000172900


FRMD6-S1
53.64
71.46
FRMD6 antisense RNA 1
145438
NR_037676
Hs.645410
ENSG00000273888


FRRS1
5.18
4.33
ferric-chelate reductase 1
391059
NM_001013660
Hs.454779
ENSG00000156869


FRY-AS1
4.5
3.46
FRY antisense RNA 1
100507099
NR_103839
Hs.536364


FTX
2.53
2.33
FTX transcript, XIST regulator
100302692
NR_028379
Hs.349570
ENSG00000230590





(non-protein coding)


FUT1
4.07
3.23
fucosyltransferase 1 (galactoside 2-
2523
NM_000148
Hs.69747
ENSG00000174951





alpha-L-fucosyltransferase, H blood





group)


FUT2
4.29
3.4
fucosyltransferase 2 (secretor
2524
NM_000511
Hs.579928
ENSG00000176920





status included)


FUT6
3.68
3.11
fucosyltransferase 6 (alpha
2528
NM_000150
Hs.631846
ENSG00000156413





(1,3) fucosyltransferase)


GAL3ST4
2.8
2.17
galactose-3-O-sulfotransferase 4
79690
NM_024637
Hs.44856
ENSG00000197093


GALNT15
3.4
3.03
polypeptide N-
117248
NM_054110
Hs.411308
ENSG00000131386





acetylgalactosaminyltransferase 15


GAS6-AS2
4.23
3.72
GAS6 antisense RNA 2
100506394
NR_044993
Hs.132168
ENSG00000272695





(head to head)


GATAD1
2.19
2.09
GATA zinc finger domain
57798
NM_021167
Hs.21145
ENSG00000157259





containing 1


GDPD1
3.86
3.45
glycerophosphodiester
284161
NM_001165993
Hs.631744
ENSG00000153982





phosphodiesterase domain





containing 1


GEMIN8
3.59
2.91
gem (nuclear organelle)
54960
NM_001042479
Hs.592237
ENSG00000046647





associated protein 8


GFOD2
3.21
2.57
glucose-fructose oxidoreductase
81577
NM_001243650
Hs.307084
ENSG00000141098





domain containing 2


GGT6
4.3
3.55
gamma-glutamyltransferase 6
124975
NM_001122890
Hs.130749
ENSG00000167741


GGT8P
4.96
3.97
gamma-glutamyltransferase 8
645367
NR_003503
Hs.650223





pseudogene


GK5
2.43
2.21
glycerol kinase 5 (putative)
256356
NM_001039547
Hs.135904
ENSG00000175066


GLIPR1L2
5.27
3.7
GLI pathogenesis-related 1 like 2
144321
NM_001270396
Hs.406728
ENSG00000180481


GNB4
3.49
2.72
guanine nucleotide binding protein
59345
NM_021629
Hs.173030
ENSG00000114450





(G protein), beta polypeptide 4


GNE
3.01
2.47
glucosamine (UDP-N-
10020
NM_001128227
Hs.5920
ENSG00000159921





acetyl)-2-epimerase/N-





acetylmannosamine kinase


GNRHR2
4.67
3.52
gonadotropin-releasing hormone
114814
NM_057163
Hs.356873
ENSG00000211451





(type 2) receptor 2, pseudogene


GOLGA2
2.53
2.02
golgin A2
2801
NM_004486
Hs.155827
ENSG00000167110


GOLGA6L22
5.03
3.86
golgin A6 family-like 22
440243
NM_001271664

ENSG00000274404


GOLGA6L6
4.6
3.28
golgin A6 family-like 6
727832
NM_001145004
Hs.569472
ENSG00000277322


GOSR1
3.08
2.61
golgi SNAP receptor
9527
NM_001007024
Hs.462680
ENSG00000108587





complex member 1


GPR1-AS
4.67
3.49
GPR1 antisense RNA
101669764
NR_104359
Hs.574781
ENSG00000279220


GPR37L1
4.34
3.11
G protein-coupled receptor 37 like 1
9283
NM_004767
Hs.132049
ENSG00000170075


GPR82
3.34
3.21
G protein-coupled receptor 82
27197
NM_080817
Hs.567457
ENSG00000171657


GREB1
4.84
3.69
growth regulation by
9687
NM_014668
Hs.467733
ENSG00000196208





estrogen in breast cancer 1


GRTP1
3.91
3.25
growth hormone regulated
79774
NM_001286732
Hs.745043
ENSG00000139835





TBC protein 1


GSDMA
3.59
3.02
gasdermin A
284110
NM_178171
Hs.448873
ENSG00000167914


GSG1
4.38
3.34
germ cell associated 1
83445
NM_001080554
Hs.240053
ENSG00000111305


GSTM3
3.45
2.8
glutathione S-transferase mu 3 (brain)
2947
NM_000849
Hs.2006
ENSG00000134202


GTF2E1
3.49
2.48
general transcription factor IIE,
2960
NM_005513
Hs.445272
ENSG00000153767





polypeptide 1, alpha 56 kDa


GTF2H2
2.46
2.1
general transcription factor
2966
NM_001515
Hs.191356
ENSG00000145736





IIH, polypeptide 2, 44 kDa


GUCA1B
4.5
3.03
guanylate cyclase activator 1B (retina)
2979
NM_002098
Hs.446529
ENSG00000112599


GUSBP3
2.42
2.31
glucuronidase, beta pseudogene 3
653188
NR_027386
Hs.631974
ENSG00000253203


H1FX-AS1
2.98
2.44
H1FX antisense RNA 1
339942
NM_001025468
Hs.450096


HCAR1
3.99
3.68
hydroxycarboxylic acid receptor 1
27198
NM_032554
Hs.610873
ENSG00000196917


HEATR5A
2.38
2.18
HEAT repeat containing 5A
25938
NM_015473
Hs.744979
ENSG00000129493


HES2
4.11
3.44
hes family bHLH transcription factor 2
54626
NM_019089
Hs.118727
ENSG00000069812


HHLA2
2.46
2.41
HERV-H LTR-associating 2
11148
NM_001282556
Hs.225968
ENSG00000114455


HILPDA
3.18
2.83
hypoxia inducible lipid
29923
NM_001098786
Hs.706124
ENSG00000135245





droplet-associated


HIPK1-AS1
2.57
2.41
HIPK1 antisense RNA 1
101928846
NR_110725
Hs.232534
ENSG00000235527


HMGB3P1
4.77
4.13
high mobility group box 3
128872
NR_002165
Hs.558624





pseudogene 1


HNF1A-AS1
4.5
3.36
HNF1A antisense RNA 1
283460
NR_024345
Hs.612351
ENSG00000241388


HOGA1
4.32
3.68
4-hydroxy-2-oxoglutarate aldolase 1
112817
NM_001134670
Hs.180346
ENSG00000241935


HP09025
3.99
3.31
uncharacterized LOC100652929
100652929
NR_109783
Hs.559249
ENSG00000267719


HPSE
2.05
1.79
heparanase
10855
NM_001098540
Hs.44227
ENSG00000173083


HSD17B13
4.35
3.67
hydroxysteroid (17-beta)
345275
NM_001136230
Hs.284414
ENSG00000170509





dehydrogenase 13


HSP90AB4P
4.23
3.1
heat shock protein 90 kDa
664618
NR_002927
Hs.670224





alpha (cytosolic), class B





member 4, pseudogene


HTRA4
4.59
3.31
HtrA serine peptidase 4
203100
NM_153692
Hs.661014
ENSG00000169495


IAPP
3.94
3.28
islet amyloid polypeptide
3375
NM_000415
Hs.46835
ENSG00000121351


IBA57
2.85
2.58
IBA57 homolog, iron-sulfur
200205
NM_001010867
Hs.237017
ENSG00000181873





cluster assembly


ICA1L
3.12
2.91
islet cell autoantigen 1.69 kDa-like
130026
NM_001288622
Hs.516629
ENSG00000163596


IDO1
5.13
4.37
indoleamine 2,3-dioxygenase 1
3620
NM_002164
Hs.840
ENSG00000131203


IFNLR1
4.24
3.59
interferon, lambda receptor 1
163702
NM_170743
Hs.221375
ENSG00000185436


IFT22
3.1
2.69
intraflagellar transport 22
64792
NM_001130820
Hs.389104
ENSG00000128581


IL10
4.12
3.83
interleukin 10
3586
NM_000572
Hs.193717
ENSG00000136634


IL15
3.25
2.56
interleukin 15
3600
NM_000585
Hs.168132
ENSG00000164136


IL17RD
3.95
3.23
interleukin 17 receptor D
54756
NM_017563
Hs.150725
ENSG00000144730


INE1
2.81
2.75
inactivation escape 1 (non-
8552
NM_003669
Hs.657350
ENSG00000224975





protein coding)


INGX
4.56
3.7
inhibitor of growth family,
27160
NR_002226
Hs.721806
ENSG00000243468





X-linked, pseudogene


INIP
2.46
1.99
INTS3 and NABP interacting protein
58493
NM_021218
Hs.658575
ENSG00000148153


INMT
4.25
3.37
indolethylamine N-methyltransferase
11185
NM_001199219
Hs.632629
ENSG00000241644


IPO5P1
2.4
2.1
importin 5 pseudogene 1
100132815
NR_103741
Hs.629249


IRGQ
3.27
2.78
immunity-related GTPase family, Q
126298
NM_001007561
Hs.6217
ENSG00000167378


ITIH5
4.34
3.6
inter-alpha-trypsin inhibitor heavy
80760
NM_001001851
Hs.498586
ENSG00000123243





chain family, member 5


JPX
3.59
3.15
JPX transcript, XIST activator
554203
NR_024582
Hs.648316
ENSG00000225470





(non-protein coding)


KANTR
2.83
2.58
KDM5C adjacent non-
102723508
NR_110456
Hs.633244





coding transcript


KBTBD12
4.43
3.83
kelch repeat and BTB (POZ)
166348
NM_207335
Hs.132087
ENSG00000187715





domain containing 12


KBTBD6
2.46
2.05
kelch repeat and BTB (POZ)
89890
NM_152903
Hs.534040
ENSG00000165572





domain containing 6


KCNA7
4.88
3.92
potassium channel, voltage gated
3743
NM_031886
Hs.306973
ENSG00000104848





shaker related subfamily A, member 7


KCNJ11
3.9
3.43
potassium channel, inwardly
3767
NM_000525
Hs.248141
ENSG00000187486





rectifying subfamily J, member 11


KCNJ5
4.19
3.57
potassium channel, inwardly
3762
NM_000890
Hs.444595
ENSG00000120457





rectifying subfamily J, member 5


KCNQ1OT1
4.08
3.18
KCNQ1 opposite strand/antisense
10984
NR_002728
Hs.604823
ENSG00000269821





transcript 1 (non-protein coding)


KDELC2
2.63
2.33
KDEL (Lys-Asp-Glu-Leu)
143888
NM_153705
Hs.83286
ENSG00000178202





containing 2


KDM4A-S1
4.3
3.3
KDM4A antisense RNA 1
100132774
NR_033827
Hs.655569


KIAA0101
4.61
2.88
KIAA0101
9768
NM_001029989
Hs.81892
ENSG00000166803


KIAA1161
4.87
3.65
KIAA1161
57462
NM_020702
Hs.522083
ENSG00000164976


KIAA1324
2.42
2.31
KIAA1324
57535
NM_001267048
Hs.708190
ENSG00000116299


KIAA1456
4.71
3.43
KIAA1456
57604
NM_001099677
Hs.202521
ENSG00000250305


KIAA1614
3.66
2.84
KIAA1614
57710
NM_020950
Hs.734816
ENSG00000135835


KIAA1919
3.49
2.61
KIAA1919
91749
NM_153369
Hs.400572
ENSG00000173214


KIF18B
4.05
3.41
kinesin family member 18B
146909
NM_001080443
Hs.135094
ENSG00000186185


KIF1B
2.07
1.75
kinesin family member 1B
23095
NM_015074
Hs.97858
ENSG00000054523


KIF3A
2.18
1.94
kinesin family member 3A
11127
NM_001300791
Hs.43670
ENSG00000131437


KIR3DX1
3.74
3.28
killer cell immunoglobulin-like
90011
NM_001047605
Hs.288520
ENSG00000104970





receptor, three domains, X1


KLF3-AS1
2.34
2.48
KLF3 antisense RNA 1
79667
NM_024614
Hs.29725
ENSG00000231160


KLRD1
2.65
2.36
killer cell lectin-like receptor
3824
NM_001114396
Hs.562457
ENSG00000134539





subfamily D, member 1


KREMEN1
4.81
3.4
kringle containing
83999
NM_001039570
Hs.229335
ENSG00000183762





transmembrane protein 1


KRT18
2.8
2.75
keratin 18, type I
3875
NM_000224
Hs.406013
ENSG00000111057


KRT8
3.45
2.95
keratin 8, type II
3856
NM_001256282
Hs.533782
ENSG00000170421


L1TD1
4.64
3.67
LINE-1 type transposase
54596
NM_001164835
Hs.685462
ENSG00000240563





domain containing 1


L2HGDH
4.91
3.54
L-2-hydroxyglutarate dehydrogenase
79944
NM_024884
Hs.256034
ENSG00000087299


LAIR1
2.87
2.24
leukocyte-associated immunoglobulin-
3903
NM_001289023
Hs.572535
ENSG00000167613





like receptor 1


LARS2-AS1
3.66
2.87
LARS2 antisense RNA 1
100885795
NR_048543
Hs.641094


LDLR
2.41
2.26
low density lipoprotein receptor
3949
NM_000527
Hs.213289
ENSG00000130164


LGMN
3.31
2.67
legumain
5641
NM_001008530
Hs.18069
ENSG00000100600


LIFR-AS1
5.36
3.4
LIFR antisense RNA 1
100506495
NR_103553
Hs.657602
ENSG00000244968


LINC00092
2.59
2.33
long intergenic non-protein
100188953
NR_024129
Hs.434310
ENSG00000225194





coding RNA 92


LINC00260
2.91
2.68
long intergenic non-protein
84719
NM_032633
Hs.661178





coding RNA 260


LINC00294
3.93
3.15
long intergenic non-protein
283267
NR_015451
Hs.533701
ENSG00000280798





coding RNA 294


LINC00311
3.85
3.74
long intergenic non-protein
197196
NM_153238
Hs.679002
ENSG00000179219





coding RNA 311


LINC00346
5.19
3.87
long intergenic non-protein
283487
NM_178514
Hs.245390
ENSG00000255874





coding RNA 346


LINC00371
6.06
4.54
long intergenic non-protein
647166
NR_102431
Hs.195052





coding RNA 371


LINC00381
4.68
3.4
long intergenic non-protein
100874151
NR_047005
Hs.564552
ENSG00000226240





coding RNA 381


LINC00458
5.94
4.75
long intergenic non-protein
100507428
NR_108062
Hs.351262
ENSG00000234787





coding RNA 458


LINC00470
3.85
2.95
long intergenic non-protein
56651
NM_031416
Hs.541165





coding RNA 470


LINC00483
3.52
3.19
long intergenic non-protein
55018
NM_017928
Hs.389460
ENSG00000167117





coding RNA 483


LINC00485
7.11
5.02
long intergenic non-protein
283432
NR_033855
Hs.382110
ENSG00000258169





coding RNA 485


LINC00501
4.51
4.36
long intergenic non-protein
100820709
NR_047465
Hs.518409
ENSG00000203645





coding RNA 501


LINC00506
4.36
3.32
long intergenic non-protein
100846978
NR_047469
Hs.570649
ENSG00000281392





coding RNA 506


LINC00507
5.42
4.12
long intergenic non-protein
100862680
NR_046392
Hs.385496
ENSG00000256193





coding RNA 507


LINC00547
5.74
4.09
long intergenic non-protein
400121
NR_040244
Hs.558894
ENSG00000275226





coding RNA 547


LINC00578
4.72
3.66
long intergenic non-protein
100505566
NR_047568
Hs.581170





coding RNA 578


LINC00620
5.09
3.5
long intergenic non-protein
285375
NR_027103
Hs.319969
ENSG00000224514





coding RNA 620


LINC00649
2.97
2.45
long intergenic non-protein
400863
NM_001288961
Hs.729814
ENSG00000237945





coding RNA 649


LINC00652
4.41
3.52
long intergenic non-protein
29075
NM_014162
Hs.584899





coding RNA 652


LINC00663
4.14
3.4
long intergenic non-protein
284440
NR_026956
Hs.665307





coding RNA 663


LINC00665
3.09
2.84
long intergenic non-protein
100506930
NR_038278
Hs.595153
ENSG00000232677





coding RNA 665


LINC00670
4.75
3.48
long intergenic non-protein
284034
NR_034144
Hs.376614
ENSG00000179136





coding RNA 670


LINC00672
3.85
3
long intergenic non-protein
100505576
NR_038847
Hs.634043
ENSG00000263874





coding RNA 672


LINC00678
5.57
3.89
long intergenic non-protein
101410541
NR_102708
Hs.471439
ENSG00000254934





coding RNA 678


LINC00889
5.99
4.42
long intergenic non-protein
158696
NR_026935
Hs.558664





coding RNA 889


LINC00907
3.95
3.12
long intergenic non-protein
284260
NR_046174
Hs.652819
ENSG00000267586





coding RNA 907


LINC00910
3
2.48
long intergenic non-protein
100130581
NR_027412
Hs.546897
ENSG00000188825





coding RNA 910


LINC00923
2.84
2.56
long intergenic non-protein
91948
NR_024172
Hs.130423
ENSG00000251209





coding RNA 923


LINC00924
4.4
3.05
long intergenic non-protein
145820
NR_027132
Hs.652702
ENSG00000259134





coding RNA 924


LINC00941
3.79
3.38
long intergenic non-protein
100287314
NR_040245
Hs.355210
ENSG00000235884





coding RNA 941


LINC00958
4.91
3.92
long intergenic non-protein
100506305
NR_038904
Hs.153408
ENSG00000251381





coding RNA 958


LINC00963
2.8
2.51
long intergenic non-protein
100506190
NR_038955
Hs.529860





coding RNA 963


LINC00965
4.43
3.51
long intergenic non-protein
349196
NM_001025473
Hs.559040





coding RNA 965


LINC00970
4.24
3.32
long intergenic non-protein
101978719
NR_104091
Hs.517849
ENSG00000203601





coding RNA 970


LINC01012
3.13
2.69
long intergenic non-protein
100507173
NR_038292
Hs.635987
ENSG00000281706





coding RNA 1012


LINC01021
6.93
4.93
long intergenic non-protein
643401
NR_038848
Hs.533212
ENSG00000250337





coding RNA 1021


LINC01057
5.48
3.49
long intergenic non-protein
101928079
NR_104131
Hs.596857
ENSG00000224081





coding RNA 1057


LINC01087
5.01
3.44
long intergenic non-protein
101927994
NR_108087
Hs.635757
ENSG00000224559





coding RNA 1087


LINC01099
4.33
3.58
long intergenic non-protein
101928656
NR_108092
Hs.508131
ENSG00000251504





coding RNA 1099


LINC01160
4.12
3.22
long intergenic non-protein
100129269
NR_034126
Hs.689728





coding RNA 1160


LINC01204
4.02
3.25
long intergenic non-protein
101927528
NR_104644
Hs.550772
ENSG00000229563





coding RNA 1204


LINC01205
4.55
3.45
long intergenic non-protein
401082
NM_001145553
Hs.477089
ENSG00000228980





coding RNA 1205


LINC01207
4.05
3.59
long intergenic non-protein
100505989
NR_038834
Hs.328236
ENSG00000248771





coding RNA 1207


LINC01209
4.74
3.4
long intergenic non-protein
101928684
NR_110819
Hs.639352
ENSG00000228308





coding RNA 1209


LINC01212
3.81
3.27
long intergenic non-protein
101927152
NR_110000
Hs.382046
ENSG00000240405





coding RNA 1212


LINC01226
4.31
3.34
long intergenic non-protein
284551
NR_027085
Hs.658659
ENSG00000223907





coding RNA 1226


LINC01247
4.93
3.53
long intergenic non-protein
101929390
NR_110251
Hs.434407
ENSG00000227007





coding RNA 1247


LINC01252
4.11
2.85
long intergenic non-protein
338817
NR_033890
Hs.733066
ENSG00000247157





coding RNA 1252


LINC01299
3.88
3.19
long intergenic non-protein
286186
NR_033893
Hs.449427
ENSG00000254081





coding RNA 1299


LINC01356
4.31
3.22
long intergenic non-protein
100996702
NR_103746
Hs.632431
ENSG00000215866





coding RNA 1356


LOC100128233
4.52
3.88
uncharacterized LOC100128233
100128233
NR_103769
Hs.497323
ENSG00000255002


LOC100128288
4.28
3.38
uncharacterized LOC100128288
100128288
NR_024447
Hs.549913


LOC100128398
3.21
2.39
uncharacterized LOC100128398
100128398
NR_036508
Hs.655081
ENSG00000176593


LOC100128531
3.85
2.9
uncharacterized LOC100128531
100128531
NR_038941
Hs.662126
ENSG00000203280


LOC100128573
2.46
2.68
uncharacterized LOC100128573
100128573
NR_024491
Hs.465761


LOC100129940
3.73
3.44
uncharacterized LOC100129940
100129940
NM_001292023
Hs.685856
ENSG00000197301


LOC100130451
4.59
3.55
uncharacterized LOC100130451
100130451
NM_001242575


LOC100131257
4.35
3.29
zinc finger protein 655 pseudogene
100131257
NR_034022
Hs.551110


LOC100131564
2.81
2.26
uncharacterized LOC100131564
100131564
NR_034089
Hs.732666


LOC100131626
4.21
3.02
uncharacterized LOC100131626
100131626
NR_046369
Hs.721614


LOC100132077
3.76
3.1
uncharacterized LOC100132077
100132077
NR_033937
Hs.679111
ENSG00000232063


LOC100190986
2.12
2.25
uncharacterized LOC100190986
100190986
NR_024456
Hs.648439


LOC100268168
4
3.55
uncharacterized LOC100268168
100268168
NR_026682
Hs.519766
ENSG00000204758


LOC100287015
3.01
2.93
uncharacterized LOC100287015
100287015
NR_040040
Hs.156928
ENSG00000246089


LOC100287042
2.11
1.98
uncharacterized LOC100287042
100287042
NR_036520
Hs.514470
ENSG00000263843


LOC100287792
3.43
3.04
uncharacterized LOC100287792
100287792
NM_001001690
Hs.517026
ENSG00000204117


LOC100287846
4.08
2.69
patched 1 pseudogene
100287846
NR_037168
Hs.21550


LOC100335030
4.83
3.91
FGFR1 oncogene partner 2
100335030
NR_033267
Hs.687044





pseudogene


LOC100420587
5.27
3.7
SHC SH2-domain binding
100420587
NR_110759
Hs.569956
ENSG00000267243





protein 1 pseudogene


LOC100506023
3.79
2.76
uncharacterized LOC100506023
100506023
NR_037845
Hs.731284


LOC100506083
3.67
3.08
uncharacterized LOC100506083
100506083
NR_039997
Hs.635008
ENSG00000261777


LOC100506127
3.73
3.1
putative uncharacterized
100506127
NM_001013634
Hs.503319
ENSG00000179240





protein FLJ37770-like


LOC100506472
3.36
2.68
uncharacterized LOC100506472
100506472
NR_040535
Hs.729080


LOC100506551
4.19
3.53
uncharacterized LOC100506551
100506551
NR_103809
Hs.657861
ENSG00000257279


LOC100506688
4.09
3.23
uncharacterized LOC100506688
100506688
NM_001242737
Hs.532063
ENSG00000215246


LOC100506746
3.32
2.75
uncharacterized LOC100506746
100506746
NR_038841
Hs.657766
ENSG00000163633


LOC100506990
2.84
2.36
uncharacterized LOC100506990
100506990
NR_040091
Hs.656893


LOC100996251
4
3.37
uncharacterized LOC100996251
100996251
NR_103777
Hs.382067
ENSG00000238198


LOC101409256
3.94
3.49
cell division cycle 42 pseudogene
101409256
NR_102424


LOC101926889
4.24
3.31
uncharacterized LOC101926889
101926889
NR_109994
Hs.585997


LOC101927181
2.82
2.67
uncharacterized LOC101927181
101927181
NR_108066
Hs.288853
ENSG00000136213


LOC101927257
3.78
3.16
uncharacterized LOC101927257
101927257
NR_109965
Hs.662725
ENSG00000232564


LOC101927274
4.46
3.67
uncharacterized LOC101927274
101927274
NR_110751
Hs.591168
ENSG00000249383


LOC101927374
4.86
3.64
uncharacterized LOC101927374
101927374
NR_110133
Hs.570644


LOC101927415
3.2
2.84
uncharacterized LOC101927415
101927415
NR_110049
Hs.636524


LOC101927476
4.99
4.19
uncharacterized LOC101927476
101927476
NR_110386
Hs.522607
ENSG00000236393


LOC101927575
4.56
3.2
uncharacterized LOC101927575
101927575
NR_110995
Hs.459826
ENSG00000227463


LOC101927740
4.04
3.36
uncharacterized LOC101927740
101927740
NR_109890
Hs.738721
ENSG00000245812


LOC101927797
3.21
2.79
uncharacterized LOC101927797
101927797
NR_109925
Hs.551743


LOC101927884
5.21
3.69
uncharacterized LOC101927884
101927884
NR_110281
Hs.671110
ENSG00000231172


LOC101928103
4.63
3.08
uncharacterized LOC101928103
101928103
NR_110292
Hs.665619
ENSG00000229267


LOC101928137
4.58
3.44
uncharacterized LOC101928137
101928137
NR_110130
Hs.694666
ENSG00000258123


LOC101928254
4.24
4.15
uncharacterized LOC101928254
101928254
NR_110182
Hs.571236
ENSG00000219445


LOC101928303
4.56
3.27
uncharacterized LOC101928303
101928303
NR_110698
Hs.375067
ENSG00000236155


LOC101928336
4.87
3.73
uncharacterized LOC101928336
101928336
NR_110396

ENSG00000230392


LOC101928372
3.85
3.11
uncharacterized LOC101928372
101928372
NR_110695

ENSG00000198358


LOC101928401
3.63
3.01
uncharacterized LOC101928401
101928401
NR_108099
Hs.385614
ENSG00000233288


LOC101928495
5.19
3.89
uncharacterized LOC101928495
101928495
NR_110409
Hs.545998
ENSG00000237208


LOC101928514
5.14
3.96
uncharacterized LOC101928514
101928514
NR_110837
Hs.617206
ENSG00000267065


LOC101928567
4.39
3.45
uncharacterized LOC101928567
101928567
NR_110839
Hs.569757
ENSG00000237057


LOC101928580
3.93
3.68
uncharacterized LOC101928580
101928580
NR_120556
Hs.569025
ENSG00000246211


LOC101928597
4.26
3.35
uncharacterized LOC101928597
101928597
NR_110091
Hs.638942
ENSG00000246394


LOC101928600
4.9
3.96
uncharacterized LOC101928600
101928600
NR_109904
Hs.694699
ENSG00000250127


LOC101928738
3.84
3.53
uncharacterized LOC101928738
101928738
NR_110851
Hs.399280
ENSG00000262188


LOC101928936
4.73
3.78
uncharacterized LOC101928936
101928936
NR_110867
Hs.533080


LOC101929181
3.42
2.44
uncharacterized LOC101929181
101929181
NR_104624
Hs.568616
ENSG00000235643


LOC101929224
4.44
3.84
uncharacterized LOC101929224
101929224
NR_110787
Hs.639369
ENSG00000260088


LOC101929259
4.17
3.67
uncharacterized LOC101929259
101929259
NR_120424
Hs.638490


LOC101929486
4.25
3.06
uncharacterized LOC101929486
101929486
NR_109868
Hs.548761
ENSG00000233048


LOC101929567
4.72
3.61
uncharacterized LOC101929567
101929567
NR_110257
Hs.634706
ENSG00000236008


LOC101929586
4.34
3.59
uncharacterized LOC101929586
101929586
NR_120363
Hs.569426
ENSG00000259175


LOC101929698
3.64
2.61
uncharacterized LOC101929698
101929698
NR_110619
Hs.638392
ENSG00000277301


LOC102467081
4.99
3.91
uncharacterized LOC102467081
102467081
NR_104662


LOC102723769
4.8
3.53
uncharacterized LOC102723769
102723769
NR_110761
Hs.652926


LOC102724927
4.39
3.7
uncharacterized LOC102724927
102724927
NR_120311
Hs.364739
ENSG00000262185


LOC143666
2.94
2.59
uncharacterized LOC143666
143666
NR_026967
Hs.337054


LOC150935
4.82
4.54
uncharacterized LOC150935
150935
NR_037808
Hs.555582


LOC151475
3.63
3.2
uncharacterized LOC151475
151475
NR_040038
Hs.528154
ENSG00000226125


LOC257396
3.45
2.42
uncharacterized LOC257396
257396
NR_034107
Hs.12326
ENSG00000247796


LOC283683
4.2
4
uncharacterized LOC283683
283683
NR_040057
Hs.534616
ENSG00000274253


LOC284023
3.54
2.88
uncharacterized LOC284023
284023
NR_024349
Hs.744470
ENSG00000179859


LOC284379
4.31
3.51
solute carrier family 7 (cationic amino
284379
NR_002938
Hs.631571
ENSG00000268864





acid transporter, y+ system),





member 3 pseudogene


LOC284412
6.66
4.68
uncharacterized LOC284412
284412
NR_029390
Hs.635932


LOC284454
4.32
3.54
uncharacterized LOC284454
284454
NR_036515
Hs.436426
ENSG00000267519


LOC284581
4.12
3.17
uncharacterized LOC284581
284581
NR_046097


LOC284865
4.37
3.67
uncharacterized LOC284865
284865
NR_038460
Hs.638498
ENSG00000249923


LOC284950
4.2
3.63
uncharacterized LOC284950
284950
NR_038888
Hs.570227


LOC285696
4.41
3.57
uncharacterized LOC285696
285696
NM_173669
Hs.646924
ENSG00000215196


LOC286437
4.49
3.29
uncharacterized LOC286437
286437
NR_039980
Hs.656786


LOC339166
3.75
2.65
uncharacterized LOC339166
339166
NR_040000
Hs.736088
ENSG00000179314


LOC339803
3.45
2.76
uncharacterized LOC339803
339803
NR_036496
Hs.252433
ENSG00000212978


LOC389641
3.53
2.91
uncharacterized LOC389641
389641
NR_033928
Hs.591835
ENSG00000246582


LOC400958
4.62
3.57
uncharacterized LOC400958
400958
NR_036586
Hs.591565
ENSG00000237638


LOC401052
4.04
3.52
uncharacterized LOC401052
401052
NM_001008737
Hs.662766


LOC440173
5.21
3.95
uncharacterized LOC440173
440173
NR_027471
Hs.127361
ENSG00000269994


LOC440300
3.9
3.42
chondroitin sulfate
440300
NR_033738
Hs.546565
ENSG00000259295





proteoglycan 4 pseudogene


LOC441242
2.11
2.07
uncharacterized LOC441242
441242
NM_001013464
Hs.373941
ENSG00000272693


LOC643406
4.43
3.27
uncharacterized LOC643406
643406
NM_175877
Hs.431161


LOC644919
4.98
3.81
uncharacterized LOC644919
644919
NR_109757
Hs.434414


LOC646214
4.3
3.38
p21 protein (Cdc42/Rac)-activated
646214
NR_027053
Hs.510697





kinase 2 pseudogene


LOC650293
6.38
3.67
seven transmembrane helix receptor
650293
NM_001040071
Hs.535167


LOC727896
3.8
2.72
cysteine and histidine-rich domain
727896
NR_026659
Hs.673126





(CHORD) containing 1 pseudogene


LOC728613
2.3
2.03
programmed cell death 6 pseudogene
728613
NR_003713
Hs.720393


LOC728752
4.03
3.31
uncharacterized LOC728752
728752
NR_036504
Hs.729762
ENSG00000267309


LOC729603
4.36
3.16
calcineurin-like EF-hand
729603
NR_003288
Hs.674810
ENSG00000213073





protein 1 pseudogene


LOC729732
3.63
2.93
uncharacterized LOC729732
729732
NR_047662
Hs.322761


LOC729987
4.36
3.05
uncharacterized LOC729987
729987
NR_046088
Hs.683961
ENSG00000226053


LOC731424
4.17
3.03
uncharacterized LOC731424
731424
NR_037867
Hs.427740


LOH12CR2
4.49
3.39
loss of heterozygosity, 12,
503693
NR_024061
Hs.67553
ENSG00000205791





chromosomal region 2 (non-





protein coding)


LPAL2
3.58
2.94
lipoprotein, Lp(a)-like 2,
80350
NM_024492
Hs.654503
ENSG00000213071





pseudogene


LPCAT2
3.36
2.61
lysophosphatidylcholine
54947
NM_017839
Hs.460857
ENSG00000087253





acyltransferase 2


LPP
2.85
2.51
LIM domain containing preferred
4026
NM_001167671
Hs.720220
ENSG00000145012





translocation partner in lipoma


LRPAP1
2.05
1.91
low density lipoprotein receptor-
4043
NM_002337
Hs.40966
ENSG00000163956





related protein associated protein 1


LRRC27
3.6
2.88
leucine rich repeat containing 27
80313
NM_001143757
Hs.119897
ENSG00000148814


LRRC57
3.77
3.17
leucine rich repeat containing 57
255252
NM_153260
Hs.234681
ENSG00000180979


LRRN4CL
4.42
4.03
LRRN4 C-terminal like
221091
NM_203422
Hs.427449
ENSG00000177363


LRTOMT
4.01
3.25
leucine rich transmembrane and O-
220074
NM_001145307
Hs.317243
ENSG00000184154





methyltransferase domain containing


LUCAT1
5.28
4.95
lung cancer associated transcript 1
100505994
NR_103548
Hs.628363
ENSG00000248323





(non-protein coding)


LYRM7
2.35
2.03
LYR motif containing 7
90624
NM_001293735
Hs.115467
ENSG00000186687


MAB21L3
4.04
3.19
mab-21-like 3 (C. elegans)
126868
NM_152367
Hs.376194
ENSG00000173212


MAGEA10
3.73
3.52
melanoma antigen family A10
4109
NM_001011543
Hs.18048
ENSG00000124260


MAN1B1-AS1
2.93
2.7
MAN1B1 antisense RNA 1
100289341
NR_027447
Hs.593896
ENSG00000268996





(head to head)


MANEAL
6.55
4.78
mannosidase, endo-alpha-like
149175
NM_001031740
Hs.534562
ENSG00000185090


MAP1LC3C
5.17
3.96
microtubule-associated protein 1
440738
NM_001004343
Hs.534971
ENSG00000197769





light chain 3 gamma


MAP3K13
2.6
2.25
mitogen-activated protein
9175
NM_001242314
Hs.591306
ENSG00000073803





kinase kinase kinase 13


MAP7D3
2.78
2.32
MAP7 domain containing 3
79649
NM_001173516
Hs.446275
ENSG00000129680


MARVELD3
4.25
3.45
MARVEL domain containing 3
91862
NM_001017967
Hs.513706
ENSG00000140832


MBOAT1
4.45
3.23
membrane bound O-acyltransferase
154141
NM_001080480
Hs.377830
ENSG00000172197





domain containing 1


MBOAT2
4.33
2.81
membrane bound O-acyltransferase
129642
NM_138799
Hs.467634
ENSG00000143797





domain containing 2


MCFD2
3.28
2.63
multiple coagulation factor
90411
NM_001171506
Hs.662152
ENSG00000180398





deficiency 2


MCUR1
2.23
1.92
mitochondrial calcium
63933
NM_001031713
Hs.214043
ENSG00000050393





uniporter regulator 1


MED15P9
4.39
3.57
mediator complex subunit 15
285103
NR_033903
Hs.570106
ENSG00000223760





pseudogene 9


MED18
3.5
2.65
mediator complex subunit 18
54797
NM_001127350
Hs.479911
ENSG00000130772


MEFV
4.22
3.28
Mediterranean fever
4210
NM_000243
Hs.632221
ENSG00000103313


METTL20
3.37
2.51
methyltransferase like 20
254013
NM_001135863
Hs.740628
ENSG00000139160


METTL21A
3.85
3.08
methyltransferase like 21A
151194
NM_001127395
Hs.664764
ENSG00000144401


METTL2A
2.57
2.09
methyltransferase like 2A
339175
NM_001005372
Hs.381204
ENSG00000087995


METTL2B
2.5
2.04
methyltransferase like 2B
55798
NM_018396
Hs.433213
ENSG00000165055


METTL8
3.18
2.57
methyltransferase like 8
79828
NM_024770
Hs.135146
ENSG00000123600


MFAP5
4.32
4.07
microfibrillar associated protein 5
8076
NM_001297709
Hs.512842
ENSG00000197614


MFSD11
2.35
2.09
major facilitator superfamily
79157
NM_001242532
Hs.73965
ENSG00000092931





domain containing 11


MGC27345
2.95
2.55
uncharacterized protein MGC27345
157247
NM_175880
Hs.552129


MIRLET7BHG
3.92
2.93
MIRLET7B host gene
400931
NM_207477
Hs.235838
ENSG00000197182


MLANA
3.42
3.21
melan-A
2315
NM_005511
Hs.154069
ENSG00000120215


MMD2
4.97
4.03
monocyte to macrophage
221938
NM_001100600
Hs.558694
ENSG00000136297





differentiation-associated 2


MMS22L
2.35
2.08
MMS22-like, DNA repair protein
253714
NM_198468
Hs.444292
ENSG00000146263


MOCS3
3.22
2.55
molybdenum cofactor synthesis 3
27304
NM_014484
Hs.159410
ENSG00000124217


MOG
4.36
3.37
myelin oligodendrocyte glycoprotein
4340
NM_001008228
Hs.141308
ENSG00000204655


MORN4
3.72
2.72
MORN repeat containing 4
118812
NM_001098831
Hs.217409
ENSG00000171160


MPPE1
2.83
2.35
metallophosphoesterase 1
65258
NM_001242904
Hs.712666
ENSG00000154889


MPV17L
3.24
2.81
MPV17 mitochondrial
255027
NM_001128423
Hs.720673
ENSG00000275543





membrane protein-like


MPZL3
2.69
2.15
myelin protein zero-like 3
196264
NM_001286152
Hs.15396
ENSG00000160588


MREG
3.18
2.62
melanoregulin
55686
NM_018000
Hs.620391
ENSG0000011822


MRGPRX3
4.79
3.53
MAS-related GPR, member X3
117195
NM_054031
Hs.380177
ENSG00000179826


MS4A10
3.65
3
membrane-spanning 4-domains,
341116
NM_206893
Hs.591956
ENSG00000172689





subfamily A, member 10


MTFMT
3.44
2.79
mitochondrial methionyl-
123263
NM_139242
Hs.531615
ENSG00000103707





tRNA formyltransferase


MTG2
2.51
2.02
mitochondrial ribosome-
26164
NM_015666
Hs.340636
ENSG00000101181





associated GTPase 2


MTRNR2L5
6.94
5.47
MT-RNR2-like 5
100463289
NM_001190478
Hs.727204
ENSG00000249860


MXRA7
2.44
2.12
matrix-remodelling associated 7
439921
NM_001008528
Hs.250723
ENSG00000182534


MYEOV2
0.48
0.51
myeloma overexpressed 2
150678
NM_001163424
Hs.293884
ENSG00000172428


MYLK3
3.77
3.22
myosin light chain kinase 3
91807
NM_001308301
Hs.130465
ENSG00000140795


NANOG
4.75
3.1
Nanog homeobox
79923
NM_001297698
Hs.635882
ENSG00000111704


NCRUPAR
4.14
3.71
non-protein coding RNA,
100302746
NR_028375





upstream of F2R/PAR1


NEK2
4.2
3.18
NIMA-related kinase 2
4751
NM_001204182
Hs.153704
ENSG00000117650


NEK8
2.71
2.3
NIMA-related kinase 8
284086
NM_178170
Hs.448468
ENSG00000160602


NEXN-AS1
3.79
3.32
NEXN antisense RNA 1
374987
NM_001039463
Hs.632414
ENSG00000235927


NLRP12
4.78
3.59
NLR family, pyrin domain
91662
NM_001277126
Hs.631573
ENSG00000142405





containing 12


NMNAT1
3.68
2.96
nicotinamide nucleotide
64802
NM_001297778
Hs.633762
ENSG00000173614





adenylyltransferase 1


NPFFR2
4.64
3.53
neuropeptide FF receptor 2
10886
NM_001144756
Hs.99231
ENSG00000056291


NPHS1
3.6
3.16
nephrosis 1, congenital,
4868
NM_004646
Hs.122186
ENSG00000161270





Finnish type (nephrin)


NQO1
3.2
2.27
NAD(P)H dehydrogenase, quinone 1
1728
NM_000903
Hs.406515
ENSG00000181019


NRIP2
2.49
2.5
nuclear receptor interacting protein 2
83714
NM_031474
Hs.530816
ENSG00000053702


NRIP3
3.99
2.93
nuclear receptor interacting protein 3
56675
NM_020645
Hs.523467
ENSG00000175352


NT5DC3
3.57
2.85
5′-nucleotidase domain containing 3
51559
NM_001031701
Hs.48428
ENSG00000111696


NUBPL
3.17
2.32
nucleotide binding protein-like
80224
NM_001201573
Hs.288981
ENSG00000151413


NUGGC
2.57
2.48
nuclear GTPase, germinal
389643
NM_001010906
Hs.370129
ENSG00000189233





center associated


NXN
4.95
3.79
nucleoredoxin
64359
NM_001205319
Hs.527989
ENSG00000167693


NXNL2
4.52
3.62
nucleoredoxin-like 2
158046
NM_001161625
Hs.734507
ENSG00000130045


NYAP2
3.86
3.11
neuronal tyrosine-phosphorylated
57624
NM_020864
Hs.224409
ENSG00000144460





phosphoinositide-3-kinase adaptor 2


OCLN
2.79
2.4
occludin
100506658
NM_001205254
Hs.592605
ENSG00000197822


ODF2L
4.02
3.1
outer dense fiber of sperm tails 2-like
57489
NM_001007022
Hs.149360
ENSG00000122417


OLAH
4.85
3.6
oleoyl-ACP hydrolase
55301
NM_001039702
Hs.24309
ENSG00000152463


OPHN1
4.66
3.31
oligophrenin 1
4983
NM_002547
Hs.128824
ENSG00000079482


OR11A1
4.75
3.53
olfactory receptor, family 11, subfamily
26531
NM_013937
Hs.676010
ENSG00000204694





A, member 1


OR7D2
3.8
3.11
olfactory receptor, family 7, subfamily
162998
NM_175883
Hs.531755
ENSG00000188000





D, member 2


OR7E91P
6.26
4.84
olfactory receptor, family 7, subfamily
79315
NR_002185
Hs.327033
ENSG00000205847





E, member 91 pseudogene


ORAI2
3.08
2.65
ORAI calcium release-
80228
NM_001126340
Hs.363308
ENSG00000160991





activated calcium modulator 2


ORC4
4.42
3.38
origin recognition complex, subunit 4
5000
NM_001190879
Hs.558364
ENSG00000115947


ORC6
3.75
3.32
origin recognition complex, subunit 6
23594
NM_014321
Hs.49760
ENSG00000091651


OSBPL2
2.32
1.98
oxysterol binding protein-like 2
9885
NM_001001691
Hs.473254
ENSG00000130703


OSGEPL1-AS1
3.23
2.45
OSGEPL1 antisense RNA 1
101409258
NR_102429
Hs.738558


OTUD6A
5.09
4.14
OTU deubiquitinase 6A
139562
NM_207320
Hs.447381
ENSG00000189401


P2RX5-
3.14
2.64
P2RX5-TAX1BP3 readthrough
100533970
NR_037928
Hs.731607
ENSG00000257950


TAX1BP3


(NMD candidate)


PABPC1P2
3.85
2.98
poly(A) binding protein,
728773
NR_026904
Hs.334462





cytoplasmic 1 pseudogene 2


PACS2
2.18
2.2
phosphofurin acidic cluster
23241
NM_001100913
Hs.525626
ENSG00000179364





sorting protein 2


PAQR7
3.26
2.65
progestin and adipoQ
164091
NM_178422
Hs.523652
ENSG00000182749





receptor family member VII


PARD6G
4.04
3.5
par-6 family cell polarity
84552
NM_032510
Hs.654920
ENSG00000178184





regulator gamma


PARK2
3.51
3
parkin RBR E3 ubiquitin protein ligase
5071
NM_004562
Hs.132954
ENSG00000185345


PART1
4.74
3.77
prostate androgen-regulated transcript
25859
NM_001039499
Hs.146312
ENSG00000152931





1 (non-protein coding)


PAXBP1-AS1
4.11
3.3
PAXBP1 antisense RNA 1
100506215
NR_038879
Hs.657123
ENSG00000238197


PCAT18
4.34
3.61
prostate cancer associated transcript 18
728606
NR_024259
Hs.170599
ENSG00000265369





(non-protein coding)


PCBD2
2.76
2.39
pterin-4 alpha-carbinolamine
84105
NM_032151
Hs.710014
ENSG00000132570





dehydratase/dimerization cofactor of





hepatocyte nuclear factor 1 alpha





(TCF1)2


PCDH11X
4.44
3.85
protocadherin 11 X-linked
27328
NM_001168360
Hs.655673
ENSG00000102290


PCDH11Y
5.34
3.89
protocadherin 11 Y-linked
83259
NM_001278619
Hs.661308
ENSG00000099715


PCDHB9
4.21
3.51
protocadherin beta 9
56127
NM_019119
Hs.662726
ENSG00000177839


PDDC1
3.44
2.9
Parkinson disease 7 domain
347862
NM_182612
Hs.218362
ENSG00000177225





containing 1


PDE4C
4.64
3.82
phosphodiesterase 4C, cAMP-specific
5143
NM_000923
Hs.132584
ENSG00000105650


PDE6A
4.29
3.55
phosphodiesterase 6A,
5145
NM_000440
Hs.567314
ENSG00000132915





cGMP-specific, rod, alpha


PDLIM5
2.84
2.51
PDZ and LIM domain 5
10611
NM_001011513
Hs.480311
ENSG00000163110


PDP2
3.15
2.47
pyruvate dehyrogenase phosphatase
57546
NM_020786
Hs.632214
ENSG00000172840





catalytic subunit 2


PEX13
2.2
1.9
peroxisomal biogenesis factor 13
5194
NM_002618
Hs.161377
ENSG00000162928


PGAM5
2.87
2.34
PGAM family member 5,
192111
NM_001170543
Hs.102558
ENSG00000247077





serine/threonine protein





phosphatase, mitochondrial


PGM2L1
2.47
2.14
phosphoglucomutase 2-like 1
283209
NM_173582
Hs.26612
ENSG00000165434


PGM5P2
4.87
3.76
phosphoglucomutase 5 pseudogene 2
595135
NR_002836
Hs.571593
ENSG00000277778


PHACTR4
2.21
1.9
phosphatase and actin regulator 4
65979
NM_001048183
Hs.225641
ENSG00000204138


PHAX
2.1
1.93
phosphorylated adaptor for
51808
NM_032177
Hs.555731
ENSG00000164902





RNA export


PHYHD1
4.22
3.21
phytanoyl-CoA dioxygenase
254295
NM_001100876
Hs.709447
ENSG00000175287





domain containing 1


PIGX
2.62
2.3
phosphatidylinositol glycan
54965
NM_001166304
Hs.223296
ENSG00000163964





anchor biosynthesis, class X


PIN4P1
3.8
3.03
protein (peptidylprolyl
728758
NR_003571
Hs.658099





cis/trans isomerase) NIMA-





interacting, 4 pseudogene 1


PLCXD1
2.76
2.34
phosphatidylinositol-specific
55344
NM_018390
Hs.522568
ENSG00000182378





phospholipase C, X domain





containing 1


PLEKHA5
3.35
2.56
pleckstrin homology domain
54477
NM_001143821
Hs.188614
ENSG00000052126





containing, family A member 5


PNMA2
3.78
2.97
paraneoplastic Ma antigen 2
10687
NM_007257
Hs.591838
ENSG00000240694


PNPO
3.15
2.5
pyridoxamine 5′-phosphate oxidase
55163
NM_018129
Hs.631742
ENSG00000108439


PNPT1
2.47
2.21
polyribonucleotide
87178
NM_033109
Hs.388733
ENSG00000138035





nucleotidyltransferase 1


POU2AF1
3.86
2.91
POU class 2 associating factor 1
5450
NM_006235
Hs.654525
ENSG00000110777


POU5F1
4.39
3.66
POU class 5 homeobox 1
5460
NM_001173531
Hs.249184
ENSG00000204531


PPARA
2.01
1.91
peroxisome proliferator-
5465
NM_001001928
Hs.103110
ENSG00000186951





activated receptor alpha


PPFIBP1
2.93
2.51
PTPRF interacting protein, binding
8496
NM_001198915
Hs.172445
ENSG00000110841





protein 1 (liprin beta 1)


PPIEL
3.32
2.92
peptidylprolyl isomerase E-
728448
NR_003929
Hs.472508





like pseudogene


PPIL6
3.58
2.99
peptidylprolyl isomerase
285755
NM_001111298
Hs.32234
ENSG00000185250





(cyclophilin)-like 6


PPP1R3B
3.14
2.43
protein phosphatase 1,
79660
NM_001201329
Hs.458513
ENSG00000173281





regulatory subunit 3B


PQLC2
3.19
3.02
PQ loop repeat containing 2
54896
NM_001040125
Hs.647620
ENSG00000040487


PRELID2
3.66
2.93
PRELI domain containing 2
153768
NM_138492
Hs.314261
ENSG00000186314


PRICKLE2-AS3
5.03
3.97
PRICKLE2 antisense RNA 3
100874243
NR_046702
Hs.670840
ENSG00000226017


PRKAR2A-AS1
3.81
3.22
PRKAR2A antisense RNA 1
100506637
NR_109996
Hs.634259
ENSG00000224424


PRNCR1
3.97
3.27
prostate cancer associated
101867536
NR_109833
Hs.652970
ENSG00000282961





non-coding RNA 1


PRR11
3.89
3.18
proline rich 11
55771
NM_018304
Hs.631750
ENSG00000068489


PRR7-AS1
2.95
2.56
PRR7 antisense RNA 1
340037
NR_038915
Hs.570879


PSPH
2.58
1.85
phosphoserine phosphatase
5723
NM_004577
Hs.512656
ENSG00000146733


PSTPIP2
3.42
2.89
proline-serine-threonine phosphatase
9050
NM_024430
Hs.567384
ENSG00000152229





interacting protein 2


PTCHD4
5.32
4.04
patched domain containing 4
442213
NM_001013732
Hs.659409
ENSG00000244694


PTCSC3
4.39
3.47
papillary thyroid carcinoma
100886964
NR_049735
Hs.742592





susceptibility candidate 3





(non-protein coding)


PTGER4P2-
5.14
3.65
PTGER4P2-CDK2AP2P2
442421
NR_024496
Hs.585349


CDK2AP2P2


readthrough transcribed





pseudogene


PTGES2-AS1
2.85
2.88
PTGES2 antisense RNA 1
389791
NM_001013652
Hs.632678
ENSG00000232850





(head to head)


PTK6
3.01
2.83
protein tyrosine kinase 6
5753
NM_001256358
Hs.51133
ENSG00000101213


PTOV1-AS1
2.32
2.25
PTOV1 antisense RNA 1
100506033
NR_040037
Hs.654814
ENSG00000268006


PTPRG-AS1
4.5
3.35
PTPRG antisense RNA 1
100506994
NR_038281
Hs.656620
ENSG00000241472


PXMP4
3.14
2.44
peroxisomal membrane
11264
NM_007238
Hs.654857
ENSG00000101417





protein 4.24 kDa


QPCTL
3.58
3.17
glutaminyl-peptide
54814
NM_001163377
Hs.631556
ENSG00000011478





cyclotransferase-like


QPRT
2.91
2.92
quinolinate phosphoribosyltransferase
23475
NM_014298
Hs.513484
ENSG00000103485


RAB36
3.79
3.16
RAB36, member RAS
9609
NM_004914
Hs.369557
ENSG00000100228





oncogene family


RAB42
4.45
3.72
RAB42, member RAS
115273
NM_001193532
Hs.652321
ENSG00000188060





oncogene family


RAMP2-AS1
5.2
3.97
RAMP2 antisense RNA 1
100190938
NR_024461
Hs.655265
ENSG00000197291


RASAL2-AS1
4.08
3.27
RASAL2 antisense RNA 1
100302401
NR_027982
Hs.736117
ENSG00000224687


RBBP5
2.29
1.81
retinoblastoma binding protein 5
5929
NM_001193272
Hs.519230
ENSG00000117222


RBBP9
2.52
2
retinoblastoma binding protein 9
10741
NM_006606
Hs.69330
ENSG00000089050


RBM34
2.81
2.35
RNA binding motif protein 34
23029
NM_001161533
Hs.535224
ENSG00000188739


RBMS2
3.36
2.82
RNA binding motif, single
5939
NM_002898
Hs.505729
ENSG00000076067





stranded interacting protein 2


RDH10
2.61
2.36
retinol dehydrogenase 10 (all-trans)
157506
NM_172037
Hs.244940
ENSG00000121039


RFT1
2.28
2.1
RFT1 homolog
91869
NM_052859
Hs.631910
ENSG00000163933


RHBG
3.7
3.21
Rh family, B glycoprotein
57127
NM_001256395
Hs.131835
ENSG00000132677





(gene/pseudogene)


RHD
2.91
2.68
Rh blood group, D antigen
6007
NM_001127691
Hs.449968
ENSG00000187010


RIPPLY3
4.26
3.28
ripply transcriptional repressor 3
53820
NM_018962
Hs.254560
ENSG00000183145


RNF144A-AS1
4.07
2.8
RNF144A antisense RNA 1
386597
NR_033997
Hs.559010
ENSG00000228203


RNF207
3.76
2.95
ring finger protein 207
388591
NM_173795
Hs.716549
ENSG00000158286


RNF222
3.81
3.32
ring finger protein 222
643904
NM_001146684
Hs.526550
ENSG00000189051


ROR1-AS1
4.17
3.15
ROR1 antisense RNA 1
101927034
NR_110665
Hs.680824
ENSG00000223949


RPL23AP53
3.22
2.57
ribosomal protein L23a pseudogene 53
644128
NR_003572
Hs.652159


RUNDC1
3.11
2.63
RUN domain containing 1
146923
NM_173079
Hs.632255
ENSG00000198863


S1PR2
3.38
2.86
sphingosine-1-phosphate receptor 2
9294
NM_004230
Hs.655405
ENSG00000267534


SAA2
4.24
3.13
serum amyloid A2
6289
NM_001127380
Hs.731376
ENSG00000134339


SCAI
2.63
2.39
suppressor of cancer cell invasion
286205
NM_001144877
Hs.59504
ENSG00000173611


SCD5
4.02
3.09
stearoyl-CoA desaturase 5
79966
NM_001037582
Hs.379191
ENSG00000145284


SCHLAP1
4.03
3.25
SWI/SNF complex antagonist
101669767
NR_104319

ENSG00000281131





associated with prostate cancer 1





(non-protein coding)


SEC14L4
4.22
3.23
SEC14-like lipid binding 4
284904
NM_001161368
Hs.517541
ENSG00000133488


SEC24B-AS1
3.14
2.68
SEC24B antisense RNA 1
100533182
NR_039978
Hs.518927
ENSG00000247950


SEPSECS-AS1
2.6
4.21
SEPSECS antisense RNA 1
285540
NR_037934
Hs.732278





(head to head)


SFTPB
3.95
3.17
surfactant protein B
6439
NM_000542
Hs.512690
ENSG00000168878


SGCB
2.27
1.97
sarcoglycan, beta (43 kDa dystrophin-
6443
NM_000232
Hs.438953
ENSG00000163069





associated glycoprotein)


SGOL1
3.16
2.77
shugoshin-like 1 (S. pombe)
151648
NM_001012409
Hs.105153
ENSG00000129810


SGSM1
3.88
3.15
small G protein signaling modulator 1
129049
NM_001039948
Hs.474397
ENSG00000167037


SHANK2-AS3
4.12
3.3
SHANK2 antisense RNA 3
220070
NM_145308
Hs.326766
ENSG00000171671


SHISA9
5.02
3.8
shisa family member 9
729993
NM_001145204
Hs.130661
ENSG00000237515


SHOX
2.82
2.39
short stature homeobox
6473
NM_000451
Hs.105932
ENSG00000185960


SHROOM1
4.92
3.67
shroom family member 1
134549
NM_001172700
Hs.519574
ENSG00000164403


SIGLEC10
3.86
2.8
sialic acid binding Ig-like lectin 10
89790
NM_001171156
Hs.284813
ENSG00000142512


SIRPB2
3.31
2.78
signal-regulatory protein beta 2
284759
NM_001122962
Hs.721685
ENSG00000196209


SIX4
4.13
3.33
SIX homeobox 4
51804
NM_017420
Hs.97849
ENSG00000100625


SKA1
4.3
3.38
spindle and kinetochore
220134
NM_001039535
Hs.134726
ENSG00000154839





associated complex subunit 1


SKP2
2.69
2.14
S-phase kinase-associated protein 2,
6502
NM_001243120
Hs.23348
ENSG00000145604





E3 ubiquitin protein ligase


SLC14A2
4.34
3.33
solute carrier family 14 (urea
8170
NM_001242692
Hs.710927
ENSG00000132874





transporter), member 2


SLC15A1
3.52
2.91
solute carrier family 15 (oligopeptide
6564
NM_005073
Hs.436893
ENSG00000088386





transporter), member 1


SLC16A4
3.6
2.98
solute carrier family 16, member 4
9122
NM_001201546
Hs.351306
ENSG00000168679


SLC25A15
3.84
3.09
solute carrier family 25
10166
NM_014252
Hs.646645
ENSG00000102743





(mitochondrial carrier;





ornithine transporter)





member 15


SLC28A2
4.35
3.53
solute carrier family 28 (concentrative
9153
NM_004212
Hs.367833
ENSG00000137860





nucleoside transporter), member 2


SLC31A1
4.06
3.11
solute carrier family 31 (copper
1317
NM_001859
Hs.532315
ENSG00000136868





transporter), member 1


SLC35E3
2.91
2.43
solute carrier family 35, member E3
55508
NM_018656
Hs.506011
ENSG00000175782


SLC36A2
4.11
3.19
solute carrier family 36 (proton/amino
153201
NM_181776
Hs.483877
ENSG00000186335





acid symporter), member 2


SLC37A2
4.9
3.85
solute carrier family 37 (glucose-6-
219855
NM_001145290
Hs.352661
ENSG00000134955





phosphate transporter), member 2


SLC44A4
5.05
3.52
solute carrier family 44, member 4
80736
NM_001178044
Hs.335355
ENSG00000204385


SLC4A1
3.33
2.73
solute carrier family 4 (anion
6521
NM_000342
Hs.210751
ENSG00000004939





exchanger), member 1





(Diego blood group)


SLC4A8
3.56
2.94
solute carrier family 4, sodium
9498
NM_001039960
Hs.4749
ENSG00000050438





bicarbonate cotransporter, member 8


SLC50A1
2.28
1.92
solute carrier family 50 (sugar efflux
55974
NM_001122837
Hs.292154
ENSG00000169241





transporter), member 1


SLC5A5
3.63
3.05
solute carrier family 5 (sodium/iodide
6528
NM_000453
Hs.584804
ENSG00000105641





cotransporter), member 5


SLC6A4
3.93
3.47
solute carrier family 6
6532
NM_001045
Hs.29792
ENSG00000108576





(neurotransmitter





transporter), member 4


SLC7A5P2
2.63
2.57
solute carrier family 7
387254
NR_002594
Hs.448808





(amino acid transporter light





chain, L system), member 5





pseudogene 2


SLC9A4
5.08
3.5
solute carrier family 9, subfamily A
389015
NM_001011552
Hs.447686
ENSG00000180251





(NHE4, cation proton antiporter 4),





member 4


SLFNL1-AS1
3.57
2.93
SLFNL1 antisense RNA 1
100507178
NR_037868
Hs.660056
ENSG00000281207


SMG1P7
3.5
3.15
SMG1 pseudogene 7
100506060
NR_033959
Hs.655258
ENSG00000261556


SMIM14
3.45
2.75
small integral membrane protein 14
201895
NM_174921
Hs.205952
ENSG00000163683


SMIM17
5.46
3.85
small integral membrane protein 17
147670
NM_001193628
Hs.336588
ENSG00000268182


SNHG20
3.48
3.1
small nucleolar RNA host gene 20
654434
NR_027058
Hs.720923
ENSG00000234912


SNHG4
4.17
3.63
small nucleolar RNA host gene 4
724102
NR_003141
Hs.268939


SNX22
2.51
2.18
sorting nexin 22
79856
NM_024798
Hs.744250
ENSG00000157734


SOX9-AS1
5.1
3.32
SOX9 antisense RNA 1
400618
NR_103737
Hs.657374
ENSG00000234899


SPATS2
2.59
2.32
spermatogenesis associated,
65244
NM_001293285
Hs.654826
ENSG00000123352





serine-rich 2


SPATS2L
2.78
2.29
spermatogenesis associated,
26010
NM_001100422
Hs.120323
ENSG00000196141





serine-rich 2-like


SPC25
4.52
3.46
SPC25, NDC80 kinetochore
57405
NM_020675
Hs.421956
ENSG00000152253





complex component


SPDYE8P
2.11
1.98
speedy/RINGO cell cycle regulator
728524
NM_001023562
Hs.571275





family member E8, pseudogene


SPIB
3.67
2.75
Spi-B transcription factor
6689
NM_001243998
Hs.437905
ENSG00000269404





(Spi-1/PU.1 related)


SPRED1
4.19
3.24
sprouty-related, EVH1
161742
NM_152594
Hs.525781
ENSG00000166068





domain containing 1


SRRM2-AS1
3.86
3.24
SRRM2 antisense RNA 1
100128788
NR_027274
Hs.311208
ENSG00000205913


SRSF12
3.63
3.27
serine/arginine-rich splicing factor 12
135295
NM_080743
Hs.254414
ENSG00000154548


STAC2
4.17
3.11
SH3 and cysteine rich domain 2
342667
NM_198993
Hs.145068
ENSG00000141750


STAP2
3.25
2.98
signal transducing adaptor
55620
NM_001013841
Hs.194385
ENSG00000178078





family member 2


STAR
3.6
2.66
steroidogenic acute regulatory protein
6770
NM_000349
Hs.521535
ENSG00000147465


STAU2-AS1
4.02
4.08
STAU2 antisense RNA 1
100128126
NR_038406
Hs.679921
ENSG00000253302


STRIP2
3.61
3.14
striatin interacting protein 2
57464
NM_001134336
Hs.489988
ENSG00000128578


SWSAP1
2.79
2.31
SWIM-type zinc finger 7
126074
NM_175871
Hs.631619
ENSG00000173928





associated protein 1


TAF8
2.86
2.4
TAF8 RNA polymerase II, TATA
129685
NM_138572
Hs.520122
ENSG00000137413





box binding protein (TBP)-associated





factor, 43 kDa


TANGO2
2.65
2.04
transport and golgi
128989
NM_001283106
Hs.474233
ENSG00000183597





organization 2 homolog


TARS2
2.64
2.13
threonyl-tRNA synthetase 2,
80222
NM_001271895
Hs.288974
ENSG00000143374





mitochondrial (putative)


TATDN3
3.33
2.85
TatD DNase domain containing 3
128387
NM_001042552
Hs.530538
ENSG00000203705


TBC1D24
2.97
2.82
TBC1 domain family, member 24
57465
NM_001199107
Hs.353087
ENSG00000162065


TBCCD1
2.64
2.29
TBCC domain containing 1
55171
NM_001134415
Hs.518469
ENSG00000113838


TBXA2R
3.83
3.16
thromboxane A2 receptor
6915
NM_001060
Hs.442530
ENSG00000006638


TEX101
3.65
3.17
testis expressed 101
83639
NM_001130011
Hs.97978
ENSG00000131126


TFDP2
2.02
1.98
transcription factor Dp-2
7029
NM_001178138
Hs.379018
ENSG00000114126





(E2F dimerization partner 2)


THRIL
3.15
2.63
TNF and HNRNPL related
102659353
NR_110375
Hs.596464
ENSG00000280634





immunoregulatory long non-





coding RNA


TIGD1
2.33
2.38
rigger transposable element derived 1
200765
NM_145702
Hs.211823
ENSG00000221944


TINCR
2.55
2.42
tissue differentiation-inducing non-
257000
NM_153375
Hs.515575
ENSG00000223573





protein coding RNA


TLCD2
4.68
3.6
TLC domain containing 2
727910
NM_001164407
Hs.531005
ENSG00000185561


TLR10
3.68
2.57
toll-like receptor 10
81793
NM_001017388
Hs.120551
ENSG00000174123


TLR8-AS1
5.69
3.95
TLR8 antisense RNA 1
349408
NR_030727
Hs.685035
ENSG00000233338


TMCC1-AS1
4.46
3.15
TMCC1 antisense RNA 1
100507032
NR_037893
Hs.529562
ENSG00000271270





(head to head)


TMEM106A
3.32
2.82
transmembrane protein 106A
113277
NM_001291586
Hs.536474
ENSG00000184988


TMEM120B
2.62
2.28
transmembrane protein 120B
144404
NM_001080825
Hs.644504
ENSG00000188735


TMEM168
2.41
2.01
transmembrane protein 168
64418
NM_001287497
Hs.606345
ENSG00000146802


TMEM212
4.48
3.34
transmembrane protein 212
389177
NM_001164436
Hs.642307
ENSG00000186329


TMEM213
3.63
3.05
transmembrane protein 213
155006
NM_001085429
Hs.567729
ENSG00000214128


TMEM236
3.74
3.34
transmembrane protein 236
653567
NM_001013629
Hs.564139
ENSG00000148483


TMEM254-AS1
3.57
2.82
TMEM254 antisense RNA 1
219347
NR_027428
Hs.524453


TMEM38A
3.65
3.13
transmembrane protein 38A
79041
NM_024074
Hs.436068
ENSG00000072954


TMEM41B
2.92
2.24
transmembrane protein 41B
440026
NM_001165030
Hs.594563
ENSG00000166471


TMIGD2
2.08
1.98
transmembrane and immunoglobulin
126259
NM_001169126
Hs.263928
ENSG00000167664





domain containing 2


TNFAIP8L1
3.03
2.55
tumor necrosis factor, alpha-
126282
NM_001167942
Hs.465643
ENSG00000185361





induced protein 8-like 1


TNFAIP8L2-
6.07
4.08
TNFAIP8L2-SCNM1 readthrough
100534012
NM_001204848
Hs.732060
ENSG00000163156


SCNM1


TONSL
2.99
2.48
tonsoku-like, DNA repair protein
4796
NM_013432
Hs.675285
ENSG00000160949


TOR1AIP2
2.24
1.91
torsin A interacting protein 2
163590
NM_001199260
Hs.571797
ENSG00000169905


TOR4A
3.61
2.93
torsin family 4, member A
54863
NM_017723
Hs.495541
ENSG00000198113


TPMT
2.9
2.63
thiopurine S-methyltransferase
7172
NM_000367
Hs.444319
ENSG00000137364


TPTEP1
3.95
2.81
transmembrane phosphatase with
387590
NR_001591
Hs.474116
ENSG00000100181





tensin homology pseudogene 1


TRAF3IP2
3.47
2.98
TRAF3 interacting protein 2
10758
NM_001164281
Hs.561514
ENSG00000056972


TRAPPC2
2.11
2.01
trafficking protein particle complex 2
6399
NM_001011658
Hs.592238
ENSG00000196459


TRIM16
2.7
2.5
tripartite motif containing 16
10626
NM_006470
Hs.123534
ENSG00000221926


TRIM45
4.23
3.39
tripartite motif containing 45
80263
NM_001145635
Hs.301526
ENSG00000134253


TRPV1
3.44
3.24
transient receptor potential cation
7442
NM_018727
Hs.579217
ENSG00000196689





channel, subfamily V, member 1


TSG1
4.82
3.93
tumor suppressor TSG1
643432
NR_015362
Hs.509936


TSIX
4.23
3.42
TSIX transcript, XIST antisense RNA
9383
NR_003255
Hs.529901
ENSG00000270641


TSTD3
3.37
3.14
thiosulfate sulfurtransferase
100130890
NM_001195131
Hs.634506
ENSG00000228439





(rhodanese)-like domain containing 3


TUBA3FP
3.9
3.23
tubulin, alpha 3f, pseudogene
113691
NR_003608
Hs.585006
ENSG00000161149


TUFT1
3.19
2.99
tuftelin 1
7286
NM_001126337
Hs.489922
ENSG00000143367


TVP23C
2.66
2.56
trans-golgi network vesicle protein 23
201158
NM_001135036
Hs.164595
ENSG00000175106





homolog C (S. cerevisiae)


UBE2Q2P1
3.73
3.08
ubiquitin-conjugating enzyme E2Q
388165
NM_207382
Hs.498348
ENSG00000189136





family member 2 pseudogene 1


UBL7-AS1
4.09
3.42
UBL7 antisense RNA 1
440288
NR_038448
Hs.611046
ENSG00000247240





(head to head)


UBOX5
2.27
2.05
U-box domain containing 5
22888
NM_001267584
Hs.654646
ENSG00000185019


UCKL1-AS1
3.97
3.53
UCKL1 antisense RNA 1
100113386
NR_027287
Hs.551552


UGDH-AS1
4.44
3.36
UGDH antisense RNA 1
100885776
NR_047679
Hs.640769
ENSG00000249348


UGGT1
2.1
1.94
UDP-glucose glycoprotein
56886
NM_001025777
Hs.743306
ENSG00000136731





glucosyltransferase 1


UGT8
4.93
3.72
UDP glycosyltransferase 8
7368
NM_001128174
Hs.144197
ENSG00000174607


UPK1B
4.09
3.31
uroplakin 1B
7348
NM_006952
Hs.271580
ENSG00000114638


USP49
2.46
2.25
ubiquitin specific peptidase 49
25862
NM_001286554
Hs.593575
ENSG00000164663


USP54
2.37
2.16
ubiquitin specific peptidase 54
159195
NM_152586
Hs.657355
ENSG00000166348


UTP11L
3.22
2.35
UTP11-like, U3 small nucleolar
51118
NM_016037
Hs.472038
ENSG00000183520





ribonucleoprotein (yeast)


UTS2B
4.79
3.78
urotensin 2B
257313
NM_198152
Hs.518492
ENSG00000188958


VSIG1
2.55
2.09
V-set and immunoglobulin
340547
NM_001170553
Hs.177164
ENSG00000101842





domain containing 1


VSTM4
4.19
3.25
V-set and transmembrane
196740
NM_001031746
Hs.522928
ENSG00000165633





domain containing 4


WDR11-AS1
4.3
3.3
WDR11 antisense RNA 1
283089
NR_033850
Hs.568750
ENSG00000227165


WDR45
2.27
1.9
WD repeat domain 45
11152
NM_001029896
Hs.632807
ENSG00000196998


WDR92
2.37
1.67
WD repeat domain 92
116143
NM_001256476
Hs.631877
ENSG00000243667


WFDC8
4.12
3.11
WAP four-disulfide core domain 8
90199
NM_130896
Hs.116128
ENSG00000158901


WNT7B
3.91
3.4
wingless-type MMTV integration site
7477
NM_058238
Hs.512714
ENSG00000188064





family, member 7B


XIAP
2.32
1.93
X-linked inhibitor of apoptosis, E3
331
NM_001167
Hs.356076
ENSG00000101966





ubiquitin protein ligase


XKR9
4.97
3.6
XK, Kell blood group complex
389668
NM_001011720
Hs.458938
ENSG00000221947





subunit-related family, member 9


XPNPEP3
2.73
2.35
X-prolyl aminopeptidase 3,
63929
NM_001204827
Hs.529163
ENSG00000196236





mitochondrial


XRCC2
3.95
3.39
X-ray repair complementing defective
7516
NM_005431
Hs.647093
ENSG00000196584





repair in Chinese hamster cells 2


ZBTB8A
3.97
3.28
zinc finger and BTB domain
653121
NM_001040441
Hs.546479
ENSG00000160062





containing 8A


ZC3H12D
2.26
2.3
zinc finger CCCH-type
340152
NM_207360
Hs.632618
ENSG00000178199





containing 12D


ZFP14
2.62
1.96
ZFP14 zinc finger protein
57677
NM_001297619
Hs.35524
ENSG00000142065


ZFP30
2.66
2.28
ZFP30 zinc finger protein
22835
NM_014898
Hs.716719
ENSG00000120784


ZFP42
3.79
2.91
ZFP42 zinc finger protein
132625
NM_001304358
Hs.335787
ENSG00000179059


ZKSCAN3
3.87
2.77
zinc finger with KRAB and
80317
NM_001242894
Hs.380930
ENSG00000189298





SCAN domains 3


ZKSCAN7
2.64
2.17
zinc finger with KRAB and
55888
NM_001288590
Hs.529512
ENSG00000196345





SCAN domains 7


ZMYM5
2.23
1.95
zinc finger, MYM-type 5
9205
NM_001039649
Hs.530988
ENSG00000132950


ZNF154
2.49
2.26
zinc finger protein 154
7710
NM_001085384
Hs.646378
ENSG00000179909


ZNF2
3.33
2.35
zinc finger protein 2
7549
NM_001017396
Hs.590916
ENSG00000275111


ZNF264
2.16
1.84
zinc finger protein 264
9422
NM_003417
Hs.515634
ENSG00000083844


ZNF286B
3.02
2.56
zinc finger protein 286B
729288
NM_001145045
Hs.534279
ENSG00000249459


ZNF34
4
3.19
zinc finger protein 34
80778
NM_001286769
Hs.631854
ENSG00000196378


ZNF347
3.18
2.72
zinc finger protein 347
84671
NM_001172674
Hs.467239
ENSG00000197937


ZNF471
5.04
3.57
zinc finger protein 471
57573
NM_020813
Hs.710590
ENSG00000196263


ZNF483
3.18
2.91
zinc finger protein 483
158399
NM_001007169
Hs.584864
ENSG00000173258


ZNF490
2.8
2.42
zinc finger protein 490
57474
NM_020714
Hs.655860
ENSG00000188033


ZNF492
3.5
2.92
zinc finger protein 492
57615
NM_020855
Hs.232108
ENSG00000229676


ZNF526
3.18
2.4
zinc finger protein 526
116115
NM_133444
Hs.137282
ENSG00000167625


ZNF527
2.89
2.38
zinc finger protein 527
84503
NM_032453
Hs.590940
ENSG00000189164


ZNF543
2.48
2.13
zinc finger protein 543
125919
NM_213598
Hs.202544
ENSG00000178229


ZNF554
3.36
2.65
zinc finger protein 554
115196
NM_001102651
Hs.307043
ENSG00000172006


ZNF556
4.28
4.37
zinc finger protein 556
80032
NM_001300843
Hs.287433
ENSG00000172000


ZNF562
2.57
2.1
zinc finger protein 562
54811
NM_001130031
Hs.371107
ENSG00000171466


ZNF662
3.76
2.78
zinc finger protein 662
389114
NM_001134656
Hs.720173
ENSG00000182983


ZNF665
4.04
3.18
zinc finger protein 665
79788
NM_024733
Hs.745230
ENSG00000197497


ZNF677
3.48
2.9
zinc finger protein 677
342926
NM_182609
Hs.20506
ENSG00000197928


ZNF713
3.93
3.69
zinc finger protein 713
349075
NM_182633
Hs.660834
ENSG00000178665


ZNF716
3.7
3.18
zinc finger protein 716
441234
NM_001159279
Hs.533121
ENSG00000182111


ZNF761
3.08
2.59
zinc finger protein 761
388561
NM_001008401
Hs.433293
ENSG00000160336


ZNF785
2.85
2.5
zinc finger protein 785
146540
NM_152458
Hs.513509
ENSG00000197162


ZNF793
3.98
3.26
zinc finger protein 793
390927
NM_001013659
Hs.568010
ENSG00000188227


ZNF814
2.58
2.29
zinc finger protein 814
730051
NM_001144989
Hs.634143
ENSG00000204514


ZNF818P
3.18
2.52
zinc finger protein 818, pseudogene
390963
NM_001001675
Hs.444446


ZNF850
3.21
2.68
zinc finger protein 850
342892
NM_001193552
Hs.406307
ENSG00000267041


ZNRF3-AS1
4.24
3.54
ZNRF3 antisense RNA 1
100874123
NR_046851
Hs.674708
ENSG00000177993


ZSCAN22
3.74
2.67
zinc finger and SCAN
342945
NM_181846
Hs.388162
ENSG00000182318





domain containing 22


ZYG11A
4.09
3.51
zyg-11 family member A,
440590
NM_001004339
Hs.658458
ENSG00000203995





cell cycle regulator
















TABLE 7A







Monocyte Subtype Genes.













Fold-change


Entrez





mono1 vs mono2
UniqueID
Name
ID
Accession
UGCluster
Ensembl
















−2.1276596
NT5DC3
5′-nucleotidase domain
51559
NM_001031701
Hs.48428
ENSG00000111696




containing 3


2.0400000
PGLS
6-phosphogluconolactonase
25796
NM_012088
Hs.466165
ENSG00000130313


2.0200000
ABHD14A
abhydrolase domain
25864
NM_015407
Hs.534400
ENSG00000248487




containing 14A


2.0600000
AAAS
achalasia, adrenocortical
8086
NM_001173466
Hs.369144
ENSG00000094914




insufficiency, alacrimia


1.7100000
ACP2
acid phosphatase 2, lysosomal
53
NM_001131064
Hs.532492
ENSG00000134575


1.5600000
ACO2
aconitase 2, mitochondrial
50
NM_001098
Hs.643610
ENSG00000100412


1.6400000
APEH
acylaminoacyl-peptide
327
NM_001640
Hs.517969
ENSG00000164062




hydrolase


−2.7027027
ACBD7
acyl-CoA binding domain
414149
NM_001039844
Hs.644598
ENSG00000176244




containing 7


−2.1276596
ACADSB
acyl-CoA dehydrogenase,
36
NM_001609
Hs.81934
ENSG00000196177




short/branched chain


1.6300000
AP1M1
adaptor-related protein
8907
NM_001130524
Hs.71040
ENSG00000072958




complex 1, mu 1 subunit


−2.3809524
AP1S3
adaptor-related protein
130340
NM_001039569
Hs.632555
ENSG00000152056




complex 1, sigma 3 subunit


1.4800000
AP2B1
adaptor-related protein
163
NM_001030006
Hs.514819
ENSG00000006125




complex 2, beta 1 subunit


−1.7857143
AP4S1
adaptor-related protein
11154
NM_001128126
Hs.293411
ENSG00000100478




complex 4, sigma 1 subunit


−1.7543860
ADAT1
adenosine deaminase, tRNA-
23536
NM_012091
Hs.729312
ENSG00000065457




specific 1


1.5200000
ADSL
adenylosuccinate lyase
158
NM_000026
Hs.75527
ENSG00000239900


1.5600000
ARL2BP
ADP-ribosylation factor-like
23568
NM_012106
Hs.632873
ENSG00000102931




2 binding protein


−2.4390244
ADRA1A
adrenoceptor alpha 1A
148
NM_000680
Hs.709175
ENSG00000120907


−1.8181818
AARS2
alanyl-tRNA synthetase 2,
57505
NM_020745
Hs.158381
ENSG00000124608




mitochondrial


1.7400000
ALDH2
aldehyde dehydrogenase 2
217
NM_000690
Hs.604551
ENSG00000111275




family (mitochondrial)


−2.0408163
ALDH6A1
aldehyde dehydrogenase 6
4329
NM_001278593
Hs.293970
ENSG00000119711




family, member A1


1.5700000
AKR1B1
aldo-keto reductase family 1,
231
NM_001628
Hs.521212
ENSG00000085662




member B1 (aldose




reductase)


1.5800000
ALKBH5
AlkB family member 5, RNA
54890
NM_017758
Hs.744130
ENSG00000091542




demethylase


−1.5384615
ALPK1
alpha-kinase 1
80216
NM_001102406
Hs.652825
ENSG00000073331


−2.0408163
AASS
aminoadipate-semialdehyde
10157
NM_005763
Hs.156738
ENSG00000008311




synthase


2.0800000
AGTRAP
angiotensin II receptor-
57085
NM_001040194
Hs.464438
ENSG00000177674




associated protein


−1.8181818
ASB11
ankyrin repeat and SOCS box
140456
NM_001012428
Hs.352183
ENSG00000165192




containing 11, E3 ubiquitin




protein ligase


−2.4390244
ANKRD20A9P
ankyrin repeat domain 20
284232
NR_027995
Hs.679496




family, member A9,




pseudogene


−1.6949153
ANKRD36B
ankyrin repeat domain 36B
57730
NM_020970
Hs.532921
ENSG00000196912


1.3900000
ANXA11
annexin A11
311
NM_001157
Hs.530291
ENSG00000122359


−1.6393443
ANP32A-IT1
ANP32A intronic transcript 1
80035
NM_001040150
Hs.662150


−1.3698630
AAK1
AP2 associated kinase 1
22848
NM_014911
Hs.468878
ENSG00000115977


−3.1250000
APOBEC3B-AS1
APOBEC3B antisense RNA 1
100874530
NR_104187
Hs.626951
ENSG00000249310


1.7200000
APOA1BP
apolipoprotein A-I binding
128240
NM_144772
Hs.528320
ENSG00000163382




protein


−3.8461538
APOA2
apolipoprotein A-II
336
NM_001643
Hs.237658
ENSG00000158874


−1.8181818
APOL1
apolipoprotein L, 1
8542
NM_001136540
Hs.114309
ENSG00000100342


−2.4390244
APOL4
apolipoprotein L, 4
80832
NM_030643
Hs.115099
ENSG00000100336


−1.9607843
ARGFX
arginine-fifty homeobox
503582
NM_001012659
Hs.224976
ENSG00000186103


−2.8571429
ARHGEF26-AS1
ARHGEF26 antisense RNA 1
100507524
NR_037901
Hs.370221
ENSG00000243069


−1.8518519
ARMC9
armadillo repeat containing 9
80210
NM_001271466
Hs.471610
ENSG00000135931


1.5400000
ASNA1
arsA arsenite transporter,
439
NM_004317
Hs.465985
ENSG00000198356




ATP-binding, homolog 1




(bacterial)


−5.2631579
AS3MT
arsenite methyltransferase
57412
NM_020682
Hs.720370
ENSG00000214435


−2.0833333
AIPL1
aryl hydrocarbon receptor
23746
NM_001033054
Hs.279887
ENSG00000129221




interacting protein-like 1


1.5600000
ASTE1
asteroid homolog 1
28990
NM_001288950
Hs.100878
ENSG00000034533




(Drosophila)


−3.4482759
ASTN2
astrotactin 2
23245
NM_001184734
Hs.601562
ENSG00000148219


−1.4285714
ATXN7
ataxin 7
6314
NM_000333
Hs.476595
ENSG00000163635


1.5400000
ATP5B
ATP synthase, H+
506
NM_001686
Hs.406510
ENSG00000110955




transporting, mitochondrial




F1 complex, beta polypeptide


2.5900000
ATP5D
ATP synthase, H+
513
NM_001001975
Hs.418668
ENSG00000099624




transporting, mitochondrial




F1 complex, delta subunit


2.5100000
ATP5G2
ATP synthase, H+
517
NM_001002031
Hs.524464
ENSG00000135390




transporting, mitochondrial




Fo complex, subunit C2




(subunit 9)


−2.2222222
ATAD3C
ATPase family, AAA domain
219293
NM_001039211
Hs.724767
ENSG00000215915




containing 3C


−2.1739130
ABCA9
ATP-binding cassette, sub-
10350
NM_080283
Hs.131686
ENSG00000154258




family A (ABC1), member 9


−2.8571429
ABCC9
ATP-binding cassette, sub-
10060
NM_005691
Hs.732701
ENSG00000069431




family C (CFTR/MRP),




member 9


−1.7241379
ABCF1
ATP-binding cassette, sub-
23
NM_001025091
Hs.655285
ENSG00000204574




family F (GCN20), member 1


−2.5641026
BBS5
Bardet-Biedl syndrome 5
129880
NM_152384
Hs.233398
ENSG00000163093


−2.3255814
BNIPL
BCL2/adenovirus E1B 19 kD
149428
NM_001159642
Hs.591473
ENSG00000163141




interacting protein like


−2.0833333
BCL2L2-
BCL2L2-PABPN1
100529063
NM_001199864
Hs.707712
ENSG00000258643



PABPN1
readthrough


−2.3809524
BZRAP1
benzodiazepine receptor
9256
NM_001261835
Hs.112499
ENSG00000005379




(peripheral) associated




protein 1


−2.2222222
BHMT2
betaine-homocysteine S-
23743
NM_001178005
Hs.114172
ENSG00000132840




methyltransferase 2


−1.7857143
BVES
blood vessel epicardial
11149
NM_001199563
Hs.221660
ENSG00000112276




substance


−2.0000000
BMS1P4
BMS1 pseudogene 4
729096
NR_026592
Hs.709171
ENSG00000271816


−2.0000000
BMS1P5
BMS1 pseudogene 5
399761
NM_001040053
Hs.571994
ENSG00000204177


−1.7857143
BMS1P6
BMS1 pseudogene 6
642826
NR_024495
Hs.463017
ENSG00000251079


1.9300000
BOLA3
bolA family member 3
388962
NM_001035505
Hs.61472
ENSG00000163170


−2.1276596
BMP7
bone morphogenetic protein 7
655
NM_001719
Hs.473163
ENSG00000101144


1.8200000
BCKDHA
branched chain keto acid
593
NM_000709
Hs.433307
ENSG00000248098




dehydrogenase E1, alpha




polypeptide


−2.3809524
BRIP1
BRCA1 interacting protein C-
83990
NM_032043
Hs.128903
ENSG00000136492




terminal helicase 1


−2.6315789
BREA2
breast cancer estrogen-
286076
NM_001024610
Hs.178095
ENSG00000181097




induced apoptosis 2


−1.4492754
BAZ2A
bromodomain adjacent to
11176
NM_001300905
Hs.314263
ENSG00000076108




zinc finger domain, 2A


−1.7543860
BTN2A1
butyrophilin, subfamily 2.
11120
NM_001197233
Hs.159028
ENSG00000112763




member A1


2.5600000
C10orf32-ASMT
C10orf32-ASMT readthrough
100528007
NR_037644
Hs.720370




(NMD candidate)


−1.7241379
C1RL-AS1
C1RL antisense RNA 1
283314
NR_026947
Hs.744212
ENSG00000205885


−2.0408163
CDH23
cadherin-related 23
64072
NM_001171930
Hs.656032
ENSG00000107736


−2.1739130
LOC729603
calcineurin-like EF-hand
729603
NR_003288
Hs.674810
ENSG00000213073




protein 1 pseudogene


−1.8867925
CAMK1D
calcium/calmodulin-
57118
NM_020397
Hs.600547
ENSG00000183049




dependent protein kinase ID


1.3600000
CAD
carbamoyl-phosphate
790
NM_004341
Hs.377010
ENSG00000084774




synthetase 2, aspartate




transcarbamylase, and




dihydroorotase


−2.1739130
CHST6
carbohydrate (N-
4166
NM_021615
Hs.655622
ENSG00000183196




acetylglucosamine 6-O)




sulfotransferase 6


−1.8867925
CA5B
carbonic anhydrase VB,
11238
NM_007220
Hs.653287
ENSG00000169239




mitochondrial


1.3200000
CRTAP
cartilage associated protein
10491
NM_006371
Hs.517888
ENSG00000170275


1.6700000
CASD1
CAS1 domain containing 1
64921
NM_022900
Hs.260041
ENSG00000127995


1.3600000
CSNK2A1
casein kinase 2, alpha 1
1457
NM_001895
Hs.644056
ENSG00000101266




polypeptide


−1.5873016
CFLAR
CASP8 and FADD-like
8837
NM_001127183
Hs.390736
ENSG00000003402




apoptosis regulator


1.8600000
CAT
catalase
847
NM_001752
Hs.502302
ENSG00000121691


1.5900000
COMT
catechol-O-methyltransferase
1312
NM_000754
Hs.370408
ENSG00000093010


−1.5873016
CTNNBL1
catenin, beta like 1
56259
NM_001281495
Hs.472667
ENSG00000132792


1.3200000
CD164
CD164 molecule, sialomucin
8763
NM_001142401
Hs.520313
ENSG00000135535


−2.3809524
CD24
CD24 molecule
100133941
NM_001291737
Hs.644105
ENSG00000272398


−2.5641026
CDKN2B-AS1
CDKN2B antisense RNA 1
100048912
NR_003529
Hs.493614
ENSG00000240498


2.2400000
CDIPT
CDP-diacylglycerol--inositol
10423
NM_001286585
Hs.121549
ENSG00000103502




3-phosphatidyltransferase


−2.5641026
LOC101409256
cell division cycle 42
101409256
NR_102424




pseudogene


−1.4492754
CCAR1
cell division cycle and
55749
NM_001282959
Hs.49853
ENSG00000060339




apoptosis regulator 1


1.8200000
CREG1
cellular repressor of E1A-
8804
NM_003851
Hs.5710
ENSG00000143162




stimulated genes 1


−1.5625000
CENPC
centromere protein C
1060
NM_001812
Hs.479867
ENSG00000145241


−2.0408163
CEP41
centrosomal protein 41 kDa
95681
NM_001257158
Hs.368315
ENSG00000106477


−1.2820513
CERS5
ceramide synthase 5
91012
NM_001281731
Hs.270525
ENSG00000139624


1.5700000
CCM2
cerebral cavernous
83605
NM_001029835
Hs.148272
ENSG00000136280




malformation 2


1.8600000
CLN6
ceroid-lipofuscinosis,
54982
NM_017882
Hs.584921
ENSG00000128973




neuronal 6, late infantile,




variant


−1.3888889
CHMP1B
charged multivesicular body
57132
NM_020412
Hs.656244
ENSG00000255112




protein 1B


1.2600000
CHMP3
charged multivesicular body
51652
NM_001005753
Hs.591582
ENSG00000115561




protein 3


−2.3255814
CCR6
chemokine (C-C motif)
1235
NM_004367
Hs.46468
ENSG00000112486




receptor 6


−2.5641026
CHRM3
cholinergic receptor,
1131
NM_000740
Hs.7138
ENSG00000133019




muscarinic 3


−1.8181818
CHRNB1
cholinergic receptor,
1140
NM_000747
Hs.330386
ENSG00000170175




nicotinic, beta 1 (muscle)


−2.2727273
LOC440300
chondroitin sulfate
440300
NR_033738
Hs.546565
ENSG00000259295




proteoglycan 4 pseudogene


−1.4705882
CBX5
chromobox homolog 5
23468
NM_001127321
Hs.349283
ENSG00000094916


2.6700000
C1orf122
chromosome 1 open reading
127687
NM_001142726
Hs.532749
ENSG00000197982




frame 122


−1.8867925
C1orf174
chromosome 1 open reading
339448
NM_207356
Hs.103939
ENSG00000198912




frame 174


−2.9411765
C1orf229
chromosome 1 open reading
388759
NM_207401
Hs.456511
ENSG00000221953




frame 229


−1.4492754
C1orf27
chromosome 1 open reading
54953
NM_001164245
Hs.371210
ENSG00000157181




frame 27


−1.6129032
C10orf32
chromosome 10 open reading
119032
NM_001136200
Hs.34492
ENSG00000166275




frame 32


1.5400000
C12orf49
chromosome 12 open reading
79794
NM_024738
Hs.592011
ENSG00000111412




frame 49


−1.4492754
C12orf5
chromosome 12 open reading
57103
NM_020375
Hs.504545
ENSG00000078237




frame 5


1.6400000
C14orf142
chromosome 14 open reading
84520
NM_032490
Hs.20142
ENSG00000170270




frame 142


2.3400000
C16orf54
chromosome 16 open reading
283897
NM_175900
Hs.331095
ENSG00000185905




frame 54


1.5100000
C16orf62
chromosome 16 open reading
57020
NM_001300743
Hs.654964
ENSG00000103544




frame 62


−2.0000000
C17orf75
chromosome 17 open reading
64149
NM_022344
Hs.655257
ENSG00000108666




frame 75


−2.0000000
C17orf77
chromosome 17 open reading
146723
NM_001302809
Hs.350775
ENSG00000182352




frame 77


2.5600000
C19orf24
chromosome 19 open reading
55009
NM_017914
Hs.591383
ENSG00000228300




frame 24


−2.2727273
C19orf40
chromosome 19 open reading
91442
NM_001300978
Hs.579899
ENSG00000131944




frame 40


2.2300000
C19orf70
chromosome 19 open reading
125988
NM_205767
Hs.356626
ENSG00000174917




frame 70


−2.0000000
C2orf83
chromosome 2 open reading
56918
NM_001162483
Hs.283092
ENSG00000042304




frame 83


−3.1250000
C2orf91
chromosome 2 open reading
400950
NM_001242815
Hs.738713
ENSG00000205086




frame 91


−2.7777778
C20orf203
chromosome 20 open reading
284805
NM_182584
Hs.353262




frame 203


3.1100000
C20orf27
chromosome 20 open reading
54976
NM_001039140
Hs.274422
ENSG00000101220




frame 27


−2.3809524
C21orf62
chromosome 21 open reading
56245
NM_001162495
Hs.517235
ENSG00000262938




frame 62


−2.0000000
C3orf33
chromosome 3 open reading
285315
NM_173657
Hs.350846
ENSG00000174928




frame 33


−1.8518519
C4orf19
chromosome 4 open reading
55286
NM_001104629
Hs.107527
ENSG00000154274




frame 19


−2.2727273
C4orf26
chromosome 4 open reading
152816
NM_001206981
Hs.24510
ENSG00000174792




frame 26


−1.9607843
C5orf28
chromosome 5 open reading
64417
NM_022483
Hs.732093
ENSG00000151881




frame 28


−1.9230769
C5orf66
chromosome 5 open reading
100996485
NM_001277348

ENSG00000224186




frame 66


1.9400000
C6orf1
chromosome 6 open reading
221491
NM_001008703
Hs.381300
ENSG00000186577




frame 1


1.4400000
C6orf120
chromosome 6 open reading
387263
NM_001029863
Hs.591375
ENSG00000185127




frame 120


1.9100000
C7orf26
chromosome 7 open reading
79034
NM_001303039
Hs.487511
ENSG00000146576




frame 26


2.9900000
C9orf16
chromosome 9 open reading
79095
NM_024112
Hs.522412
ENSG00000171159




frame 16


−1.6129032
C9orf3
chromosome 9 open reading
84909
NM_001193329
Hs.434253
ENSG00000148120




frame 3


2.2200000
C9orf69
chromosome 9 open reading
90120
NM_001256526
Hs.287411
ENSG00000238227




frame 69


−2.2222222
CXorf36
chromosome X open reading
79742
NM_024689
Hs.98321
ENSG00000147113




frame 36


−2.1276596
CXorf56
chromosome X open reading
63932
NM_001170569
Hs.248572
ENSG00000018610




frame 56


−1.7543860
CROCCP3
ciliary rootlet coiled-coil,
114819
NR_023386
Hs.597881
ENSG00000080947




rootletin pseudogene 3


1.6000000
CMTM3
CKLF-like MARVEL
123920
NM_001048251
Hs.298198
ENSG00000140931




transmembrane domain




containing 3


−2.0000000
CKMT2-AS1
CKMT2 antisense RNA 1
100131067
NR_034121
Hs.655855
ENSG00000247572


−1.8181818
CLSPN
claspin
63967
NM_001190481
Hs.175613
ENSG00000092853


−1.4705882
CLINT1
clathrin interactor 1
9685
NM_001195555
Hs.644000
ENSG00000113282


1.7300000
CLDN15
claudin 15
24146
NM_001185080
Hs.38738
ENSG00000106404


−1.7543860
CLDN19
claudin 19
149461
NM_001123395
Hs.496270
ENSG00000164007


1.5300000
COPZ1
coatomer protein complex,
22818
NM_001271734
Hs.505652
ENSG00000111481




subunit zeta 1


1.4800000
CCDC115
coiled-coil domain containing 115
84317
NM_032357
Hs.104203
ENSG00000136710


−1.9230769
CCDC12
coiled-coil domain containing 12
151903
NM_001277074
Hs.631918
ENSG00000160799


−2.0408163
CCDC144B
coiled-coil domain containing 144B
284047
NR_036647
Hs.448012
ENSG00000154874




(pseudogene)


−2.0833333
CCDC148
coiled-coil domain containing 148
130940
NM_001171637
Hs.668597
ENSG00000153237


−2.0000000
CCBE1
collagen and calcium binding
147372
NM_133459
Hs.34333
ENSG00000183287




EGF domains 1


−1.7543860
COMMD2
COMM domain containing 2
51122
NM_016094
Hs.432729
ENSG00000114744


1.7000000
COMMD5
COMM domain containing 5
28991
NM_001081003
Hs.631856
ENSG00000170619


1.6700000
C1QBP
complement component 1, q
708
NM_001212
Hs.555866
ENSG00000108561




subcomponent binding protein


−2.7027027
CRX
cone-rod homeobox
1406
NM_000554
Hs.617342
ENSG00000105392


1.7300000
CPNE1
copine I
8904
NM_001198863
Hs.246413
ENSG00000214078


2.1400000
CORO1A
coronin, actin binding
11151
NM_001193333
Hs.415067
ENSG00000102879




protein, 1A


−2.0000000
CXADR
coxsackie virus and
1525
NM_001207063
Hs.627078
ENSG00000154639




adenovirus receptor


−2.1739130
CRYM-AS1
CRYM antisense RNA 1
400508
NM_001101368
Hs.578949


−2.4390244
CRYBB2P1
crystallin, beta B2
1416
NR_033733
Hs.571835
ENSG00000100058




pseudogene 1


1.6400000
CHTF8
CTF8, chromosome
54921
NM_001002847
Hs.85962
ENSG00000168802




transmission fidelity factor 8




homolog (S. cerevisiae)


−1.7857143
CLEC2D
C-type lectin domain family
29121
NM_001004419
Hs.268326
ENSG00000069493




2, member D


1.7000000
CLEC4A
C-type lectin domain family
50856
NM_016184
Hs.504657
ENSG00000111729




4, member A


−1.8518519
CWC25
CWC25 spliceosome-
54883
NM_017748
Hs.406223
ENSG00000273559




associated protein homolog




(S. cerevisiae)


−1.3698630
DMTF1
cyclin D binding myb-like
9988
NM_001142326
Hs.196129
ENSG00000135164




transcription factor 1


−1.2987013
CCNT2
cyclin T2
905
NM_001241
Hs.744115
ENSG00000082258


−2.2727273
LOC727896
cysteine and histidine-rich
727896
NR_026659
Hs.673126




domain (CHORD) containing




1 pseudogene


−1.9607843
CSAD
cysteine sulfinic acid
51380
NM_001244705
Hs.279815
ENSG00000139631




decarboxylase


2.5200000
CDA
cytidine deaminase
978
NM_001785
Hs.466910
ENSG00000158825


1.8900000
CYB561D2
cytochrome b561 family,
11068
NM_001291284
Hs.149443
ENSG00000114395




member D2


−2.0000000
COA7
cytochrome c oxidase
65260
NM_023077
Hs.349905
ENSG00000162377




assembly factor 7 (putative)


−2.9411765
COX6B2
cytochrome c oxidase subunit
125965
NM_144613
Hs.550544
ENSG00000160471




VIb polypeptide 2 (testis)


2.3100000
COX8A
cytochrome c oxidase subunit
1351
NM_004074
Hs.743989
ENSG00000176340




VIIIA (ubiquitous)


−1.4925373
CYCS
cytochrome c, somatic
54205
NM_018947
Hs.437060
ENSG00000172115


1.6800000
CYC1
cytochrome c-1
1537
NM_001916
Hs.289271
ENSG00000179091


−1.6393443
CYP20A1
cytochrome P450, family 20,
57404
NM_020674
Hs.446065
ENSG00000119004




subfamily A, polypeptide 1


−1.8867925
CYP4V2
cytochrome P450, family 4,
285440
NM_207352
Hs.587231
ENSG00000145476




subfamily V, polypeptide 2


−1.8181818
CYP51A1
cytochrome P450, family 51,
1595
NM_000786
Hs.417077
ENSG00000001630




subfamily A, polypeptide 1


−1.6129032
CYTIP
cytohesin 1 interacting protein
9595
NM_004288
Hs.270
ENSG00000115165


−2.5000000
CRLF2
cytokine receptor-like factor 2
64109
NM_001012288
Hs.287729
ENSG00000205755


−1.7857143
CRTAM
cytotoxic and regulatory T
56253
NM_001304782
Hs.159523
ENSG00000109943




cell molecule


2.1800000
DBP
D site of albumin promoter
1628
NM_001352
Hs.414480
ENSG00000105516




(albumin D-box) binding




protein


1.5100000
DDB1
damage-specific DNA
1642
NM_001923
Hs.290758
ENSG00000167986




binding protein 1, 127 kDa


−1.6393443
DZIP3
DAZ interacting zinc finger
9666
NM_014648
Hs.409210
ENSG00000198919




protein 3


−2.3255814
DCUN1D2
DCN1, defective in cullin
55208
NM_001014283
Hs.682987
ENSG00000150401




neddylation 1, domain




containing 2


−1.4084507
DCAF16
DDB1 and CUL4 associated
54876
NM_017741
Hs.614787
ENSG00000163257




factor 16


1.9500000
DDT
D-dopachrome tautomerase
1652
NM_001084392
Hs.656723
ENSG00000099977


−1.8518519
DDX51
DEAD (Asp-Glu-Ala-Asp)
317781
NM_175066
Hs.445168
ENSG00000185163




box polypeptide 51


1.5500000
DEDD
death effector domain
9191
NM_001039711
Hs.744092
ENSG00000158796




containing


−1.6666667
DLEU1
deleted in lymphocytic
10301
NM_005887
Hs.591229
ENSG00000176124




leukemia 1 (non-protein




coding)


−2.2222222
DLK2
delta-like 2 homolog
65989
NM_001286655
Hs.337251
ENSG00000171462




(Drosophila)


−1.4492754
DENND6A
DENN/MADD domain
201627
NM_152678
Hs.91085
ENSG00000174839




containing 6A


−2.2222222
DSG2
desmoglein 2
1829
NM_001943
Hs.412597
ENSG00000046604


−2.3255814
DSG3
desmoglein 3
1830
NM_001944
Hs.1925
ENSG00000134757


−1.2987013
DIABLO
diablo, IAP-binding
56616
NM_001278302
Hs.169611
ENSG00000184047




mitochondrial protein


1.6600000
DBI
diazepam binding inhibitor
1622
NM_001079862
Hs.78888
ENSG00000155368




(GABA receptor modulator,




acyl-CoA binding protein)


−2.0000000
DPH3P1
diphthamide biosynthesis 3
100132911
NM_080750




pseudogene 1


1.6700000
DPH7
diphthamide biosynthesis 7
92715
NM_138778
Hs.292570
ENSG00000148399


−1.4492754
DIS3
DIS3 exosome
22894
NM_001128226
Hs.744104
ENSG00000083520




endoribonuclease and 3′-5′




exoribonuclease


−3.3333333
DLGAP1-AS2
DLGAP1 antisense RNA 2
84777
NM_032691
Hs.659053


−1.6666667
DFFA
DNA fragmentation factor,
1676
NM_004401
Hs.484782
ENSG00000160049




45 kDa, alpha polypeptide


−2.2727273
DMC1
DNA meiotic recombinase 1
11144
NM_001278208
Hs.339396
ENSG00000100206


−1.8518519
DNAH17-AS1
DNAH17 antisense RNA 1
100996295
NR_102401
Hs.615304
ENSG00000267432


−1.4285714
DNAJC21
DnaJ (Hsp40) homolog,
134218
NM_001012339
Hs.131887
ENSG00000168724




subfamily C, member 21


−2.5000000
DNAJC22
DnaJ (Hsp40) homolog,
79962
NM_001304944
Hs.659300
ENSG00000178401




subfamily C, member 22


1.9400000
DNAJC4
DnaJ (Hsp40) homolog,
3338
NM_005528
Hs.172847
ENSG00000110011




subfamily C, member 4


−2.0408163
DNAJC9-AS1
DNAJC9 antisense RNA 1
414245
NR_038373
Hs.661857
ENSG00000236756


2.3400000
DNLZ
DNL-type zinc finger
728489
NM_001080849
Hs.528581
ENSG00000213221


−1.8518519
DNM1P46
DNM1 pseudogene 46
196968
NM_194295
Hs.567763
ENSG00000182397


−2.2222222
DUXA
double homeobox A
503835
NM_001012729
Hs.585857
ENSG00000258873


−2.5641026
DYDC1
DPY30 domain containing 1
143241
NM_001269053
Hs.407751
ENSG00000170788


−1.6129032
DSTYK
dual serine/threonine and
25778
NM_015375
Hs.6874
ENSG00000133059




tyrosine protein kinase


2.1000000
DUSP23
dual specificity phosphatase 23
54935
NM_017823
Hs.425801
ENSG00000158716


1.7200000
DUSP7
dual specificity phosphatase 7
1849
NM_001947
Hs.591664
ENSG00000164086


2.2900000
DYRK1B
dual-specificity tyrosine-(Y)-
9149
NM_004714
Hs.130988
ENSG00000105204




phosphorylation regulated




kinase 1B


1.6400000
DCTN2
dynactin 2 (p50)
10540
NM_001261412
Hs.289123
ENSG00000175203


−2.5641026
DYNAP
dynactin associated protein
284254
NM_173629
Hs.376146
ENSG00000178690


1.5100000
DNAAF2
dynein, axonemal, assembly
55172
NM_001083908
Hs.231761
ENSG00000165506




factor 2


−1.9230769
DNAL1
dynein, axonemal, light chain 1
83544
NM_001201366
Hs.271270
ENSG00000119661


−1.9607843
DYX1C1
dyslexia susceptibility 1
161582
NM_001033559
Hs.126403
ENSG00000256061




candidate 1


−1.6393443
ENTPD4
ectonucleoside triphosphate
9583
NM_001128930
Hs.444389
ENSG00000197217




diphosphohydrolase 4


−1.9607843
EFCAB11
EF-hand calcium binding
90141
NM_001284266
Hs.123232
ENSG00000140025




domain 11


−2.0833333
EGFEM1P
EGF-like and EMI domain
93556
NR_021485
Hs.478158
ENSG00000206120




containing 1, pseudogene


−1.6666667
ERC1
ELKS/RAB6-interacting/
23085
NM_001301248
Hs.601216
ENSG00000082805




CAST family member 1


−2.1276596
ELMOD1
ELMO/CED-12 domain
55531
NM_001130037
Hs.495779
ENSG00000110675




containing 1


−3.2258065
ESRG
embryonic stem cell related
790952
NR_027122
Hs.720658
ENSG00000265992




(non-protein coding)


−1.7543860
EBP
emopamil binding protein
10682
NM_006579
Hs.30619
ENSG00000147155




(sterol isomerase)


−2.2222222
EMX2OS
EMX2 opposite
196047
NR_002791
Hs.312592
ENSG00000229847




strand/antisense RNA


−1.7543860
ERVK13-1
endogenous retrovirus group
100507321
NM_001012731
Hs.406976
ENSG00000260565




K13, member 1


−2.3809524
ERVV-1
endogenous retrovirus group
147664
NM_152473
Hs.44329
ENSG00000269526




V, member 1


1.5000000
ERH
enhancer of rudimentary
2079
NM_004450
Hs.509791
ENSG00000100632




homolog (Drosophila)


1.5800000
ECH1
enoyl CoA hydratase 1,
1891
NM_001398
Hs.196176
ENSG00000104823




peroxisomal


−2.1276596
ENTPD1-AS1
ENTPD1 antisense RNA 1
728558
NR_038444
Hs.538374
ENSG00000226688


−2.5641026
EPHA10
EPH receptor A10
284656
NM_001004338
Hs.129435
ENSG00000183317


−2.6315789
EPPIN
epididymal peptidase inhibitor
57119
NM_001302861
Hs.121084
ENSG00000101448


−1.8867925
ECT2
epithelial cell transforming 2
1894
NM_001258315
Hs.518299
ENSG00000114346


−2.0000000
EMP2
epithelial membrane protein 2
2013
NM_001424
Hs.531561
ENSG00000213853


1.3500000
EMC10
ER membrane protein
284361
NM_175063
Hs.448941
ENSG00000161671




complex subunit 10


4.5600000
EMC6
ER membrane protein
83460
NM_001014764
Hs.30011
ENSG00000127774




complex subunit 6


1.6200000
EMC8
ER membrane protein
10328
NM_001142288
Hs.173162
ENSG00000131148




complex subunit 8


1.9700000
ERI3
ERI1 exoribonuclease family
79033
NM_001301698
Hs.731413
ENSG00000117419




member 3


2.3100000
ETHE1
ethylmalonic encephalopathy 1
23474
NM_014297
Hs.7486
ENSG00000105755


−1.3698630
EEF1D
eukaryotic translation
1936
NM_001130053
Hs.333388
ENSG00000104529




elongation factor 1 delta




(guanine nucleotide exchange




protein)


2.2300000
EIF4EBP3
eukaryotic translation
8637
NM_003732
Hs.594084
ENSG00000243056




initiation factor 4E binding




protein 3


−1.5873016
EIF5
eukaryotic translation
1983
NM_001969
Hs.433702
ENSG00000100664




initiation factor 5


−1.3888889
EWSR1
EWS RNA-binding protein 1
2130
NM_001163285
Hs.374477
ENSG00000182944


−2.0408163
EXPH5
exophilin 5
23086
NM_001144763
Hs.28540
ENSG00000110723


1.3800000
ESYT1
extended synaptotagmin-like
23344
NM_001184796
Hs.632729
ENSG00000139641




protein 1


−1.9230769
FAM83H-AS1
FAM83H antisense RNA 1
100128338
NR_033849
Hs.493171
ENSG00000203499




(head to head)


−1.8518519
FAM114A1
family with sequence
92689
NM_138389
Hs.476517
ENSG00000197712




similarity 114, member A1


−2.1739130
FAM122C
family with sequence
159091
NM_001170779
Hs.269127
ENSG00000156500




similarity 122C


−2.8571429
FAM133DP
family with sequence
728066
NR_034169
Hs.470311




similarity 133, member A




pseudogene


−1.4084507
FAM177A1
family with sequence
283635
NM_001079519
Hs.446357
ENSG00000151327




similarity 177, member A1


−1.9230769
FAM71F2
family with sequence
346653
NM_001012454
Hs.445236
ENSG00000205085




similarity 71, member F2


1.7700000
FAM89B
family with sequence
23625
NM_001098784
Hs.731854
ENSG00000176973




similarity 89, member B


1.6400000
FAM96A
family with sequence
84191
NM_001014812
Hs.439548
ENSG00000166797




similarity 96, member A


−2.2727273
FDPSP2
farnesyl diphosphate synthase
619190
NR_003262
Hs.609978
ENSG00000233980




pseudogene 2


1.5000000
FNTA
farnesyltransferase, CAAX
2339
NM_001018676
Hs.370312
ENSG00000168522




box, alpha


−2.3809524
FAIM
Fas apoptotic inhibitory
55179
NM_001033030
Hs.173438
ENSG00000158234




molecule


−1.8867925
FEZ1
fasciculation and elongation
9638
NM_005103
Hs.224008
ENSG00000149557




protein zeta 1 (zygin I)


1.9500000
FBXL14
F-box and leucine-rich repeat
144699
NM_152441
Hs.367956
ENSG00000171823




protein 14


−1.8181818
FBXL18
F-box and leucine-rich repeat
80028
NM_024963
Hs.623974
ENSG00000155034




protein 18


−1.4492754
FBXL20
F-box and leucine-rich repeat
84961
NM_001184906
Hs.462946
ENSG00000108306




protein 20


1.7200000
FBXW5
F-box and WD repeat domain
54461
NM_018998
Hs.522507
ENSG00000159069




containing 5


−2.0408163
FBXO17
F-box protein 17
115290
NM_024907
Hs.531770
ENSG00000269190


−2.2222222
FBXO27
F-box protein 27
126433
NM_178820
Hs.187461
ENSG00000161243


−1.6129032
FBXO44
F-box protein 44
93611
NM_001014765
Hs.556006
ENSG00000132879


1.3800000
FEM1A
fem-1 homolog a (C. elegans)
55527
NM_018708
Hs.515082
ENSG00000141965


1.6800000
FDX1L
ferredoxin 1-like
112812
NM_001031734
Hs.654865
ENSG00000267673


−2.2727273
FRRS1
ferric-chelate reductase 1
391059
NM_001013660
Hs.454779
ENSG00000156869


−1.8181818
FGFR1OP
FGFR1 oncogene partner
11116
NM_001278690
Hs.487175
ENSG00000213066


−2.5641026
LOC100335030
FGFR1 oncogene partner 2
100335030
NR_033267
Hs.687044
ENSG00000257954




pseudogene


−2.5000000
FGF5
fibroblast growth factor 5
2250
NM_001291812
Hs.37055
ENSG00000138675


−1.9607843
FGFR2
fibroblast growth factor
2263
NM_000141
Hs.533683
ENSG00000066468




receptor 2


−2.1739130
FBLN1
fibulin 1
2192
NM_001996
Hs.24601
ENSG00000077942


−3.4482759
FILIP1
filamin A interacting protein 1
27145
NM_001289987
Hs.696158
ENSG00000118407


−2.5641026
FBLIM1
filamin binding LIM protein 1
54751
NM_001024215
Hs.530101
ENSG00000162458


1.8300000
FIS1
fission 1 (mitochondrial outer
51024
NM_016068
Hs.423968
ENSG00000214253




membrane) homolog (S. cerevisiae)


−2.2222222
FKBP14
FK506 binding protein 14, 22 kDa
55033
NM_017946
Hs.390838
ENSG00000106080


−1.7241379
FOXJ3
forkhead box J3
22887
NM_001198850
Hs.26023
ENSG00000198815


−1.5151515
FNBP4
formin binding protein 4
23360
NM_015308
Hs.6834
ENSG00000109920


1.4400000
FMNL3
formin-like 3
91010
NM_175736
Hs.179838
ENSG00000161791


−2.0000000
FOXL2NB
FOXL2 neighbor
401089
NM_001040061
Hs.591303
ENSG00000206262


−2.1276596
FRY-AS1
FRY antisense RNA 1
100507099
NR_103839
Hs.536364
ENSG00000237637


−4.0000000
LOC642236
FSHD region gene 1
642236
NR_033907
Hs.529357




pseudogene


−1.9230769
FUT1
fucosyltransferase 1
2523
NM_000148
Hs.69747
ENSG00000174951




(galactoside 2-alpha-L-




fucosyltransferase, H blood




group)


−2.4390244
FUT2
fucosyltransferase 2 (secretor
2524
NM_000511
Hs.579928
ENSG00000176920




status included)


−2.0833333
FUT6
fucosyltransferase 6 (alpha
2528
NM_000150
Hs.631846
ENSG00000156413




(1,3) fucosyltransferase)


−2.0408163
FGD5P1
FYVE, RhoGEF and PH domain
100132526
NR_036481
Hs.637770
ENSG00000275340




containing 5 pseudogene 1


1.5600000
GPR108
G protein-coupled receptor 108
56927
NM_001080452
Hs.167641
ENSG00000125734


2.3400000
GPR141
G protein-coupled receptor 141
353345
NM_181791
Hs.688230
ENSG00000187037


−1.5384615
GPR18
G protein-coupled receptor 18
2841
NM_001098200
Hs.741589
ENSG00000125245


−2.3255814
GPR37L1
G protein-coupled receptor 37
9283
NM_004767
Hs.132049
ENSG00000170075




like 1


−2.1276596
GPR82
G protein-coupled receptor 82
27197
NM_080817
Hs.567457
ENSG00000171657


−1.8181818
GABPB1-AS1
GABPB1 antisense RNA 1
100129387
NR_024490
Hs.659360


2.4600000
GALK1
galactokinase 1
2584
NM_000154
Hs.407966
ENSG00000108479


−1.9607843
GAL3ST4
galactose-3-O-
79690
NM_024637
Hs.44856
ENSG00000197093




sulfotransferase 4


−2.5641026
GGT8P
gamma-glutamyltransferase 8
645367
NR_003503
Hs.650223




pseudogene


−2.5000000
GAS6-AS2
GAS6 antisense RNA 2
100506394
NR_044993
Hs.132168
ENSG00000272695




(head to head)


−2.0833333
GSDMA
gasdermin A
284110
NM_178171
Hs.448873
ENSG00000167914


1.7800000
GMPPA
GDP-mannose
29926
NM_013335
Hs.27059
ENSG00000144591




pyrophosphorylase A


1.9300000
GSN
gelsolin
2934
NM_000177
Hs.522373
ENSG00000148180


−2.3809524
GEMIN8
gem (nuclear organelle)
54960
NM_001042479
Hs.592237
ENSG00000046647




associated protein 8


1.7100000
GTF2H4
general transcription factor
2968
NM_001517
Hs.485070
ENSG00000213780




IIH, polypeptide 4, 52 kDa


1.5500000
GTF3C2
general transcription factor
2976
NM_001035521
Hs.75782
ENSG00000115207




IIIC, polypeptide 2, beta




110 kDa


−2.7027027
GSG1
germ cell associated 1
83445
NM_001080554
Hs.240053
ENSG00000111305


1.9500000
GHDC
GH3 domain containing
84514
NM_001142622
Hs.38039
ENSG00000167925


−3.2258065
GLIPR1L2
GLI pathogenesis-related 1
144321
NM_001270396
Hs.406728
ENSG00000180481




like 2


−1.5384615
GMEB1
glucocorticoid modulatory
10691
NM_006582
Hs.632373
ENSG00000162419




element binding protein 1


−2.2727273
GNE
glucosamine (UDP-N-acetyl)-
10020
NM_001128227
Hs.5920
ENSG00000159921




2-epimerase/N-




acetylmannosamine kinase


1.4600000
GLUD1
glutamate dehydrogenase 1
2746
NM_005271
Hs.500409
ENSG00000148672


1.6100000
QPCT
glutaminyl-peptide
25797
NM_012413
Hs.79033
ENSG00000115828




cyclotransferase


2.1100000
GPX4
glutathione peroxidase 4
2879
NM_001039847
Hs.433951
ENSG00000167468


−2.4390244
GSTM3
glutathione S-transferase mu
2947
NM_000849
Hs.2006
ENSG00000134202




3 (brain)


1.9800000
GSTP1
glutathione S-transferase pi 1
2950
NM_000852
Hs.523836
ENSG00000084207


−1.7857143
GK5
glycerol kinase 5 (putative)
256356
NM_001039547
Hs.135904
ENSG00000175066


−2.2727273
GDPD1
glycerophosphodiester
284161
NM_001165993
Hs.631744
ENSG00000153982




phosphodiesterase domain




containing 1


1.4800000
GYS1
glycogen synthase 1 (muscle)
2997
NM_001161587
Hs.386225
ENSG00000104812


−1.9230769
GPLD1
glycosylphosphatidylinositol
2822
NM_001503
Hs.533291
ENSG00000112293




specific phospholipase D1


−2.2727273
GOSR1
golgi SNAP receptor complex
9527
NM_001007024
Hs.462680
ENSG00000108587




member 1


−1.5384615
GOLGA2
golgin A2
2801
NM_004486
Hs.155827
ENSG00000167110


−2.8571429
GOLGA6L22
golgin A6 family-like 22
440243
NM_001271664

ENSG00000274404


1.5600000
GOLGA7
golgin A7
51125
NM_001002296
Hs.654773
ENSG00000147533


−3.0303030
GNRHR2
gonadotropin-releasing
114814
NM_057163
Hs.356873
ENSG00000211451




hormone (type 2) receptor 2,




pseudogene


−2.3809524
GPR1-AS
GPR1 antisense RNA
101669764
NR_104359
Hs.574781
ENSG00000279220


−1.6129032
GAB2
GRB2-associated binding
9846
NM_012296
Hs.429434
ENSG00000033327




protein 2


−2.5641026
GRTP1
growth hormone regulated
79774
NM_001286732
Hs.745043
ENSG00000139835




TBC protein 1


−2.1276596
GREB1
growth regulation by estrogen
9687
NM_014668
Hs.467733
ENSG00000196208




in breast cancer 1


1.5400000
GTPBP6
GTP binding protein 6 (putative)
8225
NM_012227
Hs.437145
ENSG00000178605


−1.7543860
GTPBP10
GTP-binding protein 10 (putative)
85865
NM_001042717
Hs.593547
ENSG00000105793


1.7700000
GNB2
guanine nucleotide binding
2783
NM_005273
Hs.185172
ENSG00000172354




protein (G protein), beta




polypeptide 2


−1.8867925
GNG4
guanine nucleotide binding
2786
NM_001098721
Hs.159711
ENSG00000168243




protein (G protein), gamma 4


−1.8181818
GNL1
guanine nucleotide binding
2794
NM_005275
Hs.83147
ENSG00000204590




protein-like 1


−1.9230769
H1FX-AS1
H1FX antisense RNA 1
339942
NM_001025468
Hs.450096


1.7800000
H2AFJ
H2A histone family, member J
55766
NM_018267
Hs.524280
ENSG00000246705


2.0200000
H2AFX
H2A histone family, member X
3014
NM_002105
Hs.477879
ENSG00000188486


1.3500000
HDHD3
haloacid dehalogenase-like
81932
NM_001304509
Hs.7739
ENSG00000119431




hydrolase domain containing 3


−1.8518519
HAUS3
HAUS augmin-like complex,
79441
NM_001303143
Hs.665869
ENSG00000214367




subunit 3


1.6700000
HS1BP3
HCLS1 binding protein 3
64342
NM_022460
Hs.531785
ENSG00000118960


−2.5641026
HSP90AB4P
heat shock protein 90 kDa
664618
NR_002927
Hs.670224




alpha (cytosolic), class B




member 4, pseudogene


1.6900000
HCST
hematopoietic cell signal
10870
NM_001007469
Hs.117339
ENSG00000126264




transducer


−1.7543860
HHLA2
HERV-H LTR-associating 2
11148
NM_001282556
Hs.252351
ENSG00000114455


−2.2222222
HHLA3
HERV-H LTR-associating 3
11147
NM_001031693
Hs.142245
ENSG00000197568


−2.3809524
HES2
hes family bHLH
54626
NM_019089
Hs.118727
ENSG00000069812




transcription factor 2


−1.8181818
HNRNPA1L2
heterogeneous nuclear
144983
NM_001011724
Hs.447506
ENSG00000139675




ribonucleoprotein A1-like 2


1.3800000
H6PD
hexose-6-phosphate
9563
NM_001282587
Hs.463511
ENSG00000049239




dehydrogenase (glucose 1-




dehydrogenase)


−2.4390244
HMGB3P1
high mobility group box 3
128872
NR_002165
Hs.558624




pseudogene 1


1.9100000
HIST1H2AC
histone cluster 1, H2ac
8334
NM_003512
Hs.484950
ENSG00000180573


2.5100000
HIST1H3H
histone cluster 1, H3h
8357
NM_003536
Hs.591778
ENSG00000278828


−2.0833333
HCG26
HLA complex group 26 (non-
352961
NR_002812
Hs.132807




protein coding)


−2.1739130
HNF1A-AS1
HNF1A antisense RNA 1
283460
NM_178513
Hs.612351
ENSG00000241388


1.7400000
HCFC1R1
host cell factor C1 regulator 1
54985
NM_001002017
Hs.423103
ENSG00000103145




(XPO1 dependent)


−2.4390244
HTRA4
HtrA serine peptidase 4
203100
NM_153692
Hs.661014
ENSG00000169495


−2.0000000
HSD17B13
hydroxysteroid (17-beta)
345275
NM_001136230
Hs.284414
ENSG00000170509




dehydrogenase 13


−2.0833333
HILPDA
hypoxia inducible lipid
29923
NM_001098786
Hs.706124
ENSG00000135245




droplet-associated


−1.8181818
IBA57
IBA57, iron-sulfur cluster
200205
NM_001010867
Hs.237017
ENSG00000181873




assembly homolog (S.




cerevisiae)


−2.2727273
IKZF3
IKAROS family zinc finger 3
22806
NM_001257408
Hs.371680
ENSG00000161405




(Aiolos)


−1.5151515
ILF3-AS1
ILF3 antisense RNA 1
147727
NR_024333
Hs.631616
ENSG00000267100




(head to head)


−1.9230769
IRGQ
immunity-related GTPase
126298
NM_001007561
Hs.6217
ENSG00000167378




family, Q


−1.9230769
IPO5P1
importin 5 pseudogene 1
100132815
NR_103741
Hs.629249
ENSG00000269837


−2.3255814
INE1
inactivation escape 1 (non-
8552
NM_003669
Hs.657350
ENSG00000224975




protein coding)


−2.4390244
IDO1
indoleamine 2,3-dioxygenase 1
3620
NM_002164
Hs.840
ENSG00000131203


−2.2727273
INMT
indolethylamine N-
11185
NM_001199219
Hs.632629
ENSG00000241644




methyltransferase


−1.9607843
INHBA-AS1
INHBA antisense RNA 1
285954
NR_027118
Hs.656869
ENSG00000224116


−1.5384615
ING5
inhibitor of growth family,
84289
NM_032329
Hs.529172
ENSG00000168395




member 5


−2.5641026
INGX
inhibitor of growth family, X-
27160
NR_002226
Hs.721806
ENSG00000243468




linked, pseudogene


1.3800000
INPP5E
inositol polyphosphate-5-
56623
NM_019892
Hs.120998
ENSG00000148384




phosphatase, 72 kDa


1.6500000
INTS9
integrator complex subunit 9
55756
NM_001145159
Hs.162397
ENSG00000104299


−1.8867925
ITIH5
inter-alpha-trypsin inhibitor
80760
NM_001001851
Hs.498586
ENSG00000123243




heavy chain family, member 5


1.7000000
IRF2BP1
interferon regulatory factor 2
26145
NM_015649
Hs.515477
ENSG00000170604




binding protein 1


−2.3809524
IFNLR1
interferon, lambda receptor 1
163702
NM_170743
Hs.221375
ENSG00000185436


−2.0000000
IL17RD
interleukin 17 receptor D
54756
NM_017563
Hs.150725
ENSG00000144730


−1.5625000
ITSN2
intersectin 2
50618
NM_006277
Hs.432562
ENSG00000198399


−1.9607843
IFT22
intraflagellar transport 22
64792
NM_001130820
Hs.389104
ENSG00000128581


−2.2222222
IAPP
islet amyloid polypeptide
3375
NM_000415
Hs.46835
ENSG00000121351


−2.0000000
ICA1L
islet cell autoantigen 1,
130026
NM_001288622
Hs.516629
ENSG00000163596




69 kDa-like


2.3900000
JOSD2
Josephin domain containing 2
126119
NM_001270639
Hs.467151
ENSG00000161677


−2.2222222
JPX
JPX transcript, XIST
554203
NR_024582
Hs.648316
ENSG00000225470




activator (non-protein coding)


1.6100000
JTB
jumping translocation breakpoint
10899
NM_006694
Hs.6396
ENSG00000143543


−2.6315789
KCNQ1OT1
KCNQ1 opposite
10984
NR_002728
Hs.604823
ENSG00000269821




strand/antisense transcript 1




(non-protein coding)


−2.2727273
KDELC2
KDEL (Lys-Asp-Glu-Leu)
143888
NM_153705
Hs.83286
ENSG00000178202




containing 2


1.9100000
KDELR1
KDEL (Lys-Asp-Glu-Leu)
10945
NM_006801
Hs.515515
ENSG00000105438




endoplasmic reticulum




protein retention receptor 1


2.0800000
KDELR2
KDEL (Lys-Asp-Glu-Leu)
11014
NM_001100603
Hs.654552
ENSG00000136240




endoplasmic reticulum




protein retention receptor 2


−2.5000000
KDM4A-AS1
KDM4A antisense RNA 1
100132774
NR_033827
Hs.655569


1.7100000
KLHDC3
kelch domain containing 3
116138
NM_001242872
Hs.412468
ENSG00000124702


−2.2222222
KBTBD12
kelch repeat and BTB (POZ)
166348
NM_207335
Hs.132087
ENSG00000187715




domain containing 12


−1.8181818
KRT8
keratin 8, type II
3856
NM_001256282
Hs.533782
ENSG00000170421


−3.4482759
KIAA0101
KIAA0101
9768
NM_001029989
Hs.81892
ENSG00000166803


−2.8571429
KIAA1161
KIAA1161
57462
NM_020702
Hs.522083
ENSG00000164976


−2.2222222
KIAA1456
KIAA1456
57604
NM_001099677
Hs.202521
ENSG00000250305


−2.1739130
KIAA1614
KIAA1614
57710
NM_020950
Hs.734816
ENSG00000135835


−2.0000000
KIAA1919
KIAA1919
91749
NM_153369
Hs.400572
ENSG00000173214


−2.3255814
KIR3DX1
killer cell immunoglobulin-
90011
NM_001047605
Hs.288520
ENSG00000104970




like receptor, three domains, X1


−3.2258065
KLRD1
killer cell lectin-like receptor
3824
NM_001114396
Hs.562457
ENSG00000134539




subfamily D, member 1


−1.5625000
KIN
Kin17 DNA and RNA
22944
NM_012311
Hs.397918
ENSG00000151657




binding protein


−2.2727273
KIF18B
kinesin family member 18B
146909
NM_001080443
Hs.135094
ENSG00000186185


−1.3157895
KIF1B
kinesin family member 1B
23095
NM_015074
Hs.97858
ENSG00000054523


−2.2222222
KIF3A
kinesin family member 3A
11127
NM_001300791
Hs.43670
ENSG00000131437


−2.8571429
L2HGDH
L-2-hydroxyglutarate
79944
NM_024884
Hs.256034
ENSG00000087299




dehydrogenase


−2.0408163
LARS2-AS1
LARS2 antisense RNA 1
100885795
NR_048543
Hs.641094
ENSG00000232455


−2.2727273
LGMN
legumain
5641
NM_001008530
Hs.18069
ENSG00000100600


−2.0000000
LRRC2
leucine rich repeat containing 2
79442
NM_024512
Hs.657345
ENSG00000163827


−1.9607843
LRRC27
leucine rich repeat containing 27
80313
NM_001143757
Hs.119897
ENSG00000148814


−1.3698630
LRRC37BP1
leucine rich repeat containing 37B
147172
NM_207323
Hs.568209




pseudogene 1


−2.1739130
LRTOMT
leucine rich transmembrane
220074
NM_001145307
Hs.317243
ENSG00000184154




and O-methyltransferase




domain containing


1.5400000
LILRA2
leukocyte immunoglobulin-
11027
NM_001130917
Hs.655593
ENSG00000239998




like receptor, subfamily A




(with TM domain), member 2


−2.9411765
LIFR-AS1
LIFR antisense RNA 1
100506495
NR_103553
Hs.657602
ENSG00000244968


2.1200000
LIMD2
LIM domain containing 2
80774
NM_030576
Hs.591166
ENSG00000136490


−2.0408163
LMX1B
LIM homeobox transcription
4010
NM_001174146
Hs.129133
ENSG00000136944




factor 1, beta


−2.3255814
L1TD1
LINE-1 type transposase
54596
NM_001164835
Hs.685462
ENSG00000240563




domain containing 1


−1.9230769
LINC01010
long intergenic non-protein
154092
NR_038216
Hs.223718
ENSG00000236700




coding RNA 1010


−2.1739130
LINC01012
long intergenic non-protein
100507173
NR_038292
Hs.635987




coding RNA 1012


−2.0833333
LINC01016
long intergenic non-protein
100507584
NR_038989
Hs.547104
ENSG00000249346




coding RNA 1016


−2.7027027
LINC01057
long intergenic non-protein
101928079
NR_104131
Hs.596857
ENSG00000224081




coding RNA 1057


−2.2727273
LINC01087
long intergenic non-protein
101927994
NR_108087
Hs.635757
ENSG00000224559




coding RNA 1087


−2.3255814
LINC01205
long intergenic non-protein
401082
NM_001145553
Hs.477089
ENSG00000228980




coding RNA 1205


−2.2222222
LINC01207
long intergenic non-protein
100505989
NR_038834
Hs.328236
ENSG00000248771




coding RNA 1207


−2.3255814
LINC01209
long intergenic non-protein
101928684
NR_110819
Hs.639352
ENSG00000228308




coding RNA 1209


−2.2222222
LINC01226
long intergenic non-protein
284551
NR_027085
Hs.658659
ENSG00000223907




coding RNA 1226


−2.1739130
LINC01239
long intergenic non-protein
441389
NR_038977

ENSG00000234840




coding RNA 1239


−2.1276596
LINC01247
long intergenic non-protein
101929390
NR_110251
Hs.434407
ENSG00000227007




coding RNA 1247


−1.8867925
LINC01252
long intergenic non-protein
338817
NR_033890
Hs.733066
ENSG00000247157




coding RNA 1252


−1.9607843
LINC01299
long intergenic non-protein
286186
NR_033893
Hs.449427
ENSG00000254081




coding RNA 1299


−2.3809524
LINC01356
long intergenic non-protein
100996702
NR_103746
Hs.632431
ENSG00000215866




coding RNA 1356


−2.1739130
LINC00294
long intergenic non-protein
283267
NR_015451
Hs.533701




coding RNA 294


−1.8181818
LINC00330
long intergenic non-protein
144817
NR_038433
Hs.585616
ENSG00000235097




coding RNA 330


−1.8518519
LINC00342
long intergenic non-protein
150759
NR_103734
Hs.503463




coding RNA 342


−2.3255814
LINC00346
long intergenic non-protein
283487
NM_178514
Hs.245390
ENSG00000255874




coding RNA 346


−2.7027027
LINC00381
long intergenic non-protein
100874151
NR_047005
Hs.564552
ENSG00000226240




coding RNA 381


−2.1739130
LINC00410
long intergenic non-protein
144776
NR_027039
Hs.434120
ENSG00000231674




coding RNA 410


−3.0303030
LINC00458
long intergenic non-protein
100507428
NR_108062
Hs.351262
ENSG00000234787




coding RNA 458


−2.0000000
LINC00470
long intergenic non-protein
56651
NM_031416
Hs.541165




coding RNA 470


−2.5641026
LINC00485
long intergenic non-protein
283432
NR_033855
Hs.382110
ENSG00000258169




coding RNA 485


−3.5714286
LINC00506
long intergenic non-protein
100846978
NR_047469
Hs.570649




coding RNA 506


−3.2258065
LINC00507
long intergenic non-protein
100862680
NR_046392
Hs.385496
ENSG00000256193




coding RNA 507


−2.5000000
LINC00547
long intergenic non-protein
400121
NR_040244
Hs.558894
ENSG00000275226




coding RNA 547


−2.3809524
LINC00620
long intergenic non-protein
285375
NR_027103
Hs.319969
ENSG00000224514




coding RNA 620


−2.4390244
LINC00649
long intergenic non-protein
100506334
NR_038883
Hs.532855
ENSG00000237945




coding RNA 649


−2.5641026
LINC00652
long intergenic non-protein
29075
NM_014162
Hs.584899
ENSG00000179935




coding RNA 652


−2.7777778
LINC00670
long intergenic non-protein
284034
NR_034144
Hs.376614
ENSG00000179136




coding RNA 670


−2.3809524
LINC00672
long intergenic non-protein
100505576
NR_038847
Hs.634043
ENSG00000263874




coding RNA 672


−3.8461538
LINC00678
long intergenic non-protein
101410541
NR_102708
Hs.471439
ENSG00000254934




coding RNA 678


−2.0833333
LINC00889
long intergenic non-protein
158696
NR_026935
Hs.558664




coding RNA 889


−1.9607843
LINC00907
long intergenic non-protein
284260
NR_046174
Hs.652819
ENSG00000267586




coding RNA 907


−2.1739130
LINC00924
long intergenic non-protein
145820
NR_027132
Hs.652702
ENSG00000259134




coding RNA 924


−2.7027027
LINC00958
long intergenic non-protein
100506305
NR_038904
Hs.153408
ENSG00000251381




coding RNA 958


−2.8571429
LINC00965
long intergenic non-protein
349196
NM_001025473
Hs.559040




coding RNA 965


−2.7027027
LINC00970
long intergenic non-protein
101978719
NR_104091
Hs.517849
ENSG00000203601




coding RNA 970


−2.5641026
LOH12CR2
loss of heterozygosity, 12,
503693
NR_024061
Hs.67553
ENSG00000205791




chromosomal region 2 (non-




protein coding)


1.9300000
LRP10
low density lipoprotein
26020
NM_014045
Hs.525232
ENSG00000197324




receptor-related protein 10


−2.0408163
LRRN4CL
LRRN4 C-terminal like
221091
NM_203422
Hs.427449
ENSG00000177363


−1.6949153
LUC7L2
LUC7-like 2 (S. cerevisiae)
51631
NM_001244585
Hs.731488
ENSG00000146963


1.9500000
LYL1
lymphoblastic leukemia
4066
NM_005583
Hs.46446
ENSG00000104903




associated hematopoiesis




regulator 1


−1.8518519
LYRM7
LYR motif containing 7
90624
NM_001293735
Hs.115467
ENSG00000186687


2.1100000
LYPLA2
lysophospholipase II
11313
NM_007260
Hs.533479
ENSG00000011009


−2.7777778
MAB21L3
mab-21-like 3 (C. elegans)
126868
NM_152367
Hs.376194
ENSG00000173212


−2.0000000
MRO
maestro
83876
NM_001127174
Hs.30495
ENSG00000134042


2.1000000
MDP1
magnesium-dependent
145553
NM_001199821
Hs.220963
ENSG00000213920




phosphatase 1


1.8200000
MDH1
malate dehydrogenase 1,
4190
NM_001199111
Hs.526521
ENSG00000014641




NAD (soluble)


1.9200000
MDH2
malate dehydrogenase 2,
4191
NM_001282403
Hs.520967
ENSG00000146701




NAD (mitochondrial)


−1.4492754
MCTS1
malignant T cell amplified
28985
NM_001137554
Hs.102696
ENSG00000232119




sequence 1


−2.1276596
MAN1B1-AS1
MAN1B1 antisense RNA 1
100289341
NR_027447
Hs.593896
ENSG00000268996




(head to head)


−3.8461538
MANEAL
mannosidase, endo-alpha-like
149175
NM_001031740
Hs.534562
ENSG00000185090


−1.8181818
MAP7D3
MAP7 domain containing 3
79649
NM_001173516
Hs.446275
ENSG00000129680


−2.1276596
MRGPRX3
MAS-related GPR, member X3
117195
NM_054031
Hs.380177
ENSG00000179826


−1.5151515
MDM4
MDM4, p53 regulator
4194
NM_001204171
Hs.497492
ENSG00000 198625


−2.1739130
MED15P9
mediator complex subunit 15
285103
NR_033903
Hs.570106
ENSG00000223760




pseudogene 9


−2.3255814
MED18
mediator complex subunit 18
54797
NM_001127350
Hs.479911
ENSG00000130772


−1.3888889
MED29
mediator complex subunit 29
55588
NM_017592
Hs.611541
ENSG00000063322


−2.0408163
MLANA
melan-A
2315
NM_005511
Hs.154069
ENSG00000120215


−2.0833333
MAGEA10
melanoma antigen family A10
4109
NM_001011543
Hs.18048
ENSG00000124260


−1.9230769
MREG
melanoregulin
55686
NM_018000
Hs.620391
ENSG00000118242


−2.0833333
MS4A10
membrane-spanning 4-domains,
341116
NM_206893
Hs.591956
ENSG00000172689




subfamily A, member 10


1.7600000
METTL17
methyltransferase like 17
64745
NM_001029991
Hs.512693
ENSG00000165792


−2.0408163
METTL20
methyltransferase like 20
254013
NM_001135863
Hs.740628
ENSG00000139160


−2.5000000
METTL21A
methyltransferase like 21A
151194
NM_001127395
Hs.664764
ENSG00000144401


1.7000000
METTL23
methyltransferase like 23
124512
NM_001080510
Hs.74655
ENSG00000181038


−2.1739130
METTL2A
methyltransferase like 2A
339175
NM_001005372
Hs.381204
ENSG00000087995


−1.9607843
METTL2B
methyltransferase like 2B
55798
NM_018396
Hs.433213
ENSG00000165055


1.3000000
METTL4
methyltransferase like 4
64863
NM_022840
Hs.126888
ENSG00000101574


−2.0408163
METTL8
methyltransferase like 8
79828
NM_024770
Hs.135146
ENSG00000123600


1.7900000
MFNG
MFNG O-fucosylpeptide 3-
4242
NM_001166343
Hs.517603
ENSG00000100060




beta-N-




acetylglucosaminyltransferase


6.0100000
MIR3655
microRNA 3655
100500820
NR_037428

ENSG00000264052


−6.6666667
MIR5194
microRNA 5194
100847051
NR_049826

ENSG00000264653


3.3700000
MIR564
microRNA 564
693149
NR_030290

ENSG00000207783


2.8700000
MIR636
microRNA 636
693221
NR_030366

ENSG00000207556


−1.8867925
MIR6723
microRNA 6723
102465432
NR_106781

ENSG00000278791


9.2400000
MIR7845
microRNA 7845
102465835
NR_106999

ENSG00000277590


1.7900000
MGST1
microsomal glutathione S-
4257
NM_001260511
Hs.389700
ENSG00000008394




transferase 1


−1.7241379
MICAL3
microtubule associated
57553
NM_001122731
Hs.528024
ENSG00000243156




monooxygenase, calponin




and LIM domain containing 3


−2.7027027
MAP1LC3C
microtubule-associated
440738
NM_001004343
Hs.534971
ENSG00000197769




protein 1 light chain 3 gamma


1.7000000
MCMBP
minichromosome
79892
NM_001256378
Hs.124246
ENSG00000197771




maintenance complex binding




protein


−1.7857143
MIR210HG
MIR210 host gene
100506211
NR_038262
Hs.446388
ENSG00000247095


−1.8181818
MIRLET7BHG
MIRLET7B host gene
400931
NM_207477
Hs.235838
ENSG00000197182


−2.4390244
MTFMT
mitochondrial methionyl-
123263
NM_139242
Hs.531615
ENSG00000103707




tRNA formyltransferase


1.7600000
MRPL12
mitochondrial ribosomal
6182
NM_002949
Hs.109059
ENSG00000262814




protein L12


2.0900000
MRPL34
mitochondrial ribosomal
64981
NM_023937
Hs.515242
ENSG00000130312




protein L34


1.4900000
MRPL37
mitochondrial ribosomal
51253
NM_016491
Hs.584908
ENSG00000116221




protein L37


1.8000000
MRPL38
mitochondrial ribosomal
64978
NM_032478
Hs.442609
ENSG00000204316




protein L38


1.7300000
MRPL41
mitochondrial ribosomal
64975
NM_032477
Hs.44017
ENSG00000182154




protein L41


2.0000000
MRPS12
mitochondrial ribosomal
6183
NM_021107
Hs.411125
ENSG00000128626




protein S12


−1.8518519
MAPK13
mitogen-activated protein
5603
NM_002754
Hs.178695
ENSG00000156711




kinase 13


1.9300000
MAP2K2
mitogen-activated protein
5605
NM_030662
Hs.465627
ENSG00000126934




kinase kinase 2


1.5600000
MAP2K5
mitogen-activated protein
5607
NM_001206804
Hs.114198
ENSG00000137764




kinase kinase 5


−1.6949153
MAP3K9
mitogen-activated protein
4293
NM_001284230
Hs.445496
ENSG00000006432




kinase kinase kinase 9


1.8800000
MZT2A
mitotic spindle organizing
653784
NM_001085365
Hs.655067
ENSG00000173272




protein 2A


1.4700000
MLX
MLX, MAX dimerization
6945
NM_170607
Hs.383019
ENSG00000108788




protein


−2.5000000
MOCS3
molybdenum cofactor
27304
NM_014484
Hs.159410
ENSG00000124217




synthesis 3


−2.1739130
MMD2
monocyte to macrophage
221938
NM_001100600
Hs.558694
ENSG00000136297




differentiation-associated 2


−1.9230769
MORN4
MORN repeat containing 4
118812
NM_001098831
Hs.217409
ENSG00000171160


−1.9607843
MPV17L
MPV17 mitochondrial
255027
NM_001128423
Hs.720673
ENSG00000156968




membrane protein-like


−2.2222222
MUC6
mucin 6, oligomeric
4588
NM_005961
Hs.528432
ENSG00000184956




mucus/gel-forming


−2.3255814
MMRN2
multimerin 2
79812
NM_024756
Hs.524479
ENSG00000173269


−1.7857143
MCFD2
multiple coagulation factor
90411
NM_001171506
Hs.662152
ENSG00000180398




deficiency 2


1.4700000
MUS81
MUS81 structure-specific
80198
NM_025128
Hs.288798
ENSG00000172732




endonuclease subunit


2.0500000
MYPOP
Myb-related transcription
339344
NM_001012643
Hs.515478
ENSG00000176182




factor, partner of profilin


1.3800000
MBP
myelin basic protein
4155
NM_001025081
Hs.551713
ENSG00000197971


−1.7857143
MYEF2
myelin expression factor 2
50804
NM_001301210
Hs.6638
ENSG00000104177


−2.5000000
MOG
myelin oligodendrocyte
4340
NM_001008228
Hs.141308
ENSG00000204655




glycoprotein


−1.8181818
MPZL3
myelin protein zero-like 3
196264
NM_001286152
Hs.15396
ENSG00000160588


−1.8867925
MYLK3
myosin light chain kinase 3
91807
NM_182493
Hs.130465
ENSG00000140795


1.4000000
MYO7B
myosin VIIB
4648
NM_001080527
Hs.154578
ENSG00000169994


−1.6666667
NAA16
N(alpha)-acetyltransferase 16,
79612
NM_001110798
Hs.512914
ENSG00000172766




NatA auxiliary subunit


1.6400000
NAGA
N-acetylgalactosaminidase,
4668
NM_000262
Hs.75372
ENSG00000198951




alpha-


−2.0833333
NWD1
NACHT and WD repeat
284434
NM_001007525
Hs.406014
ENSG00000188039




domain containing 1


−1.8867925
NQO1
NAD(P)H dehydrogenase,
1728
NM_000903
Hs.406515
ENSG00000181019




quinone 1


1.8100000
NDUFA7
NADH dehydrogenase
4701
NM_005001
Hs.333427
ENSG00000267855




(ubiquinone) 1 alpha




subcomplex, 7, 14.5 kDa


1.9000000
NDUFB11
NADH dehydrogenase
54539
NM_001135998
Hs.521969
ENSG00000147123




(ubiquinone) 1 beta




subcomplex, 11, 17.3 kDa


1.7300000
NDUFB6
NADH dehydrogenase
4712
NM_001199987
Hs.493668
ENSG00000165264




(ubiquinone) 1 beta




subcomplex, 6, 17 kDa


1.5100000
NDUFB7
NADH dehydrogenase
4713
NM_004146
Hs.532853
ENSG00000099795




(ubiquinone) 1 beta




subcomplex, 7, 18 kDa


1.3800000
NDUFB8
NADH dehydrogenase
4714
NM_001284367
Hs.523215
ENSG00000166136




(ubiquinone) 1 beta




subcomplex, 8, 19 kDa


2.0600000
NDUFC1
NADH dehydrogenase
4717
NM_001184986
Hs.84549
ENSG00000109390




(ubiquinone) 1, subcomplex




unknown, 1, 6 kDa


−1.7857143
NDUFAF7
NADH dehydrogenase
55471
NM_001083946
Hs.433466
ENSG00000003509




(ubiquinone) complex I,




assembly factor 7


1.8500000
NDUFS7
NADH dehydrogenase
374291
NM_024407
Hs.211914
ENSG00000115286




(ubiquinone) Fe—S protein 7,




20 kDa (NADH-coenzyme Q




reductase)


−1.4492754
NECAP1
NECAP endocytosis
25977
NM_015509
Hs.555927
ENSG00000089818




associated 1


−1.9607843
NPHS1
nephrosis 1, congenital,
4868
NM_004646
Hs.122186
ENSG00000161270




Finnish type (nephrin)


−2.6315789
NBPF20
neuroblastoma breakpoint
100288142
NM_001278267
Hs.445080
ENSG00000162825




family, member 20


−2.6315789
NEXN-AS1
NEXN antisense RNA 1
374987
NM_001039463
Hs.632414
ENSG00000235927


1.5200000
NKIRAS2
NFKB inhibitor interacting
28511
NM_001001349
Hs.632252
ENSG00000168256




Ras-like 2


−1.9230769
NMNAT1
nicotinamide nucleotide
64802
NM_001297778
Hs.633762
ENSG00000173614




adenylyltransferase 1


−2.2222222
NEK2
NIMA-related kinase 2
4751
NM_001204182
Hs.153704
ENSG00000117650


1.7900000
NIPAL2
NIPA-like domain containing 2
79815
NM_024759
Hs.309489
ENSG00000104361


1.6200000
NIPSNAP3A
nipsnap homolog 3A (C. elegans)
25934
NM_015469
Hs.530275
ENSG00000136783


−1.8518519
NMT2
N-myristoyltransferase 2
9397
NM_004808
Hs.60339
ENSG00000152465


−1.9607843
NCMAP
noncompact myelin
400746
NM_001010980
Hs.200253
ENSG00000184454




associated protein


−1.9230769
NFKBIZ
nuclear factor of kappa light
64332
NM_001005474
Hs.319171
ENSG00000144802




polypeptide gene enhancer in




B-cells inhibitor, zeta


−1.8518519
NUGGC
nuclear GTPase, germinal
389643
NM_001010906
Hs.370129
ENSG00000189233




center associated


−1.8867925
NPAP1
nuclear pore associated
23742
NM_018958
Hs.649663
ENSG00000185823




protein 1


2.0700000
NPIPA2
nuclear pore complex
642799
NM_001277324

ENSG00000254852




interacting protein family,




member A2


−2.0408163
NRIP3
nuclear receptor interacting
56675
NM_020645
Hs.523467
ENSG00000175352




protein 3


−1.4705882
NR6A1
nuclear receptor subfamily 6,
2649
NM_001278546
Hs.20131
ENSG00000148200




group A, member 1


−1.8518519
NFX1
nuclear transcription factor,
4799
NM_002504
Hs.413074
ENSG00000086102




X-box binding 1


1.2500000
NUP133
nucleoporin 133 kDa
55746
NM_018230
Hs.12457
ENSG00000069248


−2.6315789
NXN
nucleoredoxin
64359
NM_001205319
Hs.527989
ENSG00000167693


−2.3255814
NXNL2
nucleoredoxin-like 2
158046
NM_001161625
Hs.734507
ENSG00000130045


1.8700000
NUDT22
nudix (nucleoside diphosphate
84304
NM_001128612
Hs.656074
ENSG00000149761




linked moiety X)-type motif 22


1.9300000
OCEL1
occludin/ELL domain containing 1
79629
NM_024578
Hs.422676
ENSG00000099330


−2.0408163
OLAH
oleoyl-ACP hydrolase
55301
NM_001039702
Hs.24309
ENSG00000152463


−2.0833333
OR11A1
olfactory receptor, family 11,
26531
NM_013937
Hs.676010
ENSG00000204694




subfamily A, member 1


2.0400000
OLIG1
oligodendrocyte transcription
116448
NM_138983
Hs.56663
ENSG00000184221




factor 1


−2.5000000
OPHN1
oligophrenin 1
4983
NM_002547
Hs.128824
ENSG00000079482


−1.8518519
OSMR
oncostatin M receptor
9180
NM_001168355
Hs.120658
ENSG00000145623


1.8100000
OPN3
opsin 3
23596
NM_001030011
Hs.409081
ENSG00000054277


−1.6949153
OPA3
optic atrophy 3 (autosomal
80207
NM_001017989
Hs.466945
ENSG00000125741




recessive, with chorea and




spastic paraplegia)


1.8600000
ORAI3
ORAI calcium release-
93129
NM_152288
Hs.745104
ENSG00000175938




activated calcium modulator 3


−2.8571429
ORC4
origin recognition complex,
5000
NM_001190879
Hs.558364
ENSG00000115947




subunit 4


−1.9230769
OSGEPL1-AS1
OSGEPL1 antisense RNA 1
101409258
NR_102429
Hs.738558
ENSG00000253559


−1.8518519
OTUD3
OTU deubiquitinase 3
23252
NM_015207
Hs.374987
ENSG00000169914


−2.8571429
OTUD6A
OTU deubiquitinase 6A
139562
NM_207320
Hs.447381
ENSG00000189401


−3.2258065
ODF2L
outer dense fiber of sperm
57489
NM_001007022
Hs.149360
ENSG00000122417




tails 2-like


−1.6666667
OSBPL2
oxysterol binding protein-like 2
9885
NM_001001691
Hs.473254
ENSG00000130703


1.5200000
OSBPL7
oxysterol binding protein-like 7
114881
NM_017731
Hs.463320
ENSG00000006025


−2.5000000
LOC646214
p21 protein (Cdc42/Rac)-
646214
NR_027053
Hs.510697
ENSG00000278673




activated kinase 2 pseudogene


−2.1739130
P2RX5-TAX1BP3
P2RX5-TAX1BP3 readthrough
100533970
NR_037928
Hs.731607




(NMD candidate)


−1.6393443
PAF1
Paf1, RNA polymerase II
54623
NM_001256826
Hs.466714
ENSG00000006712




associated factor, homolog




(S. cerevisiae)


−2.5000000
PTCSC3
papillary thyroid carcinoma
100886964
NR_049735
Hs.742592
ENSG00000259104




susceptibility candidate 3




(non-protein coding)


−2.5000000
PARD6G
par-6 family cell polarity
84552
NM_032510
Hs.654920
ENSG00000178184




regulator gamma


−2.0833333
PNMA2
paraneoplastic Ma antigen 2
10687
NM_007257
Hs.591838
ENSG00000240694


−2.0408163
PARK2
parkin RBR E3 ubiquitin
5071
NM_004562
Hs.132954
ENSG00000185345




protein ligase


−2.1276596
PDDC1
Parkinson disease 7 domain
347862
NM_182612
Hs.218362
ENSG00000177225




containing 1


1.3300000
PARK7
parkinson protein 7
11315
NM_001123377
Hs.419640
ENSG00000116288


−2.0408163
LOC100287846
patched 1 pseudogene
100287846
NR_037168
Hs.21550


−2.7027027
PTCHD4
patched domain containing 4
442213
NM_001013732
Hs.659409
ENSG00000244694


4.0900000
PDZK1IPl
PDZK1 interacting protein 1
10158
NM_005764
Hs.431099
ENSG00000162366


1.6200000
PEPD
peptidase D
5184
NM_000285
Hs.36473
ENSG00000124299


−2.1739130
PPIL6
peptidylprolyl isomerase
285755
NM_001111298
Hs.32234
ENSG00000185250




(cyclophilin)-like 6


−2.0833333
PPIEL
peptidylprolyl isomerase E-
728448
NR_003929
Hs.472508
ENSG00000182109




like pseudogene


−1.4925373
PER2
period circadian clock 2
8864
NM_003894
Hs.58756
ENSG00000132326


1.8600000
PRDX3
peroxiredoxin 3
10935
NM_001302272
Hs.523302
ENSG00000165672


1.8600000
PRDX4
peroxiredoxin 4
10549
NM_006406
Hs.83383
ENSG00000123131


−1.8867925
PXMP4
peroxisomal membrane
11264
NM_007238
Hs.654857
ENSG00000101417




protein 4, 24 kDa


−1.3698630
PHF12
PHD finger protein 12
57649
NM_001033561
Hs.444173
ENSG00000109118


−1.7543860
PHACTR4
phosphatase and actin
65979
NM_001048183
Hs.225641
ENSG00000204138




regulator 4


1.3900000
PIGY
phosphatidylinositol glycan
84992
NM_001042616
Hs.26136
ENSG00000255072




anchor biosynthesis, class Y


−1.7857143
PLCXD1
phosphatidylinositol-specific
55344
NM_018390
Hs.522568
ENSG00000182378




phospholipase C, X domain




containing 1


1.6000000
PISD
phosphatidylserine
23761
NM_014338
Hs.420559
ENSG00000241878




decarboxylase


−2.1276596
PDE4C
phosphodiesterase 4C,
5143
NM_000923
Hs.132584
ENSG00000105650




cAMP-specific


−2.3809524
PDE6A
phosphodiesterase 6A,
5145
NM_000440
Hs.567314
ENSG00000132915




cGMP-specific, rod, alpha


−3.4482759
PGM5P2
phosphoglucomutase 5
595135
NR_002836
Hs.571593
ENSG00000277778




pseudogene 2


−2.0833333
PLA2G4E
phospholipase A2, group IVE
123745
NM_001080490
Hs.668060
ENSG00000188089


−1.7241379
PHAX
phosphorylated adaptor for
51808
NM_032177
Hs.555731
ENSG00000164902




RNA export


1.3900000
PYURF
PIGY upstream reading frame
100996939
NM_032906
Hs.26136
ENSG00000145337


−2.0408163
PNN
pinin, desmosome associated
5411
NM_002687
Hs.409965
ENSG00000100941




protein


−2.2222222
PLEKHA5
pleckstrin homology domain
54477
NM_001143821
Hs.188614
ENSG00000052126




containing, family A member 5


−1.9230769
PLEKHG2
pleckstrin homology domain
64857
NM_022835
Hs.631574
ENSG00000090924




containing, family G (with




RhoGef domain) member 2


−2.5000000
PABPC1P2
poly(A) binding protein,
728773
NR_026904
Hs.334462
ENSG00000198526




cytoplasmic 1 pseudogene 2


−1.4492754
PCGF3
polycomb group ring finger 3
10336
NM_006315
Hs.144309
ENSG00000185619


−1.5625000
POLE3
polymerase (DNA directed),
54107
NM_001278255
Hs.108112
ENSG00000148229




epsilon 3, accessory subunit


−1.7543860
POLH
polymerase (DNA directed), eta
5429
NM_001291969
Hs.655467
ENSG00000170734


1.4800000
POLD4
polymerase (DNA-directed),
57804
NM_001256870
Hs.523829
ENSG00000175482




delta 4, accessory subunit


1.3500000
POLR2D
polymerase (RNA) II (DNA
5433
NM_004805
Hs.715348
ENSG00000144231




directed) polypeptide D


1.4700000
PTBP1
polypyrimidine tract binding
5725
NM_002819
Hs.172550
ENSG00000011304




protein 1


−1.8518519
PBDC1
polysaccharide biosynthesis
51260
NM_001300888
Hs.370100
ENSG00000102390




domain containing 1


−1.5384615
KCMF1
potassium channel
56888
NM_020122
Hs.654968
ENSG00000176407




modulatory factor 1


−2.3809524
KCNJ5
potassium channel, inwardly
3762
NM_000890
Hs.444595
ENSG00000120457




rectifying subfamily J,




member 5


−2.2222222
KCNA7
potassium channel, voltage
3743
NM_031886
Hs.306973
ENSG00000104848




gated shaker related




subfamily A, member 7


−2.2727273
POU2AF1
POU class 2 associating
5450
NM_006235
Hs.654525
ENSG00000110777




factor 1


−2.5000000
POU5F1
POU class 5 homeobox 1
5460
NM_001173531
Hs.249184
ENSG00000204531


1.6600000
PQLC3
PQ loop repeat containing 3
130814
NM_001282710
Hs.274415
ENSG00000162976


−1.8518519
PRDM7
PR domain containing 7
11105
NM_001098173
Hs.406695
ENSG00000126856


−1.7857143
PRPF3
pre-mRNA processing factor 3
9129
NM_004698
Hs.11776
ENSG00000117360


−2.0408163
PRPF38B
pre-mRNA processing factor 38B
55119
NM_018061
Hs.342307
ENSG00000134186


1.3100000
PRPF8
pre-mRNA processing factor 8
10594
NM_006445
Hs.181368
ENSG00000174231


−2.4390244
PRICKLE2-AS3
PRICKLE2 antisense RNA 3
100874243
NR_046702
Hs.670840
ENSG00000226017


−2.2222222
PRKAR2A-AS1
PRKAR2A antisense RNA 1
100506637
NR_109996
Hs.634259
ENSG00000224424


−2.0408163
PRKX-AS1
PRKX antisense RNA 1
100873944
NR_046643

ENSG00000236188


1.5600000
POP7
processing of precursor 7,
10248
NM_005837
Hs.416994
ENSG00000172336




ribonuclease P/MRP subunit




(S. cerevisiae)


−1.9230769
PFN1P2
profilin 1 pseudogene 2
767846
NR_003242
Hs.657186
ENSG00000270392


1.3700000
PDCD6IP
programmed cell death 6
10015
NM_001162429
Hs.475896
ENSG00000170248




interacting protein


1.3600000
PHB2
prohibitin 2
11331
NM_001144831
Hs.504620
ENSG00000215021


−2.0000000
PRR11
proline rich 11
55771
NM_018304
Hs.631750
ENSG00000068489


−1.5384615
PRRC2C
proline-rich coiled-coil 2C
23215
NM_015172
Hs.494614
ENSG00000117523


−2.8571429
PART1
prostate androgen-regulated
25859
NM_001039499
Hs.146312
ENSG00000152931




transcript 1 (non-protein




coding)


−2.3809524
PRNCR1
prostate cancer associated
101867536
NR_109833
Hs.652970
ENSG00000224722




non-coding RNA 1


−1.8181818
PCAT19
prostate cancer associated
100505495
NR_040109
Hs.648878
ENSG00000267107




transcript 19 (non-protein




coding)


1.5700000
PSMD14
proteasome (prosome,
10213
NM_005805
Hs.740477
ENSG00000115233




macropain) 26S subunit, non-




ATPase, 14


1.4300000
PSMD9
proteasome (prosome,
5715
NM_001261400
Hs.131151
ENSG00000110801




macropain) 26S subunit, non-




ATPase, 9


1.7900000
PSMB5
proteasome (prosome,
5693
NM_001130725
Hs.422990
ENSG00000100804




macropain) subunit, beta




type, 5


−2.1276596
PIN4P1
protein (peptidylprolyl
728758
NR_003571
Hs.658099
ENSG00000227973




cis/trans isomerase) NIMA-




interacting, 4 pseudogene 1


−2.0000000
PRKXP1
protein kinase, X-linked,
441733
NR_073405
Hs.12250
ENSG00000270127




pseudogene 1


1.5900000
PPP1R37
protein phosphatase 1,
284352
NM_019121
Hs.285363
ENSG00000104866




regulatory subunit 37


1.8700000
PPP2CB
protein phosphatase 2,
5516
NM_001009552
Hs.491440
ENSG00000104695




catalytic subunit, beta




isozyme


1.2900000
PPP3CB
protein phosphatase 3,
5532
NM_001142353
Hs.500067
ENSG00000107758




catalytic subunit, beta




isozyme


−1.7857143
PPM1K
protein phosphatase,
152926
NM_152542
Hs.43744
ENSG00000163644




Mg2+/Mn2+ dependent, 1K


−2.0408163
PTK6
protein tyrosine kinase 6
5753
NM_001256358
Hs.51133
ENSG00000101213


−1.7241379
PTPN14
protein tyrosine phosphatase,
5784
NM_005401
Hs.193557
ENSG00000152104




non-receptor type 14


1.4100000
PTPN9
protein tyrosine phosphatase,
5780
NM_002833
Hs.445775
ENSG00000169410




non-receptor type 9


−2.2727273
PCDH11X
protocadherin 11 X-linked
27328
NM_001168360
Hs.655673
ENSG00000102290


−2.3809524
PCDH11Y
protocadherin 11 Y-linked
83259
NM_001278619
Hs.661308
ENSG00000099715


−2.1739130
PCDHB9
protocadherin beta 9
56127
NM_019119
Hs.662726
ENSG00000177839


−1.8181818
PCBD2
pterin-4 alpha-carbinolamine
84105
NM_032151
Hs.710014
ENSG00000132570




dehydratase/dimerization




cofactor of hepatocyte nuclear




factor 1 alpha (TCF1) 2


−1.8867925
PTGES2-AS1
PTGES2 antisense RNA 1
389791
NM_001013652
Hs.632678
ENSG00000232850




(head to head)


−1.7241379
PPFIBP1
PTPRF interacting protein,
8496
NM_001198915
Hs.172445
ENSG00000110841




binding protein 1 (liprin beta 1)


−1.9607843
PTPRG-AS1
PTPRG antisense RNA 1
100506994
NR_038281
Hs.656620
ENSG00000241472


−1.9607843
LOC100506127
putative uncharacterized
100506127
NM_001013634
Hs.503319
ENSG00000179240




protein FLJ37770-like


2.0800000
PYCARD
PYD and CARD domain
29108
NM_013258
Hs.499094
ENSG00000103490




containing


2.1000000
PYGO2
pygopus family PHD finger 2
90780
NM_138300
Hs.533597
ENSG00000163348


−1.5873016
PDXDC2P
pyridoxal-dependent
283970
NM_199134
Hs.513695
ENSG00000196696




decarboxylase domain




containing 2, pseudogene


−1.4925373
PGPEP1
pyroglutamyl-peptidase I
54858
NM_001300927
Hs.131776
ENSG00000130517


−2.0000000
PDP2
pyruvate dehyrogenase
57546
NM_020786
Hs.632214
ENSG00000172840




phosphatase catalytic subunit 2


1.5100000
QTRT1
queuine tRNA-
81890
NM_031209
Hs.631638
ENSG00000213339




ribosyltransferase 1


−1.2820513
QTRTD1
queuine tRNA-
79691
NM_001256835
Hs.477162
ENSG00000151576




ribosyltransferase domain




containing 1


1.5700000
RABAC1
Rab acceptor 1 (prenylated)
10567
NM_006423
Hs.11417
ENSG00000105404


−1.4925373
RAB11FIP4
RAB11 family interacting
84440
NM_001303542
Hs.406788
ENSG00000131242




protein 4 (class II)


−1.7857143
RAB12
RAB12, member RAS
201475
NM_001025300
Hs.270074
ENSG00000206418




oncogene family


−2.1276596
RAB42
RAB42, member RAS
115273
NM_001193532
Hs.652321
ENSG00000188060




oncogene family


1.4000000
RAB5C
RAB5C, member RAS
5878
NM_001252039
Hs.650382
ENSG00000108774




oncogene family


−1.4705882
RAD1
RAD1 checkpoint DNA
5810
NM_001033673
Hs.38114
ENSG00000113456




exonuclease


1.5300000
RALY
RALY heterogeneous nuclear
22913
NM_007367
Hs.136947
ENSG00000125970




ribonucleoprotein


−2.7027027
RAMP2-AS1
RAMP2 antisense RNA 1
100190938
NR_024461
Hs.655265
ENSG00000197291


2.2400000
RHOG
ras homolog family member G
391
NM_001665
Hs.501728
ENSG00000177105


−2.7777778
RASAL2-AS1
RASAL2 antisense RNA 1
100302401
NR_027982
Hs.736117
ENSG00000224687


1.8500000
RASL11A
RAS-like, family 11, member A
387496
NM_206827
Hs.192131
ENSG00000122035


1.9700000
RAC2
ras-related C3 botulinum
5880
NM_002872
Hs.517601
ENSG00000128340




toxin substrate 2 (rho family,




small GTP binding protein Rac2)


1.6400000
RITA1
RBPJ interacting and tubulin
84934
NM_001286215
Hs.524762
ENSG00000139405




associated 1


−1.3888889
RIPK1
receptor (TNFRSF)-interacting
8737
NM_003804
Hs.519842
ENSG00000137275




serine-threonine kinase 1


2.0100000
RGS14
regulator of G-protein
10636
NM_006480
Hs.9347
ENSG00000169220




signaling 14


1.4200000
RGS3
regulator of G-protein
5998
NM_001276260
Hs.494875
ENSG00000138835




signaling 3


1.6700000
RFX1
regulatory factor X, 1
5989
NM_002918
Hs.655215
ENSG00000132005




(influences HLA class II




expression)


1.4800000
RTN3
reticulon 3
10313
NM_001265589
Hs.743229
ENSG00000133318


−1.8181818
RFPL1S
RFPL1 antisense RNA 1
10740
NR_002727
Hs.167750
ENSG00000225465


−1.7241379
RHD
Rh blood group, D antigen
6007
NM_001127691
Hs.449968
ENSG00000187010


−2.0000000
RHBG
Rh family, B glycoprotein
57127
NM_001256395
Hs.131835
ENSG00000132677




(gene/pseudogene)


−1.2987013
ARHGAP26
Rho GTPase activating
23092
NM_001135608
Hs.654668
ENSG00000145819




protein 26


−2.0833333
RHBDL2
rhomboid, veinlet-like 2
54933
NM_001304746
Hs.524626
ENSG00000158315




(Drosophila)


2.0000000
RAVER1
ribonucleoprotein, PTB-
125950
NM_133452
Hs.744952
ENSG00000161847




binding 1


1.6500000
RPL18A
ribosomal protein L18a
6142
NM_000980
Hs.337766
ENSG00000105640


1.6300000
RPL28
ribosomal protein L28
6158
NM_000991
Hs.652114
ENSG00000108107


1.5400000
RPL41
ribosomal protein L41
6171
NM_001035267
Hs.112553
ENSG00000229117


1.5900000
RPS12
ribosomal protein S12
6206
NM_001016
Hs.546289
ENSG00000112306


−1.7241379
RPS15AP10
ribosomal protein S15a
728963
NR_026768
Hs.675157
ENSG00000225447




pseudogene 10


1.9500000
RPS6KA4
ribosomal protein S6 kinase,
8986
NM_001006944
Hs.105584
ENSG00000162302




90 kDa, polypeptide 4


1.8700000
RPLP1
ribosomal protein, large, P1
6176
NM_001003
Hs.356502
ENSG00000137818


−1.6129032
RRP15
ribosomal RNA processing
51018
NM_016052
Hs.660109
ENSG00000067533




15 homolog (S. cerevisiae)


1.9700000
RNF126
ring finger protein 126
55658
NM_017876
Hs.69554
ENSG00000070423


1.5400000
RNF167
ring finger protein 167
26001
NM_015528
Hs.7158
ENSG00000108523


−2.1276596
RNF207
ring finger protein 207
388591
NM_173795
Hs.716549
ENSG00000158286


−1.2195122
RNF216
ring finger protein 216
54476
NM_019011
Hs.487458
ENSG00000011275


−2.5641026
RNF222
ring finger protein 222
643904
NM_001146684
Hs.526550
ENSG00000189051


−1.9607843
RBM25
RNA binding motif protein 25
58517
NM_021239
Hs.531106
ENSG00000119707


−2.1276596
RBM34
RNA binding motif protein 34
23029
NM_001161533
Hs.535224
ENSG00000188739


1.4100000
RBM42
RNA binding motif protein 42
79171
NM_024321
Hs.5086
ENSG00000126254


−1.6666667
RBM43
RNA binding motif protein 43
375287
NM_198557
Hs.302442
ENSG00000184898


−1.8518519
RBM48
RNA binding motif protein 48
84060
NM_032120
Hs.21590
ENSG00000127993


−1.6129032
RBMS2
RNA binding motif, single
5939
NM_002898
Hs.505729
ENSG00000076067




stranded interacting protein 2


−2.3255814
RNF144A-AS1
RNF144A antisense RNA 1
386597
NR_033997
Hs.559010
ENSG00000228203


−3.0303030
ROR1-AS1
ROR1 antisense RNA 1
101927034
NR_110665
Hs.680824
ENSG00000223949


−1.4492754
SAP30BP
SAP30 binding protein
29115
NM_001301839
Hs.655088
ENSG00000161526


−1.8867925
SFMBT2
Scm-like with four mbt
57713
NM_001018039
Hs.407983
ENSG00000198879




domains 2


−1.5151515
SDE2
SDE2 telomere maintenance
163859
NM_152608
Hs.520192
ENSG00000143751




homolog (S. pombe)


1.6000000
SEMA4A
sema domain,
64218
NM_001193300
Hs.408846
ENSG00000196189




immunoglobulin domain (Ig),




transmembrane domain (TM)




and short cytoplasmic




domain, (semaphorin) 4A


1.7900000
SEMA4B
sema domain,
10509
NM_020210
Hs.474935
ENSG00000185033




immunoglobulin domain (Ig),




transmembrane domain (TM)




and short cytoplasmic




domain, (semaphorin) 4B


−1.6393443
SEPT7P2
septin 7 pseudogene 2
641977
NR_024271
Hs.723477
ENSG00000214765


1.5500000
SQSTM1
sequestosome 1
8878
NM_001142298
Hs.724025
ENSG00000161011


1.6700000
SHMT2
serine
6472
NM_001166356
Hs.741179
ENSG00000182199




hydroxymethyltransferase 2




(mitochondrial)


2.0700000
SPINT1
serine peptidase inhibitor,
6692
NM_001032367
Hs.233950
ENSG00000166145




Kunitz type 1


−1.4925373
SRSF10
serine/arginine-rich splicing
10772
NM_001191005
Hs.3530
ENSG00000188529




factor 10


−1.8181818
SRSF11
serine/arginine-rich splicing
9295
NM_001190987
Hs.479693
ENSG00000116754




factor 11


−1.8181818
SRSF4
serine/arginine-rich splicing
6429
NM_005626
Hs.469970
ENSG00000116350




factor 4


−2.2727273
SAA2
serum amyloid A2
6289
NM_001127380
Hs.731376
ENSG00000134339


−1.7241379
SMYD4
SET and MYND domain
114826
NM_052928
Hs.514602
ENSG00000186532




containing 4


−1.4492754
SETMAR
SET domain and mariner
6419
NM_001243723
Hs.475300
ENSG00000170364




transposase fusion gene


−1.8867925
SCML4
sex comb on midleg-like 4
256380
NM_001286408
Hs.486109
ENSG00000146285




(Drosophila)


−2.1739130
STAC2
SH3 and cysteine rich domain 2
342667
NM_198993
Hs.145068
ENSG00000141750


−1.4925373
SH3BP5-AS1
SH3BP5 antisense RNA 1
100505696
NR_046084
Hs.745026
ENSG00000224660


−2.0408163
SHANK2-AS3
SHANK2 antisense RNA 3
220070
NM_145308
Hs.326766
ENSG00000171671


−2.0408163
LOC100420587
SHC SH2-domain binding
100420587
NR_110759
Hs.569956
ENSG00000267243




protein 1 pseudogene


−3.0303030
SHISA9
shisa family member 9
729993
NM_001145204
Hs.130661
ENSG00000237515


−2.2222222
SGOL1
shugoshin-like 1 (S. pombe)
151648
NM_001012409
Hs.105153
ENSG00000129810


1.9100000
SIGLEC9
sialic acid binding Ig-like
27180
NM_001198558
Hs.245828
ENSG00000129450




lectin 9


1.6700000
SPCS1
signal peptidase complex
28972
NM_014041
Hs.11125
ENSG00000114902




subunit 1 homolog (S.




cerevisiae)


1.5600000
SRP9
signal recognition particle
6726
NM_001130440
Hs.511425
ENSG00000143742




9 kDa


1.7700000
SSR2
signal sequence receptor, beta
6746
NM_003145
Hs.74564
ENSG00000163479




(translocon-associated protein




beta)


1.4000000
STAT5B
signal transducer and
6777
NM_012448
Hs.595276
ENSG00000173757




activator of transcription 5B


1.9900000
SMDT1
single-pass membrane protein
91689
NM_033318
Hs.306083
ENSG00000183172




with aspartate-rich tail 1


2.2700000
SIRT2
sirtuin 2
22933
NM_001193286
Hs.466693
ENSG00000068903


−1.5384615
SIRT3
sirtuin 3
23410
NM_001017524
Hs.716456
ENSG00000142082


−2.2222222
SIX4
SIX homeobox 4
51804
NM_017420
Hs.97849
ENSG00000100625


1.4600000
SSNA1
Sjogren syndrome nuclear
8636
NM_003731
Hs.530314
ENSG00000176101




autoantigen 1


−2.1739130
SLFNL1-AS1
SLFNL1 antisense RNA 1
100507178
NR_037868
Hs.660056


2.7900000
SLMO2-ATP5E
SLMO2-ATP5E readthrough
100533975
NR_037929
Hs.656865
ENSG00000236105


2.9700000
SLX1A
SLX1 structure-specific
548593
NM_001014999
Hs.729791
ENSG00000132207




endonuclease subunit




homolog A (S. cerevisiae)


2.9700000
SLX1B
SLX1 structure-specific
79008
NM_024044
Hs.728161
ENSG00000181625




endonuclease subunit




homolog B (S. cerevisiae)


−2.0000000
SNIP1
Smad nuclear interacting
79753
NM_024700
Hs.47232
ENSG00000163877




protein 1


3.2400000
SCARNA20
small Cajal body-specific
677681
NR_002999

ENSG00000252577




RNA 20


−2.1739130
SGSM1
small G protein signaling
129049
NM_001039948
Hs.474397
ENSG00000167037




modulator 1


−2.8571429
SNHG4
small nucleolar RNA host
724102
NR_003141
Hs.268939
ENSG00000015479




gene 4


3.4900000
SNORD16
small nucleolar RNA, C/D
595097
NR_002440
Hs.739034
ENSG00000174444




box 16


4.9900000
SNORD56
small nucleolar RNA, C/D
26793
NR_002739

ENSG00000229686




box 56


−2.3809524
SMG1P7
SMG1 pseudogene 7
100506060
NR_033959
Hs.655258
ENSG00000261556


−1.2987013
SMU1
smu-1 suppressor of mec-8
55234
NM_018225
Hs.655351
ENSG00000122692




and unc-52 homolog (C.




elegans)


2.4700000
SNAI3
snail family zinc finger 3
333929
NM_178310
Hs.673548
ENSG00000185669


2.2800000
SCN1B
sodium channel, voltage
6324
NM_001037
Hs.436646
ENSG00000105711




gated, type I beta subunit


−2.2222222
SLC14A2
solute carrier family 14 (urea
8170
NM_001242692
Hs.710927
ENSG00000132874




transporter), member 2


−1.9607843
SLC15A1
solute carrier family 15
6564
NM_005073
Hs.436893
ENSG00000088386




(oligopeptide transporter),




member 1


1.8100000
SLC16A5
solute carrier family 16
9121
NM_001271765
Hs.592095
ENSG00000170190




(monocarboxylate




transporter), member 5


1.8800000
SLC19A1
solute carrier family 19
6573
NM_001205206
Hs.84190
ENSG00000173638




(folate transporter), member 1


1.3400000
SLC25A5
solute carrier family 25
292
NM_001152
Hs.632282
ENSG00000005022




(mitochondrial carrier;




adenine nucleotide




translocator), member 5


2.1000000
SLC25A1
solute carrier family 25
6576
NM_001256534
Hs.111024
ENSG00000100075




(mitochondrial carrier; citrate




transporter), member 1


−2.3809524
SLC25A15
solute carrier family 25
10166
NM_014252
Hs.646645
ENSG00000102743




(mitochondrial carrier;




ornithine transporter) member 15


1.8400000
SLC25A11
solute carrier family 25
8402
NM_001165417
Hs.184877
ENSG00000108528




(mitochondrial carrier;




oxoglutarate carrier), member 11


1.6100000
SLC25A3
solute carrier family 25
5250
NM_002635
Hs.290404
ENSG00000075415




(mitochondrial carrier;




phosphate carrier), member 3


−1.5873016
SLC25A32
solute carrier family 25
81034
NM_030780
Hs.532265
ENSG00000164933




(mitochondrial folate carrier),




member 32


1.6500000
SLC25A38
solute carrier family 25,
54977
NM_017875
Hs.369615
ENSG00000144659




member 38


1.4800000
SLC27A1
solute carrier family 27 (fatty
376497
NM_198580
Hs.363138
ENSG00000130304




acid transporter), member 1


−2.8571429
SLC28A2
solute carrier family 28
9153
NM_004212
Hs.367833
ENSG00000137860




(concentrative nucleoside




transporter), member 2


−1.7857143
SLC31A1
solute carrier family 31
1317
NM_001859
Hs.532315
ENSG00000136868




(copper transporter), member 1


1.6600000
SLC35A1
solute carrier family 35
10559
NM_001168398
Hs.423163
ENSG00000164414




(CMP-sialic acid transporter),




member A1


1.6700000
SLC35A5
solute carrier family 35,
55032
NM_017945
Hs.237480
ENSG00000138459




member A5


−2.1739130
SLC36A2
solute carrier family 36
153201
NM_181776
Hs.483877
ENSG00000186335




(proton/amino acid




symporter), member 2


−2.0000000
SLC38A1
solute carrier family 38,
81539
NM_001077484
Hs.533770
ENSG00000111371




member 1


1.5500000
SLC39A3
solute carrier family 39 (zinc
29985
NM_144564
Hs.515046
ENSG00000141873




transporter), member 3


−1.7857143
SLC4A8
solute carrier family 4,
9498
NM_001039960
Hs.4749
ENSG00000050438




sodium bicarbonate




cotransporter, member 8


2.1500000
SLC40A1
solute carrier family 40 (iron-
30061
NM_014585
Hs.643005
ENSG00000138449




regulated transporter),




member 1


−1.7857143
SLC41A2
solute carrier family 41
84102
NM_032148
Hs.577463
ENSG00000136052




(magnesium transporter),




member 2


1.7100000
SLC41A3
solute carrier family 41,
54946
NM_001008485
Hs.573007
ENSG00000114544




member 3


−2.2727273
SLC44A4
solute carrier family 44,
80736
NM_001178044
Hs.335355
ENSG00000204385




member 4


−2.3809524
SLC5A5
solute carrier family 5
6528
NM_000453
Hs.584804
ENSG00000105641




(sodium/iodide




cotransporter), member 5


−2.0408163
SLC7A5P2
solute carrier family 7 (amino
387254
NR_002594
Hs.448808




acid transporter light chain, L




system), member 5 pseudogene 2


−2.1276596
LOC284379
solute carrier family 7
284379
NR_002938
Hs.631571
ENSG00000268864




(cationic amino acid




transporter, y+ system),




member 3 pseudogene


−1.7241379
SLC7A14
solute carrier family 7,
57709
NM_020949
Hs.596660
ENSG00000013293




member 14


−2.6315789
SLC9A4
solute carrier family 9,
389015
NM_001011552
Hs.447686
ENSG00000180251




subfamily A (NHE4, cation




proton antiporter 4), member 4


−1.4925373
SLC9A7
solute carrier family 9,
84679
NM_001257291
Hs.91389
ENSG00000065923




subfamily A (NHE7, cation




proton antiporter 7), member 7


1.9100000
SORBS3
sorbin and SH3 domain
10174
NM_001018003
Hs.528572
ENSG00000120896




containing 3


1.4800000
SNX12
sorting nexin 12
29934
NM_001256185
Hs.260750
ENSG00000147164


1.6700000
SNX17
sorting nexin 17
9784
NM_001267059
Hs.278569
ENSG00000115234


−2.3255814
SOX9-AS1
SOX9 antisense RNA 1
400618
NR_103737
Hs.657374
ENSG00000234899


1.5900000
SPG21
spastic paraplegia 21 (autosomal
51324
NM_001127889
Hs.242458
ENSG00000090487




recessive, Mast syndrome)


−1.3888889
SPAST
spastin
6683
NM_014946
Hs.468091
ENSG00000021574


−3.2258065
SPC25
SPC25, NDC80 kinetochore
57405
NM_020675
Hs.421956
ENSG00000152253




complex component


−1.6666667
SPDYE5
speedy/RINGO cell cycle
442590
NM_001099435
Hs.632298
ENSG00000170092




regulator family member E5


−1.9230769
SPATS2
spermatogenesis associated,
65244
NM_001293285
Hs.654826
ENSG00000123352




serine-rich 2


−2.3809524
SKA1
spindle and kinetochore
220134
NM_001039535
Hs.134726
ENSG00000154839




associated complex subunit 1


1.5200000
SF3A2
splicing factor 3a, subunit 2,
8175
NM_007165
Hs.115232
ENSG00000104897




66 kDa


−2.0833333
SREK1
splicing regulatory
140890
NM_001077199
Hs.49367
ENSG00000153914




glutamine/lysine-rich protein 1


−1.8867925
SPRED1
sprouty-related, EVH1
161742
NM_152594
Hs.525781
ENSG00000166068




domain containing 1


−1.9607843
SRRM2-AS1
SRRM2 antisense RNA 1
100128788
NR_027274
Hs.311208
ENSG00000205913


−2.3255814
STAU2-AS1
STAU2 antisense RNA 1
100128126
NR_038406
Hs.679921
ENSG00000253302


−1.9230769
STEAP2
STEAP family member 2,
261729
NM_001040665
Hs.489051
ENSG00000157214




metalloreductase


−3.1250000
SCD5
stearoyl-CoA desaturase 5
79966
NM_001037582
Hs.379191
ENSG00000145284


−1.8867925
STAR
steroidogenic acute regulatory
6770
NM_000349
Hs.521535
ENSG00000147465




protein


−2.0000000
STRIP2
striatin interacting protein 2
57464
NM_001134336
Hs.489988
ENSG00000128578


1.9000000
SDHAF1
succinate dehydrogenase
644096
NM_001042631
Hs.356460
ENSG00000205138




complex assembly factor 1


1.5200000
SDHB
succinate dehydrogenase
6390
NM_003000
Hs.465924
ENSG00000117118




complex, subunit B, iron




sulfur (Ip)


−2.2727273
SUMO1P3
SUMO1 pseudogene 3
474338
NR_002190
Hs.621179




(functional)


1.5200000
SUV420H2
suppressor of variegation 4-
84787
NM_032701
Hs.590982
ENSG00000133247




20 homolog 2 (Drosophila)


−1.9230769
SFTPB
surfactant protein B
6439
NM_000542
Hs.512690
ENSG00000168878


−1.4285714
SUGP2
SURP and G patch domain
10147
NM_001017392
Hs.515271
ENSG00000064607




containing 2


−1.7857143
SWSAP1
SWIM-type zinc finger 7
126074
NM_175871
Hs.631619
ENSG00000173928




associated protein 1


1.7300000
SYTL1
synaptotagmin-like 1
84958
NM_001193308
Hs.469175
ENSG00000142765


−1.4492754
SS18
synovial sarcoma
6760
NM_001007559
Hs.129261
ENSG00000141380




translocation, chromosome 18


−2.0000000
TAF8
TAF8 RNA polymerase II,
129685
NM_138572
Hs.520122
ENSG00000137413




TATA box binding protein




(TBP)-associated factor, 43 kDa


−1.7543860
TBC1D24
TBC1 domain family, member 24
57465
NM_001199107
Hs.353087
ENSG00000162065


−2.0833333
TBCCD1
TBCC domain containing 1
55171
NM_001134415
Hs.518469
ENSG00000113838


1.8600000
TGDS
TDP-glucose 4,6-dehydratase
23483
NM_001304430
Hs.12393
ENSG00000088451


−2.5641026
TEX101
testis expressed 101
83639
NM_001130011
Hs.97978
ENSG00000131126


−1.3698630
TTC21B
tetratricopeptide repeat
79809
NM_024753
Hs.310672
ENSG00000123607




domain 21B


1.7100000
THAP11
THAP domain containing 11
57215
NM_020457
Hs.632200
ENSG00000168286


−1.8181818
THEM4
thioesterase superfamily
117145
NM_053055
Hs.164070
ENSG00000159445




member 4


1.6900000
TREX1
three prime repair
11277
NM_007248
Hs.707026
ENSG00000213689




exonuclease 1


1.3800000
TBXAS1
thromboxane A synthase 1
6916
NM_001061
Hs.520757
ENSG00000059377




(platelet)


−2.1276596
TIGD1
tigger transposable element
200765
NM_145702
Hs.211823
ENSG00000221944




derived 1


−2.6315789
TLCD2
TLC domain containing 2
727910
NM_001164407
Hs.531005
ENSG00000185561


−2.1739130
TLR8-AS1
TLR8 antisense RNA 1
349408
NR_030727
Hs.685035
ENSG00000233338


−1.6949153
THRIL
TNF and HNRNPL related
102659353
NR_110375
Hs.596464




immunoregulatory long non-




coding RNA


−1.6129032
TRAF3IP1
TNF receptor-associated
26146
NM_001139490
Hs.631898
ENSG00000204104




factor 3 interacting protein 1


−2.1739130
TNFAIP8L2-
TNFAIP8L2-SCNM1
100534012
NM_001204848
Hs.732060
ENSG00000163156



SCNM1
readthrough


1.4400000
TOLLIP
toll interacting protein
54472
NM_019009
Hs.368527
ENSG00000078902


−1.6949153
TLR10
toll-like receptor 10
81793
NM_001017388
Hs.120551
ENSG00000174123


1.3900000
TOR1A
torsin family 1, member A
1861
NM_000113
Hs.534312
ENSG00000136827




(torsin A)


2.0000000
TOR2A
torsin family 2, member A
27433
NM_001085347
Hs.444106
ENSG00000160404


−1.4925373
TLK2
tousled-like kinase 2
11011
NM_001112707
Hs.445078
ENSG00000146872


−2.3809524
TRAF3IP2
TRAF3 interacting protein 2
10758
NM_001164281
Hs.561514
ENSG00000056972


−1.8181818
TRAF3IP2-AS1
TRAF3IP2 antisense RNA 1
643749
NR_034108
Hs.486228
ENSG00000231889


1.6800000
TECR
trans-2,3-enoyl-CoA
9524
NM_004868
Hs.515642
ENSG00000099797




reductase


−1.4492754
TCERG1
transcription elongation
10915
NM_001040006
Hs.443465
ENSG00000113649




regulator 1


−1.8518519
TVP23A
trans-golgi network vesicle
780776
NM_001079512
Hs.371576
ENSG00000166676




protein 23 homolog A (S.




cerevisiae)


−1.9230769
TVP23C
trans-golgi network vesicle
201158
NM_001135036
Hs.164595
ENSG00000175106




protein 23 homolog C (S.




cerevisiae)


−1.8518519
TRPM6
transient receptor potential
140803
NM_001177310
Hs.272225
ENSG00000119121




cation channel, subfamily M,




member 6


−2.3255814
TRPV1
transient receptor potential
7442
NM_018727
Hs.579217
ENSG00000196689




cation channel, subfamily V,




member 1


−1.4084507
TIMM10B
translocase of inner
26515
NM_012192
Hs.54943
ENSG00000132286




mitochondrial membrane 10




homolog B (yeast)


2.2500000
TSPO
translocator protein (18 kDa)
706
NM_000714
Hs.202
ENSG00000100300


−2.1276596
TMIGD2
transmembrane and
126259
NM_001169126
Hs.263928
ENSG00000167664




immunoglobulin domain




containing 2


1.3600000
TMBIM6
transmembrane BAX
7009
NM_001098576
Hs.743965
ENSG00000139644




inhibitor motif containing 6


−1.8181818
TPTE2P1
transmembrane
646405
NM_001126062
Hs.620592




phosphoinositide 3-




phosphatase and tensin




homolog 2 pseudogene 1


1.8200000
TMEM120A
transmembrane protein 120A
83862
NM_031925
Hs.488835
ENSG00000189077


−1.9230769
TMEM120B
transmembrane protein 120B
144404
NM_001080825
Hs.644504
ENSG00000188735


2.3900000
TMEM141
transmembrane protein 141
85014
NM_032928
Hs.356744
ENSG00000244187


1.9500000
TMEM14C
transmembrane protein 14C
51522
NM_001165258
Hs.519557
ENSG00000111843


1.7600000
TMEM150A
transmembrane protein 150A
129303
NM_001031738
Hs.591559
ENSG00000168890


2.3300000
TMEM160
transmembrane protein 160
54958
NM_017854
Hs.105606
ENSG00000130748


1.5400000
TMEM165
transmembrane protein 165
55858
NM_018475
Hs.479766
ENSG00000134851


1.6300000
TMEM179B
transmembrane protein 179B
374395
NM_199337
Hs.381134
ENSG00000185475


−1.5625000
TMEM181
transmembrane protein 181
57583
NM_020823
Hs.99145
ENSG00000146433


−3.0303030
TMEM212
transmembrane protein 212
389177
NM_001164436
Hs.642307
ENSG00000186329


1.3600000
TMEM214
transmembrane protein 214
54867
NM_001083590
Hs.533934
ENSG00000119777


1.6000000
TMEM230
transmembrane protein 230
29058
NM_001009923
Hs.472024
ENSG00000089063


2.5700000
TMEM256
transmembrane protein 256
254863
NM_152766
Hs.730789
ENSG00000205544


−1.5625000
TMEM38A
transmembrane protein 38A
79041
NM_024074
Hs.436068
ENSG00000072954


−1.9607843
TMEM41B
transmembrane protein 41B
440026
NM_001165030
Hs.594563
ENSG00000166471


1.5000000
TMEM43
transmembrane protein 43
79188
NM_024334
Hs.517817
ENSG00000170876


−1.2987013
TRIM38
tripartite motif containing 38
10475
NM_006355
Hs.584851
ENSG00000112343


−2.3255814
TRIM45
tripartite motif containing 45
80263
NM_001145635
Hs.301526
ENSG00000134253


−1.9607843
TPM3P9
tropomyosin 3 pseudogene 9
147804
NM_001010856
Hs.433293
ENSG00000241015


−2.3255814
TSIX
TSIX transcript, XIST
9383
NR_003255
Hs.529901
ENSG00000270641




antisense RNA


−1.4084507
TSPYL1
TSPY-like 1
7259
NM_003309
Hs.458358
ENSG00000189241


1.7700000
TTLL12
tubulin tyrosine ligase-like
23170
NM_015140
Hs.517670
ENSG00000100304




family member 12


−2.4390244
TUBA3FP
tubulin, alpha 3f, pseudogene
113691
NR_003608
Hs.585006
ENSG00000161149


1.5800000
TUBB
tubulin, beta class I
203068
NM_001293212
Hs.636480
ENSG00000196230


−1.7241379
TUFT1
tuftelin 1
7286
NM_001126337
Hs.489922
ENSG00000143367


−2.3255814
TP53AIP1
tumor protein p53 regulated
63970
NM_001195194
Hs.160953
ENSG00000120471




apoptosis inducing protein 1


2.0000000
TPRG1L
tumor protein p63 regulated
127262
NM_182752
Hs.20529
ENSG00000158109




1-like


−2.0000000
TSG1
tumor suppressor TSG1
643432
NR_015362
Hs.509936


1.8000000
TWF2
twinfilin actin-binding protein 2
11344
NM_007284
Hs.436439
ENSG00000247596


−1.8518519
TAT
tyrosine aminotransferase
6898
NM_000353
Hs.161640
ENSG00000198650


1.8200000
UQCR10
ubiquinol-cytochrome c
29796
NM_001003684
Hs.284292
ENSG00000184076




reductase, complex III




subunit X


1.4300000
UBE3C
ubiquitin protein ligase E3C
9690
NM_014671
Hs.118351
ENSG00000009335


1.4500000
USP21
ubiquitin specific peptidase 21
27005
NM_001014443
Hs.8015
ENSG00000143258


−1.4492754
USP42
ubiquitin specific peptidase 42
84132
NM_032172
Hs.31856
ENSG00000106346


−1.6393443
USP49
ubiquitin specific peptidase 49
25862
NM_001286554
Hs.593575
ENSG00000164663


1.7300000
UBE2D1
ubiquitin-conjugating enzyme E2D 1
7321
NM_001204880
Hs.129683
ENSG00000072401


−2.2222222
UBE2Q2P1
ubiquitin-conjugating enzyme E2Q
388165
NM_207382
Hs.498348
ENSG00000189136




family member 2 pseudogene 1


1.4900000
UBL5
ubiquitin-like 5
59286
NM_001048241
Hs.534477
ENSG00000198258


−2.1739130
UCKL1-AS1
UCKL1 antisense RNA 1
100113386
NR_027287
Hs.551552


1.6700000
B3GALT6
UDP-Gal:betaGal beta 1,3-
126792
NM_080605
Hs.284284
ENSG00000176022




galactosyltransferase




polypeptide 6


−2.9411765
B3GNT6
UDP-GlcNAc:betaGal beta-
192134
NM_138706
Hs.352622
ENSG00000198488




1,3-N-




acetylglucosaminyltransferase 6


−3.7037037
UGDH-AS1
UGDH antisense RNA 1
100885776
NR_047679
Hs.640769
ENSG00000249348


1.5300000
ULK3
unc-51 like kinase 3
25989
NM_001099436
Hs.513034
ENSG00000140474


−2.0833333
LOC100128233
uncharacterized LOC100128233
100128233
NR_103769
Hs.497323
ENSG00000255002


−2.6315789
LOC100128288
uncharacterized LOC100128288
100128288
NR_024447
Hs.549913


−2.0408163
LOC100128398
uncharacterized LOC100128398
100128398
NR_036508
Hs.655081
ENSG00000176593


−2.1276596
LOC100129940
uncharacterized LOC100129940
100129940
NM_001292023
Hs.685856
ENSG00000197301


−2.6315789
LOC100130451
uncharacterized LOC100130451
100130451
NM_001242575


−2.1739130
LOC100131564
uncharacterized LOC100131564
100131564
NR_034089
Hs.732666
ENSG00000223745


−3.0303030
LOC100131626
uncharacterized LOC100131626
100131626
NR_046369
Hs.721614


−2.4390244
LOC100132077
uncharacterized LOC100132077
100132077
NR_033937
Hs.679111
ENSG00000232063


−2.1276596
LOC100190986
uncharacterized LOC100190986
100190986
NR_024456
Hs.648439


−2.3809524
LOC100287225
uncharacterized LOC100287225
100287225
NR_040074
Hs.448920
ENSG00000227115


−2.0833333
LOC100379224
uncharacterized LOC100379224
100379224
NR_033341
Hs.585869
ENSG00000186019


2.2200000
LOC100505622
uncharacterized LOC100505622
100505622
NR_038332
Hs.661761
ENSG00000254887


−3.2258065
LOC100505817
uncharacterized LOC100505817
100505817
NR_038340
Hs.197042
ENSG00000261780


−2.0833333
LOC100506083
uncharacterized LOC100506083
100506083
NR_039997
Hs.635008
ENSG00000261777


−2.2222222
LOC100506085
uncharacterized LOC100506085
100506085
NR_037878
Hs.649173
ENSG00000248319


−2.0408163
LOC100506123
uncharacterized LOC100506123
100506123
NR_040097
Hs.720604
ENSG00000230606


−1.7857143
LOC100506472
uncharacterized LOC100506472
100506472
NR_040535
Hs.729080


−2.0408163
LOC100506688
uncharacterized LOC100506688
100506688
NM_001242737
Hs.532063
ENSG00000215246


−1.9230769
LOC100506746
uncharacterized LOC100506746
100506746
NR_038841
Hs.657766
ENSG00000163633


−2.3809524
LOC100996251
uncharacterized LOC100996251
100996251
NR_103777
Hs.382067
ENSG00000238198


−2.3809524
LOC100996351
uncharacterized LOC100996351
100996351
NR_110670

ENSG00000267551


−3.0303030
LOC101926889
uncharacterized LOC101926889
101926889
NR_109994
Hs.585997


−2.2727273
LOC101926928
uncharacterized LOC101926928
101926928
NR_110106
Hs.638788
ENSG00000258551


−1.7543860
LOC101926960
uncharacterized LOC101926960
101926960
NR_104635
Hs.365692


−2.0833333
LOC101927131
uncharacterized LOC101927131
101927131
NR_110907
Hs.569654
ENSG00000262999


−1.9230769
LOC101927181
uncharacterized LOC101927181
101927181
NR_108066
Hs.288853
ENSG00000175873


−2.0833333
LOC101927257
uncharacterized LOC101927257
101927257
NR_109965
Hs.662725
ENSG00000232564


−2.3255814
LOC101927274
uncharacterized LOC101927274
101927274
NR_110751
Hs.591168
ENSG00000249383


−3.4482759
LOC101927374
uncharacterized LOC101927374
101927374
NR_110133
Hs.570644


−2.3809524
LOC101927476
uncharacterized LOC101927476
101927476
NR_110386
Hs.522607
ENSG00000236393


−1.3888889
LOC101927550
uncharacterized LOC101927550
101927550
NR_110102
Hs.636663
ENSG00000242687


−3.2258065
LOC101927575
uncharacterized LOC101927575
101927575
NR_110995
Hs.459826
ENSG00000227463


−1.7241379
LOC101927666
uncharacterized LOC101927666
101927666
NR_110809
Hs.552237
ENSG00000266290


−2.2222222
LOC101927740
uncharacterized LOC101927740
101927740
NR_109890
Hs.738721
ENSG00000245812


−2.5641026
LOC101927797
uncharacterized LOC101927797
101927797
NR_109925
Hs.551743
ENSG00000224141


−2.3255814
LOC101927817
uncharacterized LOC101927817
101927817
NR_110931
Hs.667942


−2.7027027
LOC101927884
uncharacterized LOC101927884
101927884
NR_110281
Hs.671110
ENSG00000231172


−2.2727273
LOC101928103
uncharacterized LOC101928103
101928103
NR_110292
Hs.665619
ENSG00000229267


−3.2258065
LOC101928137
uncharacterized LOC101928137
101928137
NR_110130
Hs.694666
ENSG00000258123


−2.4390244
LOC101928254
uncharacterized LOC101928254
101928254
NR_110182
Hs.571236
ENSG00000219445


−2.4390244
LOC101928303
uncharacterized LOC101928303
101928303
NR_110698
Hs.375067
ENSG00000236155


−2.2727273
LOC101928567
uncharacterized LOC101928567
101928567
NR_110839
Hs.569757
ENSG00000237057


−2.0000000
LOC101928597
uncharacterized LOC101928597
101928597
NR_110091
Hs.638942
ENSG00000246394


−2.3809524
LOC101928674
uncharacterized LOC101928674
101928674
NR_110845
Hs.637297
ENSG00000266970


−2.9411765
LOC101928844
uncharacterized LOC101928844
101928844
NR_110740
Hs.434577
ENSG00000267709


−3.0303030
LOC101928936
uncharacterized LOC101928936
101928936
NR_110867
Hs.533080


−1.8518519
LOC101929144
uncharacterized LOC101929144
101929144
NR_110745
Hs.531631
ENSG00000261615


−2.5641026
LOC101929224
uncharacterized LOC101929224
101929224
NR_110787
Hs.639369
ENSG00000260088


−2.3809524
LOC101929259
uncharacterized LOC101929259
101929259
NR_120424
Hs.638490


−2.5000000
LOC101929486
uncharacterized LOC101929486
101929486
NR_109868
Hs.548761
ENSG00000233048


−2.7027027
LOC101929567
uncharacterized LOC101929567
101929567
NR_110257
Hs.634706
ENSG00000236008


−2.3255814
LOC101929586
uncharacterized LOC101929586
101929586
NR_120363
Hs.569426
ENSG00000259175


−3.0303030
LOC101929698
uncharacterized LOC101929698
101929698
NR_110619
Hs.638392
ENSG00000277301


−1.9607843
LOC101929767
uncharacterized LOC101929767
101929767
NR_110868
Hs.640892
ENSG00000267002


−3.0303030
LOC102467081
uncharacterized LOC102467081
102467081
NR_104662

ENSG00000240535


−2.7027027
LOC102723769
uncharacterized LOC102723769
102723769
NR_110761
Hs.652926


−2.3255814
LOC102724927
uncharacterized LOC102724927
102724927
NR_120311
Hs.364739
ENSG00000262185


−2.0000000
LOC151475
uncharacterized LOC151475
151475
NR_040038
Hs.528154
ENSG00000226125


−2.1276596
MGC32805
uncharacterized LOC153163
153163
NR_051996
Hs.679757
ENSG00000250328


−2.1739130
LOC284023
uncharacterized LOC284023
284023
NR_024349
Hs.744470
ENSG00000179859


−2.1276596
LOC284581
uncharacterized LOC284581
284581
NR_046097


−2.2222222
LOC284865
uncharacterized LOC284865
284865
NR_038460
Hs.638498
ENSG00000249923


−2.2222222
LOC284950
uncharacterized LOC284950
284950
NR_038888
Hs.570227
ENSG00000229498


−2.7777778
LOC286437
uncharacterized LOC286437
286437
NR_039980
Hs.656786


−2.1276596
LOC339166
uncharacterized LOC339166
339166
NR_040000
Hs.736088
ENSG00000179314


−2.0000000
LOC339803
uncharacterized LOC339803
339803
NR_036496
Hs.252433
ENSG00000212978


−2.0408163
LOC389641
uncharacterized LOC389641
389641
NR_033928
Hs.591835
ENSG00000246582


−2.3809524
FLJ42102
uncharacterized LOC399923
399923
NM_001001680
Hs.128191
ENSG00000172900


−2.2222222
LOC400958
uncharacterized LOC400958
400958
NR_036586
Hs.591565
ENSG00000237638


−2.3809524
LOC401052
uncharacterized LOC401052
401052
NM_001008737
Hs.662766


−1.4705882
LOC401320
uncharacterized LOC401320
401320
NR_038889
Hs.561708


−2.4390244
FLJ31662
uncharacterized LOC440594
440594
NR_033966
Hs.514123
ENSG00000233907


−2.3809524
FLJ31104
uncharacterized LOC441072
441072
NR_102755
Hs.482141
ENSG00000227908


−2.9411765
LOC643406
uncharacterized LOC643406
643406
NM_175877
Hs.431161
ENSG00000230563


−3.0303030
LOC644919
uncharacterized LOC644919
644919
NR_109757
Hs.434414


−4.3478261
LOC728752
uncharacterized LOC728752
728752
NR_036504
Hs.729762
ENSG00000267309


−2.0408163
LOC729732
uncharacterized LOC729732
729732
NR_047662
Hs.322761


−2.1276596
LOC731424
uncharacterized LOC731424
731424
NR_037867
Hs.427740


−1.4084507
DKFZP586I1420
uncharacterized protein
222161
NR_002186
Hs.112423
ENSG00000235859




DKFZp586I1420


−2.4390244
FLJ31356
uncharacterized protein
403150
NR_103831
Hs.562970
ENSG00000229951




FLJ31356


−1.8518519
UPK3B
uroplakin 3B
80761
NM_030570
Hs.488861
ENSG00000243566


−2.2727273
UTS2B
urotensin 2B
257313
NM_198152
Hs.518492
ENSG00000188958


1.6700000
VPS28
vacuolar protein sorting 28
51160
NM_016208
Hs.418175
ENSG00000160948




homolog (S. cerevisiae)


1.8000000
VPS51
vacuolar protein sorting 51
738
NM_013265
Hs.277517
ENSG00000149823




homolog (S. cerevisiae)


1.7100000
VIPR1
vasoactive intestinal peptide
7433
NM_001251882
Hs.348500
ENSG00000114812




receptor 1


−1.4705882
CRK
v-crk avian sarcoma virus
1398
NM_005206
Hs.461896
ENSG00000167193




CT 10 oncogene homolog


1.4500000
CRKL
v-crk avian sarcoma virus
1399
NM_005207
Hs.5613
ENSG00000099942




CT 10 oncogene homolog-like


1.8000000
MYCL
v-myc avian myclocytomatosis
4610
NM_001033081
Hs.437922
ENSG00000116990




viral oncogene lung carcinoma




derived homolog


−2.5641026
VN1R2
vomeronasal 1 receptor 2
317701
NM_173856
Hs.553684
ENSG00000196131


1.7500000
VBP1
von Hippel-Lindau binding
7411
NM_001303543
Hs.436803
ENSG00000155959




protein 1


−2.7777778
VSIG1
V-set and immunoglobulin
340547
NM_001170553
Hs.177164
ENSG00000101842




domain containing 1


−2.5000000
WFDC8
WAP four-disulfide core
90199
NM_130896
Hs.116128
ENSG00000158901




domain 8


−1.5151515
WHAMM
WAS protein homolog
123720
NM_001080435
Hs.377360
ENSG00000156232




associated with actin, golgi




membranes and microtubules


1.8600000
WDTC1
WD and tetratricopeptide
23038
NM_001276252
Hs.469154
ENSG00000142784




repeats 1


−1.7241379
WDR55
WD repeat domain 55
54853
NM_017706
Hs.286261
ENSG00000120314


2.3100000
WDR83OS
WD repeat domain 83
51398
NM_016145
Hs.108969
ENSG00000105583




opposite strand


−1.6949153
WDR92
WD repeat domain 92
116143
NM_001256476
Hs.631877
ENSG00000243667


1.9000000
WBP1
WW domain binding protein 1
23559
NM_012477
Hs.516114
ENSG00000239779


−3.4482759
XKR9
XK, Kell blood group
389668
NM_001011720
Hs.458938
ENSG00000221947




complex subunit-related




family, member 9


−1.7241379
XIAP
X-linked inhibitor of
331
NM_001167
Hs.356076
ENSG00000101966




apoptosis, E3 ubiquitin




protein ligase


−1.8518519
XRCC2
X-ray repair complementing
7516
NM_005431
Hs.647093
ENSG00000196584




defective repair in Chinese




hamster cells 2


−1.9230769
YES1
YES proto-oncogene 1, Src
7525
NM_005433
Hs.194148
ENSG00000176105




family tyrosine kinase


1.3300000
YIPF1
Yip1 domain family, member 1
54432
NM_018982
Hs.11923
ENSG00000058799


1.7800000
YIPF4
Yip1 domain family, member 4
84272
NM_032312
Hs.468099
ENSG00000119820


−1.4492754
YAF2
YY1 associated factor 2
10138
NM_001012424
Hs.649195
ENSG00000015153


1.3900000
YY1
YY1 transcription factor
7528
NM_003403
Hs.388927
ENSG00000100811


−1.7241379
ZFP14
ZFP14 zinc finger protein
57677
NM_001297619
Hs.35524
ENSG00000142065


−2.0000000
ZFP30
ZFP30 zinc finger protein
22835
NM_014898
Hs.716719
ENSG00000120784


−2.4390244
ZFP91-CNTF
ZFP91-CNTF readthrough
386607
NM_170768
Hs.524920
ENSG00000255073




(NMD candidate)


1.8900000
ZBTB45
zinc finger and BTB domain
84878
NM_032792
Hs.515662
ENSG00000119574




containing 45


−1.8181818
ZSCAN12
zinc finger and SCAN
9753
NM_001039643
Hs.134816
ENSG00000158691




domain containing 12


−1.6949153
ZSCAN2
zinc finger and SCAN
54993
NM_001007072
Hs.594023
ENSG00000176371




domain containing 2


−2.3255814
ZSCAN22
zinc finger and SCAN
342945
NM_181846
Hs.388162
ENSG00000182318




domain containing 22


−2.1739130
ZC3H12D
zinc finger CCCH-type
340152
NM_207360
Hs.632618
ENSG00000178199




containing 12D


−1.5151515
ZNF117
zinc finger protein 117
51351
NM_015852
Hs.250693
ENSG00000152926


−1.7857143
ZNF264
zinc finger protein 264
9422
NM_003417
Hs.515634
ENSG00000083844


−1.7543860
ZNF286A
zinc finger protein 286A
57335
NM_001130842
Hs.585799
ENSG00000187607


−1.8181818
ZNF286B
zinc finger protein 286B
729288
NM_001145045
Hs.534279
ENSG00000249459


−1.8518519
ZNF326
zinc finger protein 326
284695
NM_181781
Hs.306221
ENSG00000162664


−2.0833333
ZNF329
zinc finger protein 329
79673
NM_024620
Hs.458377
ENSG00000181894


−1.5384615
ZNF417
zinc finger protein 417
147687
NM_001297734
Hs.567710
ENSG00000173480


1.8500000
ZNF428
zinc finger protein 428
126299
NM_182498
Hs.99093
ENSG00000131116


−1.4084507
ZNF44
zinc finger protein 44
51710
NM_001164276
Hs.296731
ENSG00000197857


−2.8571429
ZNF471
zinc finger protein 471
57573
NM_020813
Hs.710590
ENSG00000196263


−2.5641026
ZNF483
zinc finger protein 483
158399
NM_001007169
Hs.660784
ENSG00000173258


−2.0000000
ZNF490
zinc finger protein 490
57474
NM_020714
Hs.655860
ENSG00000188033


−1.9607843
ZNF527
zinc finger protein 527
84503
NM_032453
Hs.590940
ENSG00000189164


−2.0833333
ZNF528
zinc finger protein 528
84436
NM_032423
Hs.662043
ENSG00000167555


−1.8867925
ZNF548
zinc finger protein 548
147694
NM_001172773
Hs.126905
ENSG00000188785


−2.0000000
ZNF554
zinc finger protein 554
115196
NM_001102651
Hs.307043
ENSG00000172006


−1.7857143
ZNF562
zinc finger protein 562
54811
NM_001130031
Hs.371107
ENSG00000171466


−2.1276596
ZNF585B
zinc finger protein 585B
92285
NM_152279
Hs.390568
ENSG00000245680


−1.4084507
ZNF587
zinc finger protein 587
84914
NM_001204817
Hs.642598
ENSG00000198466


−1.5151515
ZNF621
zinc finger protein 621
285268
NM_001098414
Hs.19977
ENSG00000172888


−1.2820513
ZNF655
zinc finger protein 655
79027
NM_001009956
Hs.599798
ENSG00000197343


−2.7777778
LOC100131257
zinc finger protein 655
100131257
NR_034022
Hs.551110




pseudogene


−1.8867925
ZNF662
zinc finger protein 662
389114
NM_001134656
Hs.720173
ENSG00000182983


−2.2222222
ZNF665
zinc finger protein 665
79788
NM_024733
Hs.745230
ENSG00000197497


−2.0833333
ZNF677
zinc finger protein 677
342926
NM_182609
Hs.20506
ENSG00000197928


−2.0000000
ZNF713
zinc finger protein 713
349075
NM_182633
Hs.660834
ENSG00000178665


−1.5384615
ZNF714
zinc finger protein 714
148206
NM_182515
Hs.729186
ENSG00000160352


−1.7857143
ZNF737
zinc finger protein 737
100129842
NM_001159293
Hs.515696
ENSG00000237440


−2.4390244
ZNF761
zinc finger protein 761
388561
NM_001008401
Hs.433293
ENSG00000160336


−2.2222222
ZNF793
zinc finger protein 793
390927
NM_001013659
Hs.568010
ENSG00000188227


−2.0000000
ZNF814
zinc finger protein 814
730051
NM_001144989
Hs.634143
ENSG00000204514


−1.9607843
ZNF818P
zinc finger protein 818,
390963
NM_001001675
Hs.444446
ENSG00000269001




pseudogene


−2.0408163
ZNF850
zinc finger protein 850
342892
NM_001193552
Hs.406307
ENSG00000267041


−2.7777778
ZKSCAN3
zinc finger with KRAB and
80317
NM_001242894
Hs.380930
ENSG00000189298




SCAN domains 3


−1.8518519
ZCCHC4
zinc finger, CCHC domain
29063
NM_024936
Hs.278945
ENSG00000168228




containing 4


1.5800000
ZFYVE21
zinc finger, FYVE domain
79038
NM_001198953
Hs.592322
ENSG00000100711




containing 21


1.8100000
ZNHIT1
zinc finger, HIT-type
10467
NM_006349
Hs.211079
ENSG00000106400




containing 1


−1.5625000
ZMAT1
zinc finger, matrin-type 1
84460
NM_001011657
Hs.496512
ENSG00000166432


−1.4705882
ZSWIM7
zinc finger, SWIM-type
125150
NM_001042697
Hs.593985
ENSG00000214941




containing 7


2.1700000
ZMYM6NB
ZMYM6 neighbor
100506144
NM_001195156
Hs.533986
ENSG00000243749


−2.3255814
ZNRF3-AS1
ZNRF3 antisense RNA 1
100874123
NR_046851
Hs.674708
ENSG00000177993


−1.9230769
ZYG11A
zyg-11 family member A, cell
440590
NM_001004339
Hs.658458
ENSG00000203995




cycle regulator


−3.2258065
LOC101928243
Non-annotated gene
101928243


−3.1250000
OLMALINC
Oligodendrocyte Maturation-
90271
NR_026762

ENSG00000235823




Associated Long Intergenic




Non-Coding RNA


−2.9411765
LOC100506385
long intergenic non-protein

NR_038885/

ENSG00000234380




coding RNA 1426

NR_038886


−2.6315789
LOC400644
long intergenic non-protein

NR_104164

ENSG00000266554




coding RNA 1443


−2.4390244
HECTD2-AS1
HECTD2 antisense RNA 1
100188947
NR_024467


−2.3809524
LINC01530
long intergenic non-protein
729975
NR_034159




coding RNA 1530


−2.3255814
TCAF2
TRPM8 Channel Associated
285966


ENSG00000170379




Factor 2


−2.3255814
LOC100130954
long intergenic non-protein

NR_034016/




coding RNA 1502

NR_034017/






NR_109814


−2.3255814
RRP7B
Ribosomal RNA Processing 7
91695
NR_002184

ENSG00000182841




Homolog B, Pseudogene


−2.2222222
P3H4
Prolyl 3-Hydroxylase Family
10609
NM_006455

ENSG00000141696




Member 4


−2.1276596
L3MBTL4-AS1
L3MBTL4 antisense RNA 1
10192715


ENSG00000264707


−2.0408163
SIRPG-AS1
SIRPG antisense RNA 1
10192901
NR_110090

ENSG00000237914


−1.9607843
RUNDC3A-AS1
RUNDC3A antisense RNA 1
101926996
NR_110802

ENSG00000267750


−1.8518519
SLC25A25-AS1
SLC25A25 antisense RNA 1

NR_033374


−1.7543860
LINC01521
long intergenic non-protein
54944
NR_120386

ENSG00000213888




coding RNA 1521


−1.6949153
LOC100506747
alpha-1,3-mannosyl-
100506747
NR_036557

ENSG00000234761




glycoprotein 4-beta-N-




acetylglucosaminyltransferase-




like protein LOC641515


−1.3698630
RBSN
Rabenosyn, RAB Effector
64145


ENSG00000131381


2.1700000
CPTP
ceramide-1-phosphate
80772
NM_001029885

ENSG00000224051




transfer protein
















TABLE 7B







Molecular Mechanisms and Pathways Associated with Monocyte Subtype Genes








UniqueID
Associated Pathways/Mechanism





ABCA9
ABC transporters


ABCC9
ABC transporters


RIPK1
Acetylation and Deacetylation of RelA in The Nucleus, Ceramide Signaling Pathway, HIV-



I Nef: negative effector of Fas and TNF, Induction of apoptosis through DR3 and DR4/5



Death Receptors, Keratinocyte Differentiation, MAPKinase Signaling Pathway, NF-kB



Signaling Pathway, p38 MAPK Signaling Pathway, SODD/TNFR1 Signaling Pathway,



TNF/Stress Related Signaling, TNFR1 Signaling Pathway, TNFR2 Signaling Pathway,



Apoptosis, Cytosolic DNA-sensing pathway, Hepatitis C, RIG-I-like receptor signaling



pathway, Toll-like receptor signaling pathway


RAC2
Adherens junction, Axon guidance, B cell receptor signaling pathway, Chemokine



signaling pathway, Colorectal cancer, Fc epsilon RI signaling pathway, Fc gamma R-



mediated phagocytosis, Focal adhesion, Leukocyte transendothelial migration, MAPK



signaling pathway, Natural killer cell mediated cytotoxicity, Pancreatic cancer, Pathways in



cancer, Regulation of actin cytoskeleton, VEGF signaling pathway, Viral myocarditis, Wnt



signaling pathway


YES1
Adherens junction, Tight junction


GPLD1
ADP-Ribosylation Factor, Glycosylphosphatidylinositol(GPI)-anchor biosynthesis


APOL1
African trypanosomiasis


IDO1
African trypanosomiasis, Metabolic pathways, Tryptophan metabolism


GLUD1
Alanine, aspartate and glutamate metabolism, Arginine and proline metabolism, D-



Glutamine and D-glutamate metabolism, Metabolic pathways, Nitrogen metabolism,



Proximal tubule bicarbonate reclamation


ADSL
Alanine, aspartate and glutamate metabolism, Metabolic pathways, Purine metabolism


CAD
Alanine, aspartate and glutamate metabolism, Metabolic pathways, Pyrimidine metabolism


BMP7
ALK in cardiac myocytes, Cytokine-cytokine receptor interaction, Hedgehog signaling



pathway, TGF-beta signaling pathway


PLA2G4E
alpha-Linolenic acid metabolism, Arachidonic acid metabolism, Ether lipid metabolism,



Fat digestion and absorption, Fc epsilon RI signaling pathway, Fc gamma R-mediated



phagocytosis, Glycerophospholipid metabolism, GnRH signaling pathway, Linoleic acid



metabolism, Long-term depression, MAPK signaling pathway, Metabolic pathways,



Pancreatic secretion, Toxoplasmosis, Vascular smooth muscle contraction, VEGF signaling



pathway


CYCS
Alzheimer's disease, Amyotrophic lateral sclerosis (ALS), Apoptosis, Colorectal cancer,



Huntington's disease, p53 signaling pathway, Parkinson's disease, Pathways in cancer,



Small cell lung cancer, Toxoplasmosis, Viral myocarditis


COX6B2
Alzheimer's disease, Cardiac muscle contraction, Huntington's disease, Metabolic



pathways, Oxidative phosphorylation, Parkinson's disease


COX8A
Alzheimer's disease, Cardiac muscle contraction, Huntington's disease, Metabolic



pathways, Oxidative phosphorylation, Parkinson's disease


CYC1
Alzheimer's disease, Cardiac muscle contraction, Huntington's disease, Metabolic



pathways, Oxidative phosphorylation, Parkinson's disease


UQCR10
Alzheimer's disease, Cardiac muscle contraction, Huntington's disease, Metabolic



pathways, Oxidative phosphorylation, Parkinson's disease


ATP5B
Alzheimer's disease, Huntington's disease, Metabolic pathways, Oxidative phosphorylation,



Parkinson's disease


ATP5D
Alzheimer's disease, Huntington's disease, Metabolic pathways, Oxidative phosphorylation,



Parkinson's disease


ATP5G2
Alzheimer's disease, Huntington's disease, Metabolic pathways, Oxidative phosphorylation,



Parkinson's disease


NDUFA7
Alzheimer's disease, Huntington's disease, Metabolic pathways, Oxidative phosphorylation,



Parkinson's disease


NDUFB6
Alzheimer's disease, Huntington's disease, Metabolic pathways, Oxidative phosphorylation,



Parkinson's disease


NDUFB7
Alzheimer's disease, Huntington's disease, Metabolic pathways, Oxidative phosphorylation,



Parkinson's disease


NDUFB8
Alzheimer's disease, Huntington's disease, Metabolic pathways, Oxidative phosphorylation,



Parkinson's disease


NDUFC1
Alzheimer's disease, Huntington's disease, Metabolic pathways, Oxidative phosphorylation,



Parkinson's disease


NDUFS7
Alzheimer's disease, Huntington's disease, Metabolic pathways, Oxidative phosphorylation,



Parkinson's disease


NDUFB11
Alzheimer's disease, Huntington's disease, Oxidative phosphorylation, Parkinson's disease


GMPPA
Amino sugar and nucleotide sugar metabolism, Fructose and mannose metabolism,



Metabolic pathways


GNE
Amino sugar and nucleotide sugar metabolism, Metabolic pathways


AARS2
Aminoacyl-tRNA biosynthesis


MTFMT
Aminoacyl-tRNA biosynthesis, One carbon pool by folate


RAB5C
Amoebiasis, Endocytosis, Phagosome, Vasopressin-regulated water reabsorption


MAP2K2
Angiotensin II mediated activation of JNK Pathway via Pyk2 dependent signaling, Anthrax



Toxin Mechanism of Action, Bioactive Peptide Induced Signaling Pathway, Erk1/Erk2



Mapk Signaling pathway, fMLP induced chemokine gene expression in HMC-1 cells,



Human Cytomegalovirus and Map Kinase Pathways, Integrin Signaling Pathway, Links



between Pyk2 and Map Kinases, MAPKinase Signaling Pathway, Phosphorylation of



MEK1 by cdk5/p35 down regulates the MAP kinase pathway, Role of b-arrestins in the



activation and targeting of MAP kinases, Role of MAL in Rho-Mediated Activation of



SRF, Roles of b-arrestin-dependent Recruitment of Src Kinases in GPCR Signaling,



Signaling of Hepatocyte Growth Factor Receptor, Acute myeloid leukemia, B cell receptor



signaling pathway, Bladder cancer, Chronic myeloid leukemia, Endometrial cancer, ErbB



signaling pathway, Fc epsilon RI signaling pathway, Gap junction, Glioma, GnRH



signaling pathway, Insulin signaling pathway, Long-term depression, Long-term



potentiation, . . .


LGMN
Antigen processing and presentation, Lysosome


PSMB5
Antigen Processing and Presentation, Proteasome


DFFA
Apoptotic DNA fragmentation and tissue homeostasis, Caspase Cascade in Apoptosis, FAS



signaling pathway (CD95), Granzyme A mediated Apoptosis Pathway, HIV-I Nef:



negative effector of Fas and TNF, Induction of apoptosis through DR3 and DR4/5 Death



Receptors, Role of Mitochondria in Apoptotic Signaling, TNFR1 Signaling Pathway,



Apoptosis


ALDH2
Arginine and proline metabolism, Ascorbate and aldarate metabolism, beta-Alanine



metabolism, Fatty acid degradation, Glycerolipid metabolism, Glycolysis/



Gluconeogenesis, Histidine metabolism, Lysine degradation, Metabolic pathways, Pentose



and glucuronate interconversions, Propanoate metabolism, Pyruvate metabolism,



Tryptophan metabolism, Valine, leucine and isoleucine degradation


DSG2
Arrhythmogenic right ventricular cardiomyopathy (ARVC)


TBXAS1
Aspirin Blocks Signaling Pathway Involved in Platelet Activation, Eicosanoid Metabolism,



Arachidonic acid metabolism, Metabolic pathways


RGS3
Axon guidance


SEMA4A
Axon guidance


SEMA4B
Axon guidance


XIAP
B Cell Survival Pathway, Caspase Cascade in Apoptosis, HIV-I Nef: negative effector of



Fas and TNF, Induction of apoptosis through DR3 and DR4/5 Death Receptors, Role of



Mitochondria in Apoptotic Signaling, Apoptosis, Focal adhesion, NOD-like receptor



signaling pathway, Pathways in cancer, Small cell lung cancer, Toxoplasmosis, Ubiquitin



mediated proteolysis


RHOG
Bacterial invasion of epithelial cells, Shigellosis


GTF2H4
Basal transcription factors, Nucleotide excision repair


POLD4
Base excision repair, DNA replication, Homologous recombination, Metabolic pathways,



Mismatch repair, Nucleotide excision repair, Purine metabolism, Pyrimidine metabolism


POLE3
Base excision repair, DNA replication, Metabolic pathways, Nucleotide excision repair,



Purine metabolism, Pyrimidine metabolism


PPP3CB
BCR Signaling Pathway, Control of skeletal myogenesis by HDAC & calcium/calmodulin-



dependent kinase (CaMK), Effects of calcineurin in Keratinocyte Differentiation,



Endocytotic role of NDK, Phosphins and Dynamin, Fc Epsilon Receptor I Signaling in



Mast Cells, fMLP induced chemokine gene expression in HMC-1 cells, Neuropeptides VIP



and PACAP inhibit the apoptosis of activated T cells, NFAT and Hypertrophy of the heart



(Transcription in the broken heart), Nitric Oxide Signaling Pathway, Regulation of PGC-1a,



Role of MEF2D in T-cell Apoptosis, Signaling Pathway from G-Protein Families, T Cell



Receptor Signaling Pathway, Alzheimer's disease, Amyotrophic lateral sclerosis (ALS),



Apoptosis, Axon guidance, B cell receptor signaling pathway, Calcium signaling pathway,



Long-term potentiation, MAPK signaling pathway, Natural killer cell mediated



cytotoxicity, Oocyte meiosis, Osteoclast differentiation, T cell receptor signaling pathway,



VEGF signaling pathway, Wnt signaling pathway


TECR
Biosynthesis of unsaturated fatty acids


SCD5
Biosynthesis of unsaturated fatty acids, PPAR signaling pathway


L2HGDH
Butanoate metabolism


MYLK3
Calcium signaling pathway, Focal adhesion, Gastric acid secretion, Regulation of actin



cytoskeleton, Vascular smooth muscle contraction


CHRM3
Calcium signaling pathway, Gastric acid secretion, Neuroactive ligand-receptor interaction,



Pancreatic secretion, Regulation of actin cytoskeleton, Salivary secretion


SLC25A5
Calcium signaling pathway, Huntington's disease, Parkinson's disease


ADRA1A
Calcium signaling pathway, Neuroactive ligand-receptor interaction, Salivary secretion,



Vascular smooth muscle contraction


PHB2
CARM1 and Regulation of the Estrogen Receptor


ORC4
CDK Regulation of DNA Replication, Cell cycle


CLDN15
Cell adhesion molecules (CAMs), Hepatitis C, Leukocyte transendothelial migration, Tight



junction


CLDN19
Cell adhesion molecules (CAMs), Hepatitis C, Leukocyte transendothelial migration, Tight



junction


PPP2CB
Chagas disease (American trypanosomiasis), Hepatitis C, Long-term depression, mRNA



surveillance pathway, Oocyte meiosis, TGF-beta signaling pathway, Tight junction, Wnt



signaling pathway


GNB2
Chemokine signaling pathway


GNG4
Chemokine signaling pathway


CCR6
Chemokine signaling pathway, Cytokine-cytokine receptor interaction


GAB2
Chronic myeloid leukemia, Fc epsilon RI signaling pathway, Fc gamma R-mediated



phagocytosis, Osteoclast differentiation


PER2
Circadian rhythm


ACO2
Citrate cycle (TCA cycle), Glyoxylate and dicarboxylate metabolism, Metabolic pathways


MDH2
Citrate cycle (TCA cycle), Glyoxylate and dicarboxylate metabolism, Metabolic pathways,



Pyruvate metabolism


CRK
CXCR4 Signaling Pathway, Signaling of Hepatocyte Growth Factor Receptor, Bacterial



invasion of epithelial cells, Chemokine signaling pathway, Chronic myeloid leukemia,



ErbB signaling pathway, Fc gamma R-mediated phagocytosis, Focal adhesion, Insulin



signaling pathway, MAPK signaling pathway, Neurotrophin signaling pathway, Pathways



in cancer, Regulation of actin cytoskeleton, Renal cell carcinoma, Shigellosis


SHMT2
Cyanoamino acid metabolism, Glycine, serine and threonine metabolism, Metabolic



pathways, One carbon pool by folate


TAT
Cysteine and methionine metabolism, Metabolic pathways, Phenylalanine metabolism,



Phenylalanine, tyrosine and tryptophan biosynthesis, Tyrosine metabolism, Ubiquinone and



other terpenoid-quinone biosynthesis


CRLF2
Cytokine-cytokine receptor interaction, Jak-STAT signaling pathway


IFNLR1
Cytokine-cytokine receptor interaction, Jak-STAT signaling pathway


OSMR
Cytokine-cytokine receptor interaction, Jak-STAT signaling pathway


PYCARD
Cytosolic DNA-sensing pathway, NOD-like receptor signaling pathway


GREB1
Downregulated of MTA-3 in ER-negative Breast Tumors


GSTM3
Drug metabolism - cytochrome P450, Glutathione metabolism, Metabolism of xenobiotics



by cytochrome P450


MGST1
Drug metabolism - cytochrome P450, Glutathione metabolism, Metabolism of xenobiotics



by cytochrome P450


CDA
Drug metabolism - other enzymes, Metabolic pathways, Pyrimidine metabolism


CSNK2A1
EGF Signaling Pathway, EPO Signaling Pathway, IGF-1 Signaling Pathway, IL 2 signaling



pathway, IL 6 signaling pathway, Insulin Signaling Pathway, Lissencephaly gene (LIS1) in



neuronal migration and development, Nerve growth factor pathway (NGF), PDGF



Signaling Pathway, TPO Signaling Pathway, WNT Signaling Pathway, Adherens junction,



Ribosome biogenesis in eukaryotes, Tight junction, Wnt signaling pathway


SDHB
Electron Transport Reaction in Mitochondria, Alzheimer's disease, Citrate cycle (TCA



cycle), Huntington's disease, Metabolic pathways, Oxidative phosphorylation, Parkinson's



disease


CHMP1B
Endocytosis


CHMP3
Endocytosis


PDCD6IP
Endocytosis


RAB11FIP4
Endocytosis


VPS28
Endocytosis


AP2B1
Endocytosis, Huntington's disease


FGFR2
Endocytosis, MAPK signaling pathway, Pathways in cancer, Prostate cancer, Regulation of



actin cytoskeleton


PARD6G
Endocytosis, Tight junction


STAT5B
EPO Signaling Pathway, Growth Hormone Signaling Pathway, IL 2 signaling pathway, IL



3 signaling pathway, IL-2 Receptor Beta Chain in T cell Activation, IL22 Soluble Receptor



Signaling Pathway, IL-7 Signal Transduction, Inhibition of Cellular Proliferation by



Gleevec, Mechanism of Gene Regulation by Peroxisome Proliferators via PPARa(alpha),



TPO Signaling Pathway, Acute myeloid leukemia, Chemokine signaling pathway, Chronic



myeloid leukemia, ErbB signaling pathway, Jak-STAT signaling pathway, Pathways in



cancer


GSN
Erk and PI-3 Kinase Are Necessary for Collagen Binding in Corneal Epithelia, HIV-I Nef:



negative effector of Fas and TNF, Rho cell motility signaling pathway, Fc gamma R-



mediated phagocytosis, Regulation of actin cytoskeleton


EIF5
Eukaryotic protein translation, Regulation of eIF2, RNA transport


CFLAR
FAS signaling pathway (CD95), HIV-I Nef: negative effector of Fas and TNF, IL-2



Receptor Beta Chain in T cell Activation, Induction of apoptosis through DR3 and DR4/5



Death Receptors, Apoptosis, Chagas disease (American trypanosomiasis)


OLAH
Fatty acid biosynthesis, Metabolic pathways


ACADSB
Fatty acid degradation, Metabolic pathways, Valine, leucine and isoleucine degradation


AKR1B1
Fructose and mannose metabolism, Galactose metabolism, Glycerolipid metabolism,



Metabolic pathways, Pentose and glucuronate interconversions, Pyruvate metabolism


TUBB
Gap junction, Pathogenic Escherichia coli infection, Phagosome


SLC9A4
Gastric acid secretion


GPX4
Glutathione metabolism


LYPLA2
Glycerophospholipid metabolism


CDIPT
Glycerophospholipid metabolism, Inositol phosphate metabolism, Metabolic pathways,



Phosphatidylinositol signaling system


PISD
Glycerophospholipid metabolism, Metabolic pathways


B3GALT6
Glycosaminoglycan biosynthesis - chondroitin sulfate/dermatan sulfate,



Glycosaminoglycan biosynthesis - heparan sulfate/heparin, Metabolic pathways


CHST6
Glycosaminoglycan biosynthesis - keratan sulfate


FUT1
Glycosphingolipid biosynthesis - globo series, Glycosphingolipid biosynthesis - lacto and



neolacto series, Metabolic pathways


FUT2
Glycosphingolipid biosynthesis - globo series, Glycosphingolipid biosynthesis - lacto and



neolacto series, Metabolic pathways


NAGA
Glycosphingolipid biosynthesis - globo series, Lysosome


PIGY
Glycosylphosphatidylinositol(GPI)-anchor biosynthesis, Metabolic pathways


CD24
Hematopoietic cell lineage


METTL2B
Histidine metabolism, Tyrosine metabolism


MUS81
Homologous recombination


XRCC2
Homologous recombination


DNAL1
Huntington's disease


POLR2D
Huntington's disease, Metabolic pathways, Purine metabolism, Pyrimidine metabolism,



RNA polymerase


DCTN2
Huntington's disease, Vasopressin-regulated water reabsorption


NQO1
Hypoxia and p53 in the Cardiovascular system


IKZF3
IL-2 Receptor Beta Chain in T cell Activation


CRKL
IL-2 Receptor Beta Chain in T cell Activation, Inhibition of Cellular Proliferation by



Gleevec, Integrin Signaling Pathway, Links between Pyk2 and Map Kinases, Signaling of



Hepatocyte Growth Factor Receptor, Bacterial invasion of epithelial cells, Chemokine



signaling pathway, Chronic myeloid leukemia, ErbB signaling pathway, Fc gamma R-



mediated phagocytosis, Focal adhesion, Insulin signaling pathway, MAPK signaling



pathway, Neurotrophin signaling pathway, Pathways in cancer, Regulation of actin



cytoskeleton, Renal cell carcinoma, Shigellosis


INPP5E
Inositol phosphate metabolism, Metabolic pathways, Phosphatidylinositol signaling system


ALDH6A1
Inositol phosphate metabolism, Metabolic pathways, Propanoate metabolism, Valine,



leucine and isoleucine degradation


GYS1
Insulin signaling pathway, Starch and sucrose metabolism


SPRED1
Jak-STAT signaling pathway


MAPK13
Keratinocyte Differentiation, MAPKinase Signaling Pathway, Stathmin and breast cancer



resistance to antimicrotubule agents, Amyotrophic lateral sclerosis (ALS), Chagas disease



(American trypanosomiasis), Epithelial cell signaling in Helicobacter pylori infection, Fc



epsilon RI signaling pathway, GnRH signaling pathway, Hepatitis C, Leishmaniasis,



Leukocyte transendothelial migration, MAPK signaling pathway, Neurotrophin signaling



pathway, NOD-like receptor signaling pathway, Osteoclast differentiation, Progesterone-



mediated oocyte maturation, RIG-I-like receptor signaling pathway, Shigellosis, T cell



receptor signaling pathway, Toll-like receptor signaling pathway, Toxoplasmosis, VEGF



signaling pathway


GALK1
Leloir pathway of galactose metabolism, Amino sugar and nucleotide sugar metabolism,



Galactose metabolism, Metabolic pathways


AASS
Lysine biosynthesis, Lysine degradation, Metabolic pathways


SETMAR
Lysine degradation


SUV420H2
Lysine degradation


AP1M1
Lysosome


AP1S3
Lysosome


AP4S1
Lysosome


CD164
Lysosome


ENTPD4
Lysosome, Purine metabolism, Pyrimidine metabolism


ACP2
Lysosome, Riboflavin metabolism


SLC25A11
Malate-aspartate shuttle, Shuttle for transfer of acetyl groups from mitochondria to the



cytosol


MDH1
Malate-aspartate shuttle, Shuttle for transfer of acetyl groups from mitochondria to the



cytosol, Citrate cycle (TCA cycle), Glyoxylate and dicarboxylate metabolism, Metabolic



pathways, Proximal tubule bicarbonate reclamation, Pyruvate metabolism


DUSP7
MAPK signaling pathway


FGF5
MAPK signaling pathway, Melanoma, Pathways in cancer, Regulation of actin



cytoskeleton


MAP2K5
MAPKinase Signaling Pathway, Gap junction, MAPK signaling pathway, Neurotrophin



signaling pathway


RPS6KA4
MAPKinase Signaling Pathway, MAPK signaling pathway, Neurotrophin signaling



pathway


MAP3K9
MAPKinase Signaling Pathway, p38 MAPK Signaling Pathway


IAPP
Maturity onset diabetes of the young


APOA2
Mechanism of Gene Regulation by Peroxisome Proliferators via PPARa(alpha), PPAR



signaling pathway


TGDS
Metabolic pathways


B3GNT6
Metabolic pathways, Mucin type O-Glycan biosynthesis


NMNAT1
Metabolic pathways, Nicotinate and nicotinamide metabolism


PGLS
Metabolic pathways, Pentose phosphate pathway


H6PD
Metabolic pathways, Pentose phosphate pathway


CYP51A1
Metabolic pathways, Steroid biosynthesis


EBP
Metabolic pathways, Steroid biosynthesis


COMT
Metabolic pathways, Steroid hormone biosynthesis, Tyrosine metabolism


CSAD
Metabolic pathways, Taurine and hypotaurine metabolism


BCKDHA
Metabolic pathways, Valine, leucine and isoleucine degradation


PNN
mRNA surveillance pathway, RNA transport


ULK3
mTOR signaling pathway, Regulation of autophagy


GSTP1
Multi-Drug Resistance Factors, Drug metabolism - cytochrome P450, Glutathione



metabolism, Metabolism of xenobiotics by cytochrome P450, Pathways in cancer, Prostate



cancer


HCST
Natural killer cell mediated cytotoxicity


TRPV1
Neuroactive ligand-receptor interaction


TSPO
Neuroactive ligand-receptor interaction


VIPR1
Neuroactive ligand-receptor interaction


UBE2D1
Neuroregulin receptor degradation protein-1 Controls ErbB3 receptor recycling, Protein



processing in endoplasmic reticulum, Ubiquitin mediated proteolysis


CA5B
Nitrogen metabolism


MFNG
Notch signaling pathway, Other types of O-glycan biosynthesis


DDB1
Nucleotide excision repair, Ubiquitin mediated proteolysis


OR11A1
Olfactory transduction


SGOL1
Oocyte meiosis


LILRA2
Osteoclast differentiation


SQSTM1
Osteoclast differentiation


MDM4
p53 signaling pathway


TP53AIP1
p53 signaling pathway


PARK7
Parkinson's disease


PARK2
Parkinson's disease, Protein processing in endoplasmic reticulum, Ubiquitin mediated



proteolysis


ECH1
Peroxisome


MPV17L
Peroxisome


PXMP4
Peroxisome


CORO1A
Phagosome


DBI
PPAR signaling pathway


SLC27A1
PPAR signaling pathway


PSMD14
Proteasome


SLC15A1
Protein digestion and absorption


SPCS1
Protein export


SRP9
Protein export


SSR2
Protein processing in endoplasmic reticulum


PDE4C
Purine metabolism


KLRD1
Ras-Independent pathway in NK cell-mediated cytotoxicity, Antigen processing and



presentation, Graft-versus-host disease, Natural killer cell mediated cytotoxicity


OPHN1
Rho cell motility signaling pathway


RPL18A
Ribosome


RPL28
Ribosome


RPL41
Ribosome


RPS12
Ribosome


RPLP1
Ribosome


POP7
Ribosome biogenesis in eukaryotes, RNA transport


DIS3
RNA degradation


AAAS
RNA transport


GEMIN8
RNA transport


NUP133
RNA transport


PHAX
RNA transport


RAD1
Role of BRCA1, BRCA2 and ATR in Cancer Susceptibility


TREX1
Role of BRCA1, BRCA2 and ATR in Cancer Susceptibility, Cytosolic DNA-sensing



pathway


DIABLO
Role of Mitochondria in Apoptotic Signaling


CHRNB1
Role of nicotinic acetylcholine receptors in the regulation of apoptosis, Neuroactive ligand-



receptor interaction


INMT
Selenocompound metabolism, Tryptophan metabolism


SLC25A1
Shuttle for transfer of acetyl groups from mitochondria to the cytosol


GOSR1
SNARE interactions in vesicular transport


DYRK1B
Sonic Hedgehog (Shh) Pathway


CTNNBL1
Spliceosome


CCDC12
Spliceosome


HNRNPA1L2
Spliceosome


PRPF3
Spliceosome


PRPF38B
Spliceosome


PRPF8
Spliceosome


RBM25
Spliceosome


SRSF10
Spliceosome


SRSF4
Spliceosome


SF3A2
Spliceosome


TCERG1
Spliceosome


FUT6
Steps in the Glycosylation of Mammalian N-linked Oligosaccarides, Glycosphingolipid



biosynthesis - lacto and neolacto series, Metabolic pathways


MOCS3
Sulfur relay system


H2AFJ
Systemic lupus erythematosus


H2AFX
Systemic lupus erythematosus


HIST1H2AC
Systemic lupus erythematosus


HIST1H3H
Systemic lupus erythematosus


CAT
The IGF-1 Receptor and Longevity, Amyotrophic lateral sclerosis (ALS), Metabolic



pathways, Peroxisome, Tryptophan metabolism


YY1
The PRC2 Complex Sets Long-term Gene Silencing Through Modification of Histone Tails


TOLLIP
Toll-like receptor signaling pathway


UBE3C
Ubiquitin mediated proteolysis


KDELR1

Vibrio cholerae infection



KDELR2

Vibrio cholerae infection



CXADR
Viral myocarditis


PDE6A
Visual Signal Transduction, Phototransduction, Purine metabolism


SLC19A1
Vitamin digestion and absorption
















TABLE 8







Anti-TL1A and Anti-DR3 Antibodiy Sequences









SEQ ID




NO
Identifier
Amino Acid Sequence





209
HCDR1
GFTFSTYG





210
HCDR2
ISGTGRTT





211
HCDR3
TKERGDYYYG VFDY





212
LCDR1
QTISSW





213
LCDR2
AAS





214
LCDR3
QQYHRSWT





215
HC
EVQLLESGGG LVQPGKSLRL SCAVSGFTFS TYGMNWVRQA



Variable
PGKGLEWVSS




ISGTGRTTYH ADSVQGRFTV SRDNSKNILY LQMNSLRADD




TAVYFCTKER




GDYYYGVFDY WGQGTLVTVS S





216
LC
DIQMTQSPST LSASVGDRVT ITCRASQTIS SWLAWYQQTP



Variable
EKAPKLLIYA




ASNLQSGVPS RFSGSGSGTE FTLTISSLQP DDFATYYCQQ




YHRSWTFGQG




TKVEIT





217
HCDR1
GFTFSSYW





218
HCDR2
IKEDGSEK





219
HCDR3
AREDYDSYYK YGMDV





220
LCDR1
QSILYSSNNK NY





221
LCDR2
WAS





222
LCDR3
QQYYSTPFT





223
HC
EVQLVESGGG LVQPGGSLRL SCAVSGFTFS SYWMSWVRQA



Variable
PGKGLEWVAN




IKEDGSEKNY VDSVKGRFTL SSDNAKNSLY LQMNSLRAED




TAVYYCARED




YDSYYKYGMD VWGQGTAVIV SS





224
LC
DIVMTQSPDS LAVSLGERAT INCKSSQSIL YSSNNKNYLA



Variable
WYQQKPGQPP




KLLIYWASTR ESGVPDRFSG SGSGTDFTLT ISSLQAEDVS




VYYCQQYYST




PFTFGPGTKV DIK





225
HCDR1
GGSFTGFY





226
HCDR2
INHRGNT





227
HCDR3
ASPFYDFWSG SDY





228
LCDR1
QSLVHSDGNT Y





229
LCDR2
KIS





230
LCDR3
MQATQFPLT





231
HC
QVQLQQWGAG LLKPSETLSL TCAVYGGSFT GFYWSWIRQP



Variable
PGKGLEWIGE




INHRGNTNYN PSLKSRVTMS VDTSKNQFSL NMISVTAADT




AMYFCASPFY




DFWSGSDYWG QGTLVTVSS





232
LC
DIMLTQTPLT SPVTLGQPAS ISCKSSQSLV HSDGNTYLSW



Variable
LQQRPGQPPR




LLFYKISNRF SGVPDRFSGS GAGTDFTLKI SRVEAEDVGV




YYCMQATQFP




LTFGGGTKVE IK





233
HCDR1
GY(X1)F(X2)(X3)YGIS; X1 = P, S, D, Q, N; X2 = T, R; X3 = N, T, Y, H





234
HCDR2
WIS(X1)YNG(X2)(X3)(X4)YA(X5)(X6)(X7)QG; X1 = T, P, S, A; X2 = N, G,




V, K, A; X3 = T, K; X4 = H, N; X5 = Q, R; X6 = K, M; X7 = L, H





235
HCDR3
ENYYGSG(X1)(X2)R GGMD(X3); X1 = S, A; X2 = Y, P; X3 = V, A, G





236
HCDR1
GYDFTYYGIS





237
HCDR2
WISTYNGNTH YARMLQG





238
HCDR3
ENYYGSGAYR GGMDV





239
LCDR1
RASQSVSSYL A





240
LCDR2
DASNRAT





241
LCDR3
QQRSNWPWT





242
HC
QVQLVQSGAE VKKPGASVKV SCKASGYDFT YYGISWVRQA



Variable
PGQGLEWMGW




ISTYNGNTHY ARMLQGRVTM TTDTSTRTAY MELRSLRSDD




TAVYYCAREN




YYGSGAYRGG MDVWGQGTTV TVSS





243
LC
EIVLTQSPAT LSLSPGERAT LSCRASQSVS SYLAWYQQKP



Variable
GQAPRLLIYD




ASNRATGIPA RFSGSGSGTD FTLTISSLEP EDFAVYYCQQ




RSNWPWTFGQ




GTKVEIK





244
HC
QVQLVQSGAE VKKPGASVKV SCKASGYDFT YYGISWVRQA




PGQGLEWMGW




ISTYNGNTHY ARMLQGRVTM TTDTSTRTAY MELRSLRSDD




TAVYYCAREN




YYGSGAYRGG MDVWGQGTTV TVSSASTKGP SVFPLAPSSK




STSGGTAALG




CLVKDYFPEP VTVSWNSGAL TSGVHTFPAV LQSSGLYSLS




SVVTVPSSSL




GTQTYICNVN HKPSNTKVDK KVEPKSCDKT HTCPPCPAPE




AAGAPSVFLF




PPKPKDTLMI SRTPEVTCVV VDVSHEDPEV KFNWYVDGVE




VHNAKTKPRE




EQYNSTYRVV SVLTVLHQDW LNGKEYKCKV SNKALPAPIE




KTISKAKGQP




REPQVYTLPP SREEMTKNQV SLTCLVKGFY PSDIAVEWES




NGQPENNYKT




TPPVLDSDGS FFLYSKLTVD KSRWQQGNVF SCSVMHEALH




NHYTQKSLSL




SPG





245
LC
EIVLTQSPAT LSLSPGERAT LSCRASQSVS SYLAWYQQKP




GQAPRLLIYD




ASNRATGIPA RFSGSGSGTD FTLTISSLEP EDFAVYYCQQ




RSNWPWTFGQ




GTKVEIKRTV AAPSVFIFPP SDEQLKSGTA SVVCLLNNFY




PREAKVQWKV




DNALQSGNSQ ESVTEQDSKD STYSLSSTLT LSKADYEKHK




VYACEVTHQG




LSSPVTKSFN RGEC





246
HCDR1
SRSYYWG





247
HCDR2
SIYYNGRTYY NPSLKS





248
HCDR3
EDYGDYGAFD I





249
LCDR1
RASQGISSAL A





250
LCDR2
DASSLES





251
LCDR3
QQFNSYPLT





252
HC
QLQLQESGPG LVKPSETLSL TCTVSGGSIS SRSYYWGWIR



Variable
QPPGKGLEWI




GSIYYNGRTY YNPSLKSRVT ISVDTSKNQF SLKLSSVTAA




DTAVYYCARE




DYGDYGAFDI WGQGTMVTVS S





253
LC
AIQLTQSPSS LSASVGDRVT ITCRASQGIS SALAWYQQKP



Variable
GKAPKLLIYD




ASSLESGVPS RFSGSGSGTD FTLTISSLQP EDFATYYCQQ




FNSYPLTFGG




GTKVEIK





254
HCDR1
TSNMGVV





255
HCDR2
HILWDDREY SNPALKS





256
HCDR3
MSRNYYGSSYVMDY





257
LCDR1
SASSSVNYMH





258
LCDR2
STSNLAS





259
LCDR3
HQWNNYGT





260
HC
QVTLKESGPALVKPTQTLTLTCTFSGFSLSTSNMGVVWIRQPPGKALEW



Variable
LAHILWDD




REYSNPALKSRLTISKDTSKNQVVLTMTNMDPVDTATYYCARMSRNY




YGSSYVMD YWGQGTLVTVSS





261
LC
DIQLTQSPSFLSASVGDRVTITCSASSSVNYMHWYQQKPGKAPKLLIYS



Variable
TSNLASGVP




SRFSGSGSGTEFTLTISSLQPEDFATYYCHQWNNYGTFGQGTKVEIKR





262
HCDR1
LYGMN





263
HCDR1
NYGMN





264
HCDR2
WINTYTGEPTYADDFKG





265
HCDR3
DTAMDYAMAY





266
HCDR3
DYGKYGDYYAMDY





267
LCDR1
KSSQNIVHSDGNTYLE





268
LCDR1
RSSQSIVHSNGNTYLD





269
LCDR2
KVSNRFS





270
LCDR3
FQGSHVPLT





271
HC
QVQLVQSGSELKKPGASVKVSCKASGYTFTLYGMNWVRQAPGQGLE



Variable
WMG




WINTYTGEPTYADDFKGRFVFSLDTSVSTAYLQISSLKAEDTAVYYCAR




DTAMDYAMAYWGQGTLVTVSS





272
HC
QVQLVQSGSELKKPGASVKVSCKASGYTFTLYGMNWVKQAPGKGLK



Variable
WMG




WINTYTGEPTYADDFKGRFVFSLDTSVSTAYLQISSLKAEDTAVYFCAR




DTAMDYAMAYWGQGTLVTVSS





273
HC
QVQLVQSGSELKKPGASVKVSCKASGYTFTNYGMNWVRQAPGQGLE



Variable
WMG




WINTYTGEPTYADDFKGRFVFSLDTSVSTAYLQISSLKAEDTAVYYCAR




DYGKYGDYYAMDYWGQGTLVTVSS





274
HC
QVQLVQSGSELKKPGASVKVSCKASGYTFTNYGMNWVRQAPGKGLK



Variable
WMG




WINTYTGEPTYADDFKGRFVFSLDTSVSTAYLQISSLKAEDTAVYFCAR




DYGKYGDYYAMDYWGQGTLVTVSS





275
LC
DVVMTQSPLSLPVTLGQPASISCKSSQNIVHSDGNTYLEWFQQRPGQSP



Variable
RRLIYKVSNRFSGVPDRFSGSGSGTDFTLKISRVEAEDVGVYYCFQGSH




VPLTFGGGTKVEIKR





276
LC
DVVMTQSPLSLPVTLGQPASISCKSSQNIVHSDGNTYLEWFQQRPGQSP



Variable
RRLIYKVSNRFSGVPDRFSGSGSGTDFTLKISRVEAEDVGVYYCFQGSH




VPLTFGQGTKVEIKR





277
LC
DVVMTQTPLSLPVTPGEPASISCKSSQNIVHSDGNTYLEWYLQKPGQSP



Variable
QLLIYKVSNRFSGVPDRFSGSGSGTDFTLKISRVEAEDLGVYYCFQGSH




VPLTFGGGTKVEIKR





278
LC
DVVMTQTPLSLPVSLGDQASISCKSSQNIVHSDGNTYLEWYLQKPGQSP



Variable
KVLIYKVSNRFSGVPDRFSGSGSGTDFTLKISRVEAEDLGVYYCFQGSH




VPLTFGGGTKVEIKR





279
LC
DVVMTQSPLSLPVTLGQPASISCRSSQSIVHSNGNTYLDWFQQRPGQSP



Variable
RRLIYKVSNRFSGVPDRFSGSGSGTDFTLKISRVEAEDVGVYYCFQGSH




VPLTFGGGTKVEIKR





280
LC
DVVMTQSPLSLPVTLGQPASISCRSSQSIVHSNGNTYLDWFQQRPGQSP



Variable
RRLIYKVSNRFSGVPDRFSGSGSGTDFTLKISRVEAEDVGVYYCFQGSH




VPLTFGQGTKVEIKR





281
LC
DVVMTQTPLSLPVTPGEPASISCRSSQSIVHSNGNTYLDWYLQKPGQSP



Variable
QLLIYKVSNRFSGVPDRFSGSGSGTDFTLKISRVEAEDLGVYYCFQGSH




VPLTFGGGTKVEIKR





282
LC
DVVMTQTPLSLPVSLGDQASISCRSSQSIVHSNGNTYLDWYLQKPGQSP



Variable
KVLIYKVSNRFSGVPDRFSGSGSGTDFTLKINRVEAEDLGVYFCFQGSH




VPLTFGGGTKLEIKR





283
HCDR1
GYTFTSSWMH





284
HCDR2
IHPNSGGT





285
HCDR3
ARGDYYGYVS WFAY





286
LCDR1
QNINVL





287
LCDR2
KAS





288
LCDR3
QQGQSYPYT





289
HC
QVQLQQPGSV LVRPGASVKV SCKASGYTFT SSWMHWAKQR



Variable
PGQGLEWIGE




IHPNSGGTNY NEKFKGKATV DTSSSTAYVD LSSLTSEDSA




VYYCARGDYY




GYVSWFAYWG QGTLVTVSS





290
HC
QVQLVQSGAEVKKPGASVKVSCKASGYTFTSSWMHWARQA



Variable
PGQGLEWIGE




IHPNSGGTNY AQKFQGRATL TVDTSSSTAY MELSRLRSDD




TAVYYCARGD




YYGYVSWFAY WGQGTLVTVS S





291
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SSWMHWARQA



Variable
PGQGLEWIGE




IHPNSGGTNY AQKFQGRATM TVDTSISTAY MELSRLRSDD




TAVYYCARGD




YYGYVSWFAY WGQGTLVTVS S





292
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SSWMHWARQA



Variable
PGQGLEWIGE




IHPNSGGTNY AQKFQGRVTM TVDTSISTAY MELSRLRSDD




TAVYYCARGD




YYGYVSWFAY WGQGTLVTVS S





293
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SSWMHWARQA



Variable
PGQGLEWMGE




IHPNSGGTNY AQKFQGRVTM TVDTSISTAY MELSRLRSDD




TAVYYCARGD




YYGYVSWFAY WGQGTLVTVS S





294
LC
DIQMNQSPSS LSASLGDTIT ITCHASQNIN VLLSWYQQKP



Variable
GNIPKLLIYK




ASNLHTGVPS RFSGSGSGTG FTFTISSLQP EDIATYYCQQ




GQSYPYTFGG




GTKLEIK





295
LC
DIQMTQSPSS LSASVGDRVT ITCQASQDIS NYLNWYQQKP



Variable
GKAPKLLIYD




ASNLETGVPS RFSGSGSGTD FTFTISSLQP EDIATYYCQQ




YDNLPYTFGQ




GTKLEIK





296
LC
DIQMTQSPSS LSASVGDRVT ITCQASQNIN VLLNWYQQKP



Variable
GKAPKLLIYK




ASNLHTGVPS RFSGSGSGTD FTFTISSLQP EDIATYYCQQ




GQSYPYTFGQ




GTKLEIK





297
LC
DIQMNQSPSS LSASVGDRVT ITCQASQNIN VLLSWYQQKP



Variable
GKAPKLLIYK




ASNLHTGVPS RFSGSGSGTD FTFTISSLQP EDIATYYCQQ




GQSYPYTFGQ




GTKLEIK





298
HCDR1
GYTFTSYDIN





299
HCDR2
WLNPNSGXTG; X = N, Y





300
HCDR3
EVPETAAFEY





301
LCDR1
TSSSSDIGA(X1)(X2)GV(X3); X1 = G, A; X2 = L, S, Q; X3 = H, L





302
LCDR2
GYYNRPS





303
LCDR3
QSXDGTLSAL; X = Y, W, F





304
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SYDINWVRQA



Variable
PGQGLEWMGW




LNPNSGNTGY AQKFQGRVTM TADRSTSTAY MELSSLRSED




TAVYYCAREV




PETAAFEYWG QGTLVTVSS





305
LC
QSVLTQPPSV SGAPGQRVTI SCTSSSSDIG AXXGVXWYQQ



Variable
LPGTAPKLLI




EGYYNRPSGV PDRFSGSKSG TSASLTITGL LPEDEGDYYC




QSXDGTLSAL




FGGGTKLTVL G





306
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SYDINWVRQA



Variable
PGQGLEWMGW




LNPNSGNTGY AQKFQGRVTM TADRSTSTAY MELSSLRSED




TAVYYCAREV




PETAAFEYWG QGTLVTVSS





307
LC
QSVLTQPPSV SGAPGQRVTI SCTSSSSDIG AGLGVHWYQQ



Variable
LPGTAPKLLI




EGYYNRPSGV PDRFSGSKSG TSASLTITGL LPEDEGDYYC




QSWDGTLSAL




FGGGTKLTVL G





308
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SYDINWVRQA



Variable
PGQGLEWMGW




LNPNSGYTGY AQKFQGRVTM TADRSTSTAY MELSSLRSED




TAVYYCAREV




PETAAFEYWG QGTLVTVSS





309
LC
QSVLTQPPSV SGAPGQRVTI SCTSSSSDIG AGLGVHWYQQ



Variable
LPGTAPKLLI




EGYYNRPSGV PDRFSGSKSG TSASLTITGL LPEDEGDYYC




QSYDGTLSAL




FGGGTKLTVL G





310
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SYDINWVRQA



Variable
PGQGLEWMGW




LNPNSGNTGY AQKFQGRVTM TADRSTSTAY MELSSLRSED




TAVYYCAREV




PETAAFEYWG QGTLVTVSS





311
LC
QSVLTQPPSV SGAPGQRVTI SCTSSSSDIG AALGVHWYQQ



Variable
LPGTAPKLLI




EGYYNRPSGV PDRFSGSKSG TSASLTITGL LPEDEGDYYC




QSWDGTLSAL




FGGGTKLTVL G





312
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SYDINWVRQA



Variable
PGQGLEWMGW




LNPNSGNTGY AQKFQGRVTM TADRSTSTAY MELSSLRSED




TAVYYCAREV




PETAAFEYWG QGTLVTVSS





313
LC
QSVLTQPPSV SGAPGQRVTI SCTSSSSDIG AGSGVHWYQQ



Variable
LPGTAPKLLI




EGYYNRPSGV PDRFSGSKSG TSASLTITGL LPEDEGDYYC




QSWDGTLSAL




FGGGTKLTVL G





314
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SYDINWVRQA



Variable
PGQGLEWMGW




LNPNSGNTGY AQKFQGRVTM TADRSTSTAY MELSSLRSED




TAVYYCAREV




PETAAFEYWG QGTLVTVSS





315
LC
QSVLTQPPSV SGAPGQRVTI SCTSSSSDIG AGQGVHWYQQ



Variable
LPGTAPKLLI




EGYYNRPSGV PDRFSGSKSG TSASLTITGL LPEDEGDYYC




QSWDGTLSAL




FGGGTKLTVL G





316
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SYDINWVRQA



Variable
PGQGLEWMGW




LNPNSGNTGY AQKFQGRVTM TADRSTSTAY MELSSLRSED




TAVYYCAREV




PETAAFEYWG QGTLVTVSS





317
LC
QSVLTQPPSV SGAPGQRVTI SCTSSSSDIG AGLGVLWYQQ



Variable
LPGTAPKLLI




EGYYNRPSGV PDRFSGSKSG TSASLTITGL LPEDEGDYYC




QSWDGTLSAL




FGGGTKLTVL G





318
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SYDINWVRQA



Variable
PGQGLEWMGW




LNPNSGYTGY AQKFQGRVTM TADRSTSTAY MELSSLRSED




TAVYYCAREV




PETAAFEYWG QGTLVTVSS





319
LC
QSVLTQPPSV SGAPGQRVTI SCTSSSSDIG AGLGVHWYQQ



Variable
LPGTAPKLLI




EGYYNRPSGV PDRFSGSKSG TSASLTITGL LPEDEGDYYC




QSWDGTLSAL




FGGGTKLTVL G





320
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SYDINWVRQA



Variable
PGQGLEWMGW




LNPNSGYTGY AQKFQGRVTM TADRSTSTAY MELSSLRSED




TAVYYCAREV




PETAAFEYWG QGTLVTVSS





321
LC
QSVLTQPPSV SGAPGQRVTI SCTSSSSDIG AGSGVHWYQQ



Variable
LPGTAPKLLI




EGYYNRPSGV PDRFSGSKSG TSASLTITGL LPEDEGDYYC




QSWDGTLSAL




FGGGTKLTVL G





322
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SYDINWVRQA



Variable
PGQGLEWMGW




LNPNSGYTGY AQKFQGRVTM TADRSTSTAY MELSSLRSED




TAVYYCAREV




PETAAFEYWG QGTLVTVSS





323
LC
QSVLTQPPSV SGAPGQRVTI SCTSSSSDIG AGQGVHWYQQ



Variable
LPGTAPKLLI




EGYYNRPSGV PDRFSGSKSG TSASLTITGL LPEDEGDYYC




QSWDGTLSAL




FGGGTKLTVL G





324
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SYDINWVRQA



Variable
PGQGLEWMGW




LNPNSGYTGY AQKFQGRVTM TADRSTSTAY MELSSLRSED




TAVYYCAREV




PETAAFEYWG QGTLVTVSS





325
LC
QSVLTQPPSV SGAPGQRVTI SCTSSSSDIG AGLGVLWYQQ



Variable
LPGTAPKLLI




EGYYNRPSGV PDRFSGSKSG TSASLTITGL LPEDEGDYYC




QSWDGTLSAL




FGGGTKLTVL G





326
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SYDINWVRQA



Variable
PGQGLEWMGW




LNPNSGYTGY AQKFQGRVTM TADRSTSTAY MELSSLRSED




TAVYYCAREV




PETAAFEYWG QGTLVTVSS





327
LC
QSVLTQPPSV SGAPGQRVTI SCTSSSSDIG AGLGVHWYQQ



Variable
LPGTAPKLLI




EGYYNRPSGV PDRFSGSKSG TSASLTITGL LPEDEGDYYC




QSFDGTLSAL




FGGGTKLTVL G





328
HCDR1
SYFWS





329
HCDR2
YIYYSGNTKYNPSLKS





330
HCDR3
ETGSYYGFDY





331
LCDR1
RASQSINNYLN





332
LCDR2
AASSLQS





333
LCDR3
QQSYSTPRT





334
HC
QVQLQESGPGLVKPSETLSLTCTVSGGSISSYFWSWIRQPPGKGLEWIGY



Variable
IYYSGNTKYNPSLKSRVTISIDTSKNQFSLKLSSVTAADTAVYYCARETG




SYYGFDYWGQGTLVTVSS





335
LC
DIQMTQSPSSLSASVGDRVTITCRASQSINNYLNWYQQRPGKAPKLLIY



Variable
AASSLQSGVPSRFSGSGSGTDFTLTISSLQPGDFATYYCQQSYSTPRTFG




QGTKLEIK





336
HCDR1
GYYWN





337
HCDR2
EINHAGNTNYNPSLKS





338
HCDR3
GYCRSTTCYFDY





339
LCDR1
RASQSVRSSYLA





340
LCDR2
GASSRAT





341
LCDR3
QQYGSSPT





342
HC
QVQLQQWGAGLLKPSETLSLTCAVHGGSFSGYYWNWIRQPPGKGLEW



Variable
IGEINHAGNTNYNPSLKSRVTISLDTSKNQFSLTLTSVTAADTAVYYCAR




GYCRSTTCYFDYWGQGTLVTVSS





343
LC
EIVLTQSPGTLSLSPGERATLSCRASQSVRSSYLAWYQQKPGQAPRLLIY



Variable
GASSRATGIPDRFSGSGSGTDFTLTISRLEPEDFAVYYCQQYGSSPTFGQ




GTRLEIK





344
HC
EVQLQQSGAELVKPGASVKLSCTASGFDIQDTYMHWVKQRPEQGLEWI



Variable
GRIDPASGHTKYDPKFQVKATITTDTSSNTAYLQLSSLTSEDTAVYYCS




RSGGLPDVWGAGTTVTVSS





345
LC
QIVLSQSPAILSASPGEKVTMTCRASSSVSYMYWYQQKPGSSPKPWIYA



Variable
TSNLASGVPDRFSGSGSGTSYSLTISRVEAEDAATYYCQQWSGNPRTFG




GGTKLEIK





346
HCDR1
GFDIQDTYMH





347
HCDR2
RIDPASGHTKYDPKFQV





348
HCDR3
SGGLPDV





349
LCDR1
RASSSVSYMY





350
LCDR2
ATSNLAS





351
LCDR3
QQWSGNPRT





352
HC
QVQLVQSGAEVKKPGASVKLSCKASGFDIQDTYMHWVRQAPGQGLE



Variable
WMGRIDPASGHTKYDPKFQVRVTMTTDTSTSTVYMELSSLRSEDTAVY




YCSRSGGLPDVWGQGTTVTVSS





353
LC
EIVLTQSPGTLSLSPGERVTMSCRASSSVSYMYWYQQKPGQAPRPWIYA



Variable
TSNLASGVPDRFSGSGSGTDYTLTISRLEPEDFAVYYCQQWSGNPRTFG




GGTKLEIK





354
(CDR-
QVQLVQSGAEVKKPGASVKLSCKASGFDIQDTYMHWVRQAPGQGLE



grafted
WMGRIDPASGHTKYDPKFQVRVTMTRDTSTSTVYMELSSLRSEDTAVY



LC) HC
YCSRSGGLPDVWGQGTTVTVSS



variable




region






355
(CDR-
EIVLTQSPGTLSLSPGERATLSCRASSSVSYMYWYQQKPGQAPRLLIYA



grafted
TSNLASGIPDRFSGSGSGTDFTLTISRLEPEDFAVYYCQQWSGNPRTFGG



LC) HC
GTKLEIK



variable




region






356
(CDR-
QVQLVQSGAEVKKPGASVKVSCKASGFDIQDTYMHWVRQAPGQGLE



grafted
WMGRIDPASGHTKYDPKFQVRVTMTRDTSTSTVYMELSSLRSEDTAVY



HC) HC
YCARSGGLPDVWGQGTTVTVSS



variable




region






357
(CDR-
EIVLTQSPGTLSLSPGERATLSCRASSSVSYMYWYQQKPGQAPRLLIYA



grafted
TSNLASGVPDRFSGSGSGTDYTLTISRLEPEDFAVYYCQQWSGNPRTFG



HC) LC
GGTKLEIK



variable




region






358
HC
EVMLVESGGGLVKPGGSLKLSCAASGFTFTNYAMSWVRQTPEKRLEW



variable
VATITSGGSYIYYLDSVKGRFTISRDNAKSTLYLQMSSLRSEDTAIYNCA




RRKDGNYYYAMDYWGQGTSVTVSS





359
HC
EVMLVESGGGLVKPGGSLKLSCAASGFTFTNYAMSWVRQTPEKRLEW



variable
VATITSGGSYIYYLDSVKGRFTISRDNAKSTLYLQMSSLRSEDTAIYYCA




RRKDGNYYYAMDYWGQGTSVTVSS





360
HC
EVQLVESGGGLVKPGGSLRLSCAASGFTFTNYAMSWVRQAPGQRLEW



variable
VSTITSGGSYIYYLDSVKGRFTISRDNAKSTLYLQMNSLRAEDTAVYNC




ARRKDGNYYYAMDYWGQGTTVTVSS





361
HC
EVQLVESGGGLVKPGGSLRLSCAASGFTFTNYAMSWVRQAPGQRLEW



variable
VSTITSGGSYIYYLDSVKGRFTISRDNAKSTLYLQMNSLRAEDTAVYYC




ARRKDGNYYYAMDYWGQGTTVTVSS





362
HC
EVQLLESGGGLVQPGRSLRLSCAASGFTFTNYAMSWVRQAPGQRLEW



variable
LATITSGGSYIYYLDSVKGRFTISRDNSKSTLYLQMGSLRAEDMAVYNC




ARRKDGNYYYAMDYWGQGTTVTVSS





363
HC
EVQLLESGGGLVQPGRSLRLSCAASGFTFTNYAMSWVRQAPGQRLEW



variable
LATITSGGSYIYYLDSVKGRFTISRDNSKSTLYLQMGSLRAEDMAVYYC




ARRKDGNYYYAMDYWGQGTTVTVSS





364
HC
QVQLVESGGGLIQPGGSLRLSCAASGFTFTNYAMSWVRQARGQRLEW



variable
VSTITSGGSYIYYLDSVKGRFTISRDNSKSTLYMELSSLRSEDTAVYNCA




RRKDGNYYYAMDYWGQGTTVTVSS





365
HC
QVQLVESGGGLIQPGGSLRLSCAASGFTFTNYAMSWVRQARGQRLEW



variable
VSTITSGGSYIYYLDSVKGRFTISRDNSKSTLYMELSSLRSEDTAVYYCA




RRKDGNYYYAMDYWGQGTTVTVSS





366
HC
QVQLVQSGSELKKPGASVKVSCKASGFTFTNYAMSWVRQAPGKRLEW



variable
VSTITSGGSYIYYLDSVKGRFTISRENAKSTLYLQMNSLRTEDTALYNCA




RRKDGNYYYAMDYWGQGTTVTVSS





367
HC
QVQLVQSGSELKKPGASVKVSCKASGFTFTNYAMSWVRQAPGKRLEW



variable
VATITSGGSYIYYLDSVKGRFTISRENAKSTLYLQMNSLRTEDTALYYC




ARRKDGNYYYAMDYWGQGTTVTVSS





368
HC
EVQLLQSGAEVKKPGASVKVSCKASGFTFTNYAMSWVRQAPGQRLEW



variable
VATITSGGSYIYYLDSVKGRFTISRDNAKSTLHLQMNSLRAEDTAVYNC




ARRKDGNYYYAMDYWGQGTTVTVSS





369
HC
EVQLLQSGAEVKKPGASVKVSCKASGFTFTNYAMSWVRQAPGQRLEW



variable
VATITSGGSYIYYLDSVKGRFTISRDNAKSTLHLQMNSLRAEDTAIYYC




ARRKDGNYYYAMDYWGQGTTVTVSS





370
HC
EVMLLQSGAEVKKPGASVKVSCKASGFTFTNYAMSWVRQAPGQRLE



variable
WVATITSGGSYIYYLDSVKGRFTISRDNAKSTLHLQMNSLRAEDTAVY




YCARRKDGNYYYAMDYWGQGTTVTVSS





371
LC
DIVLTQSPASLAVSLGQRATISCRASESVDSYGNSFIHWYQQKAGQPPK



variable
LLIYRASNLESGIPARFSGSGSRTDFTLTINPVEADDVATYYCQQSYEDP




WTFGGGTKLEIK





372
LC
DIVLTQSPATLSLSPGERATLSCRASESVDSYGNSFIHWYQQKPGQPPKL



variable
LIYRASNLESGIPARFSGSGSRTDFTLTISSLEPEDFAVYYCQQSYEDPWT




FGGGTKXEIK





373
LC
DIVLTQSPSSLSASVGDRVTITCRASESVDSYGNSFIHWYQQKPGQPPKL



variable
LIYRASNLESGIPARFSGSGSRTDFTLTISSLQPEDFATYYCQQSYEDPWT




FGGGTKXEIK





374
LC
DIVLTQSPDFQSVTPKEKVTITCRASESVDSYGNSFIHWYQQKPGQPPKL



variable
LIYRASNLESGIPARFSGSGSRTDFTLTISSLEAEDAATYYCQQSYEDPW




TFGGGTKXEIK





375
LC
DIVLTQTPLSLSVTPGQPASISCRASESVDSYGNSFIHWYQQKPGQPPKL



variable
LIYRASNLESGIPARFSGSGSRTDFTLKISRVEAEDVGVYYCQQSYEDPW




TFGGGTKXEIK





376
HCDR1
TYGMS





377
HCDR2
WMNTYSGVTTYADDFKG





378
HCDR3
EGYVFDDYYATDY





379
LCDR1
RSSQNIVHSDGNTYLE





380
LCDR2
KVSNRFS





381
LCDR3
FQGSHVPLT





382
HC
QIQLVQSGPELKKPGETVKISCKASGYTFTTYGMSWVKQAPGKGLKW



Variable
MGWMNTYSGVTTYADDFKGRFAFSLETSASTAYMQIDNLKNEDTATY




FCAREGYVFDDYYATDYWGQGTSVTVSS





383
LC
DVLMTQTPLSLPVSLGDQASISCRSSQNIVHSDGNTYLEWYLQKPGQSP



Variable
KLLIYKVSNRFSGVPDRFSGSGSGTDFTLKISRVEAEDLGIYYCFQGSHV




PLTFGAGTKLELK





384
HCDR1
KYDIN





385
HCDR2
WIFPGDGRTDYNEKFKG





386
HCDR3
YGPAMDY





387
LCDR1
RSSQTIVHSNGDTYLD





388
LCDR2
KVSNRFS





389
LCDR3
FQGSHVPYT





390
HC
MGWSWVFLFLLSVTAGVHSQVHLQQSGPELVKPGASVKLSCKASGYT



Variable
FTKYDINWVRQRPEQGLEWIGWIFPGDGRTDYNEKFKGKATLTTDKSS




STAYMEVSRLTSEDSAVYFCARYGPAMDYWGQGTSVTVA S





391
LC
MKLPVRLLVLMFWIPASSSDVLMTQTPLSLPVSLGDQASISCRSSQTIVH



Variable
SNGDTYLDWFLQKPGQSPKLLIYKVSNRFSGVPDRFSGSGSGTDFTLKIS




RVEAEDLGVYYCFQGSHVPYTFGGGTKLEIK








Claims
  • 1. A method for processing or analyzing a biological sample from a subject, comprising: (a) obtaining the biological sample comprising gene expression products, wherein the subject has or is suspected of having Crohn's Disease (CD);(b) subjecting the biological sample to an assay to yield a data set including data corresponding to gene expression product levels;(c) in a programmed computer, inputting said data including said gene expression product levels from (b) to a trained algorithm to generate a classification of said sample as positive for a CD-PBmu subtype based detection of an expression profile comprising an increase in the gene expression levels compared to a reference expression profile,wherein the trained algorithm is trained with a plurality of training samples, and wherein said biological sample is independent of said plurality of training samples; and(d) electronically outputting a report that identifies the classification of the biological sample as positive for the CD-PBmu subtype,wherein optionally the biological sample comprises a blood sample or is purified from a blood sample of the subject.
  • 2. The method of claim 1, wherein the gene expression products comprises RNA.
  • 3. The method of claim 1, wherein the assay comprises using one or more of a microarray, sequencing, and qPCR.
  • 4. The method of claim 1, wherein the trained algorithm is trained with one or more datasets of gene expression product levels obtained from the plurality of training samples.
  • 5. The method of claim 1, wherein the gene expression products are expressed from genes comprising two or more of A disintegrin and metalloproteinase with thrombospondin motifs 1 (ADAMTS1), Neutrophil gelatinase-associated lipocalin (LCN2), Disintegrin and metalloproteinase domain-containing protein 28 (ADAM28), Tryptase beta-2 (TPSB2), peptidylprolyl isomerase A pseudogene 30 (PPIAP30), glutamine-fructose-6-phosphate transaminase 2 (GFPT2), KIT proto-oncogene, receptor tyrosine kinase (KIT), phospholipid transfer protein (PLTP), major facilitator superfamily domain containing 2A (MFSD2A), interleukin 22 (IL22), LIM and cysteine rich domains 1 (LMCD1), interleukin 6 (IL6), TBC1 domain family member 9 (TBC1D9), ChaC glutathione specific gamma-glutamylcyclotransferase 1 (CHAC1), selenoprotein P (SEPP1), superoxide dismutase 3 (SOD3), RAB13, member RAS oncogene family (RAB13), lysozyme (LYZ), carboxypeptidase A3 (CPA3), serine dehydratase (SDS), dual specificity tyrosine phosphorylation regulated kinase 3 (DYRK3), DAB adaptor protein 2 (DAB2), TBC1 domain family member 8 (TBC1D8), crystallin alpha B (CRYAB), TBC1 domain family member 3 (TBC1D3), leucine rich repeat containing 32 (LRRC32), serpin family G member 1 (SERPING1), ubiquitin D (UBD), fatty acid binding protein 1 (FABP1), spleen associated tyrosine kinase (SYK), aldolase, fructose-bisphosphate B (ALDOB), semaphorin 6B (SEMA6B), NANOG neighbor homeobox (NANOGNB), dermatan sulfate epimerase (DSE), formyl peptide receptor 3 (FPR3), tenascin XB (TNXB), olfactory receptor family 4 subfamily A member 5 (OR4A5), decorin (DCN), carbohydrate sulfotransferase 15 (CHST15), ADAM like decysin 1 (ADAMDEC1), histidine decarboxylase (HDC), RRAD, Ras related glycolysis inhibitor and calcium channel regulator (RRAD), complement C1s (C1S), or phospholipase A2 group IIA (PLA2G2A), or a combination thereof.
  • 6. The method of claim 5, wherein the gene expression products are expressed from genes comprising two or more of ADAMDEC1, ALDOB, CHST15, C1S, CRYAB, DAB2, DCN, DYRK3, FABP1, HDC, IL22, IL6, KIT, LMCD1, LRRC32, OR4A5, PLA2G2A, PLTP, RAB13, RRAD, SERPING1, SOD3, SYK, TBC1D3, TBC1D9, TPSB2, or UBD, or a combination thereof.
  • 7. The method of claim 1, wherein the increase in the gene expression product levels is at least 2-fold greater than in the reference expression profile, wherein optionally the reference expression profile comprises expression levels of the one or more genes of one or more subjects that do not have CD.
  • 8. (canceled)
  • 9. (canceled)
  • 10. The method of claim 1, further comprising (1) treating the subject by administering to the subject a therapeutic agent or (2) optimizing a therapeutic regimen of the subject comprising increasing or decreasing a dosage amount of a therapeutic agent administered to the subject for the treatment of the CD, based on the CD-PBmu subtype.
  • 11. (canceled)
  • 12. A method of treating Crohn's disease (CD) in a subject, the method comprising administering to the subject a therapeutically effective amount of a therapeutic agent, provided the subject is identified as having a CD-PBmu subtype by: (a) detecting an expression profile comprising an increase in a level of expression of one or more genes in the biological sample, relative to a reference expression profile; and (b) identifying the subject as having a CD-PBmu subtype based upon the expression profile that is detected in (b).
  • 13. The method of claim 12, wherein the one or more genes comprises ADAMTS1, LCN2, ADAM28, TPSB2, PPIAP30, GFPT2, KIT, T PLTP, MFSD2A, IL22, LMCD1, IL6, TBC1D9, CHAC1, SEPP1, SOD3, RAB13, LYZ, CPA3, SDS, DYRK3, DAB2, TBC1D8, CRYAB, TBC1D3, LRRC32, SERPING1, UBD, FABP1, SYK, ALDOB, SEMA6B, NANOGNB, DSE, FPR3, TNXB, OR4A5, DCN, CHST15, ADAMDEC1, HDC, RRAD, C1S, or PLA2G2A, or a combination thereof.
  • 14. The method of claim 13, wherein the one or more genes comprises ADAMDEC1, ALDOB, CHST15, C1S, CRYAB, DAB2, DCN, DYRK3, FABP1, HDC, IL22, IL6, KIT, LMCD1, LRRC32, OR4A5, PLA2G2A, PLTP, RAB13, RRAD, SERPING1, SOD3, SYK, TBC1D3, TBC1D9, TPSB2, or UBD, or a combination thereof.
  • 15. The method of claim 14, wherein (1) the one or more genes comprises at least 10 of the one or more genes, or (2) the one or more genes comprises between about 10-27 of the one or more genes.
  • 16. (canceled)
  • 17. The method of claim 12, wherein the increase in the level of expression of the one or more genes in the biological sample is at least 2-fold greater than in the reference expression profile, wherein optionally the reference expression profile comprises expression levels of the one or more genes of one or more subjects that do not have CD.
  • 18. (canceled)
  • 19. The method of claim 12, wherein detecting the expression profile comprises detecting the increase in the level of expression of the one or more genes by: (a) contacting the biological sample with a nucleic acid primer and/or detectable nucleic acid probe; and(b) hybridizing the nucleic acid primer and/or detectable nucleic acid probe to a nucleic acid sequence of the one or more genes that is measured, wherein the detectable nucleic acid probe comprises a nucleic acid sequence comprising at least about 10 contiguous nucleic acids of the one of the one or more genes.
  • 20. A method of determining a Crohn's Disease (CD) subtype in a subject having CD, the method comprising: (a) measuring a level of expression of one or more genes from Table 1A in a biological sample obtained from a subject having CD;(b) detecting an expression profile comprising an increase in the level of expression of the one or more genes in the biological sample, relative to a reference expression profile; and(b) identifying the subject as having a CD-PBmu subtype based upon the expression profile that is detected in (b),wherein optionally the biological sample comprises a blood sample or is purified from a blood sample of the subject.
  • 21. The method of claim 20, provided that the one or more genes comprises ADAMTS1, LCN2, ADAM28, TPSB2, PPIAP30, GFPT2, KIT, T PLTP, MFSD2A, IL22, LMCD1, IL6, TBC1D9, CHAC1, SEPP1, SOD3, RAB13, LYZ, CPA3, SDS, DYRK3, DAB2, TBC1D8, CRYAB, TBC1D3, LRRC32, SERPING1, UBD, FABP1, SYK, ALDOB, SEMA6B, NANOGNB, DSE, FPR3, TNXB, OR4A5, DCN, CHST15, ADAMDEC1, HDC, RRAD, C1S, or PLA2G2A or a combination thereof.
  • 22. The method of claim 21, wherein the one or more genes comprises ADAMDEC1, ALDOB, CHST15, C1S, CRYAB, DAB2, DCN, DYRK3, FABP1, HDC, IL22, IL6, KIT, LMCD1, LRRC32, OR4A5, PLA2G2A, PLTP, RAB13, RRAD, SERPING1, SOD3, SYK, TBC1D3, TBC1D9, TPSB2, or UBD, or a combination thereof.
  • 23. The method of claim 21, wherein the one or more genes comprises at least 10 of the one or more genes.
  • 24. The method of claim 20, wherein the increase in the level of expression of the one or more genes in the biological sample is at least 2-fold greater than in the reference expression profile, wherein optionally the reference expression profile comprises expression levels of the one or more genes of one or more subjects that do not have CD.
  • 25. (canceled)
  • 26. The method of claim 20, wherein measuring a level of expression of one or more genes comprises (1) utilizing an assay selected from the group consisting of an RNA sequencing method, a microarray method, and quantitative polymerase chain reaction (qPCR), or(2) (a) contacting the biological sample with a nucleic acid primer and/or detectable nucleic acid probe; and (b) hybridizing the nucleic acid primer and/or detectable nucleic acid probe to a nucleic acid sequence of the one or more genes that is measured, wherein the detectable nucleic acid probe comprises a nucleic acid sequence comprising at least about 10 contiguous nucleic acids of the one of the one or more genes.
  • 27. (canceled)
  • 28. The method of claim 20, further comprising (1) treating the subject by administering a therapeutic agent to the subject, or (2) optimizing a therapeutic regimen of the subject comprising increasing or decreasing a dosage amount of a therapeutic agent administered to the subject for the treatment of the CD, based on the CD-PBmu subtype.
  • 29. (canceled)
  • 30. (canceled)
CROSS-REFERENCE

This application is a continuation of International Application No. PCT/US19/63770, filed Nov. 27, 2019, which claims the benefit of U.S. Provisional Application Ser. No. 62/773,020, filed Nov. 29, 2018, U.S. Provisional Application No. 62/820,061, filed Mar. 18, 2019, and U.S. Provisional Application No. 62/849,622, filed May 17, 2019, each of which is incorporated herein by reference in its entirety.

STATEMENT REGARDING FEDERALLY-SPONSORED RESEARCH OR DEVELOPMENT

This invention was made with government support under Grant No. DK043211, RR033176-01, DK062413-18, awarded by National Institutes of Health. The government has certain rights in the invention.

Provisional Applications (3)
Number Date Country
62849622 May 2019 US
62820061 Mar 2019 US
62773020 Nov 2018 US
Continuations (1)
Number Date Country
Parent PCT/US19/63770 Nov 2019 US
Child 17334109 US