GENE EXPRESSION BIOMARKERS OF LAQUINIMOD RESPONSIVENESS

Abstract
This invention provides a method of predicting clinical responsiveness to laquinimod therapy in a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome comprising evaluating expression of a biomarker in the subject. This invention also provides a method of treating said subject comprising determining whether the subject is a laquinimod-responder by evaluating expression of a biomarker. Also provided is laquinimod or a pharmaceutical composition comprising laquinimod for use in treating said subject, and a therapeutic package for use in dispensing to said subject, wherein the subject has been identified as a laquinimod-responder or expression of a biomarker in the subject is up-regulated or suppressed.
Description

Throughout this application, various publications are referred to by first author and year of publication. Full citations for these publications are presented in a References section immediately before the claims. Disclosures of the publications cited in the References section in their entireties are hereby incorporated by reference into this application in order to more fully describe the state of the art as of the date of the invention described herein.


BACKGROUND

Multiple Sclerosis (MS) is a neurological disease affecting more than 1 million people worldwide. It is the most common cause of neurological disability in young and middle-aged adults and has a major physical, psychological, social and financial impact on subjects and their families, friends and bodies responsible for health care (EMEA Guideline, 2006).


A clinically isolated syndrome (CIS) is a single monosymptomatic attack suggestive of MS, such as optic neuritis, brain stem symptoms, and partial myelitis. Patients with CIS that experience a second clinical attack are generally considered to have clinically definite multiple sclerosis (CDMS). Various MS disease stages and/or types are described in Multiple Sclerosis Therapeutics (Duntiz, 1999). Among them, relapsing-remitting multiple sclerosis (RRMS) is the most common form at the time of initial diagnosis. Many subjects with RRMS have an initial relapsing-remitting course for 5-15 years, which then advances into the secondary progressive MS (SPMS) disease course. There are currently a number of disease-modifying medications approved for use in relapsing MS (RMS), which includes RRMS and SPMS (The Disease Modifying Drug Brochure, 2006). These include interferon beta 1-a (Avonex® and Rebif®), interferon beta 1-b (Betaseron®), glatiramer acetate (Copaxone®), mitoxantrone (Novantrone®), natalizumab (Tysabri®) and Fingolimod (Gilenya®). Immunosuppressants or cytotoxic agents are used in some subjects after failure of conventional therapies. However, the relationship between changes of the immune response induced by these agents and the clinical efficacy in MS is far from settled (EMEA Guideline, 2006).


Other therapeutic approaches include symptomatic treatment which refers to all therapies applied to improve the symptoms caused by the disease (EMEA Guideline, 2006) and treatment of acute relapses with corticosteroids. While steroids do not affect the course of MS over time, they can reduce the duration and severity of attacks in some subjects.


Laquinimod (LAQ)

Laquinimod (TV-5600) is a novel synthetic compound with high oral bioavailability which has been suggested as an oral formulation for the treatment of Multiple Sclerosis (MS) (Polman, 2005; Sandberg-Wollheim, 2005; Comi et al 2008). Laquinimod and its sodium salt form are described, for example, in U.S. Pat. No. 6,077,851. The mechanism of action of laquinimod is not fully understood.


Animal studies show it causes a Th1 (T helper 1 cell, produces pro-inflammatory cytokines) to Th2 (T helper 2 cell, produces anti-inflammatory cytokines) shift with an anti-inflammatory profile (Yang, 2004; Brück, 2011). Another study demonstrated (mainly via the NFkB pathway) that laquinimod induced suppression of genes related to antigen presentation and corresponding inflammatory pathways (Gurevich, 2010). Other suggested potential mechanisms of action include inhibition of leukocyte migration into the CNS, increase of axonal integrity, modulation of cytokine production, and increase in levels of brain-derived neurotrophic factor (BDNF) (Runström, 2002; Brück, 2011).


Laquinimod showed a favorable safety and tolerability profile in two phase III trials (Results of Phase III BRAVO Trial Reinforce Unique Profile of Laquinimod for Multiple Sclerosis Treatment; Teva Pharma, Active Biotech Post Positive Laquinimod Phase 3 ALLEGRO Results).




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IUPAC: 5-chloro-N-ethyl-4-hydroxy-1-methyl-2-oxo-N-phenyl-1,2-dihydroquinoline-3-carboxamide


As MS therapeutic options grow, the ability to identify subjects who will respond more favorably to therapy and specifically to laquinimod has become increasingly significant.


SUMMARY OF THE INVENTION

The subject invention provides a method of predicting clinical responsiveness to laquinimod therapy in subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome, the method comprising evaluating expression of a biomarker in the subject, so as to thereby predict clinical responsiveness to laquinimod, wherein the biomarker is a gene associated with inflammatory response, a gene associated with cellular movement, a gene associated with cell signaling, a gene associated with cell development, a gene associated with hematological system, or a combination thereof.


The subject invention provides a method of treating a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome with laquinimod, comprising the steps of: a) determining whether the subject is a laquinimod responder by evaluating expression of a biomarker in the subject, and b) administering to the subject an amount of laquinimod effective to treat the subject only if the subject is identified as a laquinimod responder, so as to thereby treat the subject, wherein the biomarker is a gene associated with inflammatory response, a gene associated with cellular movement, a gene associated with cell signaling, a gene associated with cell development, a gene associated with hematological system, or a combination thereof.


The subject invention also provides a method for treating a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome comprising the steps of: a) administering to the subject a therapeutically effective amount of laquinimod, b) determining whether the subject is a laquinimod responder by evaluating expression of a biomarker in the subject; and c) administering to the subject an amount of laquinimod effective to treat the subject only if the subject is identified as a laquinimod responder, or modifying the administration of laquinimod to the subject if the subject is not identified as a laquinimod responder, so as to thereby treat the subject, wherein the biomarker is a gene associated with inflammatory response, a gene associated with cellular movement, a gene associated with cell signaling a gene associated with cell development, a gene associated with hematological system, or a combination thereof.


The subject invention also provides laquinimod for use in treating a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome, wherein the subject has been identified as a laquinimod responder.


The subject invention also provides a pharmaceutical composition comprising an amount of laquinimod for use in treating a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome, wherein the subject has been identified as a laquinimod responder.


The subject invention also provides laquinimod for use in treating a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome, wherein expression of a biomarker in the subject is up-regulated and the biomarker is a gene associated with inflammatory response, a gene associated with cellular movement, a gene associated with cell signaling, a gene associated with cell development, a gene associated with hematological system, or a combination thereof.


The subject invention also provides a pharmaceutical composition comprising an amount of laquinimod for use in treating a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome, wherein expression of a biomarker in the subject is up-regulated and the biomarker is a gene associated with inflammatory response, a gene associated with cellular movement, a gene associated with cell signaling, a gene associated with cell development, a gene associated with hematological system, or a combination thereof.


The subject invention also provides laquinimod for use in treating a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome, wherein expression of a biomarker in the subject is suppressed and the biomarker is a gene associated with inflammatory response, a gene associated with cellular movement, a gene associated with cell signaling, a gene associated with cell development, a gene associated with hematological system, or a combination thereof.


The subject invention also provides a pharmaceutical composition comprising an amount of laquinimod for use in treating a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome, wherein expression of a biomarker in the subject is suppressed and the biomarker is a gene associated with inflammatory response, a gene associated with cellular movement, a gene associated with cell signaling, a gene associated with cell development, a gene associated with hematological system, or a combination thereof.


The subject invention also provides a therapeutic package for dispensing to, or for use in dispensing to, a subject identified as a laquinimod responder afflicted with multiple sclerosis or presenting a clinically isolated syndrome, which comprises: a) one or more unit doses, each such unit dose comprising an amount of laquinimod, and b) a finished pharmaceutical container therefor, said container containing said unit dose or unit doses, said container further containing or comprising labeling directing the use of said package in the treatment of said subject.


The subject invention also provides a therapeutic package for dispensing to, or for use in dispensing to, a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome, which comprises: a) one or more unit doses, each such unit dose comprising an amount of laquinimod, and b) a finished pharmaceutical container therefor, said container containing said unit dose or unit doses, said container further containing or comprising labeling directing the use of said package in the treatment of said subject, wherein expression of a biomarker in the subject is suppressed or up-regulated and the biomarker is a gene associated with inflammatory response, a gene associated with cellular movement, a gene associated with cell signaling, a gene associated with cell development, a gene associated with hematological system, or a combination thereof.





BRIEF DESCRIPTION OF THE DRAWINGS


FIG. 1: Source of variation in data set (point 4) before (FIG. 1A) and after (FIG. 1B) normalization.



FIG. 2: PCA analysis. FIG. 2A—PCA analysis based on 43 genes passed FDR criteria after 6 month of treatment. FIG. 2B PCA analysis based on 1564 genes passed FDR in combined 6 and 24 months treatment data. Red dots represent patients at baseline, blue after treatment.



FIG. 3: TGFB canonical pathway. Green color represents suppressed genes from combined 6 and 24 month LAQ related gene expression signature overlaid with TGFB.



FIG. 4: Immunomodulatory effects of TGFB in MS. Paradoxical effects TGFB in multiple sclerosis is shown (according to Mirshafiey et al., 2009).



FIG. 5: Expression of TGFB1 in PBMCs of RRMS patients following treatment with LAQ. Protein samples (30 mg) were prepared from phenol/ethanol fractions of PBMCs derived from patients after 6 month of LAQ treatment (+) and compared to PBMCs samples of the same patients before treatment (−) (FIGS. 5A and 5C). From each sample 30 ug was separated on 10% SDS-PAGE. Blots were incubated with Rabbit a-TGFb1 (1:250) and mouse Tubulin (1:500). The signal intensities of a protein band and its surrounding background were scanned for each protein and quantified by using Quantity One 4.6.9 software (Bio-Rad Laboratories, Hercules, Calif.). The resultant background-subtracted values of protein expression were normalized to those of Tubulin and then plotted as the relative protein levels for each patient with or without LAQ treatment (FIGS. 5B and 5D).



FIG. 6: Expression of PAI-1 (Serpine 1) in PBMCs of patients following treatment with LAQ. Protein samples were prepared from phenol/ethanol fractions of PBMCs derived from patients after 6 month of LAQ treatment (+) and compare to PBMCs samples of the same patients before treatment (−) (A). From each sample 30 mg was separated on 10% SDS-PAGE. Blots were incubated with Rabbit a-PAI-1 (1:500) and mouse Tubulin (1:500). The signal intensities of a protein band and its surrounding background were scanned for each protein and quantified by using Quantity One 4.6.9 software. The resultant background-subtracted values of protein expression were normalized to those of Tubulin and then plotted as the relative protein levels for each patient with or without LAQ treatment (B).



FIG. 7: Profiles of PTCRA, TGFB1 and TGFB1 related genes PF4 and CSGP5 under LAQ treatment.



FIG. 8: FIG. 8A and FIG. 8B show proposed mechanism of LAQ effect on PBMC of RRMS patients. FIG. 8C shows LAQ down-regulates leukocyte extravasation in RRMS patients. LAQ can inhibit infiltration of inflammatory cells to the CNS by direct suppression of genes associated with leukocyte extravasation or via suppression of TGFb superfamily and inflammatory cytokines.



FIG. 9: FIG. 9A shows LAQ treatment for six months in RRMS patients down-regulates multiple genes associated with TGFb and NFkB signaling, pro inflammatory cytokines, cell adhesion and migration. Shaded color represents down regulated genes. FIG. 9B shows LAQ effects in RRMS patients after six months of treatment demonstrate down-regulation of multiple genes associated with TGFb and NFkB signaling, pro inflammatory cytokines, cell adhesion and migration. Grey color represents down regulated genes and white color depicts genes with no change in their expression level.



FIG. 10: Expression of TGFb, ITGB1 and CXCR1 in RRMS patients treated with LAQ. Protein extracts were prepared from PBMCs samples derived from RRMS patients before treatment (black bars) and compared to PBMCs samples of the same patients after six months of LAQ treatment (white bars). The signal intensity of a protein bands were quantified by Quantity One 4.6.9 software. The resultant background-subtracted values of protein expression were normalized to those of Tubulin and then calculated as the relative protein levels for each patient before or after LAQ treatment. The blot images in A, B and C are representative of two out of five analyzed patients showing down regulation of TGFb, ITGB1 and CXCR1, respectively as also quantified by densitometry of bands analyzed from five patients. Data are presented as mean±SEM. Statistically significant differences are marked in graphs (n=5, paired one-tailed t-test).





DETAILED DESCRIPTION OF THE INVENTION

The subject invention provides a method of predicting clinical responsiveness to laquinimod therapy in a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome, the method comprising evaluating expression of a biomarker in the subject, so as to thereby predict clinical responsiveness to laquinimod, wherein the biomarker is a gene associated with inflammatory response, a gene associated with cellular movement, a gene associated with cell signaling, a gene associated with cell development, a gene associated with hematological system, or a combination thereof.


In one embodiment of the present invention, the method further comprises predicting positive clinical responsiveness to laquinimod if the biomarker is up-regulated in the subject. In another embodiment, the subject is naïve to laquinimod.


In another embodiment of the present invention, the method further comprises predicting positive clinical responsiveness to laquinimod if the biomarker suppressed in the subject. In another embodiment, the subject has previously received periodic laquinimod administration. In another embodiment, the expression of the biomarker is suppressed in comparison to expression of said biomarker of the patient at baseline.


In one embodiment, the subject has received periodic laquinimod administration for at least one month. In another embodiment, the subject has received periodic laquinimod administration for at least 6 months. In another embodiment, the subject has received periodic laquinimod administration for at least 12 months. In another embodiment, the subject has received periodic laquinimod administration for at least 24 months.


In one embodiment, the gene associated with inflammatory response is a gene associated with or involved in TGFb signaling, IL-12 signaling, the pathway of adhesion of phagocytes, chemotaxis of neutrophils, transmigration of leukocytes, caveolar mediated endocytosis, clathrin mediated endocytosis, and/or leukocyte extravasation signaling.


In another embodiment, the gene associated with cellular movement is a gene associated with or involved in adhesion and migration of phagocytes, chemotaxis of neutrophils, transmigration of leukocytes, invasion of cells, adhesion of cells, and/or leukocyte extravasation signaling.


In another embodiment, the gene associated with cell signaling is a gene associated with or involved in the pathway of adhesion of cells and/or neurotransmission.


In another embodiment, the gene associated with cell development is a gene associated with or involved in the pathway of G protein coupled receptor signaling, arachidonic acid metabolism and/or TGFβ signaling.


In another embodiment, the gene associated with hematological system is a gene associated with or involved in the pathway of aggregation of blood platelets, activation of blood platelets, aggregation of blood cells, coagulation of blood, intrinsic prothrombin activation pathway and/or coagulation system.


In another embodiment, the gene is TNFSF4, SELP, ITFA8, ITGB1/3/5, CXCL5/7, a BMP6 gene, ITGA2/8, ITGβ1/3/4/5/6, ITGBL1, MMP16/24/26/28, ADAM12/18/22, IL-1/1R/5/8/13/20/22R, IL-9/11/12/36, TNFRSF11A/B, IFNA4/8/10/17, TGβ, LTBP4, MEK1/2, TGFβ type 1 receptor, type II BMPR, smad1/2/3/4/5/6/8, PAI-1, CCL19, IKKg, LTBP1 or a combination thereof.


In one embodiment of any one of the methods, uses, pharmaceutical composition or packages described herein, the gene is ITGB1/3/5, CXCL5/7, BMP6, ITGA2/8, ITGB1/3/4/5/6, ITGBL1, MMP16/24/26/28, ADAM12/18/22, IL-5/20/22, IL-9/36, TNFRSF11A/B, TGβ, LTBP4, MEK1/2, Smad2/3/4, PAI-1, SELP, ITFA8, ITGB1/3/5, CXCL5/7, BMP6, ITGA2/8, ITGB1/3/4/5/6, ITGBL1, MMP16/24/26/28, ADAM12/18/22, IL-5/13/20/22, IL-9/11/36, TNFRSF11A/B, TGβ, LTBP4, MEK1/2, Smad1/2/3/4/5/6/8, PAI-1, CCL19, IKKg, LTBP1, Alpha tubulin, BMP4/7, MIS, TCF2, IL5R, IL13R, IL20R, ITGB2, NKTR, TEF, CLSTN2, LUC7L2, FABP7, TPTE, FSTL1, SF3B1, LIMS1, PDE5A, XPNPEP1, C5orf4, SPANXB1, SPANXB2, SPANXF1, KRT20, TBC1D1, GRHL2, C5orf4, SEPT6, KIAA1199, SSX2IP, TPM1, CDC14B, USP47, MMRN1, CTNNAL1, SMOX, ALOX12, GLRA3, CA2, GUCY1B3, RFPL1, CLEC1B, GNG11, TSPAN32, RGS10, CALD1, PRKAR2B, CYP4F11, CLCA3P, CELSR3, CDC14B, TPM1, SEPT6, PRKG1, MAX, CCDC93, ARMCX6, LOC653354, TUBB2B, HIST1H2AJ, MFAP3L, LIMS1, GNB5, GPRASP1, SRRT, C1orf116, FBXO7, PPM1A, GUCY1B3, CTDSPL, GNAS, IGF2BP3, TPM1, HIST1H2BK, DLG4, WDR48, CALD1, LOC157627, GNB5, ZNF415, ASAP2, PSD3, GNAS, POPDC3, NRGN, ABLIM3, XYLT1, PTGIS, ARHGEF10, PDGFA, PGRMC1, HIST1H2AC, GNAS, CLDN5, MFAP3L, PGRMC1, MYST3, CAPRIN1, CALD1, FBXW7, DNM3, CD84, PRPF4B, RBM25, WASF3, GRAP2, SPARC, TAL1, NENF, XK, GP1BA, HLA-E, CA5A, LYVE1, MARCH6, NAT8B, TRIM58, RET, SDPR, TBXA2R, TMED10, APBA2, MYL9, POU1F1, H2BFS, HIST1H2BK, FAM12B, VCL, GSPT1, ALDOB, LOC150776, SMPD4, SLC37A1, SPARC, GNAS, TAS2R4, CALM3, POM121, POM121C, GRIK2, GREM1, TNNC2, EPS15L2, ENDOD1, RGS6, SF3B1, TMSB15A, ZBTB20, FUT9, ATP9A, MAX, HIST1H2AI, BAT2D1, ABL1, SNCA, GFI1B, CTSA, SNX13, RPA1, FLNA, XPNPEP1, KIF2A, ZBTB33, PSMD11, UBE2N, FOLR1, TSC22D1, PCNP, CELSR3, ACSBG1, RNF11, SEMA3E, MARCH2, PCDH24, SUPT5H, HLA-E, EGF, HLA-C, FLNA, CDK2AP1, LEPROT, SH3TC2, TUBA4A, MTMR1, TF, PRKD1, NAPIL1, DAB2, FUCA1, HIP1, THPO, MAP1B, PARVB, GP1BB, SEPT5, GJA4, PTGS1, GUCY1A3, HIST1H2AG, GNAS, LRBA, HYAL3, GP6, IGHG1, CYP2A13, CDC14B, MAX, KDM2A, CALD1, GNAZ, C19orf22, ARHGAP6, RHOC, RBX1, GP1BB, SEPT5, PRDX6, PRB4, FLNA, HIST1H2BF, RHBDF2, NUP205, SYT1, EGFL8, PPT2, TUBB1, TMC6, FLJ11292, NAP1L1, ALDH1A3, CSNK1E, PRUNE, COL4A3, ZNF221, ILF3, CABP5, RPA1, ARF1, HIST1H2BI, PTGS1, PRKAA1, GNB5, HIST2H4A, HIST2H4B, CYB5R3, TNS1, DCT, GMPR, ABI3BP, GNAS, SASH1, AAK1, XPO6, CTSL2, QSER1, MAP1LC3B, TBX6, CABP2, MRE11A, MAPRE2, TMC6, BDKRB2, MGLL, HRASLS, WHAMML1, WHAMML2, CLU, STC1, C6orf54, PABPN1, PDLIM1, CLU, PHF20, UBL4A, RNF115, HGD, RASGRP2, PNN, SAPS3, SFI1, GOLGA2, HIST2H2BE, SGEF, HGD, DUS1L, MPP1, HLA-E, GRB14, MMD, ZFHX4, CSNK1G2, HIST1H2BE, MPDZ, B2M, TBXA2R, CTDSPL, SNCA, CD99, POLS, MPL, HIST1H3F, SFRS8, NR5A2, ZMYM2, C6orf10, TMEM40, RNF43, PRUNE, MSH6, PLCB4, PARVB, TOX3, PKNOX1, RUFY1, SNCA, C10orfB1, PDGFA, ASMT, HMGB1, CCDC90A, PROS1, hCG_1757335, RAP1B, MTSS1, GNRHR, LRRN3, MCM3AP, PLOD2, NAP1L1, PLOD2, HOXD13 CASKIN2, MFAP5, PITX2, SNCA, MYLK, PBX1, PRDX6, H3F3A, H3F3B, LOC440926, TMEM158, TRIM58, FSTL1, SNCA, TNS1, ATP1B1, C5orf4, LRP12, CTNNAL1, GEM, KIAA1466, ALDH1A2, MAP4K3, SNCA, RAB6B, PSD3, RIPK2, RAMP3, CALD1, CYP2E1, PSD3, PDLIM7, COBLL1, FUT3, SMOX, TGM2, LRRC50, CST6, OR7A17, C6orf145, DLEU2, DLEU2L, CPT2, HGF, TNS1, SPRY1, PLOD2, CD80, KYNU, BCAT1, NHLH1, AHCTF1, HOXA10, MTMR3, VAC14, CLCF1, FGF5, TAL1, SAMD14, ELL2, CHN1, SLC7A1, GRK5, PARD3, VPS37B, CYP2B6, CYP2B7P1, MALL, ALX4, SOX15, KRT5, ESPL1, STARD8, PSD3, KIAA0195, MYO9B, HIP1R, LOC100294412, EFNB1, ERN1, RHD, MFAP3L, PLA1A, POFUT2, C8orf39, CRYBB2, CYP4A11, PVRL2, CLCNKB, MRAS, NFIB, FKSG2, SLC11A2, FZR1, ZNF550, GLP1R, SLC19A1, RTN2, PAPOLA, STC1, GK, EXOSC6, RAPSN, HFE, EHD2, RIOK3, UBE2I, C15orf2, DMD, PRLH, MAP2K2, TP63, DACH1, PPP5C, SLC26A1, NUDT7, KCNJ12, ENTPD7, SLC26A1, PRRG3, RGS6, ZBED2, FICD, ARHGAP1, ARHGDIA, SDHB, AMHR2, ABCA4, TCF20, BGN, CASP7, LPAR4, GNA12, CYP2W1, RAX, C4A, C4B, LOC100292046, LOC100294156, PXN, ESR2, MYL10, EFS, TFF3, SRPK1, LOC441601, BIRC5, CCT8L2, PPAP2B, CMA1, APOA2, KDELR2, ASCL3, RUNX1, BUB1, SLC6A8, HNRNPC, HNRNPCL1, LOC440563, LOC649330, RIBC2, CLIC4, RAB17, SCML2, SPINLW1, ANK1, EDA2R, HTR4, CDC42EP4, KANK2, ANK1, SYN1, DUX3, DUX4, FRG2C, HPX-2, LOC100134409, LOC652119, LOC653543, LOC653544, LOC653545, LOC728410, PKNOX2, MLLT4, APOA2, PENK, GNAT1, FURIN, SEMA6A, EGFL6, HRH1, TSPAN1, DBC1, TRPC7, GPR52, HAMP, PRSS2, GPR107, FLJ11292, FLJ20184, B4GALT1, NKX3-1, ASIP, EFCAB6, GPR20, CA5A, PLK4, TAAR5, SRPX2, CNTD2, AZGP1, TIMP3, RGS6, ADARB1, DYNC1I1, C10orf10, PDIA2, PITX3, HOXC13, LPAR3, CTRC, CTSL2, MUC8, AQP5, UGT1A1, UGT1A10, UGT1A4, UGT1A6, UGT1A8, UGT1A9, KCNQ2, CYP2A13, ZNF155, KIAA0892, ATP2A2, FGF5, FGF18, FUT2, SHROOM2, PRSS3, CREB3L1, MGAT2, PLCE1, MLXIPL, OR10H3, ABCB11, CD84, ARHGEF4, ORC1L, PCIF1, CD177, C1orf116, IFT122, C11orf20, DUSP13, C6orf208, PLA2G5, PRAMEF1, PRAMEF2, CYP4F8, KCNA1, MFAP4, SLC4A3, IL1RAPL1, SERPINE1, ZCCHC14, POLR3G, C16orf68, FLJ14100, SMCHD1, ASCL1, FOXA2, SLC23A2, KLK13, MTSS1L, DNMT3L, RREB1, DNMBP, PKLR, C1orf106, CCDC134, MTSS1, CCDC40, HOXB1, SCNN1B, SEMA4G, RAPGEFL1, MAGEL2, PLSCR2, CHD2, PLCD1, C1orf116, CHRNA2, MBP, CDC42BPA, MYF6, PI15, LOC440895, SBF1, MAST1, GLT8D2, ERBB3, LOH3CR2A, AMH, HR, RDH8, PAWR, DRD3, CCT8, PRELP, SPOCK3, EPS8L3, NXN, SEMA4G, P2RY1, AVL9, TEK, MOGAT2, KLK7, MT1E, MT1H, MT1M, CLDN18, RHBDF2, SIX1, INPP5A, KCNMB3, MAP2K5, GPD1, LPO, LOC729143, MPRIP, WNT7A, RARG, CDH7, MBNL2, RASGRP2, RBMY2FP, MASP1, CASR, EGR4, APOC2, HECW1, HOXB3, IRF5, NNMT, AOC2, ESRRG, LPIN1, ACOT11, CCDC33, MBD2, ZNF323, NTRK2, TMEM151B, GPLD1, LENEP, HNF1B, NXPH3, ALDH1A3, PHF20L1, CKM, PARD6B, CRYGB, HAB1, LARGE, RAB40C, MPL, CHIT1, METTL10, DUS4L, PNLIPRP1, ELL, ST8SIA5, GRIN2B, MC4R, RTDR1, HDAC6, KCNJ13, CPSF1, SPANXC, CNOT4, LAMA2, SLC1A6, ABCA2, KLK11, GFRA3, CYP3A4, SLC1A3, ATP2B2, APBB2, VPS45, GHRHR, HOXD4, PRPH, ADCY2, LEFTY2, CYP1B1, PCP4, C8B, RANBP3, PDE6H, TRIM1S, VGLL1, TRIM3, CRKL, ADH7, PSG3, GPR153, MFAP2, FGF13, NAPA, ALDH3A1, MCM10, TLE4, ITPR3, CCDC87, C9orf7, ACTC1, OBSL1, MAP2, CRYM, RNF122, SST, HLA-DRB6, SLC22A17, HSPG2, HIP1, GRIK2, UNKL, GPR144, KIR3DX1, NARFL, UCP3, PLXNA2, BTN1A1, ERCC4, CIITA, EGFR, KRT33A, CLTB, B3GALT5, AP3M2, GJC1, MYO3A, ARHGAP1, PPP2R3A, CLIC4, C20orf195, SIGLEC8, GPRC5A, CACNB1, MYL10, PRLR, OR2S2, NCR2, CHAF1B, EYA3, CDS1, FBXL18, ACTL6B, ZNF821, C16orf71, HBBP1, PLXNA1, CDC45L, MTCP1, PLCB4, PLVAP, PROX1, CYP3A43, IGHG1, RECQL5, IDUA, DLGAP4, PLXNB1, HSD17B14, FOXP3, C19orf26, EPB41L1, RBBP9, GJB4, UPK1B, CYP19A1, LOC55908, CLDN18, C2orf72, NTRK3, NRXN2, SPDEF, IGH@, IGHD, IGHG1, IGHM, LOC100289944, VSIG6, ACRV1, PHLDB1, SORBS1, HAPLN2, FABP3, EFS, ACVR1B, CHST3, UGT2A1, UGT2A2, TAF1, MT4, MFAP3, ETV5, UBQLN3, TBX10, GJB1, ABO, SPINK5, ATAD4, CDH11, CARD14, ALPP, ALPPL2, CBL, LRP4, CDKL2, SSX3, DSG2, SLC45A2, LAMA4, WFDC8, HTR7, EFNB3, TUBB2B, OR7E19P, PMS2L4, ASAP3, FRZB, PDLIM4, PVT1, TFR2, AHI1, TAF4, ADAMTSL2, CLDN4, KIR2DL1, KIR2DL2, KIR2DL3, KIR2DL5A, KIR2DL5B, KIR2DS1, KIR2DS2, KIR2DS4, KIR2DS5, KIR3DL2, KIR3DL3, KIR3DP1, LOC727787, RAPGEF5, CRMP1, LDB3, F11, USP46, IBSP, SLC9A3, FLRT3, TRIM17, FGF17, CAMK1G, GLYR1, CSH1, NTF3, ABHD6, TRIM15, OR52A1, FGFR2, ORAI2, C17orf53, GLP1R, SLIT1, TP63, DDR1, CFTR, DIO2, LETM1, ACSM5, ACTA1, NPR1, KCND3, POPDC3, DNAH3, SPDEF, CLEC4M, SLC30A3, NAGLU, AAK1, DHX34, NNAT, AKAP9, ICMT, FAM189A1, C10orf81, MYOZ1, PKNOX2, MGC31957, PRDM11, RET, IGHG1, XPNPEP2, NTRK2, SLC25A10, NR1I2, GRM8, OR3A3, GIPR, PAH, PACRG, CLN8, ZNF215, TRIO, TTLL5, GRM1, PRKG1, HHLA1, LAMA3, SLC37A4, HOXC11, SLCO5A1, CA10, RRBP1, SOD3, NTRK3, CYR61, STRA6, SLC6A11, CNOT4, ATN1, BCAP29, NOVA2, RELN, LAMC2, RAD51, PRSS7, DCBLD2, TACR2, RAB11B, OR2J2, VSNL1, IFNA17, DPYSL4, MGC2889, RRBP1, POLQ, OR1A2, PURA, AIF1, CBS, NECAB2, PRKCE, NOX1, IHH, EXO1, GPRIN2, PDX1, GPR12, FAM188A, HS3ST3B1, ASCL1, ZNF484, CSH1, BCAN, DDN, DUOX2, MORN1, SLC39A2, CLCN7, RUNX2, TTYH1, ZNF280B, PAX3, LZTS1, SLC8A2, HAB1, KIF1A, ARL4D, UGT2B15, NACA2, THRB, C6orf15, GPR176, WSCD1, PLXNB3, CADM3, HAP1, CYP1A2, SPAM1, IL22RA1, CDC2L5, IRX5, PPFIA2, KDELR3, CEACAM7, KCMF1, DUOX1, CDC27, HIST2H2AA3, CAV3, APOA4, NPR3, PRG3, TBC1D22B, TUSC3, RIMS2, CYP4F12, TBXA2R, HBEGF, PSG9, PYGO1, RASGRF1, SCN2A, KLHL1, DTNB, GREM1, SNCG, C22orf24, PALM, COBLL1, DNPEP, MNS1, NFATC4, DLC1, HSPC072, MCAM, CA12, CSHL1, RPAIN, COL5A2, UGT1A8, UGT1A9, IGH@, IGHA1, IGHG1, IGHG2, IGHG3, IGHM, LOC100126583, LOC100290036, LOC100290320, LOC100293211, LOC652494, ACSM5, ALOX12P2, ERBB4, CLDN16, CIB2, GALR3, MSMB, FABP7, ATXN3, KCNJ5, TRDN, CYP3A43, BAZ2A, ACCN4, SILV, DGCR14, SEMA6C, DIO2, PTHLH, LEP, PDZRN3, RGSL1, GJA4, SLC22A6, RASGRF1, MAPRE2, PVRL1, AKAP1, POMP, SOX21, DNAH9, HOXC5, SERHL2, KIAA0485, ITSN1, B4GALT1, NEK2, NUPR1, CCDC93, EPO, CRABP2, TYRO3, GOLGA2, SEMA3F, BFSP2, NCAM1, FOLH1, SSX2, TMPRSS4, DCN, LPHN3, POU4F3, CEACAM5, BCL3, EXTL3, CCNA1, DDR2, PAX8, SOX5, POU3F1, PEX16, NUP62, SIGLEC11, ALDOB, GPC3, IGFALS, WDR25, FGF1, OSR2, ARID1A, GYPA, KLK13, PARVB, LILRB5, RIMS2, C19orf21, HOXD1, PRSS3, FLT1, ATP6V1C1, LOX, CRYBB3, CA12, PRKG2, MASP1, LOC728395, LOC728403, TSPY1, PDCD1, GGTLC1, AQP8, KRT16, AICDA, BRD8, C1orf95, OR3A2, PFKFB2, FRZB, PAK3, MEIS2, ZSCAN2, MYH7, VWA1, LSAMP, SRC, UGT1 A1, UGT1A10, UGT1A3, UGT1A4, UGT1A5, UGT1A6, UGT1A7, UGT1A8, UGT1A9, DIO1, TADA3L, NFASC, CALCRL, NBLA00301, MAB21L1, FBXO42, COL10A1, CFB, SNX7, FOXN1, SRY, HLF, CLCA3P, DAZ1, DAZ2, DAZ3, DAZ4, GPR3, TMPRSS11E, EMID1, KCNMB2, MUC5AC, SORT1, HIF3A, MAPK4, TCP11L1, ZZEF1, DCAF7, DMWD, CLCA2, VAC14, CSPG5, STMN2, MLLT4, GALNT14, FGF12, MFAP5, SUMO3, HTR3A, GDF5, TSSK1B, CYP2A7P1, MARK1, ATP1B2, TBX6, PAX8, IL1R1, RALYL, OR2B2, TAAR3, C12orf32, IGHG1, LOC642131, DICER1, GLRA3, PPARD, HSPA4L, WNT2, VIPR2, CYP2C9, SRPX2, IGSF1, ALPK3, TFPI, KCNS3, MARCH8, FRMD4B, TACR3, FIGF, PDCD6, TNN, SPANXB1, SPANXB2, SPANXF1, RHBDD3, SPP2, PDE10A, ZNF224, FGL1, PGAM2, CADM4, APOBEC2, SLC9A5, GNAT1, ARHGEF16, SMARCA2, DNAH9, RBM26, WNT2B, KCNK2, NPBWR2, SP2, TMPRSS11D, DENND2A, TNIP3, STC1, DOCK6, ADAM5P, SYDE1, TNPO2, LRTM1, USH1C, PDE12, SRCAP, OR10J1, OR2H2, KCNJ8, RP11-257K9.7, DOCK5, TPD52L1, PAEP, GGA2, PHLDA3, HES2, MLL, CHRNA6, CIB2, PTPRF, TM7SF4, DAZ1, DAZ2, DAZ3, DAZ4, ALX1, OR2F1, OR2F2, PLAT, HGC6.3, WNT11, PGK2, SNAI2, COL4A6, PRUNE2, ANKS1B, LOC81691, FERMT2, TIMP3, CST8, CAPN6, IDUA, GPR32, AKR1B10, GRHL2, FBXO24, HSF4, IGHG1, HCN2, LRP12, ARHGEF15, UGT1A1, UGT1A10, UGT1A7, UGT1A8, GUCA2A, ITIH1, EGFR, UGT1A1, UGT1A10, UGT1A3, UGT1A4, UGT1A5, UGT1A6, UGT1A7, UGT1A8, UGT1A9, MYOG, TMSB15A, TLX1, EDNRA, LOC100289791, MDFI, ZER1, MYH15, CDH20, GPR63, LOC440345, LOC440354, LOC595101, LOC641298, SMG1, HOXC10, KRTAP1-1, ARSD, CPLX3, LMAN1 L, IFNA4, ABCC1, SEMA3E, MRE11A, C1QL1, LIPF, TRIM9, BBOX1, LRRC17, WNT2B, CYP3A4, SI, ANO3, OBSL1, CHRD, MSX2, PSG1, FAM107A, LRRC37B2, ANKLE2, PAX2, UNC5B, ADCYAP1R1, HFE, SYT1, GJC2, LOC100293871, FGF8, ACRV1, NRXN1, GDPD2, RGS4, CELA2A, IFNW1, MLNR, RNF17, LAD1, GLRA2, RASL12, MAGOH2, C6orf54, ZNF214, IKBKG, AP4E1, ZNRF4, OSBPL10, C1orf175, TTC4, PCDHB3, ADRBK1, ITSN1, XAGE1A, XAGE1B, XAGE1C, XAGE1D, XAGE1E, CDH22, FARP2, MYT1, TNC, MUC5AC, SLC6A15, PP14571, SMR3A, SMR3B, RXRG, SNX1, GLP1R, C6orf155, ATP1A2, TFAP4, PNPLA2, DIRAS3, ANO2, TACSTD2, MCM3AP, IL13RA2, TRIM10, RTEL1, PRRX2, TSHB, TIMELESS, FMO1, KIF18A, KIAA1199, CALB2, MFAP3L, PTGER3, EPAS1, SQSTM1, TSPY1, CPM, DLGAP1, CYP4F11, TLX3, PCDHA10, TAOK2, ERC1, TBX2, KALRN, DICER1, PAPPA, KIF5A, DNAJC22, OTUB1, KIAA1644, SEZ6L2, PCNXL2, HMHB1, ERG, SNTB2, GJA5, AGTR2, GJA3, GCK, LRRC61, CNTF, ZFP91, ZFP91-CNTF, PDLIM4, MPPED2, IFNA10, ACTN2, VGLL1, GJA9, LDLR, ANK2, COL1A1, TIMP3, OTOF, AGXT, GLI2, TRMT61A, FOXD2, TMEM212, DENND2A, B3GALT1, SPAG11A, PRDM4, TF, ELF5, GSC2, EPB41 L4B, GYG2, LYZL6, DCHS2, OBP2A, OBP2B, ANGPTL3, MYH11, NES, SLC17A1, RBM15B, CSH1, HTR5A, CYP3A7, HTR2A, KCNV2, TOX3, CLOCK, MAGEA6, FAM12A, COL4A3, S1PR2, NAT8, ACE2, SLC22A6, SLC13A2, MYH4, APBB2, RAP1QGAP, SHOX2, SLCO1A2, ETV1, MAGEA12, PLA2G6, ADRA1A, SYT5, GPR161, SEMA3F, CYP3A43, HOMER2, KCNJ5, PPL, COL17A1, CSHL1, C9orf116, PARK2, UGT2B15, CDK6, FAM174B, CELA2A, CELA2B, SPDEF, EPB41, GAB1, SMR3A, PDE60, COL5A1, ABCA6, DMD, CYLC2, CIDEA, RAG2, HIST1H2BN, FMO6P, MAOA, ANKRD53, HAPLN1, MT1M, EHD2, GAD2, CRISP2, CSN2, SULT1C2, PCDHGA3, SSX3, FGFR2, GPR161, ATN1, CHD5, A4GALT, MYBPH, CSHL1, NCAPH2, CAPN9, CNGB1, BCAM, DRD5, NR5A2, TEF, ELAVL2, DGKB, HTR7P, RHAG, GH2, COL4A6, BMP7, SOSTDC1, SOX14, TAS2R9, LPHN2, MAP1A, OSGIN2, SLC10A2, FAM13C, EMX1, FLJ40330, CHI3L1, CDH16, SPRR1A, LOX, CALCB, GABBR2, CPB2, RASL11B, CCDC81, RUNX1, CPA1, CLCNKA, CLCNKB, FHL5, THSD7A, TFAP2C, SPAG11B, CAP2, PODNL1, SSX4, SSX4B, G6PC, RPE65, TMEM222, KDR, CHP2, GPR64, TPM2, TCEB3B, E2F5, IL5RA, AOC3, ABCF3, CPN2, ACE, NRP2, INPP5J, SMAD9, FAM155A, GART, PIR, ZNF467, ITSN2, NR1D1, THRA, RP11-35N6.1, LAMB1, EPHB3, PLA2R1, RAPGEF4, DNAJC8, ARSJ, TRIM49, GC, CDH2, ATXN3L, BTF3L1, BICC1, FAM186A, PTPRF, TRPC4, TCL6, CYP4A22, FUT6, MUC1, DKFZP434B2016, LOC643313, LDHA, LOC100131613, TRIM3, MLLT10, DZIP1, ANKRD34C, BUB1, CSPG5, FBLN1, GAD2, CLDN1, CHRNA3, SCN11A, TEX11, IL20RA, AKAP5, KBTBD10, MSTN, TLL2, NACAD, UNC93A, PTGER1, OLAH, NHLH2, SERPINA6, KRT17, KCNMA1, PRKCA, STS, LAMA1, GPR88, ACTN2, TREH, AKAP4, DKK4, PRICKLE3, IRS4, TRPV4, PCDH11Y, APBB2, SLCO2A1, DRD2, MTMR7, ZNF471, TF, NRIP2, ST6GALNAC5, COMT, PAH, LRRC19, PRKAR1B, HPR, PRDM5, NCRNA00120, LOC79999, ITSN2, CACNB2, GPR98, PREX2, FAM182B, LAMA4, ARVCF, HAS2, YOD1, PPP2R3A, COL4A1, RBM12B, GSTA3, FAM66D, OR10H2, PTHLH, ZNF674, KRT19, ACCN2, COL6A1, LOC100288442, LOC100289169, LOC728888, LOC729602, NPIPL2, NPIPL3, PDXDC2, SLC37A1, ATP6V1B1, ABI3BP, HR44, ZNF324B, ZNF584, HOXD13, ADH6, IFNA8, MYOZ2, NFATC4, ADAMTS7, FOXL1, GPR17, SLC18A3, MYH6, BOK, FGA, TEAD4, GRM1, EDNRA, C8orf79, METTL7A, FOLH1, RAD54L, SOX11, CNOT3, NTS, MAPK12, DOCK6, DNAJC6, HS3ST3A1, LOC728395, TSPY1, TSPY3, PTH, LAMB4, ALDOB, FLG, MLANA, UBE2D4, LOC100287483, KRT20, POU1F1, SLCO1B3, CLTA, MECOM, C8orf71, SULT2A1, C6orf10, SLC27A6, PRKD1, SYNPO2L, THPO, GABRR1, CFTR, PPP2R3A, DCBLD2, ANP32A, ANP32C, ANP32D, LOC723972, XYLT1, STAB1, STAB1, SASH1, PID1, FUCA1, SASH1, LRRN3, LRRN3 or a combination thereof.


In another embodiment, the gene is ITGB1/3/5, CXCL5/7, BMP6, ITGA2/8, ITGB1/3/4/5/6, ITGBL1, MMP16/24/26/28, ADAM12/18/22, IL-5/20/22, IL-9/36, TNFRSF11A/B, TGβ, LTBP4, MEK1/2, Smad2/3/4, PAI-1, SELP, ITFA8, ITGB1/3/5, CXCL5/7, BMP6, ITGA2/8, ITGB1/3/4/5/6, ITGBL1, MMP16/24/26/28, ADAM12/18/22, IL-5/13/20/22, IL-9/11/36, TNFRSF11A/B, TGβ, LTBP4, MEK1/2, Smad1/2/3/4/5/6/8, PAI-1, CCL19, IKKg, LTBP1 or a combination thereof. In another embodiment, the gene is SELP, ITFA8, ITGB1/3/5, CXCL5/7, BMP6, ITGA2/8, ITGB1/3/4/5/6, ITGBL1, MMP16/24/26/28, ADAM12/18/22, IL-1/1R/5/8/13/20/22, IL-9/11/12/36, TNFRSF11A/B, IFNA4/8/10/17, TGβ, LTBP4, MEK1/2, Smad1/2/3/4/5/6/8, PAI-1, CCL19, IKKg, LTBP1 or a combination thereof.


In one embodiment of any one of the methods, uses, pharmaceutical composition or packages described herein, the gene is TNFSF4, ITGB1/3/5, CXCL5/7, BMP6, ITGA2/8, ITGB1/3/4/5/6, ITGBL1, MMP16/24/26/28, ADAM12/18/22, IL-1/5/8/20/22, IL-9/12/36, TNFRSF11A/B, IFNA4/8/10/17, TGβ, LTBP4, MEK1/2, TGFβ type 1 receptor, Smad2/3/4, PAI-1, TNFSF4, SELP, ITFA8, ITGB1/3/5, CXCL5/7, a BMP6 gene, ITGA2/8, ITGβ1/3/4/5/6, ITGBL1, MMP16/24/26/28, ADAM12/18/22, IL-1/1R/5/8/13/20/22R, IL-9/11/12/36, TNFRSF11A/B, IFNA4/8/10/17, TGβ, LTBP4, MEK1/2, TGFβ type 1 receptor, type II BMPR, smad1/2/3/4/5/6/8, PAI-1, CCL19, IKKg, LTBP1, IL8R (CXCR1/2), Alpha tubulin, BMP2/4/7, MIS, TCF2, LFA-1, VLA-4, IL5R, IL13R, IL20R, ITGB2, IFN gamma, TNF alpha, NKTR, TEF, CLSTN2, LUC7L2, FABP7, TPTE, FSTL1, SF31B1, LIMS1, PDE5A, XPNPEP1, C5orf4, SPANXB1, SPANXB2, SPANXF1, KRT20, TBC1D1, GRHL2, C5orf4, SEPT6, KIAA1199, SSX2IP, TPM1, CDC14B, USP47, MMRN1, CTNNAL1, SMOX, ALOX12, GLRA3, CA2, GUCY1B3, RFPL1, CLEC1B, GNG11, TSPAN32, RGS10, CALD1, PRKAR2B, CYP4F11, CLCA3P, CELSR3, CDC14B, TPM1, SEPT6, PRKG1, MAX, CCDC93, ARMCX6, LOC653354, TUBB2B, HIST1H2AJ, MFAP3L, LIMS1, GNB5, GPRASP1, SRRT, C1orf116, FBXO7, PPM1A, GUCY1B3, CTDSPL, GNAS, IGF2BP3, TPM1, HIST1H2BK, DLG4, WDR48, CALD1, LOC157627, GNB5, ZNF415, ASAP2, PSD3, GNAS, POPDC3, NRGN, ABLIM3, XYLT1, PTGIS, ARHGEF10, PDGFA, PGRMC1, HIST1H2AC, GNAS, CLDN5, MFAP3L, PGRMC1, MYST3, CAPRIN1, CALD1, FBXW7, DNM3, CD84, PRPF4B, RBM25, WASF3, GRAP2, SPARC, TAL1, NENF, XK, GP1BA, HLA-E, CA5A, LYVE1, MARCH6, NAT8B, TRIM58, RET, SDPR, TBXA2R, TMED10, APBA2, MYL9, POU1F1, H2BFS, HIST1H2BK, FAM12B, VCL, GSPT1, ALDOB, LOC150776, SMPD4, SLC37A1, SPARC, GNAS, TAS2R4, CALM3, POM121, POM121C, GRIK2, GREM1, TNNC2, EPS15L2, ENDOD1, RGS6, SF3B1, TMSB15A, ZBTB20, FUT9, ATP9A, MAX, HIST1H2AI, BAT2D1, ABL1, SNCA, GFI1B, CTSA, SNX13, RPA1, FLNA, XPNPEP1, KIF2A, ZBTB33, PSMD11, UBE2N, FOLR1, TSC22D1, PCNP, CELSR3, ACSBG1, RNF11, SEMA3E, MARCH2, PCDH24, SUPT5H, HLA-E, EGF, HLA-C, FLNA, CDK2AP1, LEPROT, SH3TC2, TUBA4A, MTMR1, TF, PRKD1, NAP1L1, DAB2, FUCA1, HIP1, THPO, MAP1B, PARVB, GP1BB, SEPT5, GJA4, PTGS1, GUCY1A3, HIST1H2AG, GNAS, LRBA, HYAL3, GP6, IGHG1, CYP2A13, CDC14B, MAX, KDM2A, CALD1, GNAZ, C19orf22, ARHGAP6, RHOC, RBX1, GP1BB, SEPT5, PRDX6, PRB4, FLNA, HIST1H2BF, RHBDF2, NUP205, SYT1, EGFL8, PPT2, TUBB1, TMC6, FLJ11292, NAP1L1, ALDH1A3, CSNK1E, PRUNE, COL4A3, ZNF221, ILF3, CABP5, RPA1, ARF1, HIST1H2BI, PTGS1, PRKAA1, GNB5, HIST2H4A, HIST2H4B, CYB5R3, TNS1, DCT, GMPR, ABI3BP, GNAS, SASH1, AAK1, XPO6, CTSL2, QSER1, MAP1LC3B, TBX6, CABP2, MRE11A, MAPRE2, TMC6, BDKRB2, MGLL, HRASLS, WHAMML1, WHAMML2, CLU, STC1, C6orf54, PABPN1, PDLIM1, CLU, PHF20, UBL4A, RNF115, HGD, RASGRP2, PNN, SAPS3, SFI1, GOLGA2, HIST2H2BE, SGEF, HGD, DUS1L, MPP1, HLA-E, GRB14, MMD, ZFHX4, CSNK1G2, HIST1H2BE, MPDZ, B2M, TBXA2R, NGFRAP1, CTDSPL, SNCA, CD99, POLS, MPL, HIST1H3F, SFRS8, NR5A2, ZMYM2, C6orf10, TMEM40, RNF43, PRUNE, MSH6, PLCB4, PARVB, TOX3, PKNOX1, RUFY1, SNCA, C10orf81, PDGFA, ASMT, HMGB1, CCDC90A, PROS1, hCG_1757335, RAP1B, MTSS1, GNRHR, LRRN3, MCM3AP, PLOD2, NAPIL1, PLOD2, HOXD13 CASKIN2, MFAP5, PITX2, SNCA, MYLK, PBX1, PRDX6, EIF2AK1, H3F3A, H3F3B, LOC440926, TMEM158, TRIM58, FSTL1, SNCA, TNS1, ATP1B1, C5orf4, LRP12, CTNNAL1, GEM, KIAA1466, ALDH1A2, MAP4K3, SNCA, RAB6B, PSD3, RIPK2, RAMP3, CALD1, CYP2E1, PSD3, PDLIM7, COBLL1, FUT3, SMOX, TGM2, LRRC50, CST6, OR7A17, C6orf145, DLEU2, DLEU2L, CPT2, HGF, TNS1, SPRY1, PLOD2, CD80, KYNU, BCAT1, NHLH1, AHCTF1, HOXA10, MTMR3, VAC14, CLCF1, FGF5, TAL1, SAMD14, ELL2, CHN1, SLC7A1, GRK5, PARD3, VPS37B, CYP2B6, CYP2B7P1, MALL, ALX4, SOX15, KRT5, ESPL1, STARD8, PSD3, KIAA0195, MYO9B, HIP1R, LOC100294412, EFNB1, ERN1, RHD, MFAP3L, PLA1A, POFUT2, C8orf39, CRYBB2, CYP4A11, PVRL2, CLCNKB, MRAS, NFIB, FKSG2, SLC11A2, FZR1, ZNF550, GLP1R, SLC19A1, RTN2, PAPOLA, STC1, GK, EXOSC6, RAPSN, HFE, EHD2, RIOK3, UBE2I, C15orf2, DMD, PRLH, MAP2K2, TP63, DACH1, PPP5C, SLC26A1, NUDT7, KCNJ12, ENTPD7, SLC26A1, PRRG3, RGS6, ZBED2, FICD, ARHGAP1, ARHGDIA, SDHB, AMHR2, ABCA4, TCF20, BGN, CASP7, LPAR4, GNA12, CYP2W1, RAX, C4A, C4B, LOC100292046, LOC100294156, ELAVL4, PXN, ESR2, MYL10, EFS, TFF3, SRPK1, LOC441601, BIRC5, CCT8L2, PPAP2B, CMA1, APOA2, KDELR2, ASCL3, RUNX1, BUB1, SLC6A8, HNRNPC, HNRNPCL1, LOC440563, LOC649330, RIBC2, CLIC4, RAB17, SCML2, SPINLW1, ANK1, EDA2R, HTR4, CDC42EP4, KANK2, ANK1, SYN1, DUX3, DUX4, FRG2C, HPX-2, LOC100134409, LOC652119, LOC653543, LOC653544, LOC653545, LOC728410, PKNOX2, MLLT4, APOA2, PENK, GNAT1, FURIN, SEMA6A, EGFL6, HRH1, TSPAN1, DBC1, TRPC7, MDM2, GPR52, HAMP, PRSS2, GPR107, FLJ11292, FLJ20184, B4GALT1, NKX3-1, ASIP, EFCAB6, GPR20, CA5A, PLK4, TAAR5, SRPX2, CNTD2, AZGP1, TIMP3, RGS6, ADARB1, DYNC1I1, C10orf10, PDIA2, PITX3, HOXC13, LPAR3, CTRC, CTSL2, MUC8, AQP5, UGT1A1, UGT1A10, UGT1A4, UGT1A6, UGT1A8, UGT1A9, KCNQ2, CYP2A13, ZNF155, KIAA0892, ATP2A2, FGF5, FGF18, FUT2, SHROOM2, PRSS3, CREB3L1, MGAT2, PLCE1, MLXIPL, OR10H3, ABCB11, CD84, ARHGEF4, ORC1L, PCIF1, CD177, C1orf116, IFT122, C11orf20, DUSP13, C6orf208, PLA2G5, PRAMEF1, PRAMEF2, CYP4F8, KCNA1, MFAP4, C6, SLC4A3, IL1RAPL1, SERPINE1, ZCCHC14, POLR3G, C16orf8, FLJ14100, SMCHD1, ASCL1, FOXA2, SLC23A2, KLK13, MTSS1L, DNMT3L, RREB1, DNMBP, PKLR, C1orf106, CCDC134, MTSS11, CCDC40, HOXB1, SCNN1B, SEMA4G, RAPGEFL1, MAGEL2, PLSCR2, CHD2, PLCD1, C1orf116, CHRNA2, MBP, CDC42BPA, MYF6, PI15, LOC440895, SBF1, MAST1, GLT8D2, ERBB3, LOH3CR2A, AMH, HR, RDH8, PAWR, DRD3, CCT8, PRELP, SPOCK3, EPS8L3, NXN, SEMA4G, P2RY1, AVL9, TEK, MOGAT2, KLK7, MT1E, MT1H, MT1M, CLDN18, RHBDF2, SIX1, INPP5A, KCNMB3, MAP2K5, GPD1, LPO, LOC729143, MPRIP, WNT7A, RARG, CDH7, MBNL2, RASGRP2, RBMY2FP, MASP1, CASR, EGR4, APOC2, HECW1, HOXB3, IRF5, NNMT, AOC2, ESRRG, LPIN1, ACOT11, CCDC33, MBD2, ZNF323, NTRK2, TMEM151B, GPLD1, LENEP, HNF1B, NXPH3, ALDH1A3, PHF20L1, CKM, PARD6B, CRYGB, HAB1, LARGE, RAB40C, MPL, CHIT1, METTL10, DUS4L, PNLIPRP1, ELL, ST8SIA5, GRIN2B, MC4R, RTDR1, HDAC6, KCNJ13, CPSF1, SPANXC, CNOT4, LAMA2, SLC1A6, ABCA2, KLK11, GFRA3, CYP3A4, SLC1A3, ATP2B2, APBB2, VPS45, GHRHR, HOXD4, PRPH, ADCY2, LEFTY2, CYP1B1, PCP4, C8B, RANBP3, PDE6H, TRIM15, VGLL1, TRIM3, CRKL, ADH7, PSG3, GPR153, MFAP2, FGF13, NAPA, ALDH3A1, MCM10, TLE4, ITPR3, CCDC87, C9orf7, ACTC1, OBSL1, MAP2, CRYM, RNF122, SST, HLA-DRB6, SLC22A17, HSPG2, HIP1, GRIK2, UNKL, GPR144, KIR3DX1, NARFL, UCP3, PLXNA2, BTN1A1, ERCC4, CIITA, EGFR, KRT33A, CLTB, B3GALT5, AP3M2, GJC1, MYO3A, ARHGAP1, PPP2R3A, CLIC4, C20orf195, SIGLEC8, GPRC5A, CACNB1, MYL10, PRLR, OR2S2, NCR2, CHAF1B, EYA3, CDS1, FBXL18, ACTL6B, ZNF821, C16orf71, HBBP1, PLXNA1, CDC45L, MTCP1, PLCB4, PLVAP, PROX1, CYP3A43, IGHG1, RECQL5, IDUA, DLGAP4, PLXNB1, HSD17B14, FOXP3, C19orf26, EPB41L1, RBBP9, GJB4, UPK1B, CYP19A1, LOC55908, CLDN18, C2orf72, NTRK3, NRXN2, SPDEF, IGH@, IGHD, IGHG1, IGHM, LOC100289944, VSIG6, ACRV1, PHLDB1, SORBS1, HAPLN2, FABP3, EFS, ACVR1B, CHST3, UGT2A1, UGT2A2, TAF1, MT4, MFAP3, ETV5, UBQLN3, TBX10, GJB1, ABO, SPINK5, ATAD4, CDH11, CARD14, ALPP, ALPPL2, CBL, LRP4, CDKL2, SSX3, DSG2, SLC45A2, LAMA4, WFDC8, HTR7, EFNB3, TUBB2B, OR7E19P, PMS2L4, ASAP3, FRZB, PDLIM4, PVT1, TFR2, AHI1, TAF4, ADAMTSL2, CLDN4, KIR2DL1, KIR2DL2, KIR2DL3, KIR2DL5A, KIR2DL5B, KIR2DS1, KIR2DS2, KIR2DS3, KIR2DS4, KIR2DS5, KIR3DL2, KIR3DL3, KIR3DP1, LOC727787, RAPGEF5, CRMP1, LDB3, F11, USP46, PTN, IBSP, SLC9A3, FLRT3, TRIM17, FGF17, CAMK1G, GLYR1, CSH1, NTF3, ABHD6, TRIM15, OR52A1, FGFR2, ORAI2, C17orf53, GLP1R, SLIT1, TP63, DDR1, CFTR, DIO2, LETM1, ACSM5, ACTA1, NPR1, KCND3, POPDC3, DNAH3, SPDEF, CLEC4M, SLC30A3, NAGLU, AAK1, DHX34, NNAT, AKAP9, ICMT, FAM189A1, C10orf81, MYOZ1, PKNOX2, MGC31957, PRDM11, RET, IGHG1, XPNPEP2, NTRK2, SLC25A10, NR1I2, GRM8, OR3A3, GIPR, PAN, PACRG, CLN8, ZNF215, TRIO, TTLL5, GRM1, PRKG1, HHLA1, LAMA3, PTN, SLC37A4, HOXC11, SLCO5A1, CA10, RRBP1, SOD3, NTRK3, CYR61, STRA6, SLC6A11, CNOT4, ATN1, BCAP29, NOVA2, RELN, LAMC2, RAD51, PRSS7, DCBLD2, TACR2, RAB11B, OR2J2, VSNL1, IFNA17, DPYSL4, MGC2889, RRBP1, POLQ, OR1A2, PURA, AIF1, CBS, NECAB2, PRKCE, NOX1, INH, EXO1, GPRIN2, PDX1, GPR12, FAM188A, HS3ST3B1, ASCL1, ZNF484, CSH1, BCAN, DDN, DUOX2, MORN1, SLC39A2, CLCN7, RUNX2, TTYH1, ZNF280B, PAX3, LZTS1, SLC8A2, HAB1, KIF1A, ARL4D, UGT2B15, NACA2, THRB, C6orf15, GPR176, WSCD1, PLXNB3, CADM3, HAP1, CYP1A2, SPAM1, IL22RA1, CDC2L5, IRX5, PPFIA2, KDELR3, CEACAM7, KCMF1, DUOX1, CDC27, HIST2H2AA3, CAV3, APOA4, NPR3, PRG3, TBC1D22B, TUSC3, RIMS2, CYP4F12, TBXA2R, HBEGF. PSG9, PYGO1, RASGRF1, SCN2A, KLHL1, DTNB, GREM1, SNCG, C22orf24, PALM, COBLL1, DNPEP, MNS1, NFATC4, DLC1, HSPC072, MCAM, CA12, CSHL1, RPA1N, COL5A2. UGT1A8, UGT1A9, IGH@, IGHA1, IGHG1, IGHG2, IGHG3, IGHM, LOC100126583, LOC100290036, LOC100290320, LOC100293211, LOC652494, TGFB2, ACSM5, ALOX12P2, ERBB4, CLDN16, CIB2, GALR3, MSMB, FABP7, ATXN3, KCNJ5, TRDN, CYP3A43, BAZ2A, ACCN4, SILV, DGCR14, SEMA6C, DIO2, PTHLH, LEP, PDZRN3, RGSL1, GJA4, SLC22A6, RASGRF1, MAPRE2, PVRL1, AKAP1, POMP, SOX21, DNAH9, HOXC5, SERHL2, KIAA0485, ITSN1, B4GALT1, NEK2, NUPR1, CCDC93, EPO, CRABP2, TYRO3, GOLGA2, SEMA3F, BFSP2, NCAM1, FOLH1, SSX2, TMPRSS4, DCN, LPHN3, POU4F3, CEACAM5, BCL3, EXTL3, CCNA1, DDR2, PAX8, SOX5, POU3F1, PEX16, 1L4I1, NUP62, SIGLEC11, ALDOB, GPC3, IGFALS, WDR25, FGF1, OSR2, ARID1A, GYPA, KLK13, PARVB, LILRB5, RIMS2, C19orf21, HOXD1, PRSS3, FLT1, ATP6V1C1, LOX, CRYBB3, CA12, PRKG2, MASP1, LOC728395, LOC728403, TSPY1, PDCD1, GGTLC1, AQP8, IL1F9, KRT16, AICDA, BRD8, C1orf95, OR3A2, PFKFB2, FRZB, PAK3, MEIS2, ZSCAN2, MYH7, VWA1, LSAMP, SRC, UGT1A1, UGT1A10, UGT1A3, UGT1A4, UGT1A5, UGT1A6, UGT1A7, UGT1A8, UGT1A9, DIO1, TADA3L, NFASC, CALCRL, NBLA00301, MAB21L1, FBXO42, COL10A1, CFB, SNX7, FOXN1, SRY, HLF, CLCA3P, DAZ1, DAZ2, DAZ3, DAZ4, GPR3, TMPRSS11E, EMID1, KCNMB2, MUC5AC, SORT1, HIF3A, MAPK4, TCP11L1, ZZEF1, DCAF7, DMWD, CLCA2, VAC14, CSPG5, STMN2, MLLT4, GALNT14, FGF12, MFAP5, SUMO3, HTR3A, GDF5, TSSK1B, CYP2A7P1, MARK1, ATP1B2, TBX6, PAX8, IL1R1, RALYL, OR2B2, TAAR3, C12orf32, IGHG1, LOC642131, DICER1, GLRA3, PPARD, HSPA4L, WNT2, VIPR2, CYP2C9, SRPX2, IGSF1, ALPK3, TFPI, KCNS3, MARCH8, FRMD4B, TACR3, FIGF, PDCD6, TNN, SPANXB1, SPANXB2, SPANXF1, RHBDD3, SPP2, PDE10A, ZNF224, FGL1, PGAM2, CADM4, APOBEC2, SLC9A5, GNAT1, ARHGEF16, SMARCA2, DNAH9, RBM26, WNT2B, KCNK2, NPBWR2, SP2, TMPRSS11D, DENND2A, TNIP3, STC1, DOCK6, ADAM5P, SYDE1, TNPO2, LRTM1, USH1C, PDE12, SRCAP, OR10J1, OR2H2, KCNJ8, RP11-257K9.7, DOCK5, TPD52L1, PAEP, GGA2, PHLDA3, HES2, MLL, PTN, CHRNA6, CIB2, PTPRF, TM7SF4, DAZ1, DAZ2, DAZ3, DAZ4, ALX1, OR2F1, OR2F2, PLAT, HGC6.3, WNT11, PGK2, SNAI2, COL4A6, PRUNE2, ANKS1B, LOC81691, FERMT2, TIMP3, CST8, CAPN6, IDUA, GPR32, AKR1B10, GRHL2, FBXO24, HSF4, IGHG1, HCN2, LRP12, ARHGEF15, UGT1A1, UGT1A10, UGT1A7, UGT1A8, GUCA2A, MDK, ITIH1, EGFR, UGT1A1, UGT1A10, UGT1A3, UGT1A4, UGT1A5, UGT1A6, UGT1A7, UGT1A8, UGT1A9, MYOG, TMSB15A, TLX1, EDNRA, LOC100289791, MDFI, ZER1, MYH15, CDH20, GPR63, LOC440345, LOC440354, LOC595101, LOC641298, SMG1, HOXC10, KRTAP1, ARSD, CPLX3, LMAN1L, IFNA4, ABCC1, SEMA3E, MRE11A, C1QL1, LIPF, TRIM9, BBOX1, LRRC17, WNT2B, CYP3A4, SI, ANO3, OBSL1, CHRD, MSX2, PSG1, FAM107A, LRRC37B2, ANKLE2, PAX2, UNC5B, ADCYAP1R1, HFE, SYT1, GJC2, LOC100293871, FGF8, ACRV1, NRXN1, GDPD2, RGS4, CELA2A, IFNW1, MLNR, RNF17, LAD1, GLRA2, RASL12, MAGOH2, C6orf54, ZNF214, IKBKG, AP4E1, ZNRF4, OSBPL10, C1orf175, TTC4, PCDHB3, ADRBK1, ITSN1, XAGE1A, XAGE1B, XAGE1C, XAGE1D, XAGE1E, CDH22, FARP2, MYT1, TNC, MUC5AC, SLC6A15, PP14571, SMR3A, SMR3B, RXRG, SNX1, GLP1R, C6orf155, ATP1A2, TFAP4, PNPLA2, DIRAS3, ANO2, TACSTD2, MCM3AP, IL13RA2, TRIM10, RTEL1, PRRX2, TSHB, TIMELESS, FMO1, KIF18A, KIAA1199, CALB2, MFAP3L, PTGER3, EPAS1, SQSTM1, TSPY1, CPM, DLGAP1, CYP4F11, TLX3, PCDHA10, TAOK2, ERC1, TBX2, KALRN, DICER1, PAPPA, KIF5A, DNAJC22, OTUB1, KIAA1644, SEZ6L2, PCNXL2, HMHB1, ERG, SNTB2, GJA5, AGTR2, GJA3, GCK, LRRC61, CNTF, ZFP91, ZFP91-CNTF, PDLIM4, MPPED2, IFNA10, ACTN2, VGLL1, GJA9, LDLR, ANK2, COL1A1, TIMP3, OTOF, AGXT, GLI2, TRMT61A, FOXD2, TMEM212, DENND2A, B3GALT1, SPAG11A, PRDM4, TF, ELF5, GSC2, EPB41L4B, GYG2, LYZL6, DCHS2, OBP2A. OBP2B, ANGPTL3, MYH11, NES, SLC17A1, RBM15B, CSH1, HTR5A, CYP3A7, HTR2A, KCNV2, TOX3, CLOCK, MAGEA6, FAM12A, COL4A3, S1PR2, NAT8, ACE2, SLC22A6, SLC13A2, MYH4, APBB2, RAP1GAP, SHOX2, SLCO1A2, ETV1, MAGEA12, PLA2G6, ADRA1A, SYT5, GPR161, SEMA3F, CYP3A43, HOMER2, KCNJ5, PPL, COL17A1, CSHL1, C9orf116, PARK2, UGT2B15, CDK6, FAM174B, CELA2A, CELA2B, SPDEF, EPB41, GAB1, SMR3A, PDE6G, COL5A1, ABCA6, DMD, CYLC2, CIDEA, RAG2, HIST1H2BN, FMO6P, MAOA, ANKRD53, HAPLN1, MT1M, EHD2, GAD2, CRISP2, CSN2, SULT1C2, PCDHGA3, SSX3, FGFR2, GPR161, ATN1, CHD5, A4GALT, MYBPH, CSHL1, NCAPH2, CAPN9, CNGB1, BCAM, DRD5, NR5A2, TEF, ELAVL2, DGKB, HTR7P, RHAG, GH2, COL4A6, BMP7, SOSTDC1, SOX14, TAS2R9, LPHN2, MAP1A, OSGIN2, SLC10A2, FAM13C, EMX1, FLJ40330, CHI3L1, CDH16, SPRR1A, LOX, CALCB, GABBR2, CPB2, RASL11B, CCDC81, RUNX1, CPA1, CLCNKA, CLCNKB, FHL5, THSD7A, TFAP2C, SPAG11B, CAP2, PODNL1, SSX4, SSX4B, G6PC, RPE65, TMEM222, KDR, CHP2, GPR64, TPM2, TCEB3B, E2F5, IL5RA, AOC3, ABCF3, CPN2, ACE, NRP2, INPP5J, SMAD9, FAM155A, GART, PIR, ZNF467, ITSN2, NR1D1, THRA, RP11-35N6.1, LAMB1, EPHB3, PLA2R1, RAPGEF4, DNAJC8, ARSJ, TRIM49, GC, IL12B, CDH2, ATXN3L, BTF3L1, BICC1, FAM186A, PTPRF, TRPC4, TCL6, CYP4A22, FUT6, MUC1, DKFZP434B2016, LOC643313, LDHA, LOC100131613, TRIM3, MLLT10, DZIP1, ANKRD34C, BUB1, CSPG5, FBLN1, GAD2, CLDN1, CHRNA3, SCN11A, TEX11, IL20RA, AKAP5, KBTBD10, MSTN, TLL2, NACAD, UNC93A, PTGER1, OLAH, NHLH2, SERPINA6, KRT17, KCNMA1, PRKCA, STS, LAMA1, GPR88, ACTN2, TREH, AKAP4, DKK4, PRICKLE3, IRS4, TRPV4, PCDH11Y, APBB2, SLCO2A1, DRD2, MTMR7, ZNF471, TF, NRIP2, ST6GALNAC5, COMT, PAH, LRRC19, PRKAR1B, HPR, PRDM5, NCRNA00120, LOC79999, ITSN2, CACNB2, GPR98, PREX2, FAM182B, LAMA4, ARVCF, HAS2, YOD1, PPP2R3A, COL4A1, RBM12B, GSTA3, FAM66D, OR10H2, PTHLH, ZNF674, KRT19, ACCN2, COL6A1, LOC100288442, LOC100289169, LOC728888, LOC729602, NPIPL2, NPIPL3, PDXDC2, SLC37A1, ATP6V1B1, PTN, ABI3BP, HR44, ZNF324B, ZNF584, HOXD13, ADH6, IFNA8, MYOZ2, NFATC4, ADAMTS7, FOXL1, GPR17, SLC18A3, MYH6, BOK, FGA, TEAD4, GRM1, EDNRA, C8orf79, METTL7A, FOLH1, RAD54L, SOX11, CNOT3, NTS, MAPK12, DOCK6, DNAJC6, HS3ST3A1, LOC728395, TSPY1, TSPY3, PTH, LAMB4, ALDOB, FLG, MLANA, UBE2D4, LOC100287483, KRT20, POU1F1, SLCO1B3, CLTA, MECOM, C8orf71, SULT2A1, C6orf10, SLC27A6, PRKD1, SYNPO2L, THPO, GABRR1, CFTR, PPP2R3A, DCBLD2, ANP32A, ANP32C, ANP32D, LOC723972, XYLT1, STAB1, STAB1, SASH1, PID1, FUCA1, SASH1, LRRN3, LRRN3 or any combination thereof.


In another embodiment, the gene is TNFSF4, ITGB1/3/5, CXCL5/7, BMP6, ITGA2/8, ITGB1/3/4/5/6, ITGBL1, MMP16/24/26/28, ADAM12/18/22, IL-1/5/8/20/22, IL-9/12/36, TNFRSF11A/B, IFNA4/8/10/17, TGβ, LTBP4, MEK1/2, TGFβ type 1 receptor, Smad2/3/4, PAI-1, TNFSF4, SELP, ITFA8, ITGB1/3/5, CXCL5/7, a BMP6 gene, ITGA2/8, ITGβ1/3/4/5/6, ITGBL1, MMP6/24/26/28, ADAM12/18/22, IL-1/1R/5/8/13/20/22R, IL-9/11/12/36, TNFRSF11A/B, IFNA4/8/10/17, TGβ, LTBP4, MEK1/2, TGFβ type 1 receptor, type II BMPR, smad1/2/3/4/5/6/8, PAI-1, CCL19, IKKg, LTBP1 or any combination thereof. In yet another embodiment, the gene is TNFSF4, ITGB1/3/5, CXCL5/7, BMP6, ITGA2/8, ITGB1/3/4/5/6, ITGBL1, MMP16/24/26/28, ADAM12/18/22, IL-1/5/8/20/22, IL-9/12/36, TNFRSF11A/B, IFNA4/8/10/17, TGβ, LTBP4, MEK1/2, TGFβ type 1 receptor, Smad2/3/4, PAI-1 or any combination thereof.


The subject invention also provides a method of treating a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome with laquinimod, comprising the steps of: a) determining whether the subject is a laquinimod responder by evaluating expression of a biomarker in the subject, and b) administering to the subject an amount of laquinimod effective to treat the subject only if the subject is identified as a laquinimod responder, so as to thereby treat the subject, wherein the biomarker is a gene associated with inflammatory response, a gene associated with cellular movement, a gene associated with cell signaling, a gene associated with cell development, a gene associated with hematological system, or a combination thereof.


The subject invention also provides a method for treating a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome comprising the steps of: a) administering to the subject a therapeutically effective amount of laquinimod, b) determining whether the subject is a laquinimod responder by evaluating expression of a biomarker in the subject; and c) administering to the subject an amount of laquinimod effective to treat the subject only if the subject is identified as a laquinimod responder, or modifying the administration of laquinimod to the subject if the subject is not identified as a laquinimod responder, so as to thereby treat the subject, wherein the biomarker is a gene associated with inflammatory response, a gene associated with cellular movement, a gene associated with cell signaling, a gene associated with cell development, a gene associated with hematological system, or a combination thereof.


In one embodiment, the subject is identified as a laquinimod responder if the biomarker is up-regulated in the subject. In another embodiment, the subject is identified as a laquinimod responder if the biomarker is suppressed in the subject.


In one embodiment, the gene associated with inflammatory response is a gene associated with or involved in TGFb signaling, IL-12 signaling, the pathway of adhesion of phagocytes, chemotaxis of neutrophils, transmigration of leukocytes, caveolar mediated endocytosis, clathrin mediated endocytosis, and/or leukocyte extravasation signaling.


In another embodiment, the gene associated with cellular movement is a gene associated with or involved in adhesion and migration of phagocytes, chemotaxis of neutrophils, transmigration of leukocytes, invasion of cells, adhesion of cells, and/or leukocyte extravasation signaling.


In another embodiment, the gene associated with cell signaling is a gene associated with or involved in the pathway of adhesion of cells and/or neurotransmission.


In another embodiment, the gene associated with cell development is a gene associated with or involved in the pathway of G protein coupled receptor signaling, arachidonic acid metabolism and/or TGFβ signaling.


In another embodiment, the gene associated with hematological system is a gene associated with or involved in the pathway of aggregation of blood platelets, activation of blood platelets, aggregation of blood cells, coagulation of blood, intrinsic prothrombin activation pathway and/or coagulation system.


In another embodiment, the gene is TNFSF4, SELP, ITFA8, ITGB1/3/5, CXCL5/7, a BMP6 gene, ITGA2/8, ITGβ1/3/4/5/6, ITGBL1, MMP16/24/26/28, ADAM12/18/22, IL-1/1R/5/8/13/20/22R, IL-9/11/12/36, TNFRSF11A/B, IFNA4/8/10/17, TGβ, LTBP4, MEK1/2, TGFβ type 1 receptor, type II BMPR, smad1/2/3/4/5/6/8, PAI-1, CCL19, IKKg, LTBP1 or a combination thereof.


In one embodiment of any one of the methods, uses, pharmaceutical composition or packages described herein, the gene is ITGB1/3/5, CXCL5/7, BMP6, ITGA2/8, ITGB1/3/4/5/6, ITGBL1, MMP16/24/26/28, ADAM12/18/22, IL-5/20/22, IL-9/36, TNFRSF11A/B, TGβ, LTBP4, MEK1/2, Smad2/3/4, PAI-1, SELP, ITFA8, ITGB1/3/5, CXCL5/7, BMP6, ITGA2/8, ITGB1/3/4/5/6, ITGBL1, MMP16/24/26/28, ADAM12/18/22, IL-5/13/20/22, IL-9/11/36, TNFRSF11A/B, TGβ, LTBP4, MEK1/2, Smad1/2/3/4/5/6/8, PAI-1, CCL19, IKKg, LTBP1, Alpha tubulin, BMP4/7, MIS, TCF2, IL5R, IL13R, IL20R, ITGB2, NKTR, TEF, CLSTN2, LUC7L2, FABP7, TPTE, FSTL1, SF3B1, LIMS1, PDE5A, XPNPEP1, C5orf4, SPANXB1, SPANXB2, SPANXF1, KRT20, TBC1D1, GRHL2, C5orf4, SEPT6, KIAA1199, SSX2IP, TPM1, CDC14B, USP47, MMRN1, CTNNAL1, SMOX, ALOX12, GLRA3, CA2, GUCY1B3, RFPL1, CLEC1B, GNG11, TSPAN32, RGS10, CALD1, PRKAR2B, CYP4F11, CLCA3P, CELSR3, CDC14B, TPM1, SEPT6, PRKG1, MAX, CCDC93, ARMCX6, LOC653354, TUBB2B, HIST1H2AJ, MFAP3L, LIMS1, GNB5, GPRASP1, SRRT, C1orf116, FBXO7, PPM1A, GUCY1B3, CTDSPL, GNAS, IGF2BP3, TPM1, HIST1H2BK, DLG4, WDR48, CALD1, LOC157627, GNB5, ZNF415, ASAP2, PSD3, GNAS, POPDC3, NRGN, ABLIM3, XYLT1, PTGIS, ARHGEF10, PDGFA, PGRMC1, HIST1H2AC, GNAS, CLDN5, MFAP3L, PGRMC1, MYST3, CAPRIN1, CALD1, FBXW7, DNM3, CD84, PRPF4B, RBM25, WASF3, GRAP2, SPARC, TAL1, NENF, XK, GP1BA, HLA-E, CA5A, LYVE1, MARCH6, NAT8B, TRIM58, RET, SDPR, TBXA2R, TMED10, APBA2, MYL9, POU1F1, H2BFS, HIST1H2BK, FAM12B, VCL, GSPT1, ALDOB, LOC150776, SMPD4, SLC37A1, SPARC, GNAS, TAS2R4, CALM3, POM121, POM121C, GRIK2, GREM1, TNNC2, EPS15L2, ENDOD1, RGS6, SF3B1, TMSB15A, ZBTB20, FUT9, ATP9A, MAX, HIST1H2AI, BAT2D1, ABL1, SNCA, GFI1B, CTSA, SNX13, RPA1, FLNA, XPNPEP1, KIF2A, ZBTB33, PSMD11, UBE2N, FOLR1, TSC22D1, PCNP, CELSR3, ACSBG1, RNF11, SEMA3E, MARCH2, PCDH24, SUPT5H, HLA-E, EGF, HLA-C, FLNA, CDK2AP1, LEPROT, SH3TC2, TUBA4A, MTMR1, TF, PRKD1, NAP1L1, DAB2, FUCA1, HIP1, THPO, MAP1B, PARVB, GP1BB, SEPT5, GJA4, PTGS1, GUCY1A3, HIST1H2AG, GNAS, LRBA, HYAL3, GP6, IGHG1, CYP2A13, CDC14B, MAX, KDM2A, CALD1, GNAZ, C19orf22, ARHGAP6, RHOC, RBX1, GP1BB, SEPT5, PRDX6, PRB4, FLNA, HIST1H2BF, RHBDF2, NUP205, SYT1, EGFL8, PPT2, TUBB1, TMC6, FLJ11292, NAP1L1, ALDH1A3, CSNK1E, PRUNE, COL4A3, ZNF221, ILF3, CABP5, RPA1, ARF1, HIST1H2BI, PTGS1, PRKAA1, GNB5, HIST2H4A, HIST2H4B, CYB5R3, TNS1, DCT, GMPR, ABI3BP, GNAS, SASH1, AAK1, XPO6, CTSL2, QSER1, MAP1LC3B, TBX6, CABP2, MRE11A, MAPRE2, TMC6, BDKRB2, MGLL, HRASLS, WHAMML1, WHAMML2, CLU, STC1, C6orf54, PABPN1, PDLIM1, CLU, PHF20, UBL4A, RNF115, HGD, RASGRP2, PNN, SAPS3, SFI1, GOLGA2, HIST2H2BE, SGEF, HGD, DUS1L, MPP1, HLA-E, GRB14, MMD, ZFHX4, CSNK1G2, HIST1H2BE, MPDZ, B2M, TBXA2R, CTDSPL, SNCA, CD99, POLS, MPL, HIST1H3F, SFRS8, NR5A2, ZMYM2, C6orf10, TMEM40, RNF43, PRUNE, MSH6, PLCB4, PARVB, TOX3, PKNOX1, RUFY1, SNCA, C10orf81, PDGFA, ASMT, HMGB1, CCDC90A, PROS1, hCG_1757335, RAP1B, MTSS1, GNRHR, LRRN3, MCM3AP, PLOD2, NAPIL1, PLOD2, HOXD13 CASKIN2, MFAP5, PITX2, SNCA, MYLK, PBX1, PRDX6, H3F3A, H3F3B, LOC440926, TMEM158, TRIM58, FSTL1, SNCA, TNS1, ATP1B1, C5orf4, LRP12, CTNNAL1, GEM, KIAA1466, ALDH1A2, MAP4K3, SNCA, RAB6B, PSD3, RIPK2, RAMP3, CALD1, CYP2E1, PSD3, PDLIM7, COBLL1, FUT3, SMOX, TGM2, LRRC50, CST6, OR7A17, C6orf145, DLEU2, DLEU2L, CPT2, HGF, TNS1, SPRY1, PLOD2, CD80, KYNU, BCAT1, NHLH1, AHCTF1, HOXA10, MTMR3, VAC14, CLCF1, FGF5, TAL1, SAMD14, ELL2, CHN1, SLC7A1, GRK5, PARD3, VPS37B, CYP2B6, CYP2B7P1, MALL, ALX4, SOX15, KRT5, ESPL1, STARD8, PSD3, KIAA0195, MYO9B, HIP1R, LOC100294412, EFNB1, ERN1, RHD, MFAP3L, PLA1A, POFUT2, C8orf39, CRYBB2, CYP4A11, PVRL2, CLCNKB, MRAS, NFIB, FKSG2, SLC11A2, FZR1, ZNF550, GLP1R, SLC19A1, RTN2, PAPOLA, STC1, GK, EXOSC6, RAPSN, HFE, EHD2, RIOK3, UBE2I, C15orf2, DMD, PRLH, MAP2K2, TP63, DACH1, PPP5C, SLC26A1, NUDT7, KCNJ12, ENTPD7, SLC26A1, PRRG3, RGS6, ZBED2, FICD, ARHGAP1, ARHGDIA, SDHB, AMHR2, ABCA4, TCF20, BGN, CASP7, LPAR4, GNA12, CYP2W1, RAX, C4A, C4B, LOC100292046, LOC100294156, PXN, ESR2, MYL10, EFS, TFF3, SRPK1, LOC441601, BIRC5, CCT8L2, PPAP2B, CMA1, APOA2, KDELR2, ASCL3, RUNX1, BUB1, SLC6A8, HNRNPC, HNRNPCL1, LOC440563, LOC649330, RIBC2, CLIC4, RAB17, SCML2, SPINLW1, ANK1, EDA2R, HTR4, CDC42EP4, KANK2, ANK1, SYN1, DUX3, DUX4, FRG2C, HPX-2, LOC100134409, LOC652119, LOC653543, LOC653544, LOC653545, LOC728410, PKNOX2, MLLT4, APOA2, PENK, GNAT1, FURIN, SEMA6A, EGFL6, HRH1, TSPAN1, DBC1, TRPC7, GPR52, HAMP, PRSS2, GPR107, FLJ11292, FLJ20184, B4GALT1, NKX3-1, ASIP, EFCAB6, GPR20, CA5A, PLK4, TAAR5, SRPX2, CNTD2, AZGP1, TIMP3, RGS6, ADARB11, DYNC1I1, C10orf10, PDIA2, PITX3, HOXC13, LPAR3, CTRC, CTSL2, MUC8, AQP5, UGT1A1, UGT1A10, UGT1A4, UGT1A6, UGT1A8, UGT1A9, KCNQ2, CYP2A13, ZNF155, KIAA0892, ATP2A2, FGF5, FGF18, FUT2, SHROOM2, PRSS3, CREB3L1, MGAT2, PLCE1, MLXIPL, OR10H3, ABCB11, CD84, ARHGEF4, ORC1L, PCIF1, CD177, C1orf116, IFT122, C11orf20, DUSP13, C6orf208, PLA2G5, PRAMEF1, PRAMEF2, CYP4F8, KCNA1, MFAP4, SLC4A3, IL1RAPL1, SERPINE1, ZCCHC14, POLR3G, C16orf8, FLJ14100, SMCHD1, ASCL1, FOXA2, SLC23A2, KLK13, MTSS1L, DNMT3L, RREB1, DNMBP, PKLR, C1orf106, CCDC134, MTSS1, CCDC40, HOXB1, SCNN1B, SEMA4G, RAPGEFL1, MAGEL2, PLSCR2, CHD2, PLCD1, C1orf116, CHRNA2, MBP, CDC42BPA, MYF6, PI15, LOC440895, SBF1, MAST1, GLT8D2, ERBB3, LOH3CR2A, AMH, HR, RDH8, PAWR, DRD3, CCT8, PRELP, SPOCK3, EPS8L3, NXN, SEMA4G3, P2RY1, AVL9, TEK, MOGAT2, KLK7, MT1E, MT1H, MT1M, CLDN18, RHBDF2, SIX1, INPP5A, KCNMB3, MAP2K5, GPD1, LPO, LOC729143, MPRIP, WNT7A, RARG, CDH7, MBNL2, RASGRP2, RBMY2FP, MASP1, CASR, EGR4, APOC2, HECW1, HOXB3, IRF5, NNMT, AOC2, ESRRG, LPIN1, ACOT11, CCDC33, MBD2, ZNF323, NTRK2, TMEM151B, GPLD1, LENEP, HNF1B, NXPH3, ALDH1A3, PHF20L1, CKM, PARD6B, CRYGB, HAB1, LARGE, RAB40C, MPL, CHIT1, METTL10, DUS4L, PNLIPRP1, ELL, ST8SIA5, GRIN2B, MC4R, RTDR1, HDAC6, KCNJ13, CPSF1, SPANXC, CNOT4, LAMA2, SLC1A6, ABCA2, KLK11, GFRA3, CYP3A4, SLC1A3, ATP2B2, APBB2, VPS45, GHRHR, HOXD4, PRPH, ADCY2, LEFTY2, CYP1B1, PCP4, C8B, RANBP3, PDE6H, TRIM15, VGLL1, TRIM3, CRKL, ADH7, PSG3, GPR153, MFAP2, FGF13, NAPA, ALDH3A1, MCM10, TLE4, ITPR3, CCDC87, C9orf7, ACTC1, OBSL1, MAP2, CRYM, RNF122, SST, HLA-DRB6, SLC22A17, HSPG2, HIP1, GRIK2, UNKL, GPR144, KIR3DX1, NARFL, UCP3, PLXNA2, BTN1A1, ERCC4, CIITA, EGFR, KRT33A, CLTB, B3GALT5, AP3M2, GJC1, MYO3A, ARHGAP1, PPP2R3A, CLIC4, C20orf19S, SIGLEC8, GPRC5A, CACNB1, MYL10, PRLR, OR2S2, NCR2, CHAF1B, EYA3, CDS1, FBXL18, ACTL6B, ZNF821, C16orf71, HBBP1, PLXNA1, CDC45L, MTCP1, PLCB4, PLVAP, PROX1, CYP3A43, IGHG1, RECQL5, IDUA, DLGAP4, PLXNB1, HSD17B14, FOXP3, C19orf26, EPB41L1, RBBP9, GJB4, UPK1B, CYP19A1, LOC55908, CLDN18, C2orf72, NTRK3, NRXN2, SPDEF, IGH@, IGHD, IGHG1, IGHM, LOC100289944, VSIG6, ACRV1, PHLDB1, SORBS1, HAPLN2, FABP3, EFS, ACVR1B, CHST3, UGT2A1, UGT2A2, TAF1, MT4, MFAP3, ETV5, UBQLN3, TBX10, GJB1, ABO, SPINK5, ATAD4, CDH11, CARD14, ALPP, ALPPL2, CBL, LRP4, CDKL2, SSX3, DSG2, SLC45A2, LAMA4, WFDC8, HTR7, EFNB3, TUBB2B, OR7E19P, PMS2L4, ASAP3, FRZB, PDLIM4, PVT1, TFR2, AHI1, TAF4, ADAMTSL2, CLDN4, KIR2DL1, KIR2DL2, KIR2DL3, KIR2DL5A, KIR2DL5B, KIR2DS1, KIR2DS2, KIR2DS4, KIR2DS5, KIR3DL2, KIR3DL3, KIR3 DP1, LOC727787, RAPGEF5, CRMP1, LDB3, F11, USP46, IBSP, SLC9A3, FLRT3, TRIM17, FGF17, CAMK1G, GLYR1, CSH1, NTF3, ABHD6, TRIM15, OR52A1, FGFR2, ORAI2, C17orf53, GLP1R, SLIT1, TP63, DDR1, CFTR, DIO2, LETM1, ACSM5, ACTA1, NPR1, KCND3, POPDC3, DNAH3, SPDEF, CLEC4M, SLC30A3, NAGLU, AAK1, DHX34, NNAT, AKAP9, ICMT, FAM189A1, C10orf81, MYOZ1, PKNOX2, MGC31957, PRDM11, RET, IGHG1, XPNPEP2, NTRK2, SLC25A10, NR1I2, GRM8, OR3A3, GIPR, PAH, PACRG, CLN8, ZNF215, TRIO, TTLL5, GRM1, PRKG1, HHLA1, LAMA3, SLC37A4, HOXC11, SLCO5A1, CA10, RRBP1, SOD3, NTRK3, CYR61, STRA6, SLC6A11, CNOT4, ATN1, BCAP29, NOVA2, RELN, LAMC2, RAD51, PRSS7, DCBLD2, TACR2, RAB11B, OR2J2, VSNL1, IFNA17, DPYSL4, MGC2889, RRBP1, POLQ, OR1A2, PURA, AIF1, CBS, NECAB2, PRKCE, NOX1, IHH, EXO1, GPRIN2, PDX1, GPR12, FAM188A, HS3ST3B1, ASCL1, ZNF484, CSH1, BCAN, DDN, DUOX2, MORN1, SLC39A2, CLCN7, RUNX2, TTYH1, ZNF280B, PAX3, LZTS1, SLC8A2, HAB1, KIF1A, ARL4D, UGT2B15, NACA2, THRB, C6orf15, GPR176, WSCD1, PLXNB3, CADM3, HAP1, CYP1A2, SPAM1, IL22RA1, CDC2L5, IRX5, PPFIA2, KDELR3, CEACAM7, KCMF1, DUOX1, CDC27, HIST2H2AA3, CAV3, APOA4, NPR3, PRG3, TBC1D22B, TUSC3, RIMS2, CYP4F12, TBXA2R, HBEGF, PSG9, PYGO1, RASGRF1, SCN2A, KLHL1, DTNB, GREM1, SNCG, C22orf24, PALM, COBLL1, DNPEP, MNS1, NFATC4, DLC1, HSPC072, MCAM, CA12, CSHL1, RPA1N, COL5A2, UGT1A8, UGT1A9, IGH@, IGHA1, IGHG1, IGHG2, IGHG3, IGHM, LOC100126583, LOC100290036, LOC100290320, LOC100293211, LOC652494, ACSM5, ALOX12P2, ERBB4, CLDN16, CIB2, GALR3, MSMB, FABP7, ATXN3, KCNJ5, TRDN, CYP3A43, BAZ2A, ACCN4, SILV, DGCR14, SEMA6C, DIO2, PTHLH, LEP, PDZRN3, RGSL1, GJA4, SLC22A6, RASGRF1, MAPRE2, PVRL1, AKAP1, POMP, SOX21, DNAH9, HOXC5, SERHL2, KIAA0485, ITSN1, B4GALT1, NEK2, NUPR1, CCDC93, EPO, CRABP2, TYRO3, GOLGA2, SEMA3F, BFSP2, NCAM1, FOLH1, SSX2, TMPRSS4, DCN, LPHN3, POU4F3, CEACAM5, BCL3, EXTL3, CCNA1, DDR2, PAX8, SOX5, POU3F1, PEX16, NUP62, SIGLEC11, ALDOB, GPC3, IGFALS, WDR25, FGF1, OSR2, ARID1A, GYPA, KLK13, PARVB, LILRB5, RIMS2, C19orf21, HOXD1, PRSS3, FLT1, ATP6V1C1, LOX, CRYBB3, CA12, PRKG2, MASP1, LOC728395, LOC728403, TSPY1, PDCD1, GGTLC1, AQP8, KRT16, AICDA, BRD8, C1orf95, OR3A2, PFKFB2, FRZB, PAK3, MEIS2, ZSCAN2, MYH7, VWA1, LSAMP, SRC, UGT1A1, UGT1A10, UGT1A3, UGT1A4, UGT1A5, UGT1A6, UGT1A7, UGT1A8, UGT1A9, DIO1, TADA3L, NFASC, CALCRL, NBLA00301, MAB21L1, FBXO42, COL10A1, CFB, SNX7, FOXN1, SRY, HLF, CLCA3P, DAZ1, DAZ2, DAZ3, DAZ4, GPR3, TMPRSS11E, EMID1, KCNMB2, MUC5AC, SORT1, HIF3A, MAPK4, TCP11L1, ZZEF1, DCAF7, DMWD, CLCA2, VAC14, CSPG5, STMN2, MLLT4, GALNT14, FGF12, MFAP5, SUMO3, HTR3A, GDF5, TSSK1B, CYP2A7P1, MARK1, ATP1B2, TBX6, PAX8, IL1R1, RALYL, OR2B2, TAAR3, C12orf32, IGHG1, LOC642131, DICER1, GLRA3, PPARD, HSPA4L, WNT2, VIPR2, CYP2C9, SRPX2, IGSF1, ALPK3, TFPI, KCNS3, MARCH8, FRMD4B, TACR3, FIGF, PDCD6, TNN, SPANXB1, SPANXB2, SPANXF1, RHBDD3, SPP2, PDE10A, ZNF224, FGL1, PGAM2, CADM4, APOBEC2, SLC9A5, GNAT1, ARHGEF16, SMARCA2, DNAH9, RBM26, WNT2B, KCNK2, NPBWR2, SP2, TMPRSS11D, DENND2A, TNIP3, STC1, DOCK6, ADAM5P, SYDE1, TNPO2, LRTM1, USH1C, PDE12, SRCAP, OR10J1, OR2H2, KCNJ8, RP11-257K9.7, DOCK5, TPD52L1, PAEP, GGA2, PHLDA3, HES2, MLL, CHRNA6, CIB2, PTPRF, TM7SF4, DAZ1, DAZ2, DAZ3, DAZ4, ALX1, OR2F1, OR2F2, PLAT, HGC6.3, WNT11, PGK2, SNAI2, COL4A6, PRUNE2, ANKS1B, LOC81691, FERMT2, TIMP3, CST8, CAPN6, IDUA, GPR32, AKR1B10, GRHL2, FBXO24, HSF4, IGHG1, HCN2, LRP12, ARHGEF115, UGT1A1, UGT1A10, UGT1A7, UGT1A8, GUCA2A, ITIH1, EGFR, UGT1A1, UGT1A10, UGT1A3, UGT1A4, UGT1A5, UGT1A6, UGT1A7, UGT1A8, UGT1A9, MYOG, TMSB15A, TLX1, EDNRA, LOC100289791, MDFI, ZER1, MYH15, CDH20, GPR63, LOC440345, LOC440354, LOC595101, LOC641298, SMG1, HOXC10, KRTAP1-1, ARSD, CPLX3, LMAN1L, IFNA4, ABCC1, SEMA3E, MRE11A, C1QL1, LIPF, TRIM9, BBOX1, LRRC17, WNT2B, CYP3A4, SI, ANO3, OBSL1, CHRD, MSX2, PSG1, FAM107A, LRRC37B2, ANKLE2, PAX2, UNC5B, ADCYAP1R1, HFE, SYT1, GJC2, LOC100293871, FGF8, ACRV1, NRXN1, GDPD2, RGS4, CELA2A, IFNW1, MLNR, RNF17, LAD1, GLRA2, RASL12, MAGOH2, C6orf5S4, ZNF214, IKBKG, AP4E1, ZNRF4, OSBPL10, C1orf175, TTC4, PCDHB3, ADRBK1, ITSN1, XAGE1A, XAGE1B, XAGE1C, XAGE1D, XAGE1E, CDH22, FARP2, MYT1, TNC, MUC5AC, SLC6A15, PP14571, SMR3A, SMR3B, RXRG, SNX1, GLP1R, C6orf155, ATP1A2, TFAP4, PNPLA2, DIRAS3, ANO2, TACSTD2, MCM3AP, IL13RA2, TRIM10, RTEL1, PRRX2, TSHB, TIMELESS, FMO1, KIF18A, KIAA1199, CALB2, MFAP3L, PTGER3, EPAS1, SQSTM1, TSPY1, CPM, DLGAP1, CYP4F11, TLX3, PCDHA10, TAOK2, ERC1, TBX2, KALRN, DICER1, PAPPA, KIF5A, DNAJC22, OTUB1, KIAA1644, SEZ6L2, PCNXL2, HMHB1, ERG, SNTB2, GJA5, AGTR2, GJA3, GCK, LRRC61, CNTF, ZFP91, ZFP91-CNTF, PDLIM4, MPPED2, IFNA10, ACTN2, VGLL1, GJA9, LDLR, ANK2, COL1A1, TIMP3, OTOF, AGXT, GLI2, TRMT61A, FOXD2, TMEM212, DENND2A, B3GALT1, SPAG11A, PRDM4, TF, ELF5, GSC2, EPB41 L4B, GYG2, LYZL6, DCHS2, OBP2A, OBP2B, ANGPTL3, MYH11, NES, SLC17A1, RBM15B, CSH1, HTR5A, CYP3A7, HTR2A, KCNV2, TOX3, CLOCK, MAGEA6, FAM12A, COL4A3, S1PR2, NAT8, ACE2, SLC22A6, SLC13A2, MYH4, APBB2, RAP1GAP, SHOX2, SLCO1A2, ETV1, MAGEA12, PLA2G6, ADRA1A, SYT5, GPR161, SEMA3F, CYP3A43, HOMER2, KCNJ5, PPL, COL17A1, CSHL1, C9orf116, PARK2, UGT2B15, CDK6, FAM174B, CELA2A, CELA2B, SPDEF, EPB41, GAB1, SMR3A, PDE60, COL5A1, ABCA6, DMD, CYLC2, CIDEA, RAG2, HIST1H2BN, FMO6P, MAOA, ANKRD53, HAPLN1, MT1M, EHD2, GAD2, CRISP2, CSN2, SULT1C2, PCDHGA3, SSX3, FGFR2, GPR161, ATN1, CHD5, A4GALT, MYBPH, CSHL1, NCAPH2, CAPN9, CNGB1, BCAM, DRD5, NR5A2, TEF, ELAVL2, DGKB, HTR7P, RHAG, GH2, COL4A6, BMP7, SOSTDC1, SOX14, TAS2R9, LPHN2, MAP1A, OSGIN2, SLC10A2, FAM13C, EMX1, FLJ140330, CHI3L1, CDH16, SPRR1A, LOX, CALCB, GABBR2, CPB2, RASL11B, CCDC81, RUNX1, CPA1, CLCNKA, CLCNKB, FHL5, THSD7A, TFAP2C, SPAG11B, CAP2, PODNL1, SSX4, SSX4B, G6PC, RPE65, TMEM222, KDR, CHP2, GPR64, TPM2, TCEB3B, E2F5, IL5RA, AOC3, ABCF3, CPN2, ACE, NRP2, INPP5J, SMAD9, FAM155A, GART, PIR, ZNF467, ITSN2, NR1D1, THRA, RP11-35N6.1, LAMB1, EPHB3, PLA2R1, RAPGEF4, DNAJC8, ARSJ, TRIM49, GC, CDH2, ATXN3L, BTF3L1, BICC1, FAM186A, PTPRF, TRPC4, TCL6, CYP4A22, FUT6, MUC1, DKFZP434B2016, LOC643313, LDHA, LOC100131613, TRIM3, MLLT10, DZIP1, ANKRD34C, BUB1, CSPG5, FBLN1, GAD2, CLDN1, CHRNA3, SCN11A, TEX11, IL20RA, AKAP5, KBTBD10, MSTN, TLL2, NACAD, UNC93A, PTGER1, OLAH, NHLH2, SERPINA6, KRT17, KCNMA1, PRKCA, STS, LAMA1, GPR88, ACTN2, TREH, AKAP4, DKK4, PRICKLE3, IRS4, TRPV4, PCDH11Y, APBB2, SLCO2A1, DRD2, MTMR7, ZNF471, TF, NRIP2, ST6GALNAC5, COMT, PAH, LRRC19, PRKAR1B, HPR, PRDM5, NCRNA00120, LOC79999, ITSN2, CACNB2, GPR98, PREX2, FAM182B, LAMA4, ARVCF, HAS2, YOD1, PPP2R3A, COL4A1, RBM12B, GSTA3, FAM66D, OR10H2, PTHLH, ZNF674, KRT19, ACCN2, COL6A1, LOC100288442, LOC100289169, LOC728888, LOC729602, NPIPL2, NPIPL3, PDXDC2, SLC37A1, ATP6V1B1, ABI3BP, HR44, ZNF324B, ZNF584, HOXD13, ADH6, IFNA8, MYOZ2, NFATC4, ADAMTS7, FOXL1, GPR17, SLC18A3, MYH6, BOK, FGA, TEAD4, GRM1, EDNRA, C8orf79, METTL7A, FOLH1, RAD54L, SOX11, CNOT3, NTS, MAPK12, DOCK6, DNAJC6, HS3ST3A1, LOC728395, TSPY1, TSPY3, PTH, LAMB4, ALDOB, FLG, MLANA, UBE2D4, LOC100287483, KRT20, POU1F1, SLCO1B3, CLTA, MECOM, C8orf71, SULT2A1, C6orf1, SLC27A6, PRKD1, SYNPO2L, THPO, GABRR1, CFTR, PPP2R3A, DCBLD2, ANP32A, ANP32C, ANP32D, LOC723972, XYLT1, STAB1, STAB1, SASH1, PID1, FUCA1, SASH1, LRRN3, LRRN3 or a combination thereof.


In another embodiment, the gene is ITGB1/3/5, CXCL5/7, BMP6, ITGA2/8, ITGB1/3/4/5/6, ITGBL1, MMP16/24/26/28, ADAM12/18/22, IL-5/20/22, IL-9/36, TNFRSF11A/B, TGβ, LTBP4, MEK1/2, Smad2/3/4, PAI-1, SELP, ITFA8, ITGB1/3/5, CXCL5/7, BMP6, ITGA2/8, ITGB1/3/4/5/6, ITGBL1, MMP16/24/26/28, ADAM12/18/22, IL-5/13/20/22, IL-9/11/36, TNFRSF11A/B, TGβ, LTBP4, MEK1/2, Smad1/2/3/4/5/6/8, PAI-1, CCL19, IKKg, LTBP1 or a combination thereof. In another embodiment, the gene is SELP, ITFA8, ITGB1/3/5, CXCL5/7, BMP6, ITGA2/8, ITGB1/3/4/5/6, ITGBL1, MMP16/24/26/28, ADAM12/18/22, IL-1/1R/5/8/13/20/22, IL-9/11/12/36, TNFRSF11A/B, IFNA4/8/10/17, TGβ, LTBP4, MEK1/2, Smad1/2/3/4/5/6/8, PAI-1, CCL19, IKKg, LTBP1 or a combination thereof.


In one embodiment of any one of the methods, uses, pharmaceutical composition or packages described herein, the gene is TNFSF4, ITGB1/3/5, CXCL5/7, BMP6, ITGA2/8, ITGB1/3/4/5/6, ITGBL1, MMP16/24/26/28, ADAM12/18/22, IL-1/5/8/20/22, IL-9/12/36, TNFRSF11A/B, IFNA4/8/10/17, TGβ, LTBP4, MEK1/2, TGFβ type 1 receptor, Smad2/3/4, PAI-1, TNFSF4, SELP, ITFA8, ITGB1/3/5, CXCL5/7, a BMP6 gene, ITGA2/8, ITGβ1/3/4/5/6, ITGBL1, MMP16/24/26/28, ADAM12/18/22, IL-1/1R/5/8/13/20/22R, IL-9/11/12/36, TNFRSF11A/B, IFNA4/8/10/17, TGβ, LTBP4, MEK1/2, TGFβ type 1 receptor, type II BMPR, smad1/2/3/4/5/6/8, PAI-1, CCL19, IKKg, LTBP1, IL8R (CXCR1/2), Alpha tubulin, BMP2/4/7, MIS, TCF2, LFA-1, VLA-4, IL5R, IL13R, IL2OR, ITGB2, IFN gamma, TNF alpha, NKTR, TEF, CLSTN2, LUC7L2, FABP7, TPTE, FSTL1, SF3B1, LIMS1, PDE5A, XPNPEP1, C5orf4, SPANXB1, SPANXB2, SPANXF1, KRT20, TBC1D1, GRHL2, C5orf4, SEPT6, KIAA1199, SSX2IP, TPM1, CDC14B, USP47, MMRN1, CTNNAL1, SMOX, ALOX12, GLRA3, CA2, GUCY1B3, RFPL1, CLEC1B, GNG11, TSPAN32, RGS10, CALD1, PRKAR2B, CYP4F11, CLCA3P, CELSR3, CDC114B, TPM1, SEPT6, PRKG1, MAX, CCDC93, ARMCX6, LOC653354, TUBB2B, HIST1H2AJ, MFAP3L, LIMS1, GNB5, GPRASP1, SRRT, C1orf116, FBXO7, PPM1A, GUCY1B3, CTDSPL, GNAS, IGF2BP3, TPM1, HIST1H2BK, DLG4, WDR48, CALD1, LOC157627, GNB5, ZNF415, ASAP2, PSD3, GNAS, POPDC3, NRGN, ABLIM3, XYLT1, PTGIS, ARHGEF10, PDGFA, PGRMC1, HIST1H2AC, GNAS, CLDN5, MFAP3L, PGRMC1, MYST3, CAPRIN1, CALD1, FBXW7, DNM3, CD84, PRPF4B, RBM25, WASF3, GRAP2, SPARC, TAL1, NENF, XK, GP1BA, HLA-E, CA5A, LYVE1, MARCH6, NAT8B, TRIM58, RET. SDPR, TBXA2R, TMED10, APBA2, MYL9, POU1F1, H2BFS, HIST1H2BK, FAM12B, VCL, GSPT1, ALDOB, LOC150776, SMPD4, SLC37A1, SPARC, GNAS, TAS2R4, CALM3, POM121, POM121C, GRIK2, GREM1, TNNC2, EPS15L2, ENDOD1, RGS6, SF3B1, TMSB15A, ZBTB20, FUT9, ATP9A, MAX, HIST1H2AI, BAT2D1, ABL1, SNCA, GFI1B, CTSA, SNX13, RPA1, FLNA, XPNPEP1, KIF2A, ZBTB33, PSMD11, UBE2N, FOLR1, TSC22D1, PCNP, CELSR3, ACSBG1, RNF11, SEMA3E, MARCH2, PCDH24, SUPT5H, HLA-E, EGF, HLA-C, FLNA, CDK2AP1, LEPROT, SH3TC2, TUBA4A, MTMR1, TF, PRKD1, NAP1L1, DAB2, FUCA1, HIP1, THPO, MAP1B, PARVB, GP1BB, SEPT5, GJA4, PTGS1, GUCY1A3, HIST1H2AG, GNAS, LRBA, HYAL3, GP6, IGHG1, CYP2A13, CDC14B, MAX, KDM2A, CALD1, GNAZ, C19orf22, ARHGAP6, RHOC, RBX1, GP1BB, SEPT5, PRDX6, PRB4, FLNA, HIST1H2BF, RHBDF2, NUP205, SYT1, EGFL8, PPT2, TUBB1, TMC6, FLJ11292, NAP1L1, ALDH1A3, CSNK1E, PRUNE, COL4A3, ZNF221, ILF3, CABP5, RPA1, ARF1, HIST1H2BI, PTGS1, PRKAA1, GNB5, HIST2H4A, HIST2H4B, CYB5R3, TNS1, DCT, GMPR, ABI3BP, GNAS, SASH1, AAK1, XPO6, CTSL2, QSER1, MAP1LC3B, TBX6, CABP2, MRE11A, MAPRE2, TMC6, BDKRB2, MGLL, HRASLS, WHAMML1, WHAMML2, CLU, STC1, C6orf54, PABPN1, PDLIM1, CLU, PHF20, UBL4A, RNF115, HGD, RASGRP2, PNN, SAPS3, SFI1, GOLGA2, HIST2H2BE, SGEF, HGD, DUS1L, MPP1, HLA-E, GRB14, MMD, ZFHX4, CSNK1G2, HIST1H2BE, MPDZ, B2M, TBXA2R, NGFRAP1, CTDSPL, SNCA, CD99, POLS, MPL, HIST1H3F, SFRS8, NR5A2, ZMYM2, C6orf10, TMEM40, RNF43, PRUNE, MSH6, PLCB4, PARVB, TOX3, PKNOX1, RUFY1, SNCA, C10orf81, PDGFA, ASMT, HMGB1, CCDC90A, PROS1, hCG_1757335, RAP1B, MTSS1, GNRHR, LRRN3, MCM3AP, PLOD2, NAP1L1, PLOD2, HOXD13 CASKIN2, MFAP5, PITX2, SNCA, MYLK, PBX1, PRDX6, EIF2AK1, H3F3A, H3F3B, LOC440926, TMEM158, TRIM58, FSTL1, SNCA, TNS1, ATP1B1, C5orf4, LRP12, CTNNAL1, GEM, KIAA1466, ALDH1A2, MAP4K3, SNCA, RAB6B, PSD3, RIPK2, RAMP3, CALD1, CYP2E1, PSD3, PDLIM7, COBLL1, FUT3, SMOX, TGM2, LRRC50, CST6, OR7A17, C6orf145, DLEU2, DLEU2L, CPT2, HGF, TNS1, SPRY1, PLOD2, CD80, KYNU, BCAT1, NHLH1, AHCTF1, HOXA10, MTMR3, VAC14, CLCF1, FGF5, TAL1, SAMD14, ELL2, CHN1, SLC7A1, GRK5, PARD3, VPS37B, CYP2B6, CYP2B7P1, MALL, ALX4, SOX15, KRT5, ESPL1, STARD8, PSD3, KIAA0195, MYO9B, HIP1R, LOC100294412, EFNB1, ERN1, RHD, MFAP3L, PLA1A, POFUT2, C8orf39, CRYBB2, CYP4A11, PVRL2, CLCNKB, MRAS, NFIB, FKSG2, SLC11A2, FZR1, ZNF550, GLP1R, SLC19A1, RTN2, PAPOLA, STC1, GK, EXOSC6, RAPSN, HFE, EHD2, RIOK3, UBE2I, C15orf2, DMD, PRLH, MAP2K2, TP63, DACH1, PPP5C, SLC26A1, NUDT7, KCNJ12, ENTPD7, SLC26A1, PRRG3, RGS6, ZBED2, FICD, ARHGAP1, ARHGDIA, SDHB, AMHR2, ABCA4, TCF20, BGN, CASP7, LPAR4, GNA12, CYP2W1, RAX, C4A, C4B, LOC100292046, LOC100294156, ELAVL4, PXN, ESR2, MYL10, EFS, TFF3, SRPK1, LOC441601, BIRC5, CCT8L2, PPAP2B, CMA1, APOA2, KDELR2, ASCL3, RUNX1, BUB1, SLC6A8, HNRNPC, HNRNPCL1, LOC440563, LOC649330, RIBC2, CLIC4, RAB17, SCML2, SPINLW1, ANK1, EDA2R, HTR4, CDC42EP4, KANK2, ANK1, SYN1, DUX3, DUX4, FRG2C, HPX-2, LOC100134409, LOC652119, LOC653543, LOC653544, LOC653545, LOC728410, PKNOX2, MLLT4, APOA2, PENK, GNAT1, FURIN, SEMA6A, EGFL6, HRH1, TSPAN1, DBC1, TRPC7, MDM2, GPR52, HAMP, PRSS2, GPR107, FLJ11292, FLJ20184, B40ALT1, NKX3-1, ASIP, EFCAB6, GPR20, CA5A, PLK4, TAAR5, SRPX2, CNTD2, AZGP1, TIMP3, RGS6, ADARB1, DYNC1I1, C10orf10, PDIA2, PITX3, HOXC13, LPAR3, CTRC, CTSL2, MUC8, AQP5, UGT1A1, UGT1A10, UGT1A4, UGT1A6, UGT1A8, UGT1A9, KCNQ2, CYP2A13, ZNF155, KIAA0892, ATP2A2, FGF5, FGF18, FUT2, SHROOM2, PRSS3, CREB3L1, MGAT2, PLCE1, MLXIPL, OR10H3, ABCB11, CD84, ARHGEF4, ORC1L, PCIF1, CD177, C1orf116, IFT122, C11orf20, DUSP13, C6orf208, PLA2G5, PRAMEF1, PRAMEF2, CYP4F8, KCNA1, MFAP4, C6, SLC4A3, IL1RAPL1, SERPINE1, ZCCHC14, POLR3G, C16orf8, FLJ14100, SMCHD1, ASCL1, FOXA2, SLC23A2, KLK13, MTSS1L, DNMT3L, RREB1, DNMBP, PKLR, C1orf106, CCDC134, MTSS1, CCDC40, HOXB1, SCNN1B, SEMA4G, RAPGEFL1, MAGEL2, PLSCR2, CHD2, PLCD1, C1orf116, CHRNA2, MBP, CDC42BPA, MYF6, PI15, LOC440895, SBF1, MAST1, GLT8D2, ERBB3, LOH3CR2A, AMH, HR, RDH8, PAWR, DRD3, CCT8, PRELP, SPOCK3, EPS8L3, NXN, SEMA4G, P2RY1, AVL9, TEK, MOGAT2, KLK7, MT1E, MT1H, MT1M, CLDN18, RHBDF2, SIX1, INPP5A, KCNMB3, MAP2K5, GPD1, LPO, LOC729143, MPRIP, WNT7A, RARG, CDH7, MBNL2, RASGRP2, RBMY2FP, MASP1, CASR, EGR4, APOC2, HECW1, HOXB3, IRF5, NNMT, AOC2, ESRRG, LPIN1, ACOT11, CCDC33, MBD2, ZNF323, NTRK2, TMEM151B, GPLD1, LENEP, HNF1B, NXPH3, ALDH1A3, PHF20L1, CKM, PARD6B, CRYGB, HAB1, LARGE, RAB40C, MPL, CHIT1, METTL10, DUS4L, PNLIPRP1, ELL, ST8SIA5, GRIN2B, MC4R, RTDR1, HDAC6, KCNJ13, CPSF1, SPANXC, CNOT4, LAMA2, SLC1A6, ABCA2, KLK11, GFRA3, CYP3A4, SLC1A3, ATP2B2, APBB2, VPS45, GHRHR, HOXD4, PRPH, ADCY2, LEFTY2, CYP1B1, PCP4, C8B, RANBP3, PDE6H, TRIM15, VGLL1, TRIM3, CRKL, ADH7, PSG3, GPR153, MFAP2, FGF13, NAPA, ALDH3A1, MCM10, TLE4, ITPR3, CCDC87, C9orf7, ACTC1, OBSL1, MAP2, CRYM, RNF122, SST, HLA-DRB6, SLC22A17, HSPG2, HIP1, GRIK2, UNKL, GPR144, KIR3DX1, NARFL, UCP3, PLXNA2, BTN1A1, ERCC4, CIITA, EGFR, KRT33A, CLTB, B3GALT5, AP3M2, GJC1, MYO3A, ARHGAP1, PPP2R3A, CLIC4, C20orf195, SIGLEC8, GPRC5A, CACNB1, MYL10, PRLR, OR2S2, NCR2, CHAF1B, EYA3, CDS1, FBXL18, ACTL6B, ZNF821, C16orf71, HBBP1, PLXNA1, CDC45L, MTCP1, PLCB4, PLVAP, PROX1, CYP3A43, IGHG1, RECQL5, IDUA, DLGAP4, PLXNB1, HSD17B14, FOXP3, C19orf26, EPB41L1, RBBP9, GJB4, UPK1B, CYP19A1, LOC55908, CLDN18, C2orf72, NTRK3. NRXN2, SPDEF, IGH@IGHD, IGHG1, IGHM, LOC100289944, VSIG6, ACRV1, PHLDB1, SORBS1, HAPLN2, FABP3, EFS, ACVR1B, CHST3, UGT2A1, UGT2A2, TAF1, MT4, MFAP3, ETV5, UBQLN3, TBX10, GJB1, ABO, SPINK5, ATAD4, CDH11, CARD14, ALPP, ALPPL2, CBL, LRP4, CDKL2, SSX3, DSG2, SLC45A2, LAMA4, WFDC8, HTR7, EFNB3, TUBB2B, OR7E19P, PMS2L4, ASAP3, FRZB, PDLIM4, PVT1, TFR2, AHI1, TAF4, ADAMTSL2, CLDN4, KIR2DL1, KIR2DL2, KIR2DL3, KIR2DL5A, KIR2DL5B, KIR2DS1, KIR2DS2, KIR2DS3, KIR2DS4, KIR2DS5, KIR3DL2, KIR3DL3, KIR3 DP1, LOC727787, RAPGEF5, CRMP1, LDB3, F11, USP46, PTN, IBSP, SLC9A3, FLRT3, TRIM17, FGF17, CAMK1G, GLYR1, CSH1, NTF3, ABHD6, TRIM15, OR52A1, FGFR2, ORAI2, C17orf53, GLP1R, SLIT1, TP63, DDR1, CFTR, DIO2, LETM1, ACSM5, ACTA1, NPR1, KCND3, POPDC3, DNAH3, SPDEF, CLEC4M, SLC30A3, NAGLU, AAK1, DHX34, NNAT, AKAP9, ICMT, FAM189A1, C10orf81, MYOZ1, PKNOX2, MGC31957, PRDM11, RET, IGHG1, XPNPEP2, NTRK2, SLC25A10, NR1I2, GRM8, OR3A3, GIPR, PAH, PACRG, CLN8, ZNF215, TRIO, TTLL5, GRM1, PRKG1, HHLA1, LAMA3, PTN, SLC37A4, HOXC11, SLCO5A1, CA10, RRBP1, SOD3, NTRK3, CYR61, STRA6, SLC6A11, CNOT4, ATN1, BCAP29, NOVA2, RELN, LAMC2, RAD51, PRSS7, DCBLD2, TACR2, RAB11B, OR2J2, VSNL1, IFNA17, DPYSL4, MGC2889, RRBP1, POLQ, OR1A2, PURA, AIF1, CBS, NECAB2, PRKCE, NOX1, IHH, EXO1, GPRIN2, PDX1, GPR12, FAM188A, HS3ST3B1, ASCL1, ZNF484, CSH1, BCAN, DDN, DUOX2, MORN11, SLC39A2, CLCN7, RUNX2, TTYH1, ZNF280B, PAX3, LZTS1, SLC8A2, HAB1, KIF1A, ARL4D, UGT2B15, NACA2, THRB, C6orf15, GPR176, WSCD1, PLXNB3, CADM3, HAP1, CYP1A2, SPAM1, IL22RA1, CDC2L5, IRX5, PPFIA2, KDELR3, CEACAM7, KCMF1, DUOX1, CDC27, HIST2H2AA3, CAV3, APOA4, NPR3, PRG3, TBC1D22B, TUSC3, RIMS2, CYP4F12, TBXA2R, HBEGF, PSG9, PYGO1, RASGRF1, SCN2A, KLHL1, DTNB, GREM1, SNCG, C22orf24, PALM, COBLL1, DNPEP, MNS1, NFATC4, DLC1, HSPC072, MCAM, CA12, CSHL1, RPAIN, COL5A2, UGT1A8, UGT1A9, IGH@, IGHA1, IGHG1, IGHG2, IGHG3, IGHM, LOC100126583, LOC100290036, LOC100290320, LOC100293211, LOC652494, TGFB2, ACSM5, ALOX12P2, ERBB4, CLDN16, CIB2, GALR3, MSMB, FABP7, ATXN3, KCNJ5, TRDN, CYP3A43, BAZ2A, ACCN4, SILV, DGCR14, SEMA6C, DIO2, PTHLH, LEP, PDZRN3, RGSL1, GJA4, SLC22A6, RASGRF1, MAPRE2, PVRL1, AKAP1, POMP, SOX21, DNAH9, HOXC5, SERHL2, KIAA0485, ITSN1, B4GALT1, NEK2, NUPR1, CCDC93, EPO, CRABP2, TYRO3, GOLGA2, SEMA3F, BFSP2, NCAM1, FOLH1, SSX2, TMPRSS4, DCN, LPHN3, POU4F3, CEACAM5, BCL3, EXTL3, CCNA1, DDR2, PAX8, SOX5, POU3F1, PEX16, IL4I1, NUP62, SIGLEC11, ALDOB, GPC3, IGFALS, WDR25, FGF1, OSR2, ARID1A, GYPA, KLK13, PARVB, LILRB5, RIMS2, C19orf21, HOXD1, PRSS3, FLT1, ATP6V1C1, LOX, CRYBB3, CA12, PRKG2, MASP1, LOC728395, LOC728403, TSPY1, PDCD1, GGTLC1, AQP8, IL1F9, KRT16, AICDA, BRD8, C1orf95, OR3A2, PFKFB2, FRZB, PAK3, MEIS2, ZSCAN2, MYH7, VWA1, LSAMP, SRC, UGT1A1, UGT1A10, UGT1A3, UGT1A4, UGT1A5, UGT1A6, UGT1A7, UGT1A8, UGT1A9, DIO1, TADA3L, NFASC, CALCRL, NBLA00301, MAB21L1, FBXO42, COL10A1, CFB, SNX7, FOXN1, SRY, HLF, CLCA3P, DAZ1, DAZ2, DAZ3, DAZ4, GPR3, TMPRSS11E, EMID1, KCNMB2, MUC5AC, SORT1, HIF3A, MAPK4, TCP11L1, ZZEF1, DCAF7, DMWD, CLCA2, VAC14, CSPG5, STMN2, MLLT4, GALNT14, FGF12, MFAP5, SUMO3, HTR3A, GDF5, TSSK1B, CYP2A7P1, MARK1, ATP1B2, TBX6, PAX8, IL1R1, RALYL, OR2B2, TAAR3, C12orf32, IGHG1, LOC642131, DICER1, GLRA3, PPARD, HSPA4L, WNT2, VIPR2, CYP2C9, SRPX2, IGSF1, ALPK3, TFPI, KCNS3, MARCH8, FRMD4B, TACR3, FIGF, PDCD6, TNN, SPANXB1, SPANXB2, SPANXF1, RHBDD3, SPP2, PDE10A, ZNF224, FGL1, PGAM2, CADM4, APOBEC2, SLC9A5, GNAT1, ARHGEF16, SMARCA2, DNAH9, RBM26, WNT2B, KCNK2, NPBWR2, SP2, TMPRSS11D, DENND2A, TNIP3, STC1, DOCK6, ADAM5P, SYDE1, TNPO2, LRTM1, USH1C, PDE12, SRCAP, OR10J1, OR2H2, KCNJ8, RP11-257K9.7, DOCK5, TPD52L1, PAEP, GGA2, PHLDA3, HES2, MLL, PTN, CHRNA6, CIB2, PTPRF, TM7SF4, DAZ1, DAZ2, DAZ3, DAZ4, ALX1, OR2F1, OR2F2, PLAT, HGC6.3, WNT11, PGK2, SNAI2, COL4A6, PRUNE2, ANKS1B, LOC81691, FERMT2, TIMP3, CST8, CAPN6, IDUA, GPR32, AKR1B10, GRHL2, FBXO24, HSF4, IGHG1, HCN2, LRP12, ARHGEF15, UGT1A1, UGT1A10, UGT1A7, UGT1A8, GUCA2A, MDK, ITIH1, EGFR, UGT1A1, UGT1A10, UGT1A3, UGT1A4, UGT1A5, UGT1A6, UGT1A7, UGT1A8, UGT1A9, MYOG, TMSB15A, TLX1, EDNRA, LOC100289791, MDFI, ZER1, MYH15, CDH20, GPR63, LOC440345, LOC440354, LOC595101, LOC641298, SMG1, HOXC10, KRTAP1-1, ARSD, CPLX3, LMAN1L, IFNA4, ABCC1, SEMA3E, MRE11A, C1QL1, LIPF, TRIM9, BBOX1, LRRC17, WNT2B, CYP3A4, SI, ANO3, OBSL1, CHRD, MSX2, PSG1, FAM107A, LRRC37B2, ANKLE2, PAX2, UNC5B, ADCYAP1R1, HFE, SYT1, GJC2, LOC100293871, FGF8, ACRV1, NRXN1, GDPD2, RGS4, CELA2A, IFNW1, MLNR, RNF17, LAD1, GLRA2, RASL12, MAGOH2, C6orf54, ZNF214, IKBKG, AP4E1, ZNRF4, OSBPL10, C1orf175, TTC4, PCDHB3, ADRBK1, ITSN1, XAGE1A, XAGE1B, XAGE1C, XAGE1D, XAGE1E, CDH22, FARP2, MYT1, TNC, MUC5AC, SLC6A15, PP14571, SMR3A, SMR3B, RXRG, SNX1, GLP1R, C6orf155, ATP1A2, TFAP4, PNPLA2, DIRAS3, ANO2, TACSTD2, MCM3AP, IL13RA2, TRIM10, RTEL1, PRRX2, TSHB, TIMELESS, FMO1, KIF18A, KIAA1199, CALB2, MFAP3L, PTGER3, EPAS1, SQSTM1, TSPY1, CPM, DLGAP1, CYP4F11, TLX3, PCDHA10, TAOK2, ERC1, TBX2, KALRN, DICER1, PAPPA, KIF5A, DNAJC22, OTUB1, KIAA1644, SEZ6L2, PCNXL2, HMHB1, ERG, SNTB2, GJA5, AGTR2, GJA3, GCK, LRRC61, CNTF, ZFP91, ZFP91-CNTF, PDLIM4, MPPED2, IFNA10, ACTN2, VGLL1, GJA9, LDLR, ANK2, COL1A1, TIMP3, OTOF, AGXT, GLI2, TRMT61A, FOXD2, TMEM2I2, DENND2A, B3GALT1, SPAG11A, PRDM4, TF, ELF5, GSC2, EPB41L4B, GYG2, LYZL6, DCHS2, OBP2A, OBP2B, ANGPTL3, MYH11, NES, SLC17A1, RBM15B, CSH1, HTR5A, CYP3A7, HTR2A, KCNV2, TOX3, CLOCK, MAGEA6, FAM12A, COL4A3, S1PR2, NAT8, ACE2, SLC22A6, SLC13A2, MYH4, APBB2, RAP1GAP, SHOX2, SLCO1A2, ETV1, MAGEA12, PLA2G6, ADRA1A, SYT5, GPR161, SEMA3F, CYP3A43, HOMER2, KCNJ5, PPL, COL17A1, CSHL1, C9orf116, PARK2, UGT2B15, CDK6, FAM174B, CELA2A, CELA2B, SPDEF, EPB41, GAB1, SMR3A, PDE6G, COL5A1, ABCA6, DMD, CYLC2, CIDEA, RAG2, HIST1H2BN, FMO6P, MAOA, ANKRD53, HAPLN1, MT1M, EHD2, GAD2, CRISP2, CSN2, SULT1C2, PCDHGA3, SSX3, FGFR2, GPR161, ATN1, CHD5, A4GALT, MYBPH, CSHL1, NCAPH2, CAPN9, CNGB1, BCAM, DRD5, NR5A2, TEF, ELAVL2, DGKB, HTR7P, RHAG, GH2, COL4A6, BMP7, SOSTDC1, SOX14, TAS2R9, LPHN2, MAP1A, OSGIN2, SLC10A2, FAM13C, EMX1, FLJ40330, CHI3L1, CDH16, SPRR1A, LOX, CALCB, GABBR2, CPB2, RASL11B, CCDC81, RUNX1, CPA1, CLCNKA, CLCNKB, FHL5, THSD7A, TFAP2C, SPAG11B, CAP2, PODNL1, SSX4, SSX4B, G6PC, RPE65, TMEM222, KDR, CHP2, GPR64, TPM2, TCEB3B, E2F5, IL5RA, AOC3, ABCF3, CPN2, ACE, NRP2, INPP5J, SMAD9, FAM155A, GART, PIR, ZNF467, ITSN2, NRID1, THRA, RP11-35N6.1, LAMB1, EPHB3, PLA2R1, RAPGEF4, DNAJC8, ARSJ, TRIM49, GC, IL12B, CDH2, ATXN3L, BTF3L1, BICC1, FAM186A, PTPRF, TRPC4, TCL6, CYP4A22, FUT6, MUC1, DKFZP434B2016, LOC643313, LDHA, LOC100131613, TRIM3, MLLT10, DZIP1, ANKRD34C, BUB1, CSPG5. FBLN1, GAD2, CLDN1, CHRNA3, SCN11A, TEX11, IL20RA, AKAP5, KBTBD10, MSTN, TLL2, NACAD, UNC93A, PTGER1, OLAH, NHLH2, SERPINA6, KRT17, KCNMA1, PRKCA, STS, LAMA1, GPR88, ACTN2, TREH, AKAP4, DKK4, PRICKLE3, IRS4, TRPV4, PCDH11Y, APBB2, SLCO2A1, DRD2, MTMR7, ZNF471, TF, NRIP2, ST6GALNAC5, COMT, PAH, LRRC19, PRKAR1B, HPR, PRDM5, NCRNA00120, LOC79999, ITSN2, CACNB2, GPR98, PREX2, FAM182B, LAMA4, ARVCF, HAS2, YOD1, PPP2R3A, COL4A1, RBM12B, GSTA3, FAM66D, OR10H2, PTHLH, ZNF674, KRT19, ACCN2, COL6A1, LOC100288442, LOC100289169, LOC728888, LOC729602, NPIPL2, NPIPL3, PDXDC2, SLC37A1, ATP6V1B1, PTN, ABI3BP, HR44, ZNF324B, ZNF584, HOXD13, ADH6, IFNA8, MYOZ2, NFATC4, ADAMTS7, FOXL1, GPR17, SLC18A3, MYH6, BOK, FGA, TEAD4, GRM1, EDNRA, C8orf79, METTL7A, FOLH1, RAD54L, SOX11, CNOT3, NTS, MAPK12, DOCK6, DNAJC6, HS3ST3A1, LOC728395, TSPY1, TSPY3, PTH, LAMB4, ALDOB, FLG, MLANA, UBE2D4, LOC100287483, KRT20, POU1F1, SLCO1B3, CLTA, MECOM, C8orf71, SULT2A1, C6orf10, SLC27A6, PRKD1, SYNPO2L, THPO, GABRR1, CFTR, PPP2R3A, DCBLD2, ANP32A, ANP32C, ANP32D, LOC723972, XYLT1, STAB1, STAB1, SASH1, PID1, FUCA1, SASH1, LRRN3, LRRN3 or any combination thereof.


In another embodiment, the gene is TNFSF4, ITGB1/3/5, CXCL5/7, BMP6, ITGA2/8, ITGβB/3/4/5/6, ITGBL1, MMP16/24/26/28, ADAM12/18/22, IL-1/5/8/20/22, IL-9/12/36, TNFRSF11A/B, IFNA4/8/10/17, TGβ, LTBP4, MEK1/2, TGFβ type 1 receptor, Smad2/3/4, PAI-1, TNFSF4, SELP, ITFA8, ITGB1/3/5, CXCL5/7, a BMP6 gene, ITGA2/8, ITGβ1/3/4/5/6, ITGBL1, MMP16/24/26/28, ADAM12/18/22, IL-1/1R/5/8/13/20/22R, IL-9/11/12/36, TNFRSF11A/B, IFNA4/8/10/17, TGβ, LTBP4, MEK1/2, TGFβ type 1 receptor, type 11 BMPR, smad1/2/3/4/5/6/8, PAI-1, CCL19, IKKg, LTBP1 or any combination thereof. In yet another embodiment, the gene is TNFSF4, ITGB1/3/5, CXCL5/7, BMP6, ITGA2/8, ITGB1/3/4/5/6, ITGBL1, MMP16/24/26/28, ADAM12/18/22, IL-1/5/8/20/22, IL-9/12/36, TNFRSF11A/B, IFNA4/8/10/17, TGβ, LTBP4, MEK1/2, TGFβ type 1 receptor, Smad2/3/4, PAI-1 or any combination thereof.


In one embodiment, laquinimod is administered orally. In another embodiment, laquinimod is administered daily.


In one embodiment, laquinimod is administered at a dose of less than 0.6 mg/day. In another embodiment, laquinimod is administered at a dose of 0.1-40.0 mg/day. In another embodiment, laquinimod is administered at a dose of 0.1-2.5 mg/day. In another embodiment, laquinimod is administered at a dose of 0.25-2.0 mg/day. In another embodiment, laquinimod is administered at a dose of 0.5-1.2 mg/day. In another embodiment, laquinimod is administered at a dose of 0.25 mg/day. In another embodiment, laquinimod is administered at a dose of 0.3 mg/day. In another embodiment, laquinimod is administered at a dose of 0.5 mg/day. In another embodiment, laquinimod is administered at a dose of 0.6 mg/day. In another embodiment, laquinimod is administered at a dose of 1.0 mg/day. In another embodiment, laquinimod is administered at a dose of 1.2 mg/day. In another embodiment, laquinimod is administered at a dose of 1.5 mg/day. In yet another embodiment, laquinimod is administered at a dose of 2.0 mg/day.


In one embodiment, the subject is a naïve subject. In another embodiment, the subject is naïve to laquinimod. In another embodiment, the subject has been previously administered laquinimod.


In another embodiment, the subject has been previously administered a multiple sclerosis drug other than laquinimod.


In an embodiment, the step of evaluating expression of the biomarker comprises normalization of the subject's gene expression. In another embodiment, the step of evaluating expression of the biomarker comprises comparing expression level in the subject relative to a reference value. In another embodiment, the reference value is based on the level of expression of the biomarker in a laquinimod Non-Responder population. In another embodiment, the reference value is based on the level of expression of the biomarker in a healthy control population. In yet another embodiment, the reference value is based on the level of expression of the subject at baseline.


In one embodiment, the subject is identified as a laquinimod responder if expression of the biomarker is higher than a reference value. In yet another embodiment, the subject is identified as a laquinimod responder if expression level of the biomarker is lower than a reference value.


In one embodiment, expression of the biomarker is evaluated in the blood of the subject. In another embodiment, expression of the biomarker is evaluated in the peripheral blood mononuclear cells (PBMCs) of the subject. In another embodiment, expression of the biomarker is evaluated prior to treatment with laquinimod.


In one embodiment, expression of the biomarker is evaluated after beginning treatment with laquinimod. In another embodiment, expression of the biomarker is evaluated one month after beginning treatment with laquinimod. In another embodiment, expression of the biomarker is evaluated 6 months after beginning treatment with laquinimod. In another embodiment, expression of the biomarker is evaluated 12 months after beginning treatment with laquinimod. In another embodiment, expression of the biomarker is evaluated 24 months after beginning treatment with laquinimod.


In one embodiment, if the subject is identified as a laquinimod responder, the subject is thereafter administered a pharmaceutical composition comprising laquinimod and a pharmaceutically acceptable carrier as monotherapy. In another embodiment, if the subject is identified as a laquinimod responder, the subject is thereafter administered a pharmaceutical composition comprising laquinimod and a pharmaceutically acceptable carrier in combination with another multiple sclerosis drug. In another embodiment, if the subject is identified as a laquinimod non-responder, the subject is thereafter administered a multiple sclerosis drug which is not laquinimod.


In one embodiment, the subject is a human patient.


The subject invention also provides laquinimod for use in treating a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome, wherein the subject has been identified as a laquinimod responder.


The subject invention also provides a pharmaceutical composition comprising an amount of laquinimod for use in treating a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome, wherein the subject has been identified as a laquinimod responder


The subject invention also provides laquinimod for use in treating a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome, wherein expression of a biomarker in the subject is up-regulated and the biomarker is a gene associated with inflammatory response, a gene associated with cellular movement, a gene associated with cell signaling, a gene associated with cell development, a gene associated with hematological system, or a combination thereof.


The subject invention also provides a pharmaceutical composition comprising an amount of laquinimod for use in treating a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome, wherein expression of a biomarker in the subject is up-regulated and the biomarker is a gene associated with inflammatory response, a gene associated with cellular movement, a gene associated with cell signaling, a gene associated with cell development, a gene associated with hematological system, or a combination thereof.


The subject invention also provides laquinimod for use in treating a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome, wherein expression of a biomarker in the subject is suppressed and the biomarker is a gene associated with inflammatory response, a gene associated with cellular movement, a gene associated with cell signaling, a gene associated with cell development, a gene associated with hematological system, or a combination thereof.


The subject invention also provides a pharmaceutical composition comprising an amount of laquinimod for use in treating a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome, wherein expression of a biomarker in the subject is suppressed and the biomarker is a gene associated with inflammatory response, a gene associated with cellular movement, a gene associated with cell signaling, a gene associated with cell development, a gene associated with hematological system, or a combination thereof.


The subject invention also provides a therapeutic package for dispensing to, or for use in dispensing to, a subject identified as a laquinimod responder afflicted with multiple sclerosis or presenting a clinically isolated syndrome, which comprises: a) one or more unit doses, each such unit dose comprising an amount of laquinimod, and b) a finished pharmaceutical container therefor, said container containing said unit dose or unit doses, said container further containing or comprising labeling directing the use of said package in the treatment of said subject.


The subject invention also provides a therapeutic package for dispensing to, or for use in dispensing to, a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome, which comprises: a) one or more unit doses, each such unit dose comprising an amount of laquinimod, and b) a finished pharmaceutical container therefor, said container containing said unit dose or unit doses, said container further containing or comprising labeling directing the use of said package in the treatment of said subject, wherein expression of a biomarker in the subject is suppressed or up-regulated and the biomarker is a gene associated with inflammatory response, a gene associated with cellular movement, a gene associated with cell signaling, a gene associated with cell development, a gene associated with hematological system, or a combination thereof.


For the foregoing embodiments, each embodiment disclosed herein is contemplated as being applicable to each of the other disclosed embodiment. For example, the elements recited in the method embodiments can be used in the use and package embodiments described herein and vice versa.


A pharmaceutically acceptable salt of laquinimod as used in this application includes lithium, sodium, potassium, magnesium, calcium, manganese, copper, zinc, aluminum and iron. Salt formulations of laquinimod and the process for preparing the same are described, e.g., in U.S. Patent Application Publication No. 2005/0192315 and PCT International Application Publication No. WO 2005/074899, which are hereby incorporated by reference into this application.


A dosage unit may comprise a single compound or mixtures of compounds thereof. A dosage unit can be prepared for oral dosage forms, such as tablets, capsules, pills, powders, and granules.


Laquinimod can be administered in admixture with suitable pharmaceutical diluents, extenders, excipients, or carriers (collectively referred to herein as a pharmaceutically acceptable carrier) suitably selected with respect to the intended form of administration and as consistent with conventional pharmaceutical practices. The unit will be in a form suitable for oral administration. Laquinimod can be administered alone but is generally mixed with a pharmaceutically acceptable carrier, and co-administered in the form of a tablet or capsule, liposome, or as an agglomerated powder. Examples of suitable solid carriers include lactose, sucrose, gelatin and agar. Capsule or tablets can be easily formulated and can be made easy to swallow or chew; other solid forms include granules, and bulk powders. Tablets may contain suitable binders, lubricants, diluents, disintegrating agents, coloring agents, flavoring agents flow-inducing agents, and melting agents.


Specific examples of the techniques, pharmaceutically acceptable carriers and excipients that may be used to formulate oral dosage forms of the present invention are described, e.g., in U.S. Patent Application Publication No. 2005/0192315, PCT International Application Publication Nos. WO 2005/074899, WO 2007/047863, and 2007/146248.


General techniques and compositions for making dosage forms useful in the present invention are described-in the following references: 7 Modern Pharmaceutics, Chapters 9 and 10 (Banker & Rhodes, Editors, 1979); Pharmaceutical Dosage Forms: Tablets (Lieberman et al., 1981); Ansel, Introduction to Pharmaceutical Dosage Forms 2nd Edition (1976); Remington's Pharmaceutical Sciences, 17th ed. (Mack Publishing Company, Easton, Pa., 1985); Advances in Pharmaceutical Sciences (David Ganderton, Trevor Jones, Eds., 1992); Advances in Pharmaceutical Sciences Vol 7. (David Ganderton, Trevor Jones, James McGinity, Eds., 1995); Aqueous Polymeric Coatings for Pharmaceutical Dosage Forms (Drugs and the Pharmaceutical Sciences, Series 36 (James McGinity, Ed., 1989); Pharmaceutical Particulate Carriers: Therapeutic Applications: Drugs and the Pharmaceutical Sciences, Vol 61 (Alain Rolland, Ed., 1993); Drug Delivery to the Gastrointestinal Tract (Ellis Horwood Books in the Biological Sciences. Series in Pharmaceutical Technology; J. G. Hardy, S. S. Davis, Clive G. Wilson, Eds.); Modern Pharmaceutics Drugs and the Pharmaceutical Sciences, Vol. 40 (Gilbert S. Banker, Christopher T. Rhodes, Eds.). These references in their entireties are hereby incorporated by reference into this application.


Tablets may contain suitable binders, lubricants, disintegrating agents, coloring agents, flavoring agents, flow-inducing agents, and melting agents. For instance, for oral administration in the dosage unit form of a tablet or capsule, the active drug component can be combined with an oral, non-toxic, pharmaceutically acceptable, inert carrier such as lactose, gelatin, agar, starch, sucrose, glucose, methyl cellulose, dicalcium phosphate, calcium sulfate, mannitol, sorbitol, microcrystalline cellulose and the like. Suitable binders include starch, gelatin, natural sugars such as glucose or beta-lactose, corn starch, natural and synthetic gums such as acacia, tragacanth, or sodium alginate, povidone, carboxymethylcellulose, polyethylene glycol, waxes, and the like. Lubricants used in these dosage forms include sodium oleate, sodium stearate, sodium benzoate, sodium acetate, sodium chloride, stearic acid, sodium stearyl fumarate, talc and the like. Disintegrators include, without limitation, starch, methyl cellulose, agar, bentonite, xanthan gum, croscarmellose sodium, sodium starch glycolate and the like.


TERMS

As used herein, and unless stated otherwise, each of the following terms shall have the definition set forth below.


As used herein, “laquinimod” means laquinimod acid or a pharmaceutically acceptable salt thereof.


As used herein, an “amount” or “dose” of an agent, e.g., laquinimod as measured in milligrams refers to the milligrams of the agent, e.g., laquinimod acid present in a preparation, regardless of the form of the preparation. A “dose of 0.6 mg laquinimod” means the amount of laquinimod acid in a preparation is 0.6 mg, regardless of the form of the preparation. Thus, when in the form of a salt, e.g. a laquinimod sodium salt, the weight of the salt form necessary to provide a dose of 0.6 mg laquinimod would be greater than 0.6 mg (e.g., 0.64 mg) due to the presence of the additional salt ion.


As used herein, a “unit dose”, “unit doses” and “unit dosage form(s)” mean a single drug administration entity/entities.


As used herein, “about” in the context of a numerical value or range means±10% of the numerical value or range recited or claimed.


As used herein, “effective” or “therapeutically effective” when referring to an amount of laquinimod or a therapy regimen using laquinimod refers to the quantity or regimen of laquinimod that is sufficient to yield a desired therapeutic response. Efficacy can be measured by an improvement of a symptom of multiple sclerosis. Such symptoms can include a MRI-monitored multiple sclerosis disease activity, relapse rate, accumulation of physical disability, frequency of relapses, time to confirmed disease progression, time to confirmed relapse, frequency of clinical exacerbation, brain atrophy, neuronal dysfunction, neuronal injury, neuronal degeneration, neuronal apoptosis, risk for confirmed progression, visual function, fatigue, impaired mobility, cognitive impairment, brain volume, abnormalities observed in whole Brain MTR histogram, general health status, functional status, quality of life, and/or symptom severity on work.


As used herein, “clinical responsiveness” is a measure of the degree of a patients' response to an agent, e.g., laquinimod. Positive clinical responsiveness corresponds to a patient who responds favorably to and/or benefits from receiving laquinimod (a laquinimod responder) while negative clinical responsiveness corresponds a patient who responds unfavorably to and/or does not benefit from receiving laquinimod (a laquinimod non-responder).


As used herein, “a gene associated with” a process or a system, e.g., a gene associated with inflammatory response or a gene associated with hematological system, is a gene which plays a role in that process or system. As an example, a gene associated with inflammatory response can be IL-1R, IL-8R, IL-22R, IL-9, TNFRSF4 or RORC.


Administering to the subject” or “administering to the (human) patient” means the giving of, dispensing of, or application of medicines, drugs, or remedies to a subject/patient to relieve, cure, or reduce the symptoms associated with a condition, e.g., a pathological condition. The administration can be periodic administration. As used herein, “periodic administration” means repeated/recurrent administration separated by a period of time. The period of time between administrations is preferably consistent from time to time. Periodic administration can include administration, e.g., once daily, twice daily, three times daily, four times daily, weekly, twice weekly, three times weekly, four times weekly and so on, etc.


“Treating” as used herein encompasses, e.g., inducing inhibition, regression, or stasis of a disease or disorder, e.g., Relapsing MS (RMS), or alleviating, lessening, suppressing, inhibiting, reducing the severity of, eliminating or substantially eliminating, or ameliorating a symptom of the disease or disorder. “Treating” as applied to patients presenting CIS can mean delaying the onset of clinically definite multiple sclerosis (CDMS), delaying the progression to CDMS, reducing the risk of conversion to CDMS, or reducing the frequency of relapse in a patient who experienced a first clinical episode consistent with multiple sclerosis and who has a high risk of developing CDMS.


“Inhibition” of disease progression or disease complication in a subject means preventing or reducing the disease progression and/or disease complication in the subject.


A “symptom” associated with MS or RMS includes any clinical or laboratory manifestation associated with MS or RMS and is not limited to what the subject can feel or observe.


As used herein, “a subject afflicted with multiple sclerosis” or “a subject afflicted with relapsing multiple sclerosis” means a subject who has been clinically diagnosed to have multiple sclerosis or relapsing multiple sclerosis (RMS), which includes relapsing-remitting multiple sclerosis (RRMS) and Secondary Progressive multiple sclerosis (SPMS).


As used herein, a subject at “baseline” is as subject prior to administration of laquinimod.


A “patient at risk of developing MS” (i.e. clinically definite MS) as used herein is a patient presenting any of the known risk factors for MS. The known risk factors for MS include any one of a clinically isolated syndrome (CIS), a single attack suggestive of MS without a lesion, the presence of a lesion (in any of the CNS, PNS, or myelin sheath) without a clinical attack, environmental factors (geographical location, climate, diet, toxins, sunlight), genetics (variation of genes encoding HLA-DRB1, IL7R-alpha and IL2R-alpha), and immunological components (viral infection such as by Epstein-Barr virus, high avidity CD4+ T cells, CD8+ T cells, anti-NF-L, anti-CSF 114(Glc)).


“Clinically isolated syndrome (CIS)” as used herein refers to 1) a single clinical attack (used interchangeably herein with “first clinical event” and “first demyelinating event”) suggestive of MS, which, for example, presents as an episode of optic neuritis, blurring of vision, diplopia, involuntary rapid eye movement, blindness, loss of balance, tremors, ataxia, vertigo, clumsiness of a limb, lack of co-ordination, weakness of one or more extremity, altered muscle tone, muscle stiffness, spasms, tingling, paraesthesia, burning sensations, muscle pains, facial pain, trigeminal neuralgia, stabbing sharp pains, burning tingling pain, slowing of speech, slurring of words, changes in rhythm of speech, dysphagia, fatigue, bladder problems (including urgency, frequency, incomplete emptying and incontinence), bowel problems (including constipation and loss of bowel control), impotence, diminished sexual arousal, loss of sensation, sensitivity to heat, loss of short term memory, loss of concentration, or loss of judgment or reasoning, and 2) at least one lesion suggestive of MS. In a specific example, CIS diagnosis would be based on a single clinical attack and at least 2 lesions suggestive of MS measuring 6 mm or more in diameter.


As used herein, a “multiple sclerosis drug” is a drug or an agent intended to treat clinically defined MS, CIS, any form of neurodegenerative or demyelinating diseases, or symptoms of any of the above mentioned diseases. “Multiple sclerosis drugs” may include but are not limited to antibodies, immunosuppressants, anti-inflammatory agents, immunomodulators, cytokines, cytotoxic agents and steroids and may include approved drugs, drugs in clinical trial, or alternative treatments, intended to treat clinically defined MS, CIS or any form of neurodegenerative or demyelinating diseases. “Multiple sclerosis drugs” include but are not limited to Interferon and its derivatives (including BETASERON®, AVONEX® and REBIF®), Mitoxantrone and Natalizumab. Agents approved or in-trial for the treatment of other autoimmune diseases, but used in a MS or CIS patient to treat MS or CIS are also included.


As used herein, a “naïve patient” is a subject that has not been treated with a multiple sclerosis drug as defined herein. Similarly, a patient or subject who is “naïve” to an agent, e.g., laquinimod, is a patient or subject that has not been treated with said agent.


As used herein, “in the blood of the subject” is represented by PBMCs, lymphocytes, monocytes, macrophages, basophils, dendritic cells or other cells derived from the subject's blood.


As used herein a “reference value” is a value or range of values that characterizes a specified population in a defined state of health.


A “pharmaceutically acceptable carrier” refers to a carrier or excipient that is suitable for use with humans and/or animals without undue adverse side effects (such as toxicity, irritation, and allergic response) commensurate with a reasonable benefit/risk ratio. It can be a pharmaceutically acceptable solvent, suspending agent or vehicle, for delivering the instant compounds to the subject.


It is understood that where a parameter range is provided, all integers within that range, and tenths thereof, are also provided by the invention. For example, “0.1-2.5 mg/day” includes 0.1 mg/day, 0.2 mg/day, 0.3 mg/day, 0.4 mg/day, 0.5 mg/day etc. up to 2.5 mg/day.


This invention will be better understood by reference to the Experimental Details which follow, but those skilled in the art will readily appreciate that the specific experiments detailed are only illustrative of the invention as described more fully in the claims which follow thereafter.


Experimental Details
Example 1
High-Through Output Gene Expression Ancillary Study for Phase III Clinical Trial (“ALLEGRO” or MS-LAQ-301) to Assess Effect of Laquinimod on Peripheral Blood Mononuclear Cells in Relapsing-Remitting Multiple Sclerosis

In a previous study by Gurevich et al. (Gurevich et al. 2010), in vitro molecular effects of laquinimod (LAQ) in peripheral blood mononuclear cells (PBMC) of healthy subjects and relapsing-remitting multiple sclerosis (RRMS) patients were characterized by gene expression microarrays. Gurevich et al. demonstrated that LAQ induced suppression of genes related to antigen presentation and corresponding inflammatory pathways. To further elucidate the molecular mechanism/s underlying the therapeutic effect of LAQ following treatment of patients displaying RRMS, the inventors performed gene expression microarray analysis of PBMCs from RRMS patients treated with LAQ as ancillary study to ALLEGRO clinical trial.


ALLEGRO Clinical Trial

ALLEGRO was a multinational (24 countries), multicenter (approximately 139 sites), randomized, double-blinded, parallel-group, placebo-controlled clinical trial conducted to evaluate the efficacy, safety and tolerability of daily oral administration of laquinimod 0.6 mg in subjects with relapsing remitting multiple sclerosis (RRMS) for a 24 months duration.


One thousand one hundred and six (1106) patients were equally randomized to either laquinimod 0.6 mg or placebo and treated in a double-blind manner and baseline characteristics were balanced between groups. The primary endpoint of the study was the number of confirmed relapses during the double-blind treatment period, which corresponds to the annualized relapse rate (ARR—number of relapses divided by total exposure of all patients). Secondary endpoints included disability as measured by Expanded Disability Status Scale (EDSS) changes confirmed at 3 months, and cumulative number of gadolinium enhancing (GdE) and new/enlarging T2 MRI lesions.


Study Duration

Screening phase: 1 month.


Double blind treatment phase: 24 months of once-daily oral administration of daily dose of 0.6 mg laquinimod or matching placebo.


Upon blinded variance and power reassessment of the population progression (planned prior to first subject completes the 20 months of treatment), the double blind study duration may be extended to 30 months. This is planned in order to enhance the statistical power to detect the effect of laquinimod on disability accumulation. The recommendation to extend the study duration is based on a pre-defined rule.


Study Design

Eligible subjects were equally randomized 1:1 into one of the following treatment arms:

  • 1. Laquinimod capsules 0.6 mg: One 0.6 mg laquinimod capsule was administered orally once daily. The 0.6 mg laquinimod capsules contain 0.6 mg of Laquinimod Acid per capsule with meglumine, and were manufactured according to the method disclosed in PCT International Application Publication No. WO/2007/146248, published Dec. 21, 2007 (see, page 10, line 5 to page 11, line 3).
  • 2. Matching placebo for laquinimod arm: one capsule is administered once daily.


Subjects were evaluated at study sites for 12 scheduled visits of the double blind phase at months: −1 (screening), 0 (baseline), 1, 2, 3, 6, 9, 12, 15, 18, 21 and 24 (termination/early discontinuation). In case of the 6 months extended study, subjects were evaluated at study sites at months 27 and 30 (termination/early discontinuation of extended study), in this case month 24 was a regular scheduled visit.


EDSS was assessed every 3 months, MSFC every 6 months, and MRI was performed annually in all patients. A subgroup of patients (n=189) underwent additional MRI scans at months 3 and 6. Subjects successfully completing the study were offered the opportunity to enter into a 1-year open label extension. Patients who discontinued the study underwent a final termination visit and were not further evaluated, except for those who discontinued due to adverse events.


The following assessments were performed at specified time points:

  • 1. Vital signs were measured at each study visit.
  • 2. A physical examination is performed at months −1 (screening), 0 (baseline) 1, 3, 6, 12, 18 and 24 (termination/early discontinuation core study). In case of the 6 months extended study, additional examination was performed at month 30 (termination/early discontinuation of extended study).
  • 3. The following safety clinical laboratory tests were performed:
    • a. Complete blood count (CBC) with differential—at all scheduled visits. A reticulocyte count was added to the CBC at months 0 (baseline) and 24/30 (termination/early discontinuation).
    • b. Serum chemistry (including electrolytes, liver enzymes, direct and total bilirubin and pancreatic amylase and CPK), and urinalysis—at all scheduled visits.
    • c. A rapid urine β-hCG test was performed in women of child-bearing potential at baseline (month 0) and at each scheduled study visit thereafter (at site).
    • d. β-hCG in women of child-bearing potential was performed at all scheduled visits.
    • e. Starting after visit Month 3 a rapid urine β-hCG test was performed in women of child-bearing potential every 28 (±2) days. The subject was contacted by telephone within 72 hours after the test was scheduled to be performed and asked specific questions regarding the test. In case of suspected pregnancy (positive urine fi-hCG test result), the caller made sure that the study drug has been discontinued and the subject was instructed to arrive at the site as soon as possible with all study drugs.
  • 4. Markers of inflammation (serum conventional C-reactive protein and fibrinogen)—at screening, baseline and all scheduled visits thereafter.
  • 5. During the first 3 months periodical phone calls were placed by the site personnel every two weeks. A list of predefined questions relating to signs/symptoms suggestive of vascular thrombosis was presented to the subjects.
  • 6. ECG was performed at months −1 (screening; additional recording, up to 30 minutes apart is performed if QTc is less than 450 msec), (baseline; three recordings, 15 minutes apart), 1, 2, 3, 6, 12, 18 and 24 (termination/early discontinuation). In case of the 6 months extended study, ECG is performed at month 30 (termination/early discontinuation of the extended study).
  • 7. Chest X-ray is performed at months −1 (screening), (if not performed within 7 months prior to the screening visit).
  • 8. Adverse Events (AEs) are monitored throughout the study.
  • 9. Concomitant medications are monitored throughout the study.
  • 10. Neurological evaluations, including Expanded Disability Status Scale (EDSS), 25 foot walk test/Ambulation Index (AI), Functional systems (FS) are performed at months −1 (screening), 0 (baseline) and every 3 months during the study and the extended study period.
  • 11. MS functional Composite (MSFC) was assessed at months −1 (screening) (three practices for training purposes only), at month 0 (baseline), 6, 12, 18 and 24 (termination/early discontinuation). In case of the 6 months extended study, the last MSFC was performed at months 30 (termination/early discontinuation of the extended study).
  • 12. Subject-reported fatigue was assessed by the Modified Fatigue Impact Scale (MFIS) at months 0, 6, 12, 18, and 24 (termination/early discontinuation). In case of the 6 months extended study, additional MFIS was performed at month 30 (termination/early discontinuation of the extended study).
  • 13. The general health status was assessed by the EuroQoL (EQ5D) questionnaire at month 0 (baseline) and month 24 (termination/early discontinuation of the study). In case of the 6 months extended study, the last EuroQoL (EQ5D) was performed at month 30 (termination/early discontinuation of the extended study) instead of month 24.
  • 14. The general health status was assessed by the Short-Form general health survey (SF-36) subject-reported questionnaire at month 0 (baseline) and every 6 months thereafter, until termination/early discontinuation.
  • 15. The subject underwent 5 assessments of binocular low-contrast visual acuity using the 100%, 2.5% and 1.25% contrast level charts [Sloan letter or Tumbling-E] in each assessment, at months 0 (baseline), 6, 12, 18 and 24 (termination/early discontinuation). In case of extending the study for 6 months, additional binocular low-contrast visual acuity assessment is performed at month 30 (termination/early discontinuation of the extended study).
  • 16. Serum samples were collected from all subjects in order to investigate the potential mechanism of action of laquinimod and additional biomarkers of inflammation and potential biomarkers of MS disease at months: 0, 1, 12 and 24. In case of extending the study for 6 months the last serum sample is performed at month 30 (termination/early discontinuation of the extended study) instead of month 24.
  • 17. The subjects underwent 3 MRI scans at months 0 (baseline), 12 and 24 (termination/early discontinuation). In case of the 6 months extended study, an additional MRI was performed at month 30 (termination/early discontinuation of the extended study).
  • 18. Population PK study (PPK): Blood samples for PPK evaluation were collected from all subjects at months 1, 12 and 24. In case of extending the study for 6 months the last PPK evaluation was performed at month 30 (termination/early discontinuation of the extended study) instead of month 24.
  • 19. Relapses were confirmed/monitored through the study. Since the “in study” relapse definition must be supported by an objective neurological evaluation, a neurological deficit must sustain long enough to eliminate pseudo-relapses. Therefore, in this clinical trial, a relapse was the appearance of one or more new neurological abnormalities or the reappearance of one or more previously observed neurological abnormalities wherein the change in clinical state lasts at least 48 hours and is immediately preceded by an improving neurological state of at least thirty (30) days from onset of previous relapse.
  • 20. The allowed treatment for a relapse was intravenous Methylprednisolone 1 gr/day for up to 5 consecutive days.


Inclusion/Exclusion Criteria
Inclusion Criteria



  • 1. Subjects must have a confirmed and documented diagnosis as defined by the Revised McDonald Criteria (Polman, 2005), with relapsing-remitting disease course.

  • 2. Subjects must be ambulatory with converted Kurtzke EDSS score of 0-5.5.

  • 3. Subjects must be in a stable neurological condition and free of corticosteroid treatment [intravenous (iv), intramuscular (im) and/or per os (po)]30 days prior to screening (month −1).

  • 4. Subjects must have experienced one of the following:
    • a. At least one documented relapse in the 12 months prior to screening.
    • b. At least two documented relapses in the 24 months prior to screening.
    • c. One documented relapse between 12 and 24 months prior to screening with at least one documented T1-Gd enhancing lesion in an MRI performed within 12 months prior to screening.

  • 5. Subjects must be between 18 and 55 years of age, inclusive.

  • 6. Subjects must have disease duration of at least 6 months (from the first symptom) prior to screening.

  • 7. Women of child-bearing potential must practice an acceptable method of birth control. Acceptable method of birth control in this study include: surgical sterilization, intrauterine devices, oral contraceptive, contraceptive patch, long-acting injectable contraceptive, partner's vasectomy or double barrier method (condom or diaphragm with spermicide).

  • 8. Subjects must be able to sign and date a written informed consent prior to entering the study.

  • 9. Subjects must be willing and able to comply with the protocol requirements for the duration of the study.



Exclusion Criteria



  • 1. Subjects with progressive forms of MS.

  • 2. An onset of relapse, unstable neurological condition or any treatment with corticosteroids [(iv), intramuscular (im) and/or per os (po)] or ACTH between months −1 (screening) and 0 (baseline).

  • 3. Use of experimental or investigational drugs, and/or participation in drug clinical studies within the 6 months prior to screening.

  • 4. Use of immunosuppressive including mitoxantrone (Novantrone®) or cytotoxic agents within 6 months prior to screening visit.

  • 5. Previous use of any one of the following: natalizumab (Tysabri®), caldribine, laquinimod.

  • 6. Previous treatment with glatiramer acetate (Copaxone®) Interferon-β (either 1a or 1b) or intravenous immunoglobulin (IVIG) within 2 months prior to screening visit.

  • 7. Systemic corticosteroid treatment of ≧30 consecutive days duration within 2 months prior to screening visit.

  • 8. Previous total body irradiation or total lymphoid irradiation.

  • 9. Previous stem cell treatment, autologous bone marrow transplantation or allogenic bone marrow transplantation.

  • 10. A known history of tuberculosis.

  • 11. Acute infection two weeks prior to baseline visit.

  • 12. Major trauma or surgery two weeks prior to baseline.

  • 13. Use of inhibitors of CYP3A4 within 2 weeks prior to baseline visit (1 month for fluoxetine).

  • 14. Use of amiodarone within 2 years prior to screening visit.

  • 15. Pregnancy or breastfeeding.

  • 16. A ≧3xULN serum elevation of either ALT or AST at screening.

  • 17. Serum direct bilirubin which is ≧2xULN at screening.

  • 18. A QTc interval which is 450 msec (according to machine output) obtained from:
    • a. Two ECG recordings at screening visit, or
    • b. The mean value calculated from 3 baseline ECO recordings.

  • 19. Subjects with clinically significant or unstable medical or surgical condition that would preclude safe and complete study participation, as determined by medical history, physical examination, ECG, laboratory tests or chest X-ray. Such conditions may include:
    • a. A cardiovascular or pulmonary disorder that cannot be well-controlled by standard treatment permitted by the study protocol.
    • b. A gastrointestinal disorder that may affect the absorption of study medication.
    • c. Renal or metabolic diseases.
    • d. Any form of chronic liver disease.
    • e. Known human immunodeficiency virus (HIV positive status.
    • f. A family history of Long-QT syndrome.
    • g. A history of drug and/or alcohol abuse.
    • h. Major psychiatric disorder.

  • 20. A known history of sensitivity to Gd.

  • 21. Inability to successfully undergo MRI scanning.

  • 22. Known drug hypersensitivity that would preclude administration of laquinimod, such as hypersensitivity to: mannitol, meglumine or sodium stearyl fumarate.



Ancillary High-Through Output Gene Expression Study

The goal of this ancillary study was to characterize gene expression changes and corresponding biological mechanisms induced in PBMC of RRMS patients by LAQ treatment. According to ALLEGRO clinical trial inclusion criteria, 25 patients were randomly assigned to receive LAQ (n=13, age 38.8±2.3 years, female/male ratio: 8/5) or placebo (n=12, age 37.2±3.4 years, female/male ratio: 8/4).


Peripheral blood samples were obtained from RRMS patients at baseline before start of LAQ treatment or placebo, after 0, 1, 6 and 24 month of treatment (visit 0, 1, 6 and 7 according to ALLEGRO clinical trial protocol correspondently) for gene microarray analysis.


Briefly, 1) Peripheral blood mononuclear cells (PBMC) were obtained from RRMS patients that participated in ALLEGRO and were treated daily with 0.6 mg LAQ or placebo. PBMC were subjected for gene expression analysis (HU-133A-2-Affymatrix arrays) at baseline and at 1 and 6 months of LAQ treatment; 2) Data was analyzed by Partek Genomics Solution software. Most informative genes (MIGs) were defined as those that differentiated between groups with p<0.01. Gene functional annotation, enrichment and pathway analysis were performed by Ingenuity software. For each time point, genes that changed in placebo group were excluded from further analysis; and 3) Verification of LAQ related mechanism was performed by Western blot.


LAQ was found to induce a differential gene expression of 354 MIGs at 1 month and 1562 MIGs at 6 months of treatment.


This study shows that LAQ down-regulates genes associated with adhesion, migration and chemotaxis of PBMC either directly or via TGFb suppression. These effects were observed after 1 and strengthened after 6 month of LAQ treatment. LAQ also down-regulates PAI-1 suggesting activation of fibrinolysis and possibly subsequent neuroprotection. Both effects can contribute to amelioration of MS clinical symptoms.


RNA Isolation and Hybridization

PBMC were extracted from 15 ml peripheral blood, separated by Ficoll-Hypaque gradient. Total RNA was extracted using both Trizol (Invitrogen, USA) and Phase-Lock-Gel columns (Eppendorf, Germany) including a DNase digestion step. RNA integrity was assessed by RNA Experion automated electrophoresis system (Bio-Rad Laboratories, Hercules, Calif.).


Probe synthesis using 3 μg total RNA, hybridization, detection, and scanning was performed according to the standard Affymetrix, Inc. USA protocols; cDNA was synthesized using the Two-Cycle cDNA Synthesis Kit (Affymetrix, Inc., USA), and in-vitro transcription performed with the GeneChip IVT Labeling Kit (Affymetrix, Inc., USA). The biotin-labeled IVT-RNA was hybridized to HG-U133A-2 arrays containing 18,400 gene transcripts, each corresponding to 14,500 well-annotated human genes, washed in a GeneChip Fluidics Station 450 (Hewlett Packard, USA, GeneArray-™ scanner G2500A) and scanned according to the manufacturer's protocol (Affymetrix, Inc., USA).


Data Analysis

Data analysis was performed on Partek Genomics Solution software (www.partek.com; Partek Incorporated, St. Louis, Mo.). Expression values were computed from raw CEL files by applying the Robust Multi-Chip Average (RMA) background correction algorithm. RMA correction included: 1) values background correction; 2) quintile normalization; 3) log 2 transformation; and 4) median polish summarization. The ANOVA, Repeated Measures and correlation analysis implicated in Partek software ware applied to evaluate LAQ effects. Most informative genes MIGs were defined as those that differentiated between experimental groups with p<0.01. All p-values were calculated for False Discovery Rate (FDR) multiple test correction at p=0.05.


Additionally, significance of individual genes was tested by parametric T-test and non parametric Mann-Whitney test using Bootstrapping approach based on repeated permutations of the data with 5% FDR for multiple testing.


Gene functional annotation, enrichment, and pathway analyses to identify the leading biological pathways that operated under LAQ treatment were performed by Ingenuity Pathways Analysis software (www.ingenuity.com). Enrichment was defined as significantly (p<0.05) higher proportion of genes than expected by chance in a given gene set.


Western Blot Analysis

For verification of key genes on protein level Western blot analysis was performed. Supernatant was collected and protein concentration was determined using a Bradford assay (Pierce, Rockford, Ill., USA) according the manufacturer's guidelines. Equal amounts of protein were suspended in sample buffer and boiled for 5 min. Cell lysates were resolved on 10% SDS-polyacrylamide gel electrophoresis (PAGE). Gels were transferred to a Nitrocellulose membrane (Amersham, Buckinghamshire, UK), blocked with 1% BSA in Tris-buffered saline Tween (TBST) buffer (20 mM Tris, 137 mM NaCl and 0.1% Tween 20) and incubated with primary antibody overnight at 4° C. After washing three times with TBST buffer, blots were incubated with alkaline peroxidase-conjugated secondary antibody. Antibodies were diluted in the blocking solution. The blots were then washed three times with TBST buffer and analyzed by standard chemiluminescence (Supersignal Kit, Pierce, Rockford, Ill., USA) according to the company's protocol.


Results

According to ancillary study aims, 72 blood samples were collected. The number of samples and corresponding demographical data is presented in Table 1.









TABLE 1







Clinical and demographical data of subjects











Visit(Month)
0(0)
1(1)
4(6)
7(24)














N of patients
21
23
17
11 


LAQ(N)
12
13
12
8


Placebo(N)
9
10
 5
3


age
38.07 ± 2.20
36.66 ± 1.93
38.17 ± 2.39
40.25 ± 2.84


N(%) male
 7/21(33.33%)
8/23(34.78%)
7/17(41.18%)
5/11(45.45%)


N(%) female
14/21(66.67%)
15/23(65.22%) 
10/17(58.82%) 
6/11(54.55%)


LAQ
N(%) male
5/12(41.67%)
5/13(38.46%)
5/12(41.67%)



N(%) Female
7/12(58.33%)
8/13(61.54%)
7/12(58.33%)


Placebo
N(%) male
 2/9(22.22%)
3/10(30.00%)
 2/5(40.00%)



N(%) Female
 7/9(77.78%)
7/10(70.00%)
 3/5(60.00%)









ANOVA Analysis

ANOVA analysis was used to compare PBMC gene expression after 1, 6 or 24 month of LAQ treatment with baseline gene expression.


For each time point inventors performed analysis source of variation in dataset. (FIG. 1). Age, gender and batch effects were considered as confounders regarding LAQ or Placebo related changes. For each time point genes associated with Placebo effect were evaluated and excluded from further analysis.


Table 2 below shows number of genes significantly changed by ANOVA test in each time point as compared with baseline.









TABLE 2







Number of LAQ related MIGs according to ANOVA p values.













Visits







according to
# of genes
Down
Up-


Time Point
protocol
p < 0.01
regulated
regulated
FDR















1 month
1
354
348
6
No


6 month
4
1562
1552
10
43


6 and 24
4 and 7
2922
2911
11
1564


month









Table 3 and Table 4 below shows the main biological pathways and functions affected by LAQ.









TABLE 3







Main biological pathways and functions affected by LAQ








After one month of treatment
After six months of treatment
















genes
p-


genes
p-


function
pathway
(#)
value
function
pathway
(#)
value

















Inflammatory
Adhesion of
9
1.2*10−3
Development
G protein
73
3.1*10−5


response
phagocytes



Coupled







Receptor







Signaling



Chemotaxis
4
6.0*10−3

Arachidonic
18
2.2*10−3



of Neutrophils



Acid







metabolism



Transmigration
8
1.9*10−3

TGFB
14
4.3*10−2



of



signaling



leukocytes



Caveolar
8
1.8*10−4
Inflammatory
Leukocyte
29
9.4*10−3



mediated


response
Extravasation



endocytosis



Signaling



Clathrin
12
2.1*10−4

Caveolar
13
2.1*10−2



mediated



mediated



endocytosis



endocytosis


Hematological
Aggregation
18

3.5*10−10

Cell
Adhesion of
119
2.4*10−5


system
of blood


signaling
cells



platelets



Activation of
13
1.4*10−8

Neuro-
56
2.1*10−5



blood



transmission



platelets



Aggregation
19
2.6*10−8
Hematological
Intrinsic
6
6.2*10−2



of blood cells


system
prothrombin







activation







pathway



Coagulation
14
7.4*10−7

Coagulation
7
7.4*10−2



of blood



system
















TABLE 4







Main biological pathways and functions affected by LAQ








After one month of treatment
After six months of treatment
















genes
p-


genes
p-


function
pathway
(#)
value
function
pathway
(#)
value

















Inflammatory
TGFb
10
3.2*10−3
Inflammatory
TGFb
14
3.7*10−2


response
signaling


response
signaling







IL-12
11
3.2*10−3







signaling


Cellular
Adhesion &
9
1.2*10−3
Cellular
Invasion of
120
5.6*10−5


Movement
migration of


movement
cells



phagocytes



Chemotaxis of
4
6.0*10−3

Adhesion
119
2.4*10−5



neutrophils



of cell



Transmigration
8
1.9*10−3

Leukocyte
31

4*10−3




of leukocytes



extravasation







signaling









The majority of genes that showed significant changes at each time points were down regulated. The functional enrichment analysis of 354 genes affected after 1 month of treatment showed suppression of 50 molecules associated with different mechanisms of inflammatory response (p value from 3.4*10−10 to 1.1*10−2). This included for example suppression of adhesion of phagocytes (p=1.2*10−3) and chemotaxis of neutrophils (p=6.0*10−3) based on suppression of TGFB1, ITGB1, ITGB3, ITGB5 and CXCL5, ITGB1, MMP1, TGFB1 correspondently. The most significant canonical pathways are suppression of Caveolar and Clatrin mediated Endocytosis Signaling (p=1.8*10−4 and 2.1*10−4). The interesting findings are suppression of PTCR and CD84 that function in adhesion interaction between T lymphocytes and accessory cells.


As shown in Table 2 the number of genes significantly affected by LAQ (p<0.01) changed from 354 to 1562 between 1 and 6 months of treatment, and 43 genes passed stringent FDR criteria for 6 months of treatment (FIG. 2A). Total 260 genes out of 1562 were related to suppression of Cellular movement functions (p value of enrichment from 4.6*10−7 to 5.4*10−3). G protein Coupled Receptor Signaling (p=3.1*10−5), Arachidonic Acid metabolism (p=2.2*10−3), Leukocyte Extravasation Signaling (p=9.4*10−3), Caveolar mediated endocytosis Signaling (p=2.1*10−2), TGF beta Signaling (p=4.3*10−2), Adhesion of cells (p=2.4*10−5), Neurotransmission (p=2.1*10−5), Intrinsic prothrombin activation pathway (p=6.2*10−2) and Coagulation system (p=7.4*10−2) were the most significantly down-regulated canonical pathways after 6 months of treatment.


The number of patients involved in analysis at 24 months of treatment was relatively low, thus in order to improve statistical power, the inventors combined data from 6 and 24 months which resulted in evaluation of 2922 genes with p<0.01 and 1564 genes that passed FDR criteria (FIG. 2B). Due to high statistical significance of combined 6 and 24 months LAQ signature the most detailed functional analysis was applied.


LAQ Down-Regulates Expression of Migration/Adhesion Molecules

Functional analysis of 1564 genes that passed FDR criteria after more than 6 months of treatment showed significant enrichment of down-regulated genes (n=305) related to different kind of cellular movement mechanisms with p values from 1.5*10−3 to 4.5*10−14. This included for example suppression of cell migration function (n=233, p=4.5*10−14) and chemotaxis (n=78, p=4.3*10−5).


LAQ significantly down-regulated a range of Metalloproteinase family members such as MMP1, MMP14, MMP16, MMP24, MMP25, MMP26, MMP28, ADAM12 and ADAM22. Several Integrin and chemokine related genes were down-regulated upon treatment of LAQ: ITGB1, ITGB5, ITGB6, ITGA8, ITGB8, and GPIIB-III3 (fibrinogen receptor), CXCL4, CCL14, CCL18, CCXCR1 (XCR1), CXCL7 (PPBP).


These results are in line with previous studies reporting that LAQ interferes with the migratory capacity of T cells in mice with EAE (Wegner et al., 2010, Jadidi-Niaragh et al., 2011).


LAQ Down-Regulates Pro-Inflammatory Constituents

In addition to suppression of cell migration ability, treatment of LAQ demonstrated significant down-regulation of IL-1R, IL-8R and IL-22R, IL-9, TNFRSF4, and RORC (RORgamma), all of which are inflammation-related genes that are known to play a role in EAE (Jadidi-Niaragh et al., 2011). Recently, it has been shown that IL-9 is important for T-cell activation and differentiation in autoimmune inflammation of the CNS, and that IL-9−/− mice developed significantly less severe EAE than their WT counterparts (Li et al., 2011). The results show reduced expression of SOCS (suppressor of cytokine signaling), a negative regulator of immune response, which is indirectly regulated by TGFb1 and ICOSLG (inducible T-cell co-stimulator ligand). In correlation with down-regulation of the pro-inflammatory constituents, LAQ treatment significantly reduced the expression of CSF1, CSF2 and CSF3 and indirectly affected FoxP3 expression. ROR (RORgamma) can directly interact with FoxP3. However, the functional consequence of this interaction is not clear because none of the previous studies on LAQ effect described an effect on Treg. Clatrin and Caveolar-mediated Endocytosis pathways are significantly suppressed (p=5.0*10−4 and p=5.8*10−4) after 1 month of treatment.


TGFB1 Related Mechanism

6 months or longer treatment of LAQ induced significant suppression of genes related to the TGFB pathway (p=1.9*10−2) (FIG. 3)


TGFB is a potent regulatory cytokine with diverse effects on hematopoietic cells. The pivotal function of TGFB in the immune system is to maintain tolerance via the regulation of lymphocyte proliferation, differentiation, and survival. Among T cells, CD4+CD25+FOXP3+ T regs contain the main source of TGFB that suppresses immune responses in inflammatory sites. Defects in TGFB1 expression or its signaling in T cells correlate with the onset of several autoimmune diseases. It has been shown previously that besides its anti-inflammatory role, TGFB paradoxically acts as a pro-inflammatory cytokine and induces IL-17-producing pathogenic T helper cells (Th IL-17 cells) during an inflammatory response in which IL-6 is produced (Mirshafiey and Mohsenzadegan, 2009) (FIG. 4). Consistent with the proposed pro-inflammatory role of TGFB our analysis showed down-regulation of several TGFB-related genes and its downstream signaling components including: LTBP1 (latent transforming growth factor beta binding protein 1), Type I receptor, Smad2/3, Smad4, TCF [hepatocyte nuclear factor 4 alpha (HNF4A)] and PAI-1 (FIG. 3).


Western blot analyses in four out of five patients who received 6 months of LAQ treatment verified down-regulation of TGFB1 protein level by 20-50%, as shown by quantification of band intensities normalized against Tubulin (FIGS. 5A and 5B).


LAQ Induced Down-Regulation of Serpine 1 [(Plasminogen Activator Inhibitor 1(PAI-1)] and Other Members of the Coagulation System

While anti-inflammatory properties of LAQ were previously reported (Gurevich et al., 2010, Brück and Wegner, 2011), the current study demonstrated down-regulation of several members of the coagulation pathway including F2 (thrombin), F7 (factor VII), F10 (factor X), FGB (fibrinogen beta-chain), TFPI [(tissue factor pathway inhibitor (lipoprotein-associated coagulation inhibitor)], Serpine 1 [plasminogen activator inhibitor (PAI-1)] and also two other members of the Serpine 1 family (SerpinA3 and SerpinB3). PAI-1 inhibits the serine proteases tissue plasminogen activator (tPA) and uPA/urokinase, thus it is an inhibitor of fibrinolysis, the physiological process that degrades blood clots. Although the tPA-plasmin cascade promotes neurodegeneration in excitotoxin-induced neuronal death, it has been demonstrated to have a protective role in inflammatory conditions with BBB disruption by removing fibrin, which exacerbates axonal injury (Gveric et al., 2003). Moreover, in the mouse model of MS, EAE incidence and clinical severity were reduced in PAI-1−/− mice, where clinical relapses were absent in PAI-1−/− mice and the subsequent reduction in neuroinflammation was coupled with a higher capacity for fibrinolysis in spinal cord samples from PAI-1−/− mice, in association with increased tPA activity (East et al., 2008).


Importantly, consistent with our gene expression results, which shows significant down-regulation of PAI-1, the Western blot analysis shown in FIG. 6 demonstrates reduced expression of PAI-1 protein by 30-50% in four out of five patients after 6 months of LAQ treatment. The quantification of band intensities were normalized against tubulin. Previous gene expression analysis of PBMCs treated in vitro with LAQ, also showed significant down-regulation of PAI-1 (Gurevich et al., 2010). These results suggest positive correlation between LAQ-induced down-regulation of TGFB1 and PAI-1 expression and implicate LAQ in suppression of the neurodegenerative role of PAI-1, as demonstrated by East et al., 2008 and Overic et al., 2003. The proposed mechanism of LAQ effects on PBMS is shown in FIG. 8A and FIG. 8B.


Correlation and Repeated Measures Analysis.

In ANOVA model each patients has to be independent under each condition. However in repeated measures algorithm the independence requirement is removed and each patients can repeatedly tested in different condition and responses from the same patients are correlated. Repeated measures increase statistical power and thus fewer subjects are needed to have adequate power. The inventors applied repeated measures analysis to evaluated effect of LAQ in same patients across all visits (28 microarrays related to 7 patients). First, using this approach the inventors evaluated Placebo effects and excluded placebo related genes from further analysis. The effect of LAQ realized in significant changing of 174 genes that pass FDR criteria with p<0.0004. Functional analysis of this gene list confirmed ANOVA results and among other included PTCRA, ITGB3, ITGA2B, ITGB5, PF4 and TGFB1 genes. The same of those gene profiles demonstrated in FIG. 7


Summary

In vivo effects of LAQ on PBMC showed down-regulation of genes as shown in Tables 3 and 4, including genes involving cell motility, adhesion, chemotaxis, IL1 and IL8 mediated inflammation, and Clatrin and Caveolar-mediated Endocytosis pathways, etc.


Functional enrichment analysis of most informative genes at 1 month of LAQ treatment demonstrated down-regulation of genes associated with inflammatory response, genes associated with TGFb signaling including TGFb1, TGFb1I1 and LTBP1 (p value range=3.8*10−4 to 6.7*10−3), (see Table 4) and other genes associated with cellular movement and migration (TNFSF4, SELP, ITGA8, ITGB1/3/5, CXCL5/7 and BMP6 genes).


Suppression of inflammation was further strengthened after 6 months of LAQ treatment, where there was suppression of large number of genes associated with adhesion, migration and leukocyte extravasation signaling (ITGA2/8, ITGb1/3/4/5/6, ITGBL1, MMP16/24/26/28 and ADAM12/18/22) accompanied by suppression of IL-1/5/8/13/20/22R, IL-9/11/12/36, TNFRSF11A/B, and IFNA4/8/10/17. Notably, LAQ treatment also down-regulated TGFB expression including its downstream signaling constituents (LTBP4, MEK1/2, TGFB type I receptor and smad2/3/4). Laquinimod treatment down-regulated TGFb expression including its associated signaling constituents (LTBP4, type II BMPR and smad1/4/5/6/8) and the NFkB signaling constituents (IL-1, IL-1R and IKKg) (see, FIG. 9A). Interestingly, the final downstream affected molecule in the TGFb pathway is the ITGB1 constituent of several Integrins that participates in rolling, adhesion, activation and locomotion and thereby regulates cellular movement in concert with CCL19, MMPs and ADAMs. The suppression of TGFB and ITGB1 was confirmed by Western blot (see FIG. 5). The proposed mechanism of Laquinimod effects on PBMC is depicted in FIG. 8A and FIG. 8B. The underlying mechanism of LAQ treatment is characterized by down-regulation of Serpine 1 (Plasminogen activator inhibitor 1, PAI-1), a potent inhibitor of fibrinolysis and the final downstream molecule affected in the TGFB pathway, and other members of the coagulation system. These results suggest that in addition to its ability to modulate cytokines expression and adhesion/migration, LAQ also modulates the coagulation pathway, contributes to fibrinolysis (by effective fibrin removal) and thereby reduces neuronal damage. The majority of changes described in this report could be explained by considerable suppression TGFB1 mechanism.


Conclusion





    • Laquinimod suppresses inflammation as shown by down-regulation of genes of pro-inflammatory cytokines, TGFb and NFkB pathways.

    • Laquinimod suppresses the entire set of genes associated in the multistep paradigm of leukocyte extravasation suggesting its capability to inhibit infiltration of inflammatory cells to the CNS.

    • These effects on inflammation and cell movement occurred either directly or via TGFb suppression were observed after one month and strengthened after six months of Laquinimod treatment.

    • The down-regulation of TGFb, NFkB and cellular movement components by Laquinimod strongly suggests diminished CNS infiltration and subsequent reduction in axonal damage which may contribute to the therapeutic benefits of laquinimod in amelioration of MS clinical symptoms.





Example 2
The Role of Laquinimod in Modulation of the Immune Response in Relapsing-Remitting Multiple Sclerosis: Lessons from Gene Expression Signature
Abstract

The inventors analyzed the molecular pathways induced by LAQ treatment in patients that participated in the ALLEGRO trial using gene expression microarray analysis. Blood transcriptional changes after one and six months of treatment were compared to baseline to identify LAQ induced MIGs (p<0.01) and operating pathways.


The inventors identified 354 MIGs at one month and 1562 MIGs at six months of treatment. LAQ treatment effects were enhanced by duration of treatment and characterized by down-regulation of inflammatory responses via TGFb and NFkB signaling in combination with suppression of genes associated with cellular movement including adhesion, migration and leukocyte extravasation signaling like integrins, chemokines and metalloproteinases with further down-regulation of genes encoding pro-inflammatory cytokines.


These results demonstrate that LAQ acts via suppression of inflammation mainly through arrest of leukocytes extravasation and thereby could contribute to amelioration of disease activity in RRMS patients.


1. Introduction

LAQ was demonstrated to inhibit the development of acute experimental autoimmune encephalomyelitis (EAE) and to reduce EAE clinical score in mice treated after disease onset (Brück and Wegner, 2011; Brunmark et al., 2002; Jolivel et al., 2013; Ruffini et al, 2013; Schulze-Topphoff et al., 2012; Wegner et al., 2010). Clinically, LAQ demonstrated about 40% reduction in the cumulative number of gadolinium enhanced lesions in brain MRI in 106 RRMS patients as compared to 102 placebo treated RRMS patients (Comi et al., 2008). Recently, the Assessment of Oral Laquinimod in Preventing Progression in Multiple Sclerosis (Filippi et al., 2014) study demonstrated that LAQ treatment modestly decreased annualized relapse rate, slowed progression of disability and prevented white and gray matter atrophy in RRMS patients treated for 24 months (Comi et al., 2008; Filippi et al., 2014).


The mechanisms by which LAQ suppresses the development of EAE involve modulation of Th1/Th2 response, interference with the migration capacity of T cells (Bruck and Vollmer, 2013; Brück and Wegner, 2011; Wegner et al., 2010; Yang et al., 2004; Zou et al., 2002), and prevention of inflammation-induced synaptic alterations occurring in EAE (Ruffini et al., 2013). In addition, in MS patients, it has been reported that LAQ modulates B cells and their regulatory effects on T cells (Toubi et al., 2012), and down-regulates immunogenicity of dendritic cell (Jolivel et al., 2013).


In a previous study (Gurevich et at, 2010), the inventors characterized the molecular effects of LAQ in-vitro in separated immune cells subtypes obtained from RRMS patients using gene expression microarrays. The inventors demonstrated that LAQ induced suppression of genes related to antigen presentation and corresponding inflammatory pathways involving NFkB signaling, pleiotrophin-induced inflammatory cytokines, chemokine and toll like receptor signaling, down-regulation of Th2 response in CD14+ macrophages and CD4+ T cells, suppression of proliferation in CD8+ T cells, and suppression of antigen presentation and adhesion in CD19+ B cells via suppression of NFkB pathway.


To further elucidate the molecular mechanisms underlying the therapeutic effects of LAQ in RRMS, the inventors performed high throughput gene expression microarray analysis of PBMCs from RRMS patients that participated in the ALLEGRO trial.


2. Methods

Peripheral blood samples were obtained from RRMS patients treated with LAQ 0.6 mg/day or placebo as an ancillary study to the Assessment of Oral Laquinimod in Preventing Progression in Multiple Sclerosis trial (Filippi et al., 2014). Blood samples were obtained at baseline and after one and six months of treatment.


2.1. RNA Isolation and Hybridization

PBMC were extracted from 15 ml peripheral blood, separated by Ficoll-Hypaque gradient. Total RNA was extracted using both Trizol including a DNase digestion step. RNA integrity was assessed by RNA Experion automated electrophoresis system. Probe synthesis using 3 μg total RNA, hybridization, detection, and scanning was performed according to the standard Affymetrix, Inc. USA protocols; cDNA was synthesized using the Two-Cycle cDNA Synthesis Kit (Affymetrix, Inc., USA), and in-vitro transcription performed with the GeneChip IVT Labeling Kit (Affymetrix, Inc., USA). The biotin-labeled IVT-RNA was hybridized to HG-U133A-2 arrays (Affymetrix, Inc., USA) containing 14,500 well-annotated human genes, washed in a GeneChip Fluidics Station 450 and scanned according to the manufacturer's protocol using GeneArray-™ scanner G2500A (Hewlett Packard, USA).


2.2. Data Analysis

Data analysis was performed using Partek Genomics Solution software (www.partek.com). Expression values were computed from raw CEL files by applying the Robust Multi-Chip Average (RMA) background correction algorithm. RMA correction included: 1) values background correction; 2) quintile normalization; 3) log 2 transformation; and 4) median polish summarization. ANOVA analysis was applied to compare PBMC gene expression after one and six months of LAQ/placebo treatment as compared with baseline. Age, gender and batch effects were regarded as confounders in the ANOVA model. Genes that significantly changed in the placebo treated patients as compared to baseline were excluded from further analysis to yield only genes exclusively associated with LAQ effects. MIGs were defined as those that differentiated between groups with p<0.01. Gene functional annotation, enrichment and pathway analyses to identify the involved biological pathways were performed by Ingenuity Pathways Analysis software (www.ingenuity.com). All p values were applied for multiple testing corrections using False Discovery Rate (FDR) method with a cut off at p*0.05.


2.3. Verification by Western Blot

Protein fractions were purified from PBMC of 5 patients at baseline and after six months of LAQ treatment. Proteins were extracted from TRIZOL fractions and solubilized following the method reported by Hummon et al., 2007 (Hummon et al., 2007). Equal amounts of proteins were resolved on 10% SDS-PAGE and transferred onto nitrocellulose membranes (Invitrogen kit) for subsequent immune-blotting with antibodies specific for TGFb, ITGB1, CXCR1 and alpha Tubulin (Santa Cruz Biotechnology, Inc Santa Cruz, Calif., USA). Blots were analyzed by standard chemi-luminescence (Supersignal Kit, Pierce, Rockford, Ill., USA) and visualization was done by ChemiDoc™ XRS System (Bio-Rad).


3. Results

Samples were obtained from 25 RRMS patients, age 38.0±2.0 years, female/male ratio 16/9. The LAQ treatment arm consists of 13 patients, female/male ratio 8/5, age 38.8±2.3 years and the placebo arm consists of 12 patients, female/male ratio 8/4, age 37.2±3.4 years.


LAQ induced a differential gene expression of 354 MIGs after one month of treatment and the number of MIGs increased to 1562 after six months (Table 6 and 7).


The majority of genes that significantly changed expression under LAQ treatment at one and six months of treatment were down regulated (98% and 99%, respectively).


3.1. Biological Pathways Associated with LAQ Treatment: Down-Regulation of TGFb and NFkB Signaling and Pro Inflammatory Cytokines


Functional enrichment analysis of 354 MIGs after one month of LAQ treatment disclosed the suppression of molecules associated with different mechanisms of inflammatory response and cellular movement presented in Table 5. Indeed, analysis of the 1562 MIGs after six months showed growing number of genes involved with these mechanisms. Of the significantly suppressed pathways, the TGFb superfamily signaling (Table 5, p=3.2*10−3) was suppressed after one as well as after six months of LAQ treatment (p=4.32*10−2).









TABLE 5







Major biological pathways and functions affected by LAQ treatment








After one month of treatment n = 345
After six months of treatment n = 1562
















No. of



No. of



Function
Pathway
genes
p-value
Function
Pathway
genes
p-value

















Inflammatory
TGFb
10
3.2 × 10−3
Inflammatory
TGFb
14
4.3 × 10−2


response
signaling


response
signaling







IL-12
11
3.2 × 10−3







signaling


Cellular
Adhesion &
9
1.2 × 10−3
Cellular
Invasion of
120
5.6 × 10−5


movement
migration of


movement
cells



phagocytes



Chemotaxis of
4
6.0 × 10−3

Adhesion
119
2.4 × 10−5



Neutrophils



of cells



Transmigration
8
1.9 × 10−3

Leukocyte
29
9.4 × 10−3



of leukocytes



extravasation







signaling









Downregulation of the TGFb signaling pathway after one month of LAQ treatment was evident by suppression of TGFb and LTBP1 genes, the latter regulates secretion and activation of TGFb and thus promoting a feedback mechanism. After six months, down-regulation of additional TGFb superfamily related genes like BMP2/4/7, MIS, Type II BMP receptor, Smad14/5/6/8, TCF20, TCF2, Runx2 and the downstream ITGB1 was demonstrated (FIG. 9B).


Also, LAQ induced down-regulation of LFA-1 and VLA-4 expression that act with ITGB1 in adhesion of immune cells. The suppression of TGFb pathway after six months of LAQ treatment was accompanied by down regulation of IL-12 signaling pathway (p=6.2*10−3) and a wide range of other pro-inflammatory cytokines such as IL-9/11/12/20/36, TNFRSF11A/B, IFNA4/8/10/17, and also the receptors for IL-5/13/20/22 (p=3*10−3 to 9*10−3).


The molecular signature of LAQ after 6 months was also characterized by suppression of NFkB signaling as demonstrated by down regulation of members of the NFkB signaling that play a role in inflammation including IL-1, IL-1R and IKKg (FIG. 9B).


Altogether, these findings figure out a comprehensive suppression of pro-inflammatory cytokines and the key TGFb and NFkB pathways following six months of LAQ treatment. In view of the early down-regulation of TGFb at one month that precede the down-regulation of genes of pro-inflammatory cytokines, the inventors suggest that TGFb signaling precedes the suppression of inflammatory cytokines and that LAQ down regulates cytokine expression via suppression of TGFb.


Only five LAQ responsive MIGs were upregulated with the common three genes SASH1, FUCA1 and XYLT1 at one and six months. Although none of them integrated in firmed canonical pathway, overexpression of SASH1 and FUCA1 is associated with the inhibition of growth, proliferation, and invasion of cells (Meng et al., 2013).


3.2. LAQ Down-Regulates Expression of Migration, Adhesion and Leukocyte Extravasations Genes

Differential expression of cellular movement and migration were observed already after one month of LAQ treatment (p=3.49*10−4). These included down-regulation of genes associated with adhesion and migration of phagocytes (p=1.2*10−3), chemotaxis of neutrophils (p=6*10−3) and transmigration of leukocytes (p=1.9*10−3). Genes associated with cell movement and suppressed by LAQ were P selectin that is involved in the initial stage of adhesion and the integrin family members like ITGB1/3/5/6/8 and ITGA8 involved in later steps of adhesion and locomotion during leukocytes extravasation (p-value 1.72*10−3 to 5.5*10−3).


The suppressing effects of LAQ on cell adhesion and integrin expression were further enhanced after six months of treatment as was evident by down regulation of genes associated with cellular movement mechanisms (p value 3.15*10−6 to 3.79*10−3) including cell invasion (p=5.6*10−5), adhesion (p=2.4*10−5) and leukocyte extravasation (p=9.4*10−3), (Table 5, supra).


Similar to the observed effects of suppressed expression of the integrin family members after one month of treatment, suppression was even more evident after six months of LAQ treatment including integrin genes like ITGB/5/6/8, ITGA8, ITGB8, and ITGA2B (p value 9.84*10−4 to 1.1*10−3). In addition, suppression of inflammatory related chemokines like CCL19 and chemokine receptor CXCR1/2 was also demonstrated (p=6.79*10−3). Moreover, LAQ down-regulated a range of metalloproteinase family members such as MMP16/24/26/28, and ADAM12/18/22 that play a role during extravasation (p=4.95*10−4 to 1.26*10−3).


3.3. Verification of Key Genes Associated with LAQ Induced Molecular Pathways


The verification experiments performed by Western Blot analysis show significant down-regulation of key genes associated with most significantly affected biological mechanisms of LAQ. The TGFb protein following six months of LAQ treatment was suppressed by 69.0% (p=0.009) as could be seen from quantification of bands intensities (FIG. 10A). Accordingly, FIG. 10B shows down regulation of ITGB1, a common subunit of different integrin receptors by 40% (p=0.03) and of CXCR1 by 24.7% (p=0.014) (FIG. 10C).


4. Discussion

The results demonstrate that the most significant effect of LAQ is induction of suppression of inflammatory response via TGFb and NFkB pathways, as well as decrease in cell movement processes including adhesion, migration and leukocyte extravasation.


The inventors observed down-regulation of signaling pathways involving integrins, chemokines and metalloproteinases accompanied by repression of pro-inflammatory cytokines. These effects were observed in RRMS patients treated over six months-period as compared with baseline. Notably, the suppressive effects of LAQ are already detected as early as one month after initiation of treatment although to a lesser extent, suggesting a time-dependent treatment effect.


The pivotal function of TGFb in the immune system is anti-inflammatory, to maintain tolerance via regulation of lymphocyte proliferation, differentiation and survival. However, in MS it has been shown that in addition to its anti-inflammatory role, TGFb paradoxically can act as pro-inflammatory factor involved in the genesis of the pathogenic EAE-inducing TH17 cells. Thus, deletion of the TGFb gene from activated T cells, is known to abrogate Th17 cell differentiation, resulting in almost complete protection from EAE, confirming TGFb proinflammatory potential (Oh and Li, 2013). In the same process of events, TGFb is involved in stimulation of inflammatory cells adhesion, migration and extravasation, and could promote penetration of auto-aggressive lymphocytes to the central nervous system (CNS) (Bartolome et al., 2003; Brill et al., 2001). TGFb is also known to regulate the expression of IL-9 (Takami et al, 2012) and IL-22 (Sanjabi et al., 2009), thereby enhancing the expression of molecules associated with inflammation. TGFb itself can be activated by IL-1 (Luo et al., 2009), however IL-1 was also found to be suppressed in LAQ gene expression signature.


In accordance with observations linking TGFb with inflammatory process, the suppression of TGFb and members of the TGFb pathway by LAQ could result in beneficial reduction of active inflammation in MS. The suppression of TGFb signaling by LAQ corroborates with previous publications in which LAQ suppresses MAP3K7 (TAK1) that is strong positive regulator of cellular proliferation mediated by TGFb activation in CD14+ cells (Gurevich et al., 2010; Wan et al., 2006).


The inventors have demonstrated the suppressed expression of large number of cell adhesion and cell movement molecules involved in different stages of leukocytes extravasation under LAQ treatment. The ability of inflammatory cells to move from the periphery to the CNS is a crucial multistep process in MS with the following components down regulated by LAQ: a) Selectin P and IL-8R (CXCR1/2), that mediate rolling and the initial leukocyte-endothelial interactions; b) VLA-4, LFA-1, ITGA2/8, and ITGB1-6 integrins that mediate leukocyte adhesion and transmigration; c) chemokines and chemokine receptors for integrin activation like CCL19 that is responsible for leukocyte arrest and transmigration, and IL-8 receptor (CXCR1/2). These genes are well fitted with the steps of rolling, activation, adhesion, locomotion protrusion and transmigration of immune cells during extravasation to the CNS (as shown in FIG. 8C). Taken together, findings of the present study suggest that LAQ acts through inhibition of immune cells movement, adhesion and transmigration, thereby reducing the migratory capacity of active inflammatory cells trough the blood brain barrier (BBB). The supression of these cell migration functions corroborate with previously reported effects of LAQ- to induce down regulation of various cytokines and integrins such as IL-12, IL-13, IL-17, IFN-γ, TNF-α and VLA-4-mediated adhesiveness resulting in interference with migratory capacity of T cells in EAE (Brück and Wegner, 2011; Jadidi-Niaragh et al., 2011; Wegner et al., 2010).


Similarly, in MS patients, the inventors have demonstrated that LAQ down-regulates IL-1, IL-1R, IL12 and IKKg genes associated with pro-inflammatory NFkB pathway. The suppression of NFkB mechanism by LAQ was also demonstrated in an in-vitro study on PBMC obtained from MS patients (Gurevich et al., 2010) and in astrocytes following LAQ treatment in cuprizone-induced demyelination model (Bruck et al., 2012). NFkB signaling mediates IL-12 activation in macrophages (Murphy et al., 1995). The inventors have determined that LAQ may suppress both IL1 and IL2 dependent inflammation via down regulation of NFkB signaling.


These inflammation counteracting effects of LAQ could be the molecular basis of the positive imaging effect of LAQ in the ALLEGRO trial (Comi et al., 2012; Filippi et al., 2014).


Only 5 genes were up-regulated by LAQ; three of these up regulated genes were up-regulated already after one month of treatment with sustained effect at 6 months; Sash1 and FUCA1 are involved in suppression of proliferation while XYLT catalyzes the biosynthesis of glycosaminoglycan and its high activity was reported in patients with impaired BBB (Ponighaus et al., 2007). After six months of treatment, another growth inhibitor gene PID1 was overexpressed, confirming the suppression of proliferation of CD8+ cells by LAQ (Gurevich et al., 2010).


The inventors believe this to be the first study that characterizes LAQ induced transcriptional profile of RRMS patients demonstrating LAQ suppression of inflammatory cytokines and leukocytes extravasation either directly or via suppression of TGFb superfamily and NFkB signaling, thereby contributing to amelioration of the disease process of MS.













TABLE 6








p-value
Fold-Change


Column ID
Gene Symbol
Gene Title
(1.0 vs. 0.0)
(1.0 vs. 0.0)



















202380_s_at
NKTR
natural killer-tumor
3.20E−05
−1.12256




recognition sequence


215673_at
TEF
thyrotrophic embryonic
4.00E−05
−1.16076




factor


219414_at
CLSTN2
calsyntenin 2
4.51E−05
−1.12845


220099_s_at
LUC7L2
LUC7-like 2
9.60E−05
−1.15527




(S. cerevisiae)


215492_x_at
PTCRA
pre T-cell antigen
0.000172567
−1.52614




receptor alpha


207426_s_at
TNFSF4
tumor necrosis factor
0.000172751
−1.7061




(ligand) superfamily,




member 4


205030_at
FABP7
fatty acid binding
0.000176697
−1.17613




protein 7, brain


220205_at
TPTE
transmembrane
0.000181472
−1.15822




phosphatase with tensin




homology


208782_at
FSTL1
follistatin-like 1
0.00019072
−1.69352


201071_x_at
SF3B1
splicing factor 3b,
0.000259586
−1.0879




subunit 1, 155 kDa


207198_s_at
LIMS1
LIM and senescent cell
0.000294426
−1.44487




antigen-like domains 1


206757_at
PDE5A
phosphodiesterase 5A,
0.000306957
−1.213




cGMP-specific


209045_at
XPNPEP1
X-prolyl aminopeptidase
0.000348404
−1.19661




(aminopeptidase P) 1,




soluble


48031_r_at
C5orf4
chromosome 5 open
0.000363815
−1.51923




reading frame 4


220921_at
SPANXB1 ///
SPANX family, member
0.000369349
−1.16871



SPANXB2 ///
B1 /// SPANX family,



SPANXF1
member B2 /// SPANX




family, member F1


202729_s_at
LTBP1
latent transforming
0.000383136
−1.71014




growth factor beta




binding protein 1


213953_at
KRT20
keratin 20
0.000398517
−1.13707


214146_s_at
PPBP
pro-platelet basic
0.000468646
−1.45959




protein (chemokine (C-




X-C motif) ligand 7)


214013_s_at
TBC1D1
TBC1 (tre-2/USP6,
0.000514065
−1.21818




BUB2, cdc16) domain




family, member 1


219388_at
GRHL2
grainyhead-like 2
0.000551908
−1.13133




(Drosophila)


220751_s_at
C5orf4
chromosome 5 open
0.000640518
−1.96738




reading frame 4


211252_x_at
PTCRA
pre T-cell antigen
0.000650924
−1.38911




receptor alpha


206390_x_at
PF4
platelet factor 4
0.00069054
−1.76355


213666_at
SEPT6
septin 6
0.000693884
−1.13383


212942_s_at
KIAA1199
KIAA1199
0.000714369
−1.12102


203016_s_at
SSX2IP
synovial sarcoma, X
0.000739497
−1.36137




breakpoint 2 interacting




protein


206116_s_at
TPM1
tropomyosin 1 (alpha)
0.00075228
−1.49626


221556_at
CDC14B
CDC14 cell division
0.000762595
−1.48795




cycle 14 homolog B




(S. cerevisiae)


221518_s_at
USP47
ubiquitin specific
0.000785063
−1.07574




peptidase 47


205612_at
MMRN1
multimerin 1
0.000786871
−1.37634


202468_s_at
CTNNAL1
catenin (cadherin-
0.000828338
−1.41611




associated protein),




alpha-like 1


210357_s_at
SMOX
spermine oxidase
0.000848049
−1.40727


207206_s_at
ALOX12
arachidonate 12-
0.000911895
−1.83581




lipoxygenase


210661_at
GLRA3
glycine receptor, alpha 3
0.000946566
−1.15569


209301_at
CA2
carbonic anhydrase II
0.000964786
−1.68995


211555_s_at
GUCY1B3
guanylate cyclase 1,
0.00100045
−1.61803




soluble, beta 3


207934_at
RFPL1
ret finger protein-like 1
0.00102558
−1.14458


220496_at
CLEC1B
C-type lectin domain
0.00102643
−2.04495




family 1, member B


204115_at
GNG11
guanine nucleotide
0.00102931
−1.67885




binding protein (G




protein), gamma 11


220558_x_at
TSPAN32
tetraspanin 32
0.00108103
−1.15615


204319_s_at
RGS10
regulator of G-protein
0.00108604
−1.27188




signaling 10


201615_x_at
CALD1
caldesmon 1
0.00112603
−1.44221


203680_at
PRKAR2B
protein kinase, cAMP-
0.00119671
−1.87579




dependent, regulatory,




type II, beta


206153_at
CYP4F11
cytochrome P450,
0.00121638
−1.09486




family 4, subfamily F,




polypeptide 11


220810_at
CLCA3P
chloride channel
0.00123986
−1.14123




accessory 3




(pseudogene)


40020_at
CELSR3
cadherin, EGF LAG
0.00127162
−1.12078




seven-pass G-type




receptor 3 (flamingo




homolog, Drosophila)


208022_s_at
CDC14B
CDC14 cell division
0.00133236
−1.4133




cycle 14 homolog B




(S. cerevisiae)


210987_x_at
TPM1
tropomyosin 1 (alpha)
0.00135846
−1.44653


214298_x_at
SEPT6
septin 6
0.00137756
−1.13328


207119_at
PRKG1
protein kinase, cGMP-
0.00141929
−1.18474




dependent, type I


210734_x_at
MAX
MYC associated factor X
0.00142961
−1.28358


209689_at
CCDC93
coiled-coil domain
0.0014704
−1.13336




containing 93


214749_s_at
ARMCX6 ///
armadillo repeat
0.00149785
−1.17832



LOC653354
containing, X-linked 6




/// similar to armadillo




repeat containi


214023_x_at
TUBB2B
tubulin, beta 2B
0.00153776
−1.15934


208583_x_at
HIST1H2AJ
histone cluster 1, H2aj
0.00154449
−1.27798


205442_at
MFAP3L
microfibrillar-associated
0.0015663
−1.85392




protein 3-like


212687_at
LIMS1
LIM and senescent cell
0.00160765
−1.3332




antigen-like domains 1


211871_x_at
GNB5
guanine nucleotide
0.00163175
−1.15867




binding protein (G




protein), beta 5


204793_at
GPRASP1
G protein-coupled
0.00165477
−1.16021




receptor associated




sorting protein 1


201680_x_at
SRRT
serrate RNA, effector
0.00172271
−1.11791




molecule homolog




(Arabidopsis)


211837_s_at
PTCRA
pre T-cell antigen
0.00177798
−1.27392




receptor alpha


219476_at
C1orf116
chromosome 1 open
0.00181581
−1.22156




reading frame 116


201178_at
FBXO7
F-box protein 7
0.00186196
−1.13506


203966_s_at
PPM1A
protein phosphatase 1A
0.00188506
−1.18222




(formerly 2C),




magnesium-dependent,




alpha isoform


203817_at
GUCY1B3
guanylate cyclase 1,
0.00189066
−1.72974




soluble, beta 3


201125_s_at
ITGB5
integrin, beta 5
0.00191776
−1.71341


201905_s_at
CTDSPL
CTD (carboxy-terminal
0.00197783
−1.46779




domain, RNA




polymerase II,




polypeptide A) small




phosphatas


200780_x_at
GNAS
GNAS complex locus
0.00198667
−1.15838


203819_s_at
IGF2BP3
insulin-like growth
0.0019919
−1.71954




factor 2 mRNA binding




protein 3


210986_s_at
TPM1
tropomyosin 1 (alpha)
0.00199934
−1.55544


209806_at
HIST1H2BK
histone cluster 1, H2bk
0.00202655
−1.41838


210684_s_at
DLG4
discs, large homolog 4
0.00202851
−1.18659




(Drosophila)


222157_s_at
WDR48
WD repeat domain 48
0.00207579
−1.10297


212077_at
CALD1
caldesmon 1
0.00217742
−1.89576


214839_at
LOC157627
hypothetical
0.00223956
1.32598




LOC157627


207124_s_at
GNB5
guanine nucleotide
0.00230176
−1.1663




binding protein (G




protein), beta 5


205514_at
ZNF415
zinc finger protein 415
0.00231529
−1.15423


206049_at
SELP
selectin P (granule
0.00232343
−1.64193




membrane protein




140 kDa, antigen CD62)


206414_s_at
ASAP2
ArfGAP with SH3
0.00233503
−1.77303




domain, ankyrin repeat




and PH domain 2


218613_at
PSD3
pleckstrin and Sec7
0.00234479
−1.25828




domain containing 3


200981_x_at
GNAS
GNAS complex locus
0.00238211
−1.1585


211945_s_at
ITGB1
integrin, beta 1
0.00241794
−1.17026




(fibronectin receptor,




beta polypeptide,




antigen CD29 includes


219926_at
POPDC3
popeye domain
0.00243065
−1.1575




containing 3


204081_at
NRGN
neurogranin (protein
0.00243424
−1.60366




kinase C substrate, RC3)


205730_s_at
ABLIM3
actin binding LIM
0.00246133
−1.54178




protein family, member 3


213725_x_at
XYLT1
xylosyltransferase I
0.00253677
1.31402


210702_s_at
PTGIS
prostaglandin I2
0.00258067
−1.09522




(prostacyclin) synthase


215139_at
ARHGEF10
Rho guanine nucleotide
0.00258297
−1.17563




exchange factor (GEF) 10


205463_s_at
PDGFA
platelet-derived growth
0.00261003
−1.53627




factor alpha polypeptide


204628_s_at
ITGB3
integrin, beta 3 (platelet
0.00264187
−1.57906




glycoprotein IIIa,




antigen CD61)


201121_s_at
PGRMC1
progesterone receptor
0.00266076
−1.44314




membrane component 1


215071_s_at
HIST1H2AC
histone cluster 1, H2ac
0.00271978
−1.62836


212273_x_at
GNAS
GNAS complex locus
0.00273624
−1.15606


204482_at
CLDN5
claudin 5
0.00276964
−1.36386


210493_s_at
MFAP3L
microfibrillar-associated
0.0027754
−1.46358




protein 3-like


201120_s_at
PGRMC1
progesterone receptor
0.0027801
−1.43219




membrane component 1


202423_at
MYST3
MYST histone
0.00280673
−1.07974




acetyltransferase




(monocytic leukemia) 3


200722_s_at
CAPRIN1
cell cycle associated
0.00288696
−1.15665




protein 1


201617_x_at
CALD1
caldesmon 1
0.0028931
−1.32568


218751_s_at
FBXW7
F-box and WD repeat
0.00289921
−1.11226




domain containing 7


209839_at
DNM3
dynamin 3
0.00294256
−1.79997


211190_x_at
CD84
CD84 molecule
0.0029693
−1.16616


202127_at
PRPF4B
PRP4 pre-mRNA
0.00299632
−1.13501




processing factor 4




homolog B (yeast)


202280_at


0.00302852
−1.15673


212031_at
RBM25
RNA binding motif
0.00302972
−1.10451




protein 25


204042_at
WASF3
WAS protein family,
0.00304453
−1.60611




member 3


208406_s_at
GRAP2
GRB2-related adaptor
0.0030481
−1.39443




protein 2


200665_s_at
SPARC
secreted protein, acidic,
0.00304843
−1.77594




cysteine-rich




(osteonectin)


206283_s_at
TAL1
T-cell acute
0.00307052
−1.75245




lymphocytic leukemia 1


218407_x_at
NENF
neuron derived
0.0030954
−1.14125




neurotrophic factor


206698_at
XK
X-linked Kx blood
0.00309645
−1.88028




group (McLeod




syndrome)


207389_at
GP1BA
glycoprotein Ib
0.00310255
−1.54848




(platelet), alpha




polypeptide


215240_at
ITGB3
integrin, beta 3 (platelet
0.00313548
−1.58871




glycoprotein IIIa,




antigen CD61)


217456_x_at
HLA-E
major histocompatibility
0.00314152
−1.06184




complex, class I, E


207421_at
CA5A
carbonic anhydrase VA,
0.00315794
−1.24281




mitochondrial


220037_s_at
LYVE1
lymphatic vessel
0.00316412
−1.13941




endothelial hyaluronan




receptor 1


203085_s_at
TGFB1
transforming growth
0.00316654
−1.24041




factor, beta 1


201736_s_at
MARCH6
membrane-associated
0.00323685
−1.13929




ring finger (C3HC4) 6


206964_at
NAT8B
N-acetyltransferase 8B
0.00333385
−1.74593




(GCN5-related, putative,




gene/pseudogene)


215047_at
TRIM58
tripartite motif-
0.00338565
−1.77665




containing 58


211421_s_at
RET
ret proto-oncogene
0.00341726
−1.22099


218711_s_at
SDPR
serum deprivation
0.00342263
−1.66157




response




(phosphatidylserine




binding protein)


336_at
TBXA2R
thromboxane A2
0.00343156
−1.43266




receptor


200929_at
TMED10
transmembrane emp24-
0.00344518
−1.09881




like trafficking protein




10 (yeast)


209871_s_at
APBA2
amyloid beta (A4)
0.00349415
−1.16326




precursor protein-




binding, family A,




member 2


201058_s_at
MYL9
myosin, light chain 9,
0.003504
−1.74013




regulatory


207846_at
POU1F1
POU class 1 homeobox 1
0.00351318
−1.09086


208579_x_at
H2BFS ///
H2B histone family,
0.00351435
−1.48066



HIST1H2BK
member S /// histone




cluster 1, H2bk


220759_at
FAM12B
family with sequence
0.0035357
−1.1468




similarity 12, member B




(epididymal)


200931_s_at
VCL
vinculin
0.00355492
−1.40602


217595_at
GSPT1
G1 to S phase transition 1
0.00359115
−1.11645


204704_s_at
ALDOB
aldolase B, fructose-
0.00362444
−1.11912




bisphosphate


207856_s_at
LOC150776 ///
sphingomyelin
0.00363765
−1.0672



SMPD4
phosphodiesterase 4,




neutral membrane




pseudogene ///




sphingomyelin


218928_s_at
SLC37A1
solute carrier family 37
0.00364173
−1.12611




(glycerol-3-phosphate




transporter), member 1


212667_at
SPARC
secreted protein, acidic,
0.00365945
−1.72956




cysteine-rich




(osteonectin)


214548_x_at
GNAS
GNAS complex locus
0.00366147
−1.15948


221392_at
TAS2R4
taste receptor, type 2,
0.00366806
−1.20308




member 4


200622_x_at
CALM3
calmodulin 3
0.00368294
−1.2967




(phosphorylase kinase,




delta)


212178_s_at
POM121 ///
POM121 membrane
0.00369813
−1.09132



POM121C
glycoprotein (rat) ///




POM121 membrane




glycoprotein C


215993_at


0.00369964
−1.07521


215655_at
GRIK2
Glutamate receptor,
0.00371565
−1.12171




ionotropic, kainate 2


218468_s_at
GREM1
gremlin 1, cysteine knot
0.00374196
−1.11604




superfamily, homolog




(Xenopus laevis)


205388_at
TNNC2
troponin C type 2 (fast)
0.00376489
−1.21183


207750_at
EPS15L2
epidermal growth factor
0.00376694
−1.1441




receptor pathway




substrate 15-like 2


212573_at
ENDOD1
endonuclease domain
0.00376788
−1.29339




containing 1


210270_at
RGS6
regulator of G-protein
0.00377039
−1.25086




signaling 6


211185_s_at
SF3B1
splicing factor 3b,
0.00378516
−1.0809




subunit 1, 155 kDa


205347_s_at
TMSB15A
thymosin beta 15a
0.0038153
−1.11916


205383_s_at
ZBTB20
zinc finger and BTB
0.00387924
−1.13702




domain containing 20


214046_at
FUT9
fucosyltransferase 9
0.00390947
−1.12688




(alpha (1,3)




fucosyltransferase)


212062_at
ATP9A
ATPase, class II, type 9A
0.00394326
−1.44071


214974_x_at
CXCL5
chemokine (C-X-C
0.00401473
−1.73103




motif) ligand 5


209331_s_at
MAX
MYC associated factor X
0.00402443
−1.24493


215306_at


0.00405048
−1.22628


214542_x_at
HIST1H2AI
histone cluster 1, H2ai
0.0040542
−1.2842


211948_x_at
BAT2D1
BAT2 domain
0.00405795
−1.08274




containing 1


202123_s_at
ABL1
c-abl oncogene 1,
0.00406538
−1.10234




receptor tyrosine kinase


211546_x_at
SNCA
synuclein, alpha (non
0.00409573
−1.35092




A4 component of




amyloid precursor)


208501_at
GFI1B
growth factor
0.00411391
−1.55771




independent 1B




transcription repressor


200661_at
CTSA
cathepsin A
0.00411941
−1.29244


215820_x_at
SNX13
sorting nexin 13
0.00412146
−1.18742


204486_at


0.00413941
−1.18519


201529_s_at
RPA1
replication protein A1,
0.00422086
−1.26569




70 kDa


214752_x_at
FLNA
filamin A, alpha
0.00426746
−1.14045


208453_s_at
XPNPEP1
X-prolyl aminopeptidase
0.00430113
−1.19059




(aminopeptidase P) 1,




soluble


203086_at
KIF2A
kinesin heavy chain
0.00434355
−1.27703




member 2A


214631_at
ZBTB33
zinc finger and BTB
0.0043722
−1.13452




domain containing 33


202728_s_at
LTBP1
latent transforming
0.00437355
−1.47988




growth factor beta




binding protein 1


208776_at
PSMD11
proteasome (prosome,
0.00439519
−1.12238




macropain) 26S subunit,




non-ATPase, 11


212751_at
UBE2N
ubiquitin-conjugating
0.00441391
−1.10218




enzyme E2N (UBC13




homolog, yeast)


204437_s_at
FOLR1
folate receptor 1 (adult)
0.0044397
−1.21956


215111_s_at
TSC22D1
TSC22 domain family,
0.00446803
−1.61432




member 1


217816_s_at
PCNP
PEST proteolytic signal
0.00447658
−1.13528




containing nuclear




protein


205165_at
CELSR3
cadherin, EGF LAG
0.00452773
−1.16533




seven-pass G-type




receptor 3 (flamingo




homolog, Drosophila)


206465_at
ACSBG1
acyl-CoA synthetase
0.004567
−1.54878




bubblegum family




member 1


208924_at
RNF11
ring finger protein 11
0.00458077
−1.38056


206941_x_at
SEMA3E
sema domain,
0.00459381
−1.14106




immunoglobulin domain




(Ig), short basic domain,




secreted, (semaphor


210075_at
MARCH2
membrane-associated
0.00459416
−1.3917




ring finger (C3HC4) 2


220186_s_at
PCDH24
protocadherin 24
0.00460173
−1.12071


201480_s_at
SUPT5H
suppressor of Ty 5
0.00461915
−1.10301




homolog (S. cerevisiae)


200904_at
HLA-E
major histocompatibility
0.00463895
−1.12592




complex, class I, E


206254_at
EGF
epidermal growth factor
0.00468322
−1.73397




(beta-urogastrone)


214459_x_at
HLA-C
major histocompatibility
0.00473524
−1.06284




complex, class I, C


200859_x_at
FLNA
filamin A, alpha
0.00474228
−1.15462


201938_at
CDK2AP1
cyclin-dependent kinase
0.0047647
−1.36598




2 associated protein 1


202378_s_at
LEPROT
leptin receptor
0.00479261
−1.26088




overlapping transcript


219710_at
SH3TC2
SH3 domain and
0.00480083
−1.22839




tetratricopeptide repeats 2


212242_at
TUBA4A
tubulin, alpha 4a
0.00489677
−1.25565


213511_s_at
MTMR1
myotubularin related
0.004902
−1.09827




protein 1


220109_at
TF
transferrin
0.00492572
−1.12186


217705_at
PRKD1
protein kinase D1
0.00494361
−1.08153


208753_s_at
NAP1L1
nucleosome assembly
0.00495688
−1.22128




protein 1-like 1


201280_s_at
DAB2
disabled homolog 2,
0.00497063
−1.64395




mitogen-responsive




phosphoprotein




(Drosophila)


202838_at
FUCA1
fucosidase, alpha-L-1,
0.00499711
1.56419




tissue


205426_s_at
HIP1
huntingtin interacting
0.00499868
−1.14213




protein 1


211154_at
THPO
thrombopoietin
0.00502652
−1.11697


214577_at
MAP1B
micro tubule-associated
0.00512459
−1.14783




protein 1B


37966_at
PARVB
parvin, beta
0.00513617
−1.45109


209767_s_at
GP1BB ///
glycoprotein Ib
0.00515773
−1.47137



SEPT5
(platelet), beta




polypeptide /// septin 5


40687_at
GJA4
gap junction protein,
0.00516689
−1.14585




alpha 4, 37 kDa


216463_at


0.00517514
−1.14524


205128_x_at
PTGS1
prostaglandin-
0.00517864
−1.54268




endoperoxide synthase 1




(prostaglandin G/H




synthase and




cyclooxyge


221942_s_at
GUCY1A3
guanylate cyclase 1,
0.00526751
−1.70831




soluble, alpha 3


207156_at
HIST1H2AG
histone cluster 1, H2ag
0.0053042
−1.67358


211858_x_at
GNAS
GNAS complex locus
0.00533874
−1.13613


212692_s_at
LRBA
LPS-responsive vesicle
0.00540408
−1.1862




trafficking, beach and




anchor containing


211728_s_at
HYAL3
hyaluronoglucosaminidase 3
0.00545859
−1.16784


220336_s_at
GP6
glycoprotein VI
0.00546958
−1.61325




(platelet)


217083_at
IGHG1
Immunoglobulin heavy
0.00548613
−1.16387




constant gamma 1 (G1m




marker)


208327_at
CYP2A13
cytochrome P450,
0.00550711
−1.14862




family 2, subfamily A,




polypeptide 13


221555_x_at
CDC14B
CDC 14 cell division
0.0055286
−1.35261




cycle 14 homolog B




(S. cerevisiae)


211567_at


0.00553946
−1.12571


208403_x_at
MAX
MYC associated factor X
0.00557349
−1.29399


208989_s_at
KDM2A
lysine (K)-specific
0.00557809
−1.10556




demethylase 2A


201616_s_at
CALD1
caldesmon 1
0.00558092
−1.48431


204993_at
GNAZ
guanine nucleotide
0.00558421
−1.47787




binding protein (G




protein), alpha z




polypeptide


221764_at
C19orf22
chromosome 19 open
0.00558498
−1.1412




reading frame 22


206167_s_at
ARHGAP6
Rho GTPase activating
0.0055881
−1.76822




protein 6


204627_s_at
ITGB3
integrin, beta 3 (platelet
0.00559095
−1.9911




glycoprotein IIIa,




antigen CD61)


200885_at
RHOC
ras homolog gene
0.00563494
−1.28435




family, member C


218117_at
RBX1
ring-box 1
0.0056402
−1.1728


206655_s_at
GP1BB ///
glycoprotein Ib
0.00564505
−1.81428



SEPT5
(platelet), beta




polypeptide /// septin 5


200844_s_at
PRDX6
peroxiredoxin 6
0.00565286
−1.14511


216881_x_at
PRB4
proline-rich protein
0.00566372
−1.11675




BstNI subfamily 4


213746_s_at
FLNA
filamin A, alpha
0.00567458
−1.16364


208490_x_at
HIST1H2BF
histone cluster 1, H2bf
0.00567635
−1.43467


219202_at
RHBDF2
rhomboid 5 homolog 2
0.00568725
−1.12168




(Drosophila)


222382_x_at
NUP205
nucleoporin 205 kDa
0.00571901
−1.14196


203998_s_at
SYT1
synaptotagmin I
0.00575584
−1.13457


209826_at
EGFL8 ///
EGF-like-domain,
0.0058323
−1.1054



PPT2
multiple 8 /// palmitoyl-




protein thioesterase 2


208601_s_at
TUBB1
tubulin, beta 1
0.00591408
−1.84224


214958_s_at
TMC6
transmembrane channel-
0.00592428
−1.12494




like 6


217335_at
FLJ11292
hypothetical protein
0.00594468
−1.15949




FLJ11292


213864_s_at
NAP1L1
nucleosome assembly
0.00597059
−1.13884




protein 1-like 1


203180_at
ALDH1A3
aldehyde dehydrogenase
0.00600686
−1.16713




1 family, member A3


202332_at
CSNK1E
casein kinase 1, epsilon
0.00600712
−1.08867


210988_s_at
PRUNE
prune homolog
0.00603465
−1.30051




(Drosophila)


216896_at
COL4A3
collagen, type IV, alpha
0.00603529
−1.14088




3 (Goodpasture antigen)


220847_x_at
ZNF221
zinc finger protein 221
0.00606358
1.15477


208931_s_at
ILF3
interleukin enhancer
0.00609592
−1.14798




binding factor 3, 90 kDa


221160_s_at
CABP5
calcium binding protein 5
0.00612012
−1.56239


201528_at
RPA1
replication protein A1,
0.00612054
−1.2309




70 kDa


208750_s_at
ARF1
ADP-ribosylation factor 1
0.00615213
−1.10243


208523_x_at
HIST1H2BI
histone cluster 1, H2bi
0.00617675
−1.47477


215813_s_at
PTGS1
prostaglandin-
0.00620004
−1.55575




endoperoxide synthase 1




(prostaglandin G/H




synthase and




cyclooxyge


214917_at
PRKAA1
protein kinase, AMP-
0.00621432
−1.17283




activated, alpha 1




catalytic subunit


204000_at
GNB5
guanine nucleotide
0.00623899
−1.19485




binding protein (G




protein), beta 5


207046_at
HIST2H4A ///
histone cluster 2, H4a ///
0.00626313
−1.23715



HIST2H4B
histone cluster 2, H4b


201885_s_at
CYB5R3
cytochrome b5
0.0062861
−1.15347




reductase 3


221748_s_at
TNS1
tensin 1
0.0062959
−1.4944


216513_at
DCT
dopachrome
0.00633287
−1.16456




tautomerase




(dopachrome delta-




isomerase, tyrosine-




related protein 2)


204187_at
GMPR
guanosine
0.00636191
−1.47328




monophosphate




reductase


220518_at
ABI3BP
ABI family, member 3
0.00645579
−1.13443




(NESH) binding protein


217673_x_at
GNAS
GNAS complex locus
0.00646359
−1.13184


213236_at
SASH1
SAM and SH3 domain
0.0064869
1.90481




containing 1


205434_s_at
AAK1
AP2 associated kinase 1
0.00656002
−1.0984


211982_x_at
XPO6
exportin 6
0.00657111
−1.07265


210074_at
CTSL2
cathepsin L2
0.00658045
−1.24334


219705_at
QSER1
glutamine and serine
0.00662733
−1.17822




rich 1


208786_s_at
MAP1LC3B
microtubule-associated
0.00665976
−1.14821




protein 1 light chain 3




beta


209651_at
TGFB1I1
transforming growth
0.00668902
−1.76594




factor beta 1 induced




transcript 1


215122_at
TBX6
T-box 6
0.00679541
−1.14526


206110_at


0.00681334
−1.79605


207745_at
CABP2
calcium binding protein 2
0.00682426
−1.13079


211334_at
MRE11A
MRE11 meiotic
0.00687602
−1.12163




recombination 11




homolog A




(S. cerevisiae)


202501_at
MAPRE2
microtubule-associated
0.00688368
−1.12271




protein, RP/EB family,




member 2


204328_at
TMC6
transmembrane channel-
0.00689317
−1.08397




like 6


213598_at


0.00699509
−1.22087


205870_at
BDKRB2
bradykinin receptor B2
0.00701629
−1.14085


211026_s_at
MGLL
monoglyceride lipase
0.00710106
−1.60334


219983_at
HRASLS
HRAS-like suppressor
0.00719792
−1.52976


213908_at
WHAMML1 ///
WAS protein homolog
0.00719896
−1.37039



WHAMML2
associated with actin,




golgi membranes and




microtubules-like


208792_s_at
CLU
clusterin
0.00721848
−1.79473


204597_x_at
STC1
stanniocalcin 1
0.00723265
−1.14445


207963_at
C6orf54
chromosome 6 open
0.00723289
−1.15074




reading frame 54


213046_at
PABPN1
poly(A) binding protein,
0.00723382
−1.1431




nuclear 1


208690_s_at
PDLIM1
PDZ and LIM domain 1
0.00723389
−1.321


208791_at
CLU
clusterin
0.00725265
−1.77614


209423_s_at
PHF20
PHD finger protein 20
0.00725781
−1.14876


221746_at
UBL4A
ubiquitin-like 4A
0.00726803
−1.2092


212742_at
RNF115
ring finger protein 115
0.00727752
−1.09141


205221_at
HGD
homogentisate 1,2-
0.00729169
−1.52962




dioxygenase




(homogentisate oxidase)


214369_s_at
RASGRP2
RAS guanyl releasing
0.00738935
−1.10618




protein 2 (calcium and




DAG-regulated)


210183_x_at
PNN
pinin, desmosome
0.00742741
−1.10331




associated protein


207799_x_at


0.00743344
−1.20384


217928_s_at
SAPS3
SAPS domain family,
0.00749046
−1.10225




member 3


213431_x_at
SFI1
Sfi1 homolog, spindle
0.00750358
−1.06935




assembly associated




(yeast)


211059_s_at
GOLGA2
golgi autoantigen,
0.00750762
−1.14379




golgin subfamily a, 2


202708_s_at
HIST2H2BE
histone cluster 2, H2be
0.00757968
−1.54991


222121_at
SGEF
Src homology 3 domain-
0.00760512
−1.1164




containing guanine




nucleotide exchange




factor


215653_at


0.00760953
−1.11511


201124_at
ITGB5
integrin, beta 5
0.0076181
−1.25169


214308_s_at
HGD
homogentisate 1,2-
0.00764686
−1.64821




dioxygenase




(homogentisate oxidase)


217912_at
DUS1L
dihydrouridine synthase
0.00767399
−1.08336




1-like (S. cerevisiae)


202974_at
MPP1
membrane protein,
0.00775127
−1.36968




palmitoylated 1, 55 kDa


200905_x_at
HLA-E
major histocompatibility
0.00775135
−1.07063




complex, class I, E


216261_at
ITGB3
integrin, beta 3 (platelet
0.0077566
−1.37764




glycoprotein IIIa,




antigen CD61)


206204_at
GRB14
growth factor receptor-
0.00781703
−1.79964




bound protein 14


203414_at
MMD
monocyte to
0.00782001
−1.41852




macrophage




differentiation-




associated


219779_at
ZFHX4
zinc finger homeobox 4
0.00782075
−1.16711


202573_at
CSNK1G2
casein kinase 1, gamma 2
0.00784114
−1.11116


208527_x_at
HIST1H2BE
histone cluster 1, H2be
0.00788446
−1.41486


213306_at
MPDZ
multiple PDZ domain
0.00799342
−1.10219




protein


216231_s_at
B2M
beta-2-microglobulin
0.00809127
−1.05409


207554_x_at
TBXA2R
thromboxane A2
0.00813716
−1.28702




receptor


217963_s_at
NGFRAP1
nerve growth factor
0.00815053
−1.41005




receptor (TNFRSF16)




associated protein 1


201904_s_at
CTDSPL
CTD (carboxy-terminal
0.00815064
−1.51442




domain, RNA




polymerase II,




polypeptide A) small




phosphatas


205754_at
F2
coagulation factor II
0.00816234
−1.14373




(thrombin)


204466_s_at
SNCA
synuclein, alpha (non
0.0081789
−1.56209




A4 component of




amyloid precursor)


201029_s_at
CD99
CD99 molecule
0.00820335
−1.12753


202466_at
POLS
polymerase (DNA
0.00822683
−1.10075




directed) sigma


207550_at
MPL
myeloproliferative
0.00828883
−1.89086




leukemia virus




oncogene


208506_at
HIST1H3F
histone cluster 1, H3f
0.0083864
−1.13083


202774_s_at
SFRS8
splicing factor,
0.00842382
−1.09754




arginine/serine-rich 8




(suppressor-of-white-




apricot homolog, Dr


208343_s_at
NR5A2
nuclear receptor
0.00845048
−1.11703




subfamily 5, group A,




member 2


202778_s_at
ZMYM2
zinc finger, MYM-type 2
0.00850235
−1.12722


207523_at
C6orf10
chromosome 6 open
0.00859283
−1.11067




reading frame 10


219503_s_at
TMEM40
transmembrane protein 40
0.00859971
−1.45661


218704_at
RNF43
ring finger protein 43
0.00873092
−1.14893


209586_s_at
PRUNE
prune homolog
0.00873312
−1.23705




(Drosophila)


211449_at
MSH6
mutS homolog 6
0.00875942
−1.11398




(E. coli)


203896_s_at
PLCB4
phospholipase C, beta 4
0.00876295
−1.13939


204629_at
PARVB
parvin, beta
0.00884733
−1.27543


216623_x_at
TOX3
TOX high mobility
0.00885472
−1.09839




group box Family




member 3


204196_x_at
PKNOX1
PBX/knotted 1
0.00892223
−1.11739




homeobox 1


215101_s_at
CXCL5
chemokine (C-X-C
0.00893221
−1.66669




motif) ligand 5


218243_at
RUFY1
RUN and FYVE
0.00894778
−1.43684




containing 1


204467_s_at
SNCA
A4 component of
0.00896008
−1.47629




amyloid precursor)


219857_at
C10orf81
chromosome 10 open
0.00897475
−1.18546




reading frame 81


216867_s_at
PDGFA
platelet-derived growth
0.00897825
−1.3116




factor alpha polypeptide


206779_s_at
ASMT
acetylserotonin O-
0.00905468
−1.13282




methyltransferase


214938_x_at
HMGB1
high-mobility group box 1
0.00906415
−1.08357


220094_s_at
CCDC90A
coiled-coil domain
0.00907588
−1.32015




containing 90A


207808_s_at
PROS1
protein S (alpha)
0.00911187
−1.96407


200833_s_at
hCG_1757335 ///
RAP1B, member of
0.00912774
−1.12905



RAP1B
RAS oncogene family




pseudogene /// RAP1B,




member of RAS




oncogen


206176_at
BMP6
bone morphogenetic
0.00916216
−1.52992




protein 6


210360_s_at
MTSS1
metastasis suppressor 1
0.00917743
−1.16565


211522_s_at
GNRHR
gonadotropin-releasing
0.00918361
−1.12079




hormone receptor


209840_s_at
LRRN3
leucine rich repeat
0.00922884
1.86067




neuronal 3


214514_at
MCM3AP
minichromosome
0.00924948
−1.13224




maintenance complex




component 3 associated




protein


202620_s_at
PLOD2
procollagen-lysine, 2-
0.00936232
−1.26035




oxoglutarate 5-




dioxygenase 2


208752_x_at
NAP1L1
nucleosome assembly
0.00940735
−1.13425




protein 1-like 1


202619_s_at
PLOD2
procollagen-lysine, 2-
0.00942205
−1.28918




oxoglutarate 5-




dioxygenase 2


207397_s_at
HOXD13
homeobox D13
0.00958266
−1.11525


61297_at
CASKIN2
CASK interacting
0.00961064
−1.11013




protein 2


213765_at
MFAP5
microfibrillar associated
0.00964722
−1.09199




protein 5


207558_s_at
PITX2
paired-like
0.00964956
−1.10328




homeodomain 2


207827_x_at
SNCA
synuclein, alpha (non
0.00976329
−1.35299




A4 component of




amyloid precursor)


202555_s_at
MYLK
myosin light chain
0.00978872
−1.59189




kinase


212151_at
PBX1
pre-B-cell leukemia
0.00982704
−1.5597




homeobox 1


200845_s_at
PRDX6
peroxiredoxin 6
0.00986511
−1.2308


217736_s_at
EIF2AK1
eukaryotic translation
0.00989935
−1.23452




initiation factor 2-alpha




kinase 1


213828_x_at
H3F3A ///
H3 histone, family 3A ///
0.00991103
−1.09735



H3F3B ///
H3 histone, family 3B



LOC440926
(H3.3B) /// H3 histone,




family 3


216625_at


0.00997586
−1.10058



















TABLE 7







p-value
Fold-Change


Gene Symbol
Gene Title
(4.0 vs. 0.0)
(4.0 vs. 0.0)


















TMEM158
transmembrane protein 158
0.001631
−1.88182


TRIM58
tripartite motif-containing 58
0.004607
−1.73605


FSTL1
follistatin-like 1
0.001763
−1.66003


SNCA
synuclein, alpha (non A4
0.006379
−1.59767



component of amyloid



precursor)


ITGB5
Integrin, beta 5
0.00485
−1.5805


TNS1
tensin 1
0.003402
−1.53358


ATP1B1
ATPase, Na+/K+ transporting,
0.008818
−1.51106



beta 1 polypeptide


C5orf4
chromosome 5 open reading
0.005208
−1.46004



frame 4


LRP12
low density lipoprotein-related
0.002832
−1.42261



protein 12


CTNNAL1
catenin (cadherin-associated
0.009018
−1.40804



protein), alpha-like 1


GEM
GTP binding protein
0.002764
−1.40178



overexpressed in skeletal



muscle


KIAA1466
KIAA1466 gene
0.002973
−1.39035


ALDH1A2
aldehyde dehydrogenase 1
0.000677
−1.38981



family, member A2


MAP4K3
mitogen-activated protein
0.007221
−1.37714



kinase kinase kinase kinase 3


SNCA
synuclein, alpha (non A4
0.007255
−1.37607



component of amyloid



precursor)


RAB6B
RAB6B, member RAS
0.007576
−1.37568



oncogene family


PSD3
pleckstrin and Sec7 domain
0.000178
−1.37423



containing 3


RIPK2
receptor-interacting serine-
0.008392
−1.36879



threonine kinase 2


RAMP3
receptor (G protein-coupled)
0.002203
−1.36845



activity modifying protein 3


PTCRA
pre T-cell antigen receptor
0.003563
−1.35879



alpha


CALD1
caldesmon 1
0.002914
−1.35604


CYP2E1
cytochrome P450, family 2,
0.001334
−1.35372



subfamily E, polypeptide 1


PSD3
pleckstrin and Sec7 domain
0.000673
−1.35294



containing 3


PDLIM7
PDZ and LIM domain 7
0.003532
−1.34658



(enigma)


COBLL1
COBL-like 1
0.002662
−1.34562


FUT3
fucosyltransferase 3
2.63E−05
−1.34512



(galactoside 3(4)-L-



fucosyltransferase, Lewis blood



group)


SMOX
spermine oxidase
0.006872
−1.34018


TGM2
transglutaminase 2 (C
0.002055
−1.33815



polypeptide, protein-glutamine-



gamma-glutamyltransferase)


LRRC50
leucine rich repeat containing 50
0.004871
−1.33114


CST6
cystatin E/M
0.001427
−1.33016


OR7A17
olfactory receptor, family 7,
0.000118
−1.32853



subfamily A, member 17


C6orf145
chromosome 6 open reading
0.00109
−1.32816



frame 145


DLEU2 ///
deleted in lymphocytic
0.009215
−1.32582


DLEU2L
leukemia 2 (non-protein



coding) /// deleted in



lymphocytic leuke


CPT2
carnitine palmitoyltransferase 2
0.002605
−1.32033


HGF
hepatocyte growth factor
0.007517
−1.31941



(hepapoietin A; scatter factor)


TNS1
tensin 1
0.002806
−1.31579


SPRY1
sprouty homolog 1, antagonist
0.004614
−1.30993



of FGF signaling (Drosophila)


PLOD2
procollagen-lysine, 2-
0.007309
−1.30719



oxoglutarate 5-dioxygenase 2


CD80
CD80 molecule
0.008637
−1.30572


KYNU
kynureninase (L-kynurenine
0.009541
−1.30549



hydrolase)


BCAT1
branched chain
0.009502
−1.30486



aminotransferase 1, cytosolic


NHLH1
nescient helix loop helix 1
0.00122
−1.30451


AHCTF1
AT hook containing
0.006984
−1.30418



transcription factor 1


HOXA10
homeobox A10
0.007051
−1.30259


MTMR3
myotubularin related protein 3
0.001598
−1.30189




0.000939
−1.30069


VAC14
Vac14 homolog (S. cerevisiae)
2.51E−05
−1.29695


CLCF1
cardiotrophin-like cytokine
0.003153
−1.2966



factor 1


FGF5
fibroblast growth factor 5
0.001
−1.29505


TAL1
T-cell acute lymphocytic
0.000808
−1.29347



leukemia 1


SAMD14
sterile alpha motif domain
0.00157
−1.29276



containing 14


ELL2
elongation factor, RNA
0.006259
−1.29209



polymerase II, 2


CHN1
chimerin (chimaerin) 1
0.006634
−1.2914


SLC7A1
solute carrier family 7 (cationic
0.009963
−1.28978



amino acid transporter, y+



system), member 1


GRK5
G protein-coupled receptor
0.000218
−1.28944



kinase 5


PARD3
par-3 partitioning defective 3
0.000992
−1.28781



homolog (C. elegans)


VPS37B
vacuolar protein sorting 37
0.004355
−1.28765



homolog B (S. cerevisiae)


CYP2B6 ///
cytochrome P450, family 2,
0.001079
−1.2873


CYP2B7P1
subfamily B, polypeptide 6 ///



cytochrome P450, family 2, su


MALL
mal, T-cell differentiation
0.000476
−1.28554



protein-like


ALX4
ALX homeobox 4
1.18E−05
−1.28536


SOX15
SRY (sex determining region
0.000755
−1.28501



Y)-box 15


KRT5
keratin 5
0.000738
−1.28477


ESPL1
extra spindle pole bodies
0.003676
−1.28424



homolog 1 (S. cerevisiae)


STARD8
StAR-related lipid transfer
0.00219
−1.28408



(START) domain containing 8


PSD3
pleckstrin and Sec7 domain
0.003653
−1.28307



containing 3


KIAA0195
KIAA0195
3.69E−05
−1.28154


MYO9B
myosin IXB
0.000252
−1.27944


HIP1R ///
huntingtin interacting protein 1
0.006353
−1.2794


LOC100294412
related /// similar to KIAA0655



protein


EFNB1
ephrin-B1
0.000145
−1.27858


ERN1
endoplasmic reticulum to
0.001593
−1.27656



nucleus signaling 1


RHD
Rh blood group, D antigen
0.005698
−1.27635


MFAP3L
microfibrillar-associated protein
0.002875
−1.27538



3-like


PLA1A
phospholipase A1 member A
0.005885
−1.27427


POFUT2
protein O-fucosyltransferase 2
0.004736
−1.27411


C8orf39
chromosome 8 open reading
0.002547
−1.27348



frame 39


CRYBB2
crystallin, beta B2
0.000156
−1.27288


CYP4A11
cytochrome P450, family 4,
0.000381
−1.27285



subfamily A, polypeptide 11


PVRL2
poliovirus receptor-related 2
0.007308
−1.27216



(herpesvirus entry mediator B)


CLCNKB
chloride channel Kb
0.001537
−1.27136


MRAS
muscle RAS oncogene homolog
0.002321
−1.27101


NFIB
nuclear factor I/B
0.000362
−1.2706


FKSG2
apoptosis inhibitor
0.003687
−1.27027


SLC11A2
solute carrier family 11 (proton-
0.008176
−1.26987



coupled divalent metal ion



transporters), member 2


FZR1
fizzy/cell division cycle 20
0.006166
−1.26883



related 1 (Drosophila)


ZNF550
zinc finger protein 550
0.00302
−1.26876


GLP1R
glucagon-like peptide 1 receptor
0.001684
−1.26854


SLC19A1
solute carrier family 19 (folate
0.003885
−1.26843



transporter), member 1


RTN2
reticulon 2
0.008304
−1.26775


PAPOLA
poly(A) polymerase alpha
0.009359
−1.2676


STC1
stanniocalcin 1
0.001341
−1.26734


GK
glycerol kinase
0.004541
−1.26678


EXOSC6
exosome component 6
0.00268
−1.26637




4.96E−05
−1.26602


RAPSN
receptor-associated protein of
0.003697
−1.26598



the synapse


HFE
hemochromatosis
0.000648
−1.26583


EHD2
EH-domain containing 2
0.001249
−1.26575


RIOK3
RIO kinase 3 (yeast)
0.004132
−1.26516


UBE2I
Ubiquitin-conjugating enzyme
0.00062
−1.26466



E2I (UBC9 homolog, yeast)


C15orf2
chromosome 15 open reading
0.002573
−1.26354



frame 2


DMD
dystrophin
0.006011
−1.26327


PRLH
prolactin releasing hormone
0.001657
−1.26177


MAP2K2
Mitogen-activated protein
0.001555
−1.26176



kinase kinase 2


TP63
tumor protein p63
0.001463
−1.26066


DACH1
dachshund homolog 1
0.002299
−1.26061



(Drosophila)


PPP5C
protein phosphatase 5, catalytic
0.002092
−1.26051



subunit


SLC26A1
solute carrier family 26 (sulfate
0.000553
−1.26034



transporter), member 1


NUDT7
nudix (nucleoside diphosphate
0.004276
−1.25953



linked moiety X)-type motif 7


KCNJ12
potassium inwardly-rectifying
0.000307
−1.25907



channel, subfamily J, member 12


ENTPD7
ectonucleoside triphosphate
0.00881
−1.25885



diphosphohydrolase 7


SLC26A1
solute carrier family 26 (sulfate
0.000894
−1.25847



transporter), member 1


PRRG3
proline rich Gla (G-
0.001239
−1.25847



carboxyglutamic acid) 3



(transmembrane)


RGS6
regulator of G-protein signaling 6
0.007795
−1.25638


ZBED2
zinc finger, BED-type
0.000482
−1.25597



containing 2




1.57E−05
−1.25554


FICD
FIC domain containing
0.005002
−1.25533


ARHGAP1
Rho GTPase activating protein 1
0.002967
−1.25434


ARHGDIA
Rho GDP dissociation inhibitor
0.00427
−1.25429



(GDI) alpha


SDHB
succinate dehydrogenase
0.003554
−1.25315



complex, subunit B, iron sulfur Ip)


AMHR2
anti-Mullerian hormone
0.000653
−1.25279



receptor, type II


ABCA4
ATP-binding cassette, sub-
0.001332
−1.25263



family A (ABC1), member 4


TCF20
transcription factor 20 (AR1)
0.005851
−1.2525


BGN
biglycan
0.00473
−1.25217


CASP7
caspase 7, apoptosis-related
0.003516
−1.25129



cysteine peptidase


LPAR4
lysophosphatidic acid receptor 4
0.005372
−1.25127


GNA12
guanine nucleotide binding
0.009051
−1.2511



protein (G protein) alpha 12


CYP2W1
cytochrome P450, family 2,
0.00037
−1.25048



subfamily W, polypeptide 1




0.005763
−1.25006


RAX
retina and anterior neural fold
0.002983
−1.24963



homeobox


C4A /// C4B ///
complement component 4A
0.002229
−1.24845


LOC100292046 ///
(Rodgers blood group) ///


LOC100294156
complement component 4B



(Chido blood


ELAVL4
ELAV (embryonic lethal,
0.005864
−1.24796



abnormal vision, Drosophila)-



like 4 (Hu antigen D)


PXN
paxillin
0.00025
−1.24781


ESR2
estrogen receptor 2 (ER beta)
0.000571
−1.24778


MYL10
myosin, light chain 10,
0.002715
−1.24748



regulatory


EFS
embryonal Fyn-associated
0.004955
−1.24747



substrate


TFF3
trefoil factor 3 (intestinal)
0.000444
−1.24739


ADAM22
ADAM metallopeptidase
0.000495
−1.24728



domain 22


SRPK1
SFRS protein kinase 1
0.008451
−1.24704


LOC441601
septin 7 pseudogene
8.14E−05
−1.24632


BIRC5
baculoviral IAP repeat-
0.000591
−1.24548



containing 5


CCT8L2
chaperonin containing TCP1,
0.0033
−1.24521



subunit 8 (theta)-like 2


PPAP2B
phosphatidic acid phosphatase
0.008026
−1.2452



type 2B


CMA1
chymase 1, mast cell
0.000993
−1.245


APOA2
apolipoprotein A-II
0.000594
−1.24371


KDELR2
KDEL (Lys-Asp-Glu-Leu)
0.007788
−1.24358



endoplasmic reticulum protein



retention receptor 2


ASCL3
achaete-scute complex homolog
0.00054
−1.24293



3 (Drosophila)


RLINX1
runt-related transcription
0.0054
−1.24289



factor 1


BUB1
budding uninhibited by
0.000294
−1.24284



benzimidazoles 1 homolog



(yeast)




0.003969
−1.24241


SLC6A8
solute carrier family 6
0.000656
−1.24067



(neurotransmitter transporter,



creatine), member 8


HNRNPC ///
heterogeneous nuclear
0.008367
−1.24043


HNRNPCL1 ///
ribonucleoprotein C (C1/C2) ///


LOC440563 ///
heterogeneous nuclear


LOC649330
ribonucleop


RIBC2
RIB43A domain with coiled-
4.24E−05
−1.24036



coils 2


CLIC4
chloride intracellular channel 4
0.005848
−1.24019


RAB17
RAB17, member RAS
0.001346
−1.24001



oncogene family


SCML2
sex comb on midleg-like 2
0.008595
−1.23921



(Drosophila)


SPINLW1
serine peptidase inhibitor-like,
9.13E−05
−1.23909



with Kunitz and WAP domains



1 (eppin)


ANK1
ankyrin 1, erythrocytic
0.006497
−1.23867


EDA2R
ectodysplasin A2 receptor
0.004698
−1.2385




0.003041
−1.23803




0.000661
−1.23797


HTR4
5-hydroxytryptamine
1.84E−05
−1.2378



(serotonin) receptor 4


CDC42EP4
CDC42 effector protein (Rho
0.001214
−1.23768



GTPase binding) 4


KANK2
KN motif and ankyrin repeat
0.000895
−1.23765



domains 2


ANK1
ankyrin 1, erythrocytic
0.009625
−1.2373


ITGB3
integrin, beta 3 (platelet
0.001114
−1.23728



glycoprotein IIIa, antigen



CD61)


SYN1
synapsin I
0.005147
−1.23728


DUX3 ///
double homeobox, 3 /// double
0.007355
−1.23705


DUX4 ///
homeobox, 4 /// FSHD region


FRG2C ///
gene 2 family, member C /// s


HPX-2 ///


LOC100134409 ///


LOC652119 ///


LOC653543 ///


LOC653544 ///


LOC653545 ///


LOC728410


PKNOX2
PBX/knotted 1 homeobox 2
0.005082
−1.23701


MLLT4
myeloid/lymphoid or mixed-
0.002526
−1.23601



lineage leukemia (trithorax



homolog, Drosophila);



translocate


APOA2
apolipoprotein A-II
0.004185
−1.23591


PENK
proenkephalin
0.000174
−1.23569


GNAT1
guanine nucleotide binding
0.00958
−1.23545



protein (G protein), alpha



transducing activity polypeptide


FURIN
furin (paired basic amino acid
0.006444
−1.23543



cleaving enzyme)


SEMA6A
sema domain, transmembrane
0.000683
−1.23507



domain (TM), and cytoplasmic



domain, (semaphorin) 6A


EGFL6
EGF-like-domain, multiple 6
0.000502
−1.23478


HRH1
histamine receptor H1
0.008279
−1.23466


TSPAN1
tetraspanin 1
0.002802
−1.23452


DBC1
deleted in bladder cancer 1
0.001766
−1.23445


TRPC7
transient receptor potential
2.45E−07
−1.23402



cation channel, subfamily C,



member 7


MDM2
Mdm2 p53 binding protein
0.008092
−1.23388



homolog (mouse)


GPR52
G protein-coupled receptor 52
0.000198
−1.23387


HAMP
hepcidin antimicrobial peptide
0.006054
−1.2333


PRSS2
protease, serine, 2 (trypsin 2)
0.001936
−1.2322


GPR107
G protein-coupled receptor 107
0.008739
−1.23212


FLJ11292
hypothetical protein FLJ11292
5.57E−05
−1.23211


FLJ20184
hypothetical protein FLJ20184
0.005162
−1.23203


B4GALT1
UDP-Gal: betaGlcNAc beta 1,4-
0.000192
−1.23117



galactosyltransferase,



polypeptide 1


NKX3-1
NK3 homeobox 1
0.009204
−1.23108


ASIP
agouti signaling protein,
0.002916
−1.23063



nonagouti homolog (mouse)


SMAD4
SMAD family member 4
0.004268
−1.2306


EFCAB6
EF-hand calcium binding
0.000165
−1.23058



domain 6


GPR20
G protein-coupled receptor 20
0.008518
−1.23016


CA5A
carbonic anhydrase VA,
0.004021
−1.22996



mitochondrial


PLK4
polo-like 4 (Drosophila)
0.004056
−1.22981


TAAR5
trace amine associated
0.00273
−1.22947



receptor 5


SRPX2
sushi-repeat-containing
0.000298
−1.22939



protein, X-linked 2


CNTD2
cyclin N-terminal domain
1.28E−05
−1.22932



containing 2


AZGP1
alpha-2-glycoprotein 1, zinc-
0.004331
−1.22925



binding


TIMP3
TIMP metallopeptidase
0.002046
−1.22923



inhibitor 3


RGS6
regulator of G-protein
0.006087
−1.22916



signaling 6


ADARB1
adenosine deaminase, RNA-
0.00212
−1.22908



specific, B1 (RED1 homolog



rat)


DYNC1I1
dynein, cytoplasmic 1,
0.000291
−1.22872



intermediate chain 1


C10orf10
chromosome 10 open reading
0.001942
−1.22872



frame 10


PDIA2
protein disulfide isomerase
0.001498
−1.22865



family A, member 2


PITX3
paired-like homeodomain 3
0.009246
−1.22861


HOXC13
homeobox C13
8.28E−05
−1.22836


LPAR3
lysophosphatidic acid receptor 3
0.001583
−1.22805


CTRC
chymotrypsin C (caldecrin)
0.008361
−1.22773


CTSL2
cathepsin L2
0.005554
−1.2276


MUC8
mucin 8
0.005519
−1.22759


AQP5
aquaporin 5
0.000994
−1.22755


UGT1A1 ///
UDP glucuronosyltransferase 1
0.001167
−1.22729


UGT1A10 ///
family, polypeptide A1 /// UDP


UGT1A4 ///
glucuronosyltransferase 1


UGT1A6 ///


UGT1A8 ///


UGT1A9


KCNQ2
potassium voltage-gated
0.001293
−1.22727



channel, KQT-like subfamily,



member 2


CYP2A13
cytochrome P450, family 2,
0.00551
−1.22653



subfamily A, polypeptide 13


ZNF155
zinc finger protein 155
0.005718
−1.22653


KIAA0892
KIAA0892
0.000223
−1.22645


ATP2A2
ATPase, Ca++ transporting,
0.008882
−1.22601



cardiac muscle, slow twitch 2


MMP26
matrix metallopeptidase 26
0.001265
−1.22581


FGF5
fibroblast growth factor 5
0.003695
−1.22569


FGF18
fibroblast growth factor 18
0.003001
−1.22556


FUT2
fucosyltransferase 2 (secretor
0.003882
−1.22538



status included)


SHROOM2
shroom family member 2
0.000419
−1.22534


PRSS3
protease, serine, 3
0.006779
−1.22529


CREB3L1
cAMP responsive element
0.002111
−1.22516



binding protein 3-like 1




0.008631
−1.22511


MGAT2
mannosyl (alpha-1,6-)-
0.006509
−1.2251



glycoprotein beta-1,2-N-



acetylglucosaminyltransferase




0.000415
−1.2249


CSF1
colony stimulating factor 1
0.001088
−1.22487



(macrophage)


SMAD3
SMAD family member 3
0.007701
−1.22479


PLCE1
Phospholipase C, epsilon 1
0.005157
−1.22464


MLXIPL
MLX interacting protein-like
0.004864
−1.22443


OR10H3
olfactory receptor, family 10,
0.001893
−1.2243



subfamily H, member 3




0.000353
−1.22418


ABCB11
ATP-binding cassette, sub-
0.004152
−1.224



family B (MDR/TAP), member 11


CD84
CD84 molecule
0.009088
−1.22398


ARHGEF4
Rho guanine nucleotide
0.005157
−1.22395



exchange factor (GEF) 4


ORC1L
origin recognition complex,
0.003618
−1.22366



subunit 1-like (yeast)


PCIF1
PDX1 C-terminal inhibiting
0.007109
−1.22348



factor 1


CD177
CD177 molecule
0.000868
−1.22342




0.000414
−1.22314


C1orf116
chromosome 1 open reading
0.000626
−1.22307



frame 116




0.000385
−1.2228


IFT122
intraflagellar transport 122
0.000359
−1.22277



homolog (Chlamydomonas)




0.000968
−1.22273


C11orf20
chromosome 11 open reading
0.002516
−1.2225



frame 20


DUSP13
dual specificity phosphatase 13
0.000847
−1.22179


C6orf208
chromosome 6 open reading
0.001257
−1.22163



frame 208


PLA2G5
phospholipase A2, group V
5.46E−05
−1.22142


PRAMEF1 ///
PRAME family member 1 ///
0.001073
−1.22136


PRAMEF2
PRAME family member 2


CYP4F8
cytochrome P450, family 4,
0.001494
−1.22114



subfamily F, polypeptide 8


KCNA1
potassium voltage-gated
0.00046
−1.22105



channel, shaker-related



subfamily, member 1 (episodic



ataxia wi


MFAP4
microfibrillar-associated
0.000166
−1.2209



protein 4


C6
complement component 6
0.006533
−1.22081


SLC4A3
solute carrier family 4, anion
0.009715
−1.22068



exchanger, member 3


IL1RAPL1
interleukin 1 receptor accessory
0.000271
−1.22049



protein-like 1


SERPINE1
serpin peptidase inhibitor, clade
0.001839
−1.22049



E (nexin, plasminogen activator



inhibitor type 1), me


ZCCHC14
zinc finger, CCHC domain
0.004618
−1.22042



containing 14


POLR3G
polymerase (RNA) III (DNA
0.001007
−1.22028



directed) polypeptide G (32 kD)


C16orf68
chromosome 16 open reading
0.006601
−1.22026



frame 68


FLJ14100
hypothetical protein FLJ14100
0.003745
−1.22017


SMCHD1
structural maintenance of
0.008572
−1.2201



chromosomes flexible hinge



domain containing 1


ASCL1
achaete-scute complex homolog
0.002304
−1.21998



1 (Drosophila)


FOXA2
forkhead box A2
0.00025
−1.2197


SLC23A2
solute carrier family 23
0.005914
−1.21969



(nucleobase transporters),



member 2


KLK13
kallikrein-related peptidase 13
0.000211
−1.21966


MTSS1L
metastasis suppressor 1-like
0.001589
−1.21956


DNMT3L
DNA (cytosine-5-)-
0.000936
−1.21952



methyltransferase 3-like


RREB1
ras responsive element binding
0.006278
−1.21948



protein 1


DNMBP
dynamin binding protein
0.007794
−1.21943


PKLR
pyruvate kinase, liver and RBC
0.000571
−1.21918


C1orf106
chromosome 1 open reading
0.005004
−1.21911



frame 106


CCDC134
coiled-coil domain containing 134
0.000478
−1.21888


MTSS1
metastasis suppressor 1
0.002441
−1.21878


CCDC40
coiled-coil domain containing 40
0.000701
−1.21869


HOXB1
homeobox B1
0.006406
−1.21825


SCNN1B
sodium channel, nonvoltage-
0.001488
−1.2182



gated 1, beta


SEMA4G
sema domain, immunoglobulin
0.002662
−1.2182



domain (Ig), transmembrane



domain (TM) and short



cytoplasmi


RAPGEFL1
Rap guanine nucleotide
0.000162
−1.21787



exchange factor (GEF)-like 1


MAGEL2
MAGE-like 2
0.000123
−1.21777




0.000234
−1.21771


PLSCR2
phospholipid scramblase 2
0.000386
−1.21727


CHD2
chromodomain helicase DNA
0.000841
−1.21722



binding protein 2


PLCD1
phospholipase C, delta 1
0.005374
−1.2171


C1orf116
chromosome 1 open reading
0.006
−1.21704



frame 116


CHRNA2
cholinergic receptor, nicotinic,
0.008482
−1.21702



alpha 2 (neuronal)


MBP
myelin basic protein
0.008574
−1.21675


CDC42BPA
CDC42 binding protein kinase
0.000334
−1.21665



alpha (DMPK-like)


TNFRSF11A
tumor necrosis factor receptor
0.007883
−1.21627



superfamily, member 11a,



NFKB activator


MYF6
myogenic factor 6 (herculin)
0.003356
−1.21615


PI15
peptidase inhibitor 15
0.004832
−1.21612


LOC440895
LIM and senescent cell antigen-
0.003588
−1.21578



like domains 3-like


SBF1
SET binding factor 1
0.002572
−1.21568


MAST1
microtubule associated
0.001899
−1.21565



serine/threonine kinase 1


GLT8D2
glycosyltransferase 8 domain
0.000458
−1.21564



containing 2


ERBB3
v-erb-b2 erythroblastic
0.000806
−1.21564



leukemia viral oncogene



homolog 3 (avian)


LOH3CR2A
loss of heterozygosity, 3,
0.004412
−1.21562



chromosomal region 2, gene A


AMH
anti-Mullerian hormone
0.000237
−1.21552


HR
hairless homolog (mouse)
0.005332
−1.21547


RDH8
retinol dehydrogenase 8 (all-
0.000487
−1.21536



trans)


PAWR
PRKC, apoptosis, WT1,
0.005543
−1.2152



regulator


DRD3
dopamine receptor D3
0.000203
−1.21493


CCT8
chaperonin containing TCP1,
0.009015
−1.21463



subunit 8 (theta)


PRELP
proline/arginine-rich end
0.007385
−1.21443



leucine-rich repeat protein


SPOCK3
sparc/osteonectin, cwcv and
0.000394
−1.21434



kazal-like domains



proteoglycan (testican) 3


EPS8L3
EPS8-like 3
0.007312
−1.21407


NXN
nucleoredoxin
0.003294
−1.21404


SEMA4G
sema domain, immunoglobulin
0.001706
−1.21395



domain (Ig), transmembrane



domain (TM) and short



cytoplasmi


P2RY1
purinergic receptor P2Y, G-
0.002207
−1.21385



protein coupled, 1


AVL9
AVL9 homolog (S. cerevisiase)
0.002166
−1.21376


TEK
TEK tyrosine kinase,
0.000493
−1.21369



endothelial


MOGAT2
monoacylglycerol O-
0.002638
−1.21358



acyltransferase 2


KLK7
kallikrein-related peptidase 7
0.007089
−1.21357


MT1E ///
metallothionein 1E ///
0.008728
−1.21355


MT1H ///
metallothionein 1H ///


MT1M
metallothionein 1M


CLDN18
claudin 18
0.002968
−1.21353


RHBDF2
rhomboid 5 homolog 2
0.007107
−1.21331



(Drosophila)


SIX1
SIX homeobox 1
0.006149
−1.21304


INPP5A
inositol polyphosphate-5-
0.00971
−1.21301



phosphatase, 40 kDa


KCNMB3
potassium large conductance
0.007976
−1.213



calcium-activated channel,



subfamily M beta member 3


MAP2K5
mitogen-activated protein
0.00099
−1.21293



kinase kinase 5


GPD1
glycerol-3-phosphate
0.003338
−1.21278



dehydrogenase 1 (soluble)


LPO
lactoperoxidase
0.001326
−1.21277


LOC729143 ///
similar to Myosin phosphatase
0.007077
−1.21259


MPRIP
Rho-interacting protein (Rho-



interacting protein 3) (M-RI


WNT7A
wingless-type MMTV
0.004044
−1.21249



integration site family,



member 7A




0.000279
−1.21223


RARG
retinoic acid receptor, gamma
0.002589
−1.21222


CDH7
cadherin 7, type 2
0.004733
−1.2116


MBNL2
muscleblind-like 2 (Drosophila)
0.006252
−1.21154


RASGRP2
RAS guanyl releasing protein 2
0.007323
−1.21144



(calcium and DAG-regulated)


RBMY2FP
RNA binding motif protein, Y-
2.59E−05
−1.21141



linked, family 2, member F



pseudogene


MASP1
mannan-binding lectin serine
0.009232
−1.2109



peptidase 1 (C4/C2 activating



component of Ra-reactive fac


CASR
calcium-sensing receptor
0.004273
−1.21088


EGR4
early growth response 4
0.001108
−1.21043


APOC2
apolipoprotein C-II
0.002122
−1.21042


HECW1
HECT, C2 and WW domain
0.005258
−1.2103



containing E3 ubiquitin protein



ligase 1


HOXB3
homeobox B3
0.003953
−1.21029


IRF5
interferon regulatory factor 5
0.009858
−1.21029


NNMT
nicotinamide N-
0.000406
−1.21028



methyltransferase


AOC2
amine oxidase, copper
0.004428
−1.21023



containing 2 (retina-specific)


ESRRG
estrogen-related receptor
0.001335
−1.20993



gamma


LPIN1
lipin 1
0.009736
−1.20987


ACOT11
acyl-CoA thioesterase 11
0.000945
−1.20973


CCDC33
coiled-coil domain containing 33
0.007172
−1.20945


MBD2
methyl-CpG binding domain
0.003023
−1.20941



protein 2


ZNF323
zinc finger protein 323
0.009551
−1.20931


NTRK2
neurotrophic tyrosine kinase,
0.000251
−1.20921



receptor, type 2


TMEM151B
transmembrane protein 151B
0.009983
−1.20898


GPLD1
glycosylphosphatidylinositol
0.006394
−1.20848



specific phospholipase D1


LENEP
lens epithelial protein
0.000284
−1.20832


HNF1B
HNF1 homeobox B
0.001386
−1.20824


NXPH3
neurexophilin 3
0.001589
−1.20798




0.006641
−1.20793


ALDH1A3
aldehyde dehydrogenase 1
0.000392
−1.20788



family, member A3


PHF20L1
PHD finger protein 20-like 1
0.002957
−1.20781


CKM
creatine kinase, muscle
0.0008
−1.20774




0.001361
−1.20746


PARD6B
par-6 partitioning defective 6
0.000827
−1.20711



homolog beta (C. elegans)


CRYGB
crystallin, gamma B
0.005502
−1.20704


HAB1
B1 for mucin
0.001879
−1.20699


LARGE
like-glycosyltransferase
0.009606
−1.20682


RAB40C
RAB40C, member RAS
0.00324
−1.20676



oncogene family


MPL
myeloproliferative leukemia
0.007992
−1.20668



virus oncogene


CHIT1
chitinase 1 (chitotriosidase)
0.003357
−1.20667


METTL10
methyltransferase like 10
0.003511
−1.20663


DUS4L
dihydrouridine synthase 4-like
0.00298
−1.20661



(S. cerevisiae)


PNLIPRP1
pancreatic lipase-related
0.000459
−1.20659



protein 1


ELL
elongation factor RNA
0.001662
−1.20651



polymerase II


ST8SIA5
ST8 alpha-N-acetyl-
0.000615
−1.20633



neuraminide alpha-2,8-



sialyltransferase 5


ITGA8
integrin, alpha 8
0.009387
−1.20629


GRIN2B
glutamate receptor, ionotropic,
0.000406
−1.20603



N-methyl D-aspartate 2B


MC4R
melanocortin 4 receptor
0.00036
−1.20584


RTDR1
rhabdoid tumor deletion region
0.000275
−1.20581



gene 1


HDAC6
histone deacetylase 6
0.001545
−1.2058


KCNJ13
potassium inwardly-rectifying
0.001433
−1.20567



channel, subfamily J, member 13


CPSF1
cleavage and polyadenylation
1.67E−05
−1.20546



specific factor 1, 160 kDa


SPANXC
SPANX family, member C
0.001064
−1.2054


CNOT4
CCR4-NOT transcription
0.007152
−1.20522



complex, subunit 4


LAMA2
Laminin, alpha 2
7.89E−05
−1.20506


SLC1A6
solute carrier family 1 (high
0.00372
−1.205



affinity aspartate/glutamate



transporter), member 6


ABCA2
ATP-binding cassette, sub-
0.002267
−1.20494



family A (ABC1), member 2


KLK11
kallikrein-related peptidase 11
0.000758
−1.20493


GFRA3
GDNF family receptor alpha 3
0.002967
−1.2047


CYP3A4
cytochrome P450, family 3,
0.002771
−1.20468



subfamily A, polypeptide 4


SLC1A3
solute carrier family 1 (glial
0.004552
−1.20467



high affinity glutamate



transporter), member 3


ATP2B2
ATPase, Ca++ transporting,
0.000594
−1.20453



plasma membrane 2


APBB2
amyloid beta (A4) precursor
0.005968
−1.20439



protein-binding, family B,



member 2


VPS45
vacuolar protein sorting 45
0.000839
−1.20431



homolog (S. cerevisiae)


GHRHR
growth hormone releasing
0.003426
−1.20425



hormone receptor


HOXD4
homeobox D4
0.004276
−1.20421


PRPH
peripherin
4.94E−05
−1.20416


ADCY2
adenylate cyclase 2 (brain)
0.006778
−1.20412


LEFTY2
left-right determination factor 2
0.00084
−1.20391


CYP1B1
cytochrome P450, family 1,
0.002715
−1.20353



subfamily B, polypeptide 1


PCP4
Purkinje cell protein 4
2.27E−05
−1.20337


C8B
complement component 8, beta
0.0017
−1.2033



polypeptide


RANBP3
RAN binding protein 3
0.001832
−1.2033


PDE6H
phosphodiesterase 6H, cGMP-
0.002496
−1.20303



specific, cone, gamma


TRIM15
tripartite motif-containing 15
0.00027
−1.20261


VGLL1
vestigial like 1 (Drosophila)
0.001092
−1.20257


TRIM3
tripartite motif-containing 3
0.000537
−1.20249


LTBP4
latent transforming growth
0.000462
−1.20238



factor beta binding protein 4


CRKL
v-crk sarcoma virus CT10
0.008611
−1.20236



oncogene homolog (avian)-like


ADH7
alcohol dehydrogenase 7 (class
0.000166
−1.20227



IV), mu or sigma polypeptide


PSG3
pregnancy specific beta-1-
0.00053
−1.20227



glycoprotein 3


GPR153
G protein-coupled receptor 153
0.008656
−1.20222


MFAP2
microfibrillar-associated
0.003428
−1.20216



protein 2


FGF13
fibroblast growth factor 13
0.002263
−1.20212




0.007125
−1.202


NAPA
N-ethylmaleimide-sensitive
0.006488
−1.20191



factor attachment protein, alpha


ALDH3A1
aldehyde dehydrogenase 3
0.000897
−1.20175



family, member A1


MCM10
minichromosome maintenance
0.005216
−1.20168



complex component 10


TLE4
transducin-like enhancer of split
0.006143
−1.20166



4 (E(sp1) homolog, Drosophila)


ITPR3
inositol 1,4,5-triphosphate
0.006944
−1.20157



receptor, type 3


CCDC87
coiled-coil domain containing 87
0.001771
−1.20124


C9orf7
chromosome 9 open reading
0.009273
−1.2011



frame 7


ACTC1
actin, alpha, cardiac muscle 1
0.00076
−1.20109


OBSL1
obscurin-like 1
0.002861
−1.20096




0.000232
−1.20095


MAP2
microtubule-associated
0.003324
−1.20084



protein 2


CRYM
crystallin, mu
0.005793
−1.20073


RNF122
ring finger protein 122
0.003704
−1.20071


SST
somatostatin
0.003629
−1.2007


HLA-DRB6
major histocompatibility
0.009489
−1.20021



complex, class II, DR beta 6



(pseudogene)


SLC22A17
solute carrier family 22,
0.00219
−1.20018



member 17


HSPG2
heparan sulfate proteoglycan 2
0.000654
−1.20017


HIP1
huntingtin interacting protein 1
4.28E−05
−1.20004


GRIK2
glutamate receptor, ionotropic,
3.13E−06
−1.19991



kainate 2




0.008492
−1.19976


UNKL
unkempt homolog
0.005034
−1.19954



(Drosophila)-like


GPR144
G protein-coupled receptor 144
0.007186
−1.19948


KIR3DX1
killer cell immunoglobulin-like
0.003825
−1.1993



receptor, three domains, X1




0.007994
−1.1993


NARFL
nuclear prelamin A recognition
0.003052
−1.19926



factor-like




0.000127
−1.19903


UCP3
uncoupling protein 3
0.009564
−1.19903



(mitochondrial, proton carrier)




0.001429
−1.19877


PLXNA2
plexin A2
0.001989
−1.19862


BTN1A1
butyrophilin, subfamily 1,
0.003656
−1.19858



member A1


ERCC4
excision repair cross-
0.007138
−1.19837



complementing rodent repair



deficiency, complementation



group 4


CIITA
class II, major
0.008237
−1.1982



histocompatibility complex,



transactivator


EGFR
epidermal growth factor
0.008886
−1.19797



receptor (erythroblastic



leukemia viral (v-erb-b)



oncogene homo




0.005458
−1.19781


KRT33A
keratin 33A
0.006693
−1.19769


CLTB
Clathrin, light chain (Lcb)
0.008512
−1.19768


B3GALT5
UDP-Gal: betaGlcNAc beta 1,3-
0.001241
−1.19754



galactosyltransferase,



polypeptide 5




0.009616
−1.19751


AP3M2
adaptor-related protein complex
0.002731
−1.19749



3, mu 2 subunit


GJC1
gap junction protein, gamma 1,
0.009693
−1.19749



45 kDa


MYO3A
myosin IIIA
0.000406
−1.19726


ADAM12
ADAM metallopeptidase
0.000608
−1.19713



domain 12


ARHGAP1
Rho GTPase activating protein 1
0.001148
−1.19713


PPP2R3A
protein phosphatase 2 (formerly
0.002
−1.19703



2A), regulatory subunit B″,



alpha


CLIC4
chloride intracellular channel 4
0.00595
−1.19699


C20orf195
chromosome 20 open reading
0.005195
−1.19672



frame 195


SIGLEC8
sialic acid binding Ig-like
0.000256
−1.19653



lectin 8


GPRC5A
G protein-coupled receptor,
0.002762
−1.19624



family C, group 5, member A


CACNB1
calcium channel, voltage-
0.003107
−1.19613



dependent, beta 1 subunit


MYL10
myosin, light chain 10,
0.009335
−1.19609



regulatory


PRLR
prolactin receptor
0.000985
−1.19602


OR2S2
olfactory receptor, family 2,
0.003564
−1.19593



subfamily S, member 2


NCR2
Natural cytotoxicity triggering
0.005113
−1.19575



receptor 2


CHAF1B
chromatin assembly factor 1,
8.04E−05
−1.19574



subunit B (p60)


EYA3
eyes absent homolog 3
0.005876
−1.19566



(Drosophila)


CDS1
CDP-diacylglycerol synthase
0.006301
−1.19565



(phosphatidate



cytidylyltransferase) 1


FBXL18
F-box and leucine-rich repeat
6.72E−06
−1.1956



protein 18




3.49E−05
−1.19547




0.006093
−1.19544


ADAM22
ADAM metallopeptidase
0.000119
−1.19543



domain 22


ACTL6B
actin-like 6B
0.001385
−1.19543


ZNF821
zinc finger protein 821
0.002862
−1.19538


C16orf71
chromosome 16 open reading
0.006501
−1.19537



frame 71


HBBP1
hemoglobin, beta pseudogene 1
0.006504
−1.19525


PLXNA1
plexin A1
0.003653
−1.1951


CDC45L
CDC45 cell division cycle 45-
0.00364
−1.19488



like (S. cerevisiae)


MTCP1
mature T-cell proliferation 1
0.002145
−1.19479


PLCB4
phospholipase C, beta 4
0.006205
−1.19469


PLVAP
plasmalemma vesicle associated
0.007844
−1.19456



protein


PROX1
prospero homeobox 1
0.003286
−1.19447


CYP3A43
cytochrome P450, family 3,
0.004232
−1.19391



subfamily A, polypeptide 43


ICHG1
Immunoglobulin heavy constant
0.000798
−1.1939



gamma 1 (G1m marker)


RECQL5
RecQ protein-like 5
0.00231
−1.19387


IDUA
Iduronidase, alpha-L-
0.007734
−1.19383


DLGAP4
discs, large (Drosophila)
0.009247
−1.19341



homolog-associated protein 4


PLXNB1
plexin B1
0.007795
−1.19307


HSD17B14
hydroxysteroid (17-beta)
0.002049
−1.19271



dehydrogenase 14


FOXP3
forkhead box P3
0.007901
−1.19261


C19orf26
chromosome 19 open reading
0.00256
−1.19219



frame 26


EPB41L1
erythrocyte membrane protein
0.000528
−1.19208



band 4.1-like 1


RBBP9
retinoblastoma binding
0.003886
−1.19197



protein 9


GJB4
gap junction protein, beta 4,
0.005636
−1.19173



30.3 kDa


UPK1B
uroplakin 1B
0.001588
−1.19168


CYP19A1
cytochrome P450, family 19,
0.002082
−1.1916



subfamily A, polypeptide 1


LOC55908
hepatocellular carcinoma-
0.002937
−1.1916



associated gene TD26


CLDN18
claudin 18
0.003193
−1.1916


C2orf72
chromosome 2 open reading
0.002873
−1.19147



frame 72


NTRK3
neurotrophic tyrosine kinase,
3.09E−05
−1.19142



receptor, type 3


NRXN2
neurexin 2
0.000836
−1.1914


SPDEF
SAM pointed domain
0.000244
−1.19138



containing ets transcription



factor


IGH@ ///
immunoglobulin heavy locus ///
0.001803
−1.19135


IGHD ///
immunoglobulin heavy constant


IGHG1 ///
delta /// immunoglobulin h


IGHM ///


LOC100289944 ///


VSIG6


ACRV1
acrosomal vesicle protein 1
0.003333
−1.19132


PHLDB1
pleckstrin homology-like
0.001717
−1.1913



domain, family B, member 1


SORBS1
sorbin and SH3 domain
0.00522
−1.19127



containing 1




6.67E−05
−1.19122


HAPLN2
hyaluronan and proteoglycan
0.001502
−1.19118



link protein 2


FABP3
fatty acid binding protein 3,
0.003523
−1.19097



muscle and heart (mammary-



derived growth inhibitor)


EFS
embryonal Fyn-associated
0.001768
−1.19081



substrate


ACVR1B
activin A receptor, type IB
0.00457
−1.19081


CHST3
carbohydrate (chondroitin 6)
0.001252
−1.19075



sulfotransferase 3


UGT2A1 ///
UDP glucuronosyltransferase 2
0.000599
−1.19065


UGT2A2
family, polypeptide A1 /// UDP



glucuronosyltransferase 2


TAF1
TAF1 RNA polymerase II,
0.007846
−1.1905



TATA box binding protein



(TBP)-associated factor,



250 kDa


MT4
metallothionen 4
0.002292
−1.19047


MFAP3
microfibrillar-associated
0.008836
−1.19025



protein 3


ETV5
ets variant 5
0.002412
−1.19021


UBQLN3
ubiquilin 3
0.001961
−1.1902


TBX10
T-box 10
0.001032
−1.19013




0.00191
−1.18979


GJB1
gap junction protein, beta 1,
0.008453
−1.18979



32 kDa


ABO
ABO blood group (transferase
0.007208
−1.18959



A, alpha 1-3-N-



acetylgalactosaminyltransferase;



transferas


SPINK5
serine peptidase inhibitor, Kazal
0.001357
−1.18917



type 5


ATAD4
ATPase family, AAA domain
0.000327
−1.18914



containing 4


CDH11
cadherin 11, type 2, OB-
0.000198
−1.18913



cadherin (osteoblast)


CARD14
caspase recruitment domain
0.002462
−1.18906



family, member 14


ALPP ///
alkaline phosphatase, placental
0.001709
−1.18902


ALPPL2
(Regan isozyme) /// alkaline



phosphatase, placental-lik


CBL
Cas-Br-M (murine) ecotropic
0.009088
−1.18899



retroviral transforming



sequence


LRP4
low density lipoprotein
0.005919
−1.18889



receptor-related protein 4


CDKL2
cyclin-dependent kinase-like 2
0.00225
−1.18883



(CDC2-related kinase)


SSX3
synovial sarcoma, X breakpoint 3
0.002688
−1.18867


DSG2
desmoglein 2
0.006638
−1.18848


SLC45A2
solute carrier family 45,
0.001818
−1.18847



member 2


LAMA4
laminin, alpha 4
0.00392
−1.18846


WFDC8
WAP four-disulfide core
0.001163
−1.18843



domain 8


HTR7
5-hydroxytryptamine
0.001731
−1.18841



(serotonin) receptor 7



(adenylate cyclase-coupled)


EFNB3
ephrin-B3
0.005729
−1.18838


TUBB2B
tubulin, beta 2B
0.000497
−1.18837


OR7E19P
olfactory receptor, family 7,
0.001943
−1.18834



subfamily E, member 19



pseudogene


PMS2L4
postmeiotic segregation
0.006959
−1.1883



increased 2-like 4 pseudogene


ASAP3
ArfGAP with SH3 domain,
0.000269
−1.18819



ankyrin repeat and PH domain 3


FRZB
frizzled-related protein
0.001369
−1.1881


PDLIM4
PDZ and LIM domain 4
0.003582
−1.18805


PVT1
Pvt1 oncogene (non-protein
0.001967
−1.18803



coding)


TFR2
transferrin receptor 2
0.00593
−1.18802


AHI1
Abelson helper integration
0.008274
−1.18798



site 1




0.001985
−1.18788


TAF4
TAF4 RNA polymerase II,
0.000919
−1.18784



TATA box binding protein



(TBP)-associated factor,



135 kDa


ADAMTSL2
ADAMTS-like 2
0.008834
−1.18783


CLDN4
claudin 4
0.000164
−1.1878


KIR2DL1 ///
killer cell immunoglobulin-like
0.000231
−1.1878


KIR2DL2 ///
receptor, two domains, long


KIR2DL3 ///
cytoplasmic tail, 1 /// kil


KIR2DL5A ///


KIR2DL5B ///


KIR2DS1 ///


KIR2DS2 ///


KIR2DS3 ///


KIR2DS4 ///


KIR2DS5 ///


KIR3DL2 ///


KIR3DL3 ///


KIR3DP1 ///


LOC727787


RAPGEF5
Rap guanine nucleotide
0.002052
−1.18774



exchange factor (GEF) 5


CRMP1
collapsin response mediator
0.008402
−1.18763



protein 1


LDB3
LIM domain binding 3
0.000824
−1.18759




0.001275
−1.18749


F11
coagulation factor XI
0.004401
−1.18745


USP46
ubiquitin specific peptidase 46
0.009226
−1.18742


PTN
pleiotrophin
0.00012
−1.18707


IBSP
integrin-binding sialoprotein
0.000822
−1.18706


SLC9A3
solute carrier family 9
0.003578
−1.18695



(sodium/hydrogen exchanger),



member 3


FLRT3
fibronectin leucine rich
0.002107
−1.18691



transmembrane protein 3


TRIM17
tripartite motif-containing 17
0.002821
−1.18688


FGF17
fibroblast growth factor 17
0.005417
−1.18682


CAMK1G
calcium/calmodulin-dependent
0.003767
−1.18654



protein kinase IG


GLYR1
glyoxylate reductase 1 homolog
0.001708
−1.18625



(Arabidopsis)


CSH1
chorionic somatomammotropin
0.000163
−1.18612



hormone 1 (placental lactogen)


NTF3
neurotrophin 3
0.002903
−1.18611


ABHD6
abhydrolase domain containing 6
0.000573
−1.18608


TRIM15
tripartite motif-containing 15
0.002896
−1.18596


OR52A1
olfactory receptor, family 52,
0.002896
−1.18579



subfamily A, member 1


FGFR2
fibroblast growth factor
0.000178
−1.18567



receptor 2


ORAI2
ORAI calcium release-activated
0.007127
−1.18563



calcium modulator 2




0.002783
−1.18518




0.002321
−1.18507


C17orf53
chromosome 17 open reading
0.001902
−1.18505



frame 53


GLP1R
glucagon-like peptide 1 receptor
0.003491
−1.1849


SL1T1
slit homolog 1 (Drosophila)
0.002042
−1.18475


TP63
tumor protein p63
0.006308
−1.18464


DDR1
discoidin domain receptor
0.007775
−1.18462



tyrosine kinase 1


CFTR
cystic fibrosis transmembrane
0.000534
−1.18451



conductance regulator (ATP-



binding cassette sub-family C,


DIO2
deiodinase, iodothyronine,
0.003653
−1.18445



type II


LETM1
leucine zipper-EF-hand
0.005131
−1.18438



containing transmembrane



protein 1


ACSM5
acyl-CoA synthetase medium-
0.000303
−1.18437



chain family member 5




0.001738
−1.18434


ACTA1
actin, alpha 1, skeletal muscle
0.003411
−1.18432


NPR1
natriuretic peptide receptor
0.004745
−1.1842



A/guanylate cyclase A



(atrionatriuretic peptide



receptor A


KCND3
potassium voltage-gated
0.008592
−1.18418



channel, ShaI-related subfamily,



member 3


POPDC3
popeye domain containing 3
0.002195
−1.18411


DNAH3
dynein, axonemal, heavy chain 3
0.008169
−1.18403


SPDEF
SAM pointed domain
0.007526
−1.18397



containing ets transcription



factor


CLEC4M
C-type lectin domain family 4,
0.000696
−1.18389



member M




0.004001
−1.18375


SLC30A3
solute carrier family 30 (zinc
0.00669
−1.18367



transporter), member 3


NAGLU
N-acetylglucosaminidase,
0.002574
−1.18361



alpha-


AAK1
AP2 associated kinase 1
0.004007
−1.18358


DHX34
DEAH (Asp-Glu-Ala-His) box
0.002492
−1.18357



polypeptide 34


NNAT
neuronatin
0.008336
−1.18355




0.007629
−1.18337


AKAP9
A kinase (PRKA) anchor
0.00231
−1.18329



protein (yotiao) 9


ICMT
isoprenylcysteine carboxyl
0.007841
−1.18329



methyltransferase


FAM189A1
family with sequence similarity
0.007897
−1.18319



189, member A1


C10orf81
chromosome 10 open reading
0.009408
−1.18318



frame 81


MYOZ1
myozenin 1
0.008907
−1.18309


PKNOX2
PBX/knotted 1 homeobox 2
8.10E−05
−1.18298


MGC31957
hypothetical protein
0.001407
−1.18284



MGC31957


PRDM11
PR domain containing 11
0.004128
−1.18266


RET
ret proto-oncogene
0.004396
−1.18265


IGHG1
Immunoglobulin heavy constant
0.002101
−1.18263



gamma 1 (G1m marker)


XPNPEP2
X-prolyl aminopeptidase
0.004951
−1.18263



(aminopeptidase P) 2,



membrane-bound


NTRK2
neurotrophic tyrosine kinase,
7.26E-05
−1.18262



receptor, type 2




0.009809
−1.1826




0.004011
−1.18253


SLC25A10
solute carrier family 25
0.000841
−1.18243



(mitochondrial carrier;



dicarboxylate transporter),



member 10


NR1I2
nuclear receptor subfamily 1,
0.004273
−1.18219



group I, member 2




0.0068
−1.18217


GRM8
glutamate receptor,
0.002678
−1.18202



metabotropic 8


OR3A3
olfactory receptor, family 3,
0.001803
−1.18201



subfamily A, member 3


GIPR
gastric inhibitory polypeptide
0.001874
−1.1819



receptor


PAH
phenylalanine hydroxylase
0.001658
−1.18186


PACRG
PARK2 co-regulated
0.007415
−1.18175




0.003881
−1.18173


CLN8
ceroid-lipofuscinosis, neuronal
0.001987
−1.18166



8 (epilepsy, progressive with



mental retardation)


ZNF215
zinc finger protein 215
0.000173
−1.18165


TRIO
Triple functional domain
0.003634
−1.1816



(PTPRF interacting)


TTLL5
tubulin tyrosine ligase-like
0.008239
−1.18155



family, member 5


GRM1
glutamate receptor,
0.004897
−1.18148



metabotropic 1


PRKG1
protein kinase, cGMP-
0.002024
−1.18147



dependent, type I


HHLA1
HERV-H LTR-associating 1
0.008614
−1.18137


LAMA3
laminin, alpha 3
0.002922
−1.18134


PTN
pleiotrophin
0.002345
−1.18131


SLC37A4
solute carrier family 37
0.006933
−1.18114



(glucose-6-phosphate



transporter), member 4


HOXC11
homeobox C11
0.000624
−1.18111


SLCO5A1
solute carrier organic anion
6.88E−05
−1.18102



transporter family, member 5A1


CA10
carbonic anhydrase X
0.001818
−1.18102




0.005863
−1.18094


RRBP1
ribosome binding protein 1
0.000657
−1.1809



homolog 180 kDa (dog)


SOD3
superoxide dismutase 3,
0.00355
−1.18082



extracellular


NTRK3
neurotrophic tyrosine kinase,
0.003705
−1.18081



receptor, type 3


CYR61
cysteine-rich, angiogenic
0.003919
−1.18079



inducer, 61


STRA6
stimulated by retinoic acid gene
0.005735
−1.18068



6 homolog (mouse)


SLC6A11
solute carrier family 6
0.007789
−1.18065



(neurotransmitter transporter,



GABA), member 11


CNOT4
CCR4-NOT transcription
0.004365
−1.18064



complex, subunit 4


ATN1
Atrophin 1
0.004412
−1.18059


ITGB4
integrin, beta 4
0.001879
−1.18054


BCAP29
B-cell receptor-associated
0.005292
−1.18045



protein 29




0.004726
−1.18036


NOVA2
neuro-oncological ventral
0.00162
−1.18035



antigen 2




0.005358
−1.18035


RELN
reelin
0.003425
−1.18034


LAMC2
laminin, gamma 2
0.006538
−1.18034




0.003782
−1.18031


RAD51
RAD51 homolog (RecA
0.008493
−1.18024



homolog, E. coli) (S. cerevisiae)




0.000913
−1.18016


PRSS7
protease, serine, 7
0.005123
−1.18016



(enterokinase)


DCBLD2
discoidin, CUB and LCCL
0.000493
−1.18007



domain containing 2


TACR2
tachykinin receptor 2
0.002078
−1.18003


RAB11B
RAB11B, member RAS
0.004596
−1.17994



oncogene family


OR2J2
olfactory receptor, family 2,
0.000236
−1.17993



subfamily J, member 2


VSNL1
visinin-like 1
0.001379
−1.17992


IFNA17
interferon, alpha 17
0.003586
−1.17985


DPYSL4
dihydropyrimidinase-like 4
0.00248
−1.17961




0.009056
−1.17959


MGC2889
hypothetical protein MGC2889
0.001552
−1.17951


RRBP1
Ribosome binding protein 1
0.007965
−1.17935



homolog 180 kDa (dog)


POLQ
polymerase (DNA directed),
0.002209
−1.17934



theta


OR1A2
olfactory receptor, family 1,
7.49E−06
−1.17927



subfamily A, member 2


PURA
Purine-rich element binding
0.00771
−1.17918



protein A


AIF1
allograft inflammatory factor 1
0.00406
−1.17917


CBS
cystathionine-beta-synthase
0.008348
−1.17902


NECAB2
N-terminal EF-hand calcium
0.003146
−1.17901



binding protein 2


PRKCE
protein kinase C, epsilon
0.003727
−1.17899


NOX1
NADPH oxidase 1
0.003303
−1.17898


IHH
Indian hedgehog homolog
0.001392
−1.17891



(Drosophila)


EXO1
exonuclease 1
0.002234
−1.17891


GPRIN2
G protein regulated inducer of
0.005827
−1.17888



neurite outgrowth 2


PDX1
pancreatic and duodenal
0.003138
−1.17881



homeobox 1


GPR12
G protein-coupled receptor 12
0.007938
−1.17835




0.004616
−1.17827


FAM188A
family with sequence similarity
0.005191
−1.17827



188, member A


HS3ST3B1
heparan sulfate (glucosamine)
0.003282
−1.17824



3-O-sulfotransferase 3B1


ASCL1
achaete-scute complex homolog
0.000169
−1.17813



1 (Drosophila)


ZNF484
zinc finger protein 484
0.000728
−1.1781


SERPINB3
serpin peptidase inhibitor, clade
5.85E−05
−1.17802



B (ovalbumin), member 3


CSH1
chorionic somatomammotropin
0.000315
−1.178



hormone 1 (placental lactogen)


BCAN
brevican
0.006433
−1.17796


DDN
dendrin
0.005892
−1.17792


DUOX2
dual oxidase 2
0.002385
−1.17761


MORN1
MORN repeat containing 1
0.004195
−1.17751


SLC39A2
solute carrier family 39 (zinc
0.006145
−1.17751



transporter), member 2


CLCN7
chloride channel 7
0.00054
−1.17749


RUNX2
runt-related transcription factor 2
0.000734
−1.17741


TTYH1
tweety homolog 1 (Drosophila)
0.001039
−1.17723


ZNF280B
zinc finger protein 280B
0.008339
−1.17716


PAX3
paired box 3
0.000716
−1.17714


LZTS1
leucine zipper, putative tumor
0.009862
−1.17712



suppressor 1


SLC8A2
solute carrier family 8
0.003583
−1.17706



(sodium/calcium exchanger),



member 2


HAB1
B1 for mucin
0.00946
−1.17705


KIF1A
kinesin family member 1A
0.002068
−1.17694


ARL4D
ADP-ribosylation factor-like 4D
0.002302
−1.17694


UGT2B15
UDP glucuronosyltransferase 2
0.007983
−1.17694



family, polypeptide B15


NACA2
nascent polypeptide-associated
0.00631
−1.17693



complex alpha subunit 2


THRB
thyroid hormone receptor, beta
0.000259
−1.17685



(erythroblastic leukemia viral



(v-erb-a) oncogene homolo


C6orf15
chromosome 6 open reading
0.004187
−1.17685



frame 15




0.008907
−1.17685


GPR176
G protein-coupled receptor 176
0.00317
−1.17651


WSCD1
WSC domain containing 1
0.005206
−1.17645


PLXNB3
plexin B3
0.002725
−1.17642


CADM3
cell adhesion molecule 3
0.008183
−1.17636


HAP1
huntingtin-associated protein 1
2.19E−05
−1.17629


CYP1A2
cytochrome P450, family 1,
0.003159
−1.17629



subfamily A, polypeptide 2


SPAM1
sperm adhesion molecule 1
0.000727
−1.17625



(PH-20 hyaluronidase, zona



pellucida binding)


IL22RA1
interleukin 22 receptor, alpha 1
0.001309
−1.17617


CDC2L5
cell division cycle 2-like 5
0.007821
−1.17609



(cholinesterase-related cell



division controller)


IRX5
iroquois homeobox 5
0.000291
−1.17596


PPFIA2
protein tyrosine phosphatase,
0.001152
−1.17588



receptor type, f polypeptide



(PTPRF), interacting protein




0.004585
−1.17587


KDELR3
KDEL (Lys-Asp-Glu-Leu)
0.000471
−1.17559



endoplasmic reticulum protein



retention receptor 3


CEACAM7
carcinoembryonic antigen-
0.005552
−1.17556



related cell adhesion molecule 7


KCMF1
potassium channel modulatory
0.009164
−1.17553



factor 1


DUOX1
dual oxidase 1
0.008808
−1.17546




0.000615
−1.17528


CDC27
cell division cycle 27 homolog
0.009706
−1.17522



(S. cerevisiae)


HIST2H2AA3
histone cluster 2, H2aa3
0.002777
−1.17519


CAV3
caveolin 3
0.008482
−1.17519


APOA4
apolipoprotein A-IV
0.006002
−1.17518




0.001198
−1.17511


NPR3
natriuretic peptide receptor
0.004663
−1.1751



C/guanylate cyclase C



(atrionatriuretic peptide



receptor C


PRG3
proteoglycan 3
3.39E−05
−1.17507


TBC1D22B
TBC1 domain family, member 22B
0.004838
−1.17506


TUSC3
tumor suppressor candidate 3
0.000348
−1.175


RIMS2
regulating synaptic membrane
0.005824
−1.175



exocytosis 2


CYP4F12
cytochrome P450, family 4,
0.007756
−1.1748



subfamily F, polypeptide 12


TBXA2R
thromboxane A2 receptor
0.000835
−1.17478


HBEGF
Heparin-binding EGF-like
0.001173
−1.17476



growth factor


PSG9
pregnancy specific beta-1-
0.000597
−1.17461



glycoprotein 9


PYGO1
pygopus homolog 1
0.000119
−1.17423



(Drosophila)


RASGRF1
Ras protein-specific guanine
0.007711
−1.17412



nucleotide-releasing factor 1


SCN2A
sodium channel, voltage-gated,
0.005444
−1.17405



type II, alpha subunit


KLHL1
kelch-like 1 (Drosophila)
0.003584
−1.17404


DTNB
dystrobrevin, beta
0.005577
−1.17402


GREM1
gremlin 1, cysteine knot
0.008798
−1.17396



superfamily, homolog



(Xenopus laevis)


SNCG
synuclein, gamma (breast
0.005937
−1.17388



cancer-specific protein 1)


C22orf24
chromosome 22 open reading
0.000444
−1.17382



frame 24


PALM
paralemmin
0.006745
−1.17378


COBLL1
COBL-like 1
0.003288
−1.17374


DNPEP
aspartyl aminopeptidase
0.008863
−1.17361


MNS1
meiosis-specific nuclear
0.009321
−1.1735



structural 1


NFATC4
nuclear factor of activated T-
0.003566
−1.17336



cells, cytoplasmic, calcineurin-



dependent 4




0.001222
−1.1733


DLC1
deleted in liver cancer 1
0.009225
−1.17318




0.002702
−1.17316


HSPC072
hypothetical LOC29075
0.003774
−1.17306


MCAM
melanoma cell adhesion
0.00272
−1.17289



molecule


CA12
carbonic anhydrase XII
0.006108
−1.17285


CSHL1
chorionic somatomammotropin
0.000243
−1.17282



hormone-like 1


RPAIN
RPA interacting protein
0.000483
−1.17274


COL5A2
collagen, type V, alpha 2
0.004487
−1.1727


UGT1A8 ///
UDP glucuronosyltransferase 1
3.79E−05
−1.17265


UGT1A9
family, polypeptide A8 /// UDP



glucuronosyltransferase 1


IGH@ ///
immunoglobulin heavy locus ///
0.002422
−1.17249


IGHA1 ///
immunoglobulin heavy constant


IGHG1 ///
alpha 1 /// immunoglobulin


IGHG2 ///


IGHG3 ///


IGHM ///


LOC100126583 ///


LOC100290036 ///


LOC100290320 ///


LOC100293211 ///


LOC652494


ITGB1
integrin, beta 1 (fibronectin
0.001351
−1.17248



receptor, beta polypeptide,



antigen CD29 includes MDF2, M


TGFB2
transforming growth factor,
0.003578
−1.17248



beta 2


ACSM5
acyl-CoA synthetase medium-
0.00119
−1.17244



chain family member 5




0.000204
−1.17236


ALOX12P2
arachidonate 12-lipoxygenase
0.00767
−1.17234



pseudogene 2


ERBB4
v-erb-a erythroblastic leukemia
0.006521
−1.17232



viral oncogene homolog 4



(avian)


CLDN16
claudin 16
0.008608
−1.17225


CIB2
calcium and integrin binding
0.006423
−1.17213



family member 2


GALR3
galanin receptor 3
0.001999
−1.1721


MSMB
microseminoprotein, beta-
0.000282
−1.17208


FABP7
fatty acid binding protein 7,
0.009982
−1.17199



brain


ATXN3
ataxin 3
0.009922
−1.17197


KCNJ5
potassium inwardly-rectifying
0.00027
−1.17188



channel, subfamily J, member 5


TRDN
triadin
0.005982
−1.1718


CYP3A43
cytochrome P450, family 3,
0.000729
−1.17176



subfamily A, polypeptide 43


BAZ2A
bromodomain adjacent to zinc
0.000788
−1.17174



finger domain, 2A


ACCN4
amiloride-sensitive cation
0.006157
−1.17166



channel 4, pituitary


SILV
silver homolog (mouse)
0.001891
−1.17163


DGCR14
DiGeorge syndrome critical
0.008083
−1.17146



region gene 14


SEMA6C
sema domain, transmembrane
0.003714
−1.17139



domain (TM), and cytoplasmic



domain, (semaphorin) 6C


DIO2
deiodinase, iodothyronine,
0.001589
−1.17126



type II


PTHLH
parathyroid hormone-like
0.000476
−1.17108



hormone


CSF3
colony stimulating factor 3
0.003909
−1.17105



(granulocyte)




0.002628
−1.17103


LEP
leptin
0.006607
−1.17102


PDZRN3
PDZ domain containing ring
0.006658
−1.171



finger 3


RGSL1
regulator of G-protein signaling
0.000118
−1.17097



like 1


GJA4
gap junction protein, alpha 4,
0.002623
−1.17081



37 kDa


F2
coagulation factor II (thrombin)
0.00539
−1.17065


SLC22A6
solute carrier family 22 (organic
0.002803
−1.17063



anion transporter), member 6


RASGRF1
Ras protein-specific guanine
0.000634
−1.17056



nucleotide-releasing factor 1


MAPRE2
microtubule-associated protein,
0.000948
−1.17055



RP/EB family, member 2


PVRL1
poliovirus receptor-related 1
0.008624
−1.17042



(herpesvirus entry mediator C)


AKAP1
A kinase (PRKA) anchor
0.002224
−1.17036



protein 1




0.001632
−1.17035


POMP
proteasome maturation protein
0.00605
−1.17031


SOX21
SRY (sex determining region
0.003094
−1.17029



Y)-box 21


DNAH9
dynein, axonemal, heavy chain 9
0.001951
−1.1701


HOXC5
homeobox C5
0.005033
−1.17002


SERHL2
serine hydrolase-like 2
0.007046
−1.17001


KIAA0485
hypothetical LOC57235
0.005249
−1.16992


ITSN1
intersectin 1 (SH3 domain
0.004533
−1.16989



protein)


B4GALT1
UDP-Gal: betaGlcNAc beta 1,4-
0.008844
−1.16988



galactosyltransferase,



polypeptide 1


NEK2
NIMA (never in mitosis gene
0.002232
−1.16958



a)-related kinase 2


NUPR1
nuclear protein, transcriptional
0.007281
−1.16954



regulator, 1


CCDC93
coiled-coil domain containing 93
0.009039
−1.16948


EPO
erythropoietin
0.00697
−1.16943


CRABP2
cellular retinoic acid binding
0.008297
−1.16942



protein 2


TYRO3
TYRO3 protein tyrosine kinase
0.002608
−1.16924


GOLGA2
golgi autoantigen, golgin
0.00754
−1.16892



subfamily a, 2


SEMA3F
sema domain, immunoglobulin
0.008138
−1.1688



domain (Ig), short basic



domain, secreted, (semaphorin) 3F


BFSP2
beaded filament structural
0.009323
−1.16867



protein 2, phakinin


NCAM1
neural cell adhesion molecule 1
0.001786
−1.16866


FOLH1
folate hydrolase (prostate-
0.002392
−1.16854



specific membrane antigen) 1


SSX2
synovial sarcoma, X breakpoint 2
0.001495
−1.16849


TMPRSS4
transmembrane protease, serine 4
0.002865
−1.16833


DCN
decorin
0.007122
−1.16824


LPHN3
latrophilin 3
0.000384
−1.16821


POU4F3
POU class 4 homeobox 3
0.008224
−1.1682


CEACAM5
carcinoembryonic antigen-
0.007102
−1.16817



related cell adhesion molecule 5


BCL3
B-cell CLL/lymphoma 3
0.006056
−1.16816




0.001654
−1.16813


EXTL3
exostoses (multiple)-like 3
0.007597
−1.16811


CCNA1
cyclin A1
0.00771
−1.16794


DDR2
discoidin domain receptor
0.002146
−1.16784



tyrosine kinase 2


PAX8
paired box 8
0.001053
−1.16778


SOX5
SRY (sex determining region
0.003283
−1.16769



Y)-box 5


POU3F1
POU class 3 homeobox 1
0.002775
−1.16762


PEX16
peroxisomal biogenesis factor 16
0.002334
−1.16754


IL4I1 ///
interleukin 4 induced 1 ///
0.005035
−1.16752


NUP62 ///
nucleoporin 62 kDa /// sialic


SIGLEC11
acid binding Ig-like lectin 11


ALDOB
aldolase B, fructose-
0.000319
−1.16747



bisphosphate


GPC3
glypican 3
0.001612
−1.1674


IGFALS
insulin-like growth factor
0.000261
−1.16732



binding protein, acid labile



subunit


WDR25
WD repeat domain 25
0.004535
−1.16731


FGF1
fibroblast growth factor 1
0.003604
−1.1673



(acidic)


OSR2
odd-skipped related 2
0.005103
−1.1673



(Drosophila)


ARID1A
AT rich interactive domain 1A
0.007435
−1.16727



(SWI-like)


GYPA
glycophorin A (MNS blood
0.009414
−1.16715



group)


KLK13
kallikrein-related peptidase 13
0.008814
−1.16712


PARVB
parvin, beta
0.000462
−1.16709


LILRB5
leukocyte immunoglobulin-like
0.006486
−1.16709



receptor, subfamily B (with TM



and ITIM domains), member


RIMS2
regulating synaptic membrane
0.003506
−1.16705



exocytosis 2


C19orf21
chromosome 19 open reading
0.003213
−1.16704



frame 21


HOXD1
homeobox D1
0.00567
−1.16704


PRSS3
protease, serine, 3
0.007816
−1.167


FLT1
fms-related tyrosine kinase 1
0.002491
−1.16699



(vascular endothelial growth



factor/vascular permeability


ATP6V1C1
ATPase, H+ transporting,
0.00431
−1.16699



lysosomal 42 kDa, VI subunit C1


LOX
lysyl oxidase
0.000711
−1.16681


CRYBB3
crystallin, beta B3
0.001902
−1.16676


CA12
carbonic anhydrase XII
0.006921
−1.16662


PRKG2
protein kinase, cGMP-
0.006891
−1.16659



dependent, type II


MASP1
mannan-binding lectin serine
0.003795
−1.16655



peptidase 1 (C4/C2 activating



component of Ra-reactive fac


LOC728395 ///
testis specific protein, Y-linked
9.49E−05
−1.16641


LOC728403 ///
1-like /// similar to Testis-


TSPY1
specific Y-encoded prote


PDCD1
programmed cell death 1
0.004701
−1.16634


GGTLC1
gamma-glutamyltransferase
0.004441
−1.16622



light chain 1


AQP8
aquaporin 8
0.004705
−1.16618


IL1F9
interleukin 1 family, member 9
0.00516
−1.16614


KRT16
keratin 16
0.0054
−1.16604


AICDA
activation-induced cytidine
0.002152
−1.16602



deaminase


BRD8
bromodomain containing 8
0.005311
−1.16593


C1orf95
Chromosome 1 open reading
0.003655
−1.16587



frame 95


OR3A2
olfactory receptor, family 3,
0.006942
−1.16583



subfamily A, member 2




0.002314
−1.1656


PFKFB2
6-phosphofructo-2-
0.001095
−1.16553



kinase/fructose-2,6-



biphosphatase 2




0.007371
−1.16546


FRZB
frizzled-related protein
0.004073
−1.16541


PAK3
p21 protein (Cdc42/Rac)-
0.001322
−1.16538



activated kinase 3


MEIS2
Meis homeobox 2
0.005478
−1.16537


ZSCAN2
zinc finger and SCAN domain
0.007216
−1.16537



containing 2


MYH7
myosin, heavy chain 7, cardiac
0.00763
−1.16506



muscle, beta


VWA1
von Willebrand factor A
0.005843
−1.165



domain containing 1


LSAMP
limbic system-associated
0.00683
−1.16484



membrane protein


SRC
v-src sarcoma (Schmidt-Ruppin
0.000259
−1.16471



A-2) viral oncogene homolog



(avian)


UGT1A1 ///
UDP glucuronosyltransferase 1
0.002476
−1.16454


UGT1A10 ///
family, polypeptide A1 /// UDP


UGT1A3 ///
glucuronosyltransferase 1


UGT1A4 ///


UGT1A5 ///


UGT1A6 ///


UGT1A7 ///


UGT1A8 ///


UGT1A9


DIO1
deiodinase, iodothyronine, type I
0.002692
−1.16452




0.009224
−1.16449


TADA3L
transcriptional adaptor 3
0.00694
−1.16443



(NGG1 homolog, yeast)-like


F10
coagulation factor X
0.004459
−1.16432


NFASC
neurofascin homolog (chicken)
0.001454
−1.16431


CALCRL
calcitonin receptor-like
0.001263
−1.16423


NBLA00301
Nbla00301
0.008572
−1.16423


MAB21L1
mab-21-like 1 (C. elegans)
0.006335
−1.16412


FBXO42
F-box protein 42
0.002917
−1.16408


COL10A1
collagen, type X, alpha 1
0.003871
−1.16407


CFB
complement factor B
0.003696
−1.16404


SNX7
sorting nexin 7
0.007996
−1.16401


FOXN1
forkhead box N1
0.007972
−1.16365


SRY
sex determining region Y
0.007481
−1.16363


HLF
hepatic leukemia factor
0.009185
−1.16361


CLCA3P
chloride channel accessory 3
0.00306
−1.16343



(pseudogene)


DAZ1 ///
deleted in azoospermia 1 ///
0.009345
−1.16343


DAZ2 ///
deleted in azoospermia 2 ///


DAZ3 ///
deleted in azoospermia 3 ///


DAZ4


GPR3
G protein-coupled receptor 3
0.001459
−1.16341


TMPRSS11E
transmembrane protease, serine 11E
0.000617
−1.1634


EMID1
EMI domain containing 1
0.009937
−1.1634


KCNMB2
potassium large conductance
0.003215
−1.16335



calcium-activated channel,



subfamily M, beta member 2


MUC5AC
mucin 5AC, oligomeric
0.003908
−1.16324



mucus/gel-forming


SORT1
sortilin 1
0.004071
−1.16318


HIF3A
hypoxia inducible factor 3,
0.001905
−1.16316



alpha subunit




0.005107
−1.16312


MAPK4
mitogen-activated protein
0.005343
−1.16312



kinase 4


TCP11L1
t-complex 11 (mouse)-like 1
0.006965
−1.16308


ZZEF1
zinc finger, ZZ-type with EF-
0.009197
−1.16307



hand domain 1


DCAF7
DDB1 and CUL4 associated
0.00843
−1.16305



factor 7


DMWD
dystrophia myotonica, WD
0.005744
−1.16304



repeat containing


CLCA2
chloride channel accessory 2
0.000363
−1.16297


VAC14
Vac14 homolog (S. cerevisiae)
0.004469
−1.16297


CSPG5
chondroitin sulfate
8.48E−05
−1.16282



proteoglycan 5 (neuroglycan C)




0.005222
−1.16268


STMN2
stathmin-like 2
0.006817
−1.16268


MLLT4
myeloid/lymphoid or mixed-
0.003474
−1.16262



lineage leukemia (trithorax



homolog, Drosophila);



translocate


GALNT14
UDP-N-acetyl-alpha-D-
0.008433
−1.16262



galactosamine: polypeptide N-



acetylgalactosaminyltransferase



14 (Ga


FGF12
fibroblast growth factor 12
0.000459
−1.16254


MFAP5
microfibrillar associated
0.008062
−1.16239



protein 5


SUMO3
SMT3 suppressor of mif two 3
0.006747
−1.16225



homolog 3 (S. cerevisiae)


HTR3A
5-hydroxytryptamine
0.002037
−1.16224



(serotonin) receptor 3A


GDF5
growth differentiation factor 5
0.006583
−1.16222




0.008115
−1.16217


MMP24
matrix metallopeptidase 24
0.0086
−1.16211



(membrane-inserted)


TSSK1B
testis-specific serine kinase 1B
0.001104
−1.16208


CYP2A7P1
cytochrome P450, family 2,
0.002137
−1.16208



subfamily A, polypeptide 7



pseudogene 1


MARK1
MAP/microtubule affinity-
0.00508
−1.16207



regulating kinase 1


ATP1B2
ATPase, Na+/K+ transporting,
0.001769
−1.16204



beta 2 polypeptide


TBX6
T-box 6
0.005223
−1.162


PAX8
paired box 8
0.001211
−1.16199


IL1R1
interleukin 1 receptor, type I
0.002307
−1.16176


RALYL
RALY RNA binding protein-
0.004265
−1.16172



like


OR2B2
olfactory receptor, family 2,
0.00135
−1.16157



subfamily B, member 2


TAAR3
trace amine associated receptor
0.00469
−1.16152



3 (gene/pseudogene)


C12orf32 ///
Chromosome 12 open reading
0.006624
−1.1615


IGHG1 ///
frame 32 /// Immunoglobulin


LOC642131
heavy constant gamma 1 (G1m



mark


DICER1
dicer 1, ribonuclease type III
0.003322
−1.16138


MMP28
matrix metallopeptidase 28
0.00533
−1.16138


GLRA3
glycine receptor, alpha 3
0.00029
−1.16137


PPARD
peroxisome proliferator-
0.007231
−1.1612



activated receptor delta


HSPA4L
heat shock 70 kDa protein 4-like
0.001573
−1.16116


WNT2
wingless-type MMTV
0.009189
−1.16115



integration site family member 2


VIPR2
vasoactive intestinal peptide
0.005059
−1.16112



receptor 2


CYP2C9
Cytochrome P450, family 2,
0.001861
−1.16111



subfamily C, polypeptide 9


SRPX2
sushi-repeat-containing protein,
0.000138
−1.16109



X-linked 2


IGSF1
immunoglobulin superfamily,
0.001192
−1.16104



member 1


ALPK3
alpha-kinase 3
0.00608
−1.16101


TFPI
tissue factor pathway inhibitor
0.006389
−1.16092



(lipoprotein-associated



coagulation inhibitor)


KCNS3
potassium voltage-gated
0.003038
−1.16085



channel, delayed-rectifier,



subfamily S, member 3


MARCH8
membrane-associated ring
0.006576
−1.16083



finger (C3HC4) 8


FRMD4B
FERM domain containing 4B
0.000444
−1.1607


TACR3
tachykinin receptor 3
0.00896
−1.16066


FIGF
c-fos induced growth factor
0.005183
−1.16058



(vascular endothelial growth



factor D)


PDCD6
Programmed cell death 6
0.006092
−1.16044


TNN
tenascin N
0.006607
−1.16044


SPANXB1 ///
SPANX family, member B1 ///
0.001174
−1.16041


SPANXB2 ///
SPANX family, member B2 ///


SPANXF1
SPANX family, member F1


RHBDD3
rhomboid domain containing 3
0.000508
−1.16033


SPP2
secreted phosphoprotein 2,
0.005711
−1.16031



24 kDa


PDE10A
phosphodiesterase 10A
0.005387
−1.16026


ZNF224
zinc finger protein 224
0.009425
−1.16025


FGL1
fibrinogen-like 1
0.004849
−1.1602


PGAM2
phosphoglycerate mutase 2
0.003588
−1.16019



(muscle)


CADM4
cell adhesion molecule 4
0.004403
−1.1601


APOBEC2
apolipoprotein B mRNA editing
0.007177
−1.15988



enzyme, catalytic polypeptide-



like 2


SLC9A5
solute carrier family 9
0.003795
−1.15983



(sodium/hydrogen exchanger),



member 5


SERPINA3
serpin peptidase inhibitor, clade
0.001263
−1.15982



A (alpha-1 antiproteinase,



antitrypsin), member 3


GNAT1
guanine nucleotide binding
1.43E−05
−1.15969



protein (G protein), alpha



transducing activity polypeptide




0.003568
−1.15968


ARHGEF16
Rho guanine exchange factor
0.004721
−1.15963



(GEF) 16


SMARCA2
SWI/SNF related, matrix
0.00734
−1.15962



associated, actin dependent



regulator of chromatin,



subfamily a


DNAH9
dynein, axonemal, heavy chain 9
0.009008
−1.15957


RBM26
RNA binding motif protein 26
0.00116
−1.15955


WNT2B
wingless-type MMTV
0.004131
−1.1595



integration site family,



member 2B


KCNK2
potassium channel, subfamily
0.00217
−1.15945



K, member 2


NPBWR2
neuropeptides B/W receptor 2
0.007611
−1.15945


SP2
Sp2 transcription factor
0.002898
−1.15944




0.001126
−1.1594


TMPRSS11D
transmembrane protease,
0.00681
−1.15937



serine 11D


DENND2A
DENN/MADD domain
0.003959
−1.15926



containing 2A


TNIP3
TNFAIP3 interacting protein 3
0.006903
−1.15918




0.009743
−1.15905


STC1
stanniocalcin 1
0.009242
−1.15902


DOCK6
dedicator of cytokinesis 6
0.007919
−1.15896


ADAM5P
ADAM metallopeptidase
0.004414
−1.1589



domain 5 pseudogene


SYDE1
synapse defective 1, Rho
0.002852
−1.15886



GTPase, homolog 1



(C. elegans)


TNPO2
transportin 2
0.002767
−1.15883


LRTM1
leucine-rich repeats and
0.002691
−1.15877



transmembrane domains 1


USH1C
Usher syndrome 1C (autosomal
0.006427
−1.15873



recessive, severe)


PDE12
Phosphodiesterase 12
0.007267
−1.15873


SRCAP
Snf2-related CREBBP activator
0.004676
−1.15866



protein


OR10J1
olfactory receptor, family 10,
0.005572
−1.15866



subfamily J, member 1


OR2H2
olfactory receptor, family 2,
0.000927
−1.15859



subfamily H, member 2


KCNJ8
potassium inwardly-rectifying
0.008335
−1.15855



channel, subfamily J, member 8




0.005451
−1.15854


RP11-257K9.7
hypothetical protein
0.002187
−1.15851



LOC100129128


DOCK5
dedicator of cytokinesis 5
0.000433
−1.1585


TPD52L1
tumor protein D52-like 1
0.005443
−1.15839


PAEP
progestagen-associated
0.005702
−1.15836



endometrial protein




0.008347
−1.15836


GGA2
golgi associated, gamma
0.005179
−1.15822



adaptin ear containing, ARF



binding protein 2


PHLDA3
pleckstrin homology-like
0.008165
−1.15821



domain, family A, member 3


HES2
hairy and enhancer of split 2
0.00726
−1.15816



(Drosophila)


MLL
myeloid/lymphoid or mixed-
0.00632
−1.15814



lineage leukemia (trithorax



homolog, Drosophila)


PTN
pleiotrophin
0.001451
−1.15812


ITGB6
integrin, beta 6
0.000984
−1.1581


CHRNA6
cholinergic receptor, nicotinic,
0.008293
−1.15806



alpha 6


CIB2
calcium and integrin binding
0.004346
−1.15803



family member 2




0.008761
−1.15788


PTPRF
protein tyrosine phosphatase,
0.009748
−1.15777



receptor type, F


TM7SF4
transmembrane 7 superfamily
0.007817
−1.15761



member 4


DAZ1 ///
deleted in azoospermia 1 ///
0.001893
−1.15743


DAZ2 ///
deleted in azoospermia 2 ///


DAZ3 ///
deleted in azoospermia 3 ///


DAZ4


ALX1
ALX homeobox 1
0.000867
−1.15731


OR2F1 ///
olfactory receptor, family 2,
0.009833
−1.15725


OR2F2
subfamily F, member 1 ///



olfactory receptor, family 2, s




0.003275
−1.15723


PLAT
plasminogen activator, tissue
0.005329
−1.15717




0.00262
−1.15716


HGC6.3
similar to HGC6.3
0.00088
−1.15709




0.002596
−1.15707


WNT11
wingless-type MMTV
0.003994
−1.15705



integration site family,



member 11


PGK2
phosphoglycerate kinase 2
0.001775
−1.15699


SNAI2
snail homolog 2 (Drosophila)
0.001463
−1.15694




0.001954
−1.15682


IL11
interleukin 11
0.005023
−1.15682


COL4A6
collagen, type IV, alpha 6
0.00986
−1.15677


PRUNE2
prune homolog 2 (Drosophila)
0.003014
−1.15675




0.004631
−1.15658


ANKS1B
ankyrin repeat and sterile alpha
0.000784
−1.15638



motif domain containing 1B




0.008146
−1.1563


LOC81691
exonuclease NEF-sp
0.008969
−1.15628


FERMT2
fermitin family homolog 2
0.006573
−1.15622



(Drosophila)


TIMP3
TIMP metallopeptidase
0.005686
−1.15618



inhibitor 3


CST8
cystatin 8 (cystatin-related
0.006664
−1.15617



epididymal specific)


CAPN6
calpain 6
0.006576
−1.15614


IDUA
iduronidase, alpha-L-
0.002113
−1.15597


GPR32
G protein-coupled receptor 32
0.000773
−1.15585


AKR1B10
aldo-keto reductase family 1,
0.007442
−1.15571



member B10 (aldose reductase)


GRHL2
grainyhead-like 2 (Drosophila)
5.24E−07
−1.15561


FBXO24
F-box protein 24
0.003095
−1.1555


HSF4
heat shock transcription factor 4
0.007043
−1.15548


IGHG1
Immunoglobulin heavy constant
0.00779
−1.15512



gamma 1 (G1m marker)


HCN2
hyperpolarization activated
0.006206
−1.15509



cyclic nucleotide-gated



potassium channel 2


LRP12
low density lipoprotein-related
0.007931
−1.15508



protein 12


ADAM 18
ADAM metallopeptidase
0.006422
−1.15501



domain 18


ITGA2
integrin, alpha 2 (CD49B, alpha
0.005786
−1.15485



2 subunit of VLA-2 receptor)


ARHGEF15
Rho guanine nucleotide
0.003722
−1.15475



exchange factor (GEF) 15


UGT1A1 ///
UDP glucuronosyltransferase 1
0.004274
−1.1547


UGT1A10 ///
family, polypeptide A1 /// UDP


UGT1A7 ///
glucuronosyltransferase 1


UGT1A8


GUCA2A
guanylate cyclase activator 2A
0.003837
−1.15459



(guanylin)


MDK
midkine (neurite growth-
0.003419
−1.15451



promoting factor 2)


ITIH1
inter-alpha (globulin)
0.003175
−1.15449



inhibitor H1


EGFR
epidermal growth factor
0.004643
−1.15435



receptor (erythroblastic



leukemia viral (v-erb-b)



oncogene homo


UGT1A1 ///
UDP glucuronosyltransferase 1
0.008973
−1.15435


UGT1A10 ///
family, polypeptide A1 /// UDP


UGT1A3 ///
glucuronosyltransferase 1


UGT1A4 ///


UGT1A5 ///


UGT1A6 ///


UGT1A7 ///


UGT1A8 ///


UGT1A9


MYOG
myogenin (myogenic factor 4)
0.001644
−1.15431


TMSB15A
thymosin beta 15a
0.001935
−1.15428


TLX1
T-cell leukemia homeobox 1
0.005999
−1.15425


EDNRA
endothelin receptor type A
0.002498
−1.15397


LOC100289791
hypothetical protein
0.00917
−1.1539



LOC100289791


MDFI
MyoD family inhibitor
0.008115
−1.15389


ZER1
zer-1 homolog (C. elegans)
0.003119
−1.15387


MYH15
myosin, heavy chain 15
0.00261
−1.15381


CDH20
cadherin 20, type 2
0.004804
−1.15374


GPR63
G protein-coupled receptor 63
0.003041
−1.15367




0.009921
−1.15354


LOC440345 ///
hypothetical protein
0.002618
−1.15347


LOC440354 ///
LOC440345 /// PI-3-kinase-


LOC595101 ///
related kinase SMG-1


LOC641298 ///
pseudogene /// PI-3


SMG1


HOXC10
homeobox C10
0.000495
−1.15345


KRTAP1-1
keratin associated protein 1-1
8.96E−06
−1.15325


ARSD
arylsulfatase D
0.004513
−1.15315


CPLX3 ///
complexin 3 /// lectin, mannose-
0.004705
−1.15295


LMAN1L
binding, 1 like


IFNA4
interferon, alpha 4
0.004607
−1.15289


ABCC1
ATP-binding cassette, sub-
0.006325
−1.15283



family C (CFTR/MRP),



member 1


SEMA3E
sema domain, immunoglobulin
0.004174
−1.15277



domain (Ig), short basic



domain, secreted, (semaphorin) 3E


MRE11A
MRE11 meiotic recombination
0.003835
−1.15276



11 homolog A (S. cerevisiae)


C1QL1
Complement component 1, q
0.004524
−1.15267



subcomponent-like 1


LIPF
lipase, gastric
0.00095
−1.15265


TRIM9
tripartite motif-containing 9
0.008678
−1.15258


BBOX1
butyrobetaine (gamma), 2-
0.001994
−1.15252



oxoglutarate dioxygenase



(gamma-butyrobetaine



hydroxylase) 1


LRRC17
leucine rich repeat containing 17
0.005074
−1.15235


WNT2B
wingless-type MMTV
0.006181
−1.15231



integration site family, member 2B


CYP3A4
cytochrome P450, family 3,
0.007633
−1.15227



subfamily A, polypeptide 4


SI
sucrase-isomaltase (alpha-
0.001001
−1.1522



glucosidase)


ANO3
anoctamin 3
0.00341
−1.15219


OBSL1
obscurin-like 1
0.003099
−1.15215




0.007073
−1.152


CHRD
chordin
0.004608
−1.15192


MSX2
msh homeobox 2
0.009125
−1.15179


PSG1
pregnancy specific beta-1-
0.00029
−1.15178



glycoprotein 1


FAM107A
family with sequence similarity
0.001347
−1.15167



107, member A


LRRC37B2
leucine rich repeat containing
0.001053
−1.15156



37, member B2


ANKLE2
Ankyrin repeat and LEM
0.004674
−1.15155



domain containing 2


PAX2
paired box 2
0.004533
−1.15149


UNC5B
Unc-5 homolog B (C. elegans)
0.001994
−1.15124


ADCYAP1R1
adenylate cyclase activating
0.001818
−1.15119



polypeptide 1 (pituitary)



receptor type I


HFE
hemochromatosis
0.0019
−1.15119




0.006488
−1.15106


SYT1
synaptotagmin 1
0.002216
−1.15088


GJC2
gap junction protein, gamma 2,
0.006151
−1.15082



47 kDa


LOC100293871
similar to PRO2325
0.005525
−1.15064


FGF8
fibroblast growth factor 8
0.008777
−1.15061



(androgen-induced)


ACRV1
acrosomal vesicle protein 1
0.005022
−1.15056


NRXN1
neurexin 1
0.004617
−1.15047


GDPD2
glycerophosphodiester
0.004533
−1.15039



phosphodiesterase domain



containing 2


RGS4
regulator of G-protein
0.003963
−1.15033



signaling 4


CELA2A
chymotrypsin-like elastase
7.18E−05
−1.15022



family, member 2A


IFNW1
interferon, omega 1
0.001727
−1.15017


MLNR
motilin receptor
0.000122
−1.15014


RNF17
ring finger protein 17
0.003651
−1.15006


LAD1
ladinin 1
0.001937
−1.15


GLRA2
glycine receptor, alpha 2
0.006763
−1.14955


RASL12
RAS-like, family 12
0.000306
−1.14945


MAGOH2
mago-nashi homolog 2,
0.003414
−1.14942



proliferation-associated



(Drosophila)


C6orf54
chromosome 6 open reading
0.007125
−1.14931



frame 54




0.001197
−1.14922


ZNF214
zinc finger protein 214
0.000481
−1.1492


IKBKG
inhibitor of kappa light
0.005732
−1.14913



polypeptide gene enhancer in



B-cells, kinase gamma


AP4E1
adaptor-related protein complex
0.004158
−1.14904



4, epsilon 1 subunit


ZNRF4
zinc and ring finger 4
0.000445
−1.14875


OSBPL10
oxysterol binding protein-like 10
0.008717
−1.14862


C1orf175 ///
chromosome 1 open reading
0.002146
−1.14841


TTC4
frame 175 /// tetratricopeptide



repeat domain 4


PCDHB3
protocadherin beta 3
0.006249
−1.14837


ADRBK1
adrenergic, beta, receptor
0.009822
−1.14828



kinase 1


ITSN1
intersectin 1 (SH3 domain
0.002166
−1.14826



protein)


XAGE1A ///
X antigen family, member 1A ///
0.00656
−1.1482


XAGE1B ///
X antigen family, member


XAGE1C ///
1B /// X antigen family, membe


XAGE1D ///


XAGE1E


CDH22
cadherin-like 22
0.008849
−1.14819


FARP2
FERM, RhoGEF and pleckstrin
0.002273
−1.14813



domain protein 2


MYT1
myelin transcription factor 1
0.003875
−1.14809


TNC
Tenascin C
0.004194
−1.14799


MUC5AC
mucin 5AC, oligomeric
0.009053
−1.14791



mucus/gel-forming


SLC6A15
solute carrier family 6 (neutral
0.008601
−1.1479



amino acid transporter),



member 15


PP14571
similar to hCG1777210
0.004733
−1.14789


SMR3A ///
submaxillary gland androgen
0.002495
−1.14788


SMR3B
regulated protein 3A ///



submaxillary gland androgen



regula


RXRG
retinoid X receptor, gamma
0.006609
−1.14772


SNX1
sorting nexin 1
0.004678
−1.14771


GLP1R
glucagon-like peptide 1 receptor
0.00094
−1.14751


C6orf155
chromosome 6 open reading
0.000855
−1.14743



frame 155


ATP1A2
ATPase, Na+/K+ transporting,
0.005511
−1.14737



alpha 2 (+) polypeptide


TFAP4
transcription factor AP-4
0.006392
−1.14734



(activating enhancer binding



protein 4)


PNPLA2
Patatin-like phospholipase
0.005616
−1.14727



domain containing 2


DIRAS3
DIRAS family, GTP-binding
0.008453
−1.14717



RAS-like 3


ANO2
anoctamin 2
0.000478
−1.14709


TACSTD2
tumor-associated calcium signal
0.003737
−1.14682



transducer 2


MCM3AP
minichromosome maintenance
0.000118
−1.14681



complex component 3



associated protein


IL13RA2
interleukin 13 receptor, alpha 2
0.002253
−1.14678


TRIM10
tripartite motif-containing 10
0.005191
−1.14676


RTEL1
regulator of telomere elongation
0.008986
−1.14672



helicase 1


PRRX2
paired related homeobox 2
0.006073
−1.14659


TSHB
thyroid stimulating hormone,
0.009948
−1.14656



beta


TIMELESS
timeless homolog (Drosophila)
0.005683
−1.14649


FMO1
flavin containing
0.006505
−1.14614



monooxygenase 1


KIF18A
kinesin family member 18A
0.009581
−1.14614


KIAA1199
KIAA1199
0.002884
−1.14612


CALB2
calbindin 2
0.005686
−1.14598


MFAP3L
microfibrillar-associated protein
0.00354
−1.14575



3-like


PTGER3
prostaglandin E receptor 3
0.006984
−1.14569



(subtype EP3)


EPAS1
endothelial PAS domain protein 1
0.005676
−1.14564




0.000263
−1.14559


SQSTM1
sequestosome 1
0.009341
−1.14558


TSPY1
testis specific protein, Y-linked 1
0.002158
−1.14553


CPM
Carboxypeptidase M
0.001695
−1.14545


DLGAP1
discs, large (Drosophila)
0.000345
−1.14542



homolog-associated protein 1


CYP4F11
cytochrome P450, family 4,
0.0029
−1.14536



subfamily F, polypeptide 11


TLX3
T-cell leukemia homeobox 3
0.003278
−1.14527


PCDHA10
protocadherin alpha 10
0.006222
−1.14513


TAOK2
TAO kinase 2
0.001305
−1.14511


ERC1
ELKS/RAB6-interacting/CAST
0.002053
−1.14511



family member 1


TBX2
T-box 2
0.005151
−1.14502


KALRN
kalirin, RhoGEF kinase
0.008586
−1.14478


DICER1
dicer 1, ribonuclease type III
0.000825
−1.14473


PAPPA
pregnancy-associated plasma
0.004805
−1.14473



protein A, pappalysin 1




0.003479
−1.14468




0.008082
−1.14467


KIF5A
kinesin family member 5A
0.003962
−1.14458


DNAJC22
DnaJ (Hsp40) homolog,
0.007069
−1.14453



subfamily C, member 22




0.006388
−1.14452


OTUB1
OTU domain, ubiquitin
0.007521
−1.14451



aldehyde binding 1


ITGBL1
integrin, beta-like 1 (with EGF-
0.005427
−1.14445



like repeat domains)


KIAA1644
KIAA1644
0.009294
−1.14444


SEZ6L2
seizure related 6 homolog
0.005712
−1.14434



(mouse)-like 2


PCNXL2
pecanex-like 2 (Drosophila)
0.008015
−1.14434


HMHB1
histocompatibility (minor) HB-1
0.003775
−1.14427


ERG
v-ets erythroblastosis virus E26
0.008735
−1.14427



oncogene homolog (avian)


SNTB2
syntrophin, beta 2 (dystrophin-
0.004153
−1.14426



associated protein A1, 59 kDa,



basic component 2)


GJA5
gap junction protein, alpha 5,
0.003562
−1.14404



40 kDa


AGTR2
angiotensin II receptor, type 2
0.007867
−1.14384


GJA3
gap junction protein, alpha 3,
0.000595
−1.14377



46 kDa


GCK
glucokinase (hexokinase 4)
0.005137
−1.14365


LRRC61
leucine rich repeat containing 61
0.008969
−1.14358


CNTF ///
ciliary neurotrophic factor ///
0.000997
−1.14357


ZFP91 ///
zinc finger protein 91 homolog


ZFP91-CNTF
(mouse) /// ZFP91-CNTF r


PDLIM4
PDZ and LIM domain 4
0.008589
−1.14351


MPPED2
metallophosphoesterase domain
1.95E−05
−1.1435



containing 2


IFNA10
interferon, alpha 10
0.003286
−1.14346


ACTN2
actinin, alpha 2
0.005077
−1.14343


VGLL1
vestigial like 1 (Drosophila)
0.00531
−1.14337


GJA9
gap junction protein, alpha 9,
0.003777
−1.14331



59 kDa


LDLR
low density lipoprotein receptor
0.003143
−1.1433


ANK2
ankyrin 2, neuronal
0.001761
−1.14329


COL1A1
collagen, type I, alpha 1
0.004543
−1.14329


TIMP3
TIMP metallopeptidase
0.00282
−1.14323



inhibitor 3


OTOF
otoferlin
0.006622
−1.14322


AGXT
alanine-glyoxylate
0.005384
−1.14318



aminotransferase


GLI2
GLI family zinc finger 2
0.008292
−1.14291


TRMT61A
tRNA methyltransferase 61
0.00203
−1.1428



homolog A (S. cerevisiae)


FOXD2
forkhead box D2
0.003543
−1.14275


TMEM212
transmembrane protein 212
0.003253
−1.14258


DENND2A
DENN/MADD domain
0.007115
−1.14257



containing 2A


B3GALT1
UDP-Gal: betaGlcNAc beta 1,3-
0.003568
−1.14256



galactosyltransferase,



polypeptide 1


SPAG11A
sperm associated antigen 11A
0.006235
−1.14249


MMP16
matrix metallopeptidase 16
0.008228
−1.1424



(membrane-inserted)


PRDM4
PR domain containing 4
0.0049
−1.14239


TF
transferrin
0.004293
−1.14233


ELF5
E74-like factor 5 (ets domain
0.004394
−1.14201



transcription factor)


GSC2
goosecoid homeobox 2
0.000273
−1.14181


EPB41L4B
erythrocyte membrane protein
0.003468
−1.14166



band 4.1 like 4B


GYG2
glycogenin 2
0.009413
−1.14164


LYZL6
lysozyme-like 6
0.006035
−1.14149


DCHS2
dachsous 2 (Drosophila)
0.006341
−1.14146


OBP2A ///
odorant binding protein 2A ///
0.00776
−1.14144


OBP2B
odorant binding protein 2B


ANGPTL3
angiopoietin-like 3
0.007619
−1.1414


MYH11
myosin, heavy chain 11, smooth
0.002648
−1.14138



muscle




0.00271
−1.1412


NES
nestin
0.002731
−1.14119


SLC17A1
solute carrier family 17 (sodium
0.004803
−1.14111



phosphate), member 1


RBM15B
RNA binding motif protein 15B
0.004537
−1.14109


CSH1
chorionic somatomammotropin
0.009332
−1.14094



hormone 1 (placental lactogen)


HTR5A
5-hydroxytryptamine
0.000162
−1.1409



(serotonin) receptor 5A


CYP3A7
cytochrome P450, family 3,
0.00199
−1.1409



subfamily A, polypeptide 7


HTR2A
5-hydroxytryptamine
0.004894
−1.14084



(serotonin) receptor 2A


KCNV2
potassium channel, subfamily
0.005931
−1.14082



V, member 2


TOX3
TOX high mobility group box
0.001764
−1.14064



family member 3


CLOCK
clock homolog (mouse)
0.006632
−1.14057




0.006807
−1.14053


MAGEA6
melanoma antigen family A, 6
0.00046
−1.14048




0.000518
−1.1404


FAM12A
family with sequence similarity
0.001548
−1.14036



12, member A


COL4A3
collagen, type IV, alpha 3
0.007446
−1.14035



(Goodpasture antigen)


S1PR2
sphingosine-1-phosphate
0.008163
−1.14034



receptor 2


NAT8
N-acetyltransferase 8 (GCN5-
0.002654
−1.14031



related, putative)


ACE2
angiotensin 1 converting
0.007666
−1.14031



enzyme (peptidyl-dipeptidase



A) 2


SLC22A6
solute carrier family 22 (organic
0.00816
−1.14031



anion transporter), member 6


SLC13A2
solute carrier family 13
0.005043
−1.14029



(sodium-dependent



dicarboxylate transporter),



member 2


MYH4
myosin, heavy chain 4, skeletal
0.009604
−1.14029



muscle


APBB2
amyloid beta (A4) precursor
0.009135
−1.14026



protein-binding, family B,



member 2


RAP1GAP
RAP1 GTPase activating
0.007618
−1.14025



protein


SHOX2
short stature homeobox 2
0.004273
−1.14022


SLCO1A2
solute carrier organic anion
0.003589
−1.14006



transporter family, member 1A2


ETV1
ets variant 1
0.00888
−1.14001


MAGEA12
melanoma antigen family A, 12
0.003805
−1.13997


PLA2G6
phospholipase A2, group VI
0.006425
−1.13996



(cytosolic, calcium-



independent)


ADRA1A
adrenergic, alpha-1A-, receptor
0.007465
−1.13995




0.008637
−1.13992


SYT5
synaptotagmin V
0.004699
−1.1399


GPR161
G protein-coupled receptor 161
0.004773
−1.13989


SEMA3F
sema domain, immunoglobulin
0.006736
−1.13975



domain (Ig), short basic



domain, secreted, (semaphorin) 3F


CYP3A43
cytochrome P450, family 3,
0.003382
−1.13964



subfamily A, polypeptide 43


HOMER2
homer homolog 2 (Drosophila)
0.003535
−1.13961


KCNJ5
potassium inwardly-rectifying
0.005942
−1.13913



channel, subfamily J, member 5


PPL
periplakin
0.00221
−1.13899


COL17A1
collagen, type XVII, alpha 1
0.003115
−1.13894


CSHL1
chorionic somatomammotropin
0.004285
−1.13887



hormone-like 1


C9orf116
chromosome 9 open reading
0.004915
−1.13886



frame 116


PARK2
Parkinson disease (autosomal
0.00541
−1.13885



recessive, juvenile) 2, parkin


UGT2B15
UDP glucuronosyltransferase 2
0.002586
−1.13876



family, polypeptide B15




0.002677
−1.13855


CDK6
cyclin-dependent kinase 6
0.005041
−1.13851


FAM174B
family with sequence similarity
0.00769
−1.13845



174, member B




6.02E−05
−1.13837


CELA2A ///
chymotrypsin-like elastase
0.008746
−1.13825


CELA2B
family, member 2A ///



chymotrypsin-like elastase



family, mem


SPDEF
SAM pointed domain
0.006039
−1.13824



containing ets transcription



factor


EPB41
erythrocyte membrane protein
0.00381
−1.13816



band 4.1 (elliptocytosis 1, RH-



linked)


GAB1
GRB2-associated binding
0.008578
−1.13811



protein 1


SMAD6
SMAD family member 6
0.002361
−1.13807


SMR3A
submaxillary gland androgen
0.004041
−1.13806



regulated protein 3 A


PDE6G
phosphodiesterase 6G, cGMP-
0.009564
−1.13803



specific, rod, gamma


COL5A1
collagen, type V, alpha 1
0.003287
−1.13787


ABCA6
ATP-binding cassette, sub-
0.008623
−1.13787



family A (ABC1), member 6


DMD
dystrophin
0.000248
−1.13783


CYLC2
cylicin, basic protein of sperm
0.008464
−1.13771



head cytoskeleton 2


CIDEA
cell death-inducing DFFA-like
0.007254
−1.13768



effector a


RAG2
recombination activating gene 2
0.002984
−1.13757


HIST1H2BN
histone cluster 1, H2bn
0.007319
−1.13751


FMO6P
flavin containing
0.007564
−1.13747



monooxygenase 6 pseudogene




0.009453
−1.13738


MAOA
monoamine oxidase A
0.004806
−1.13729


ANKRD53
ankyrin repeat domain 53
0.00488
−1.13725


HAPLN1
hyaluronan and proteoglycan
0.00865
−1.13719



link protein 1


MT1M
metallothionein 1M
0.009364
−1.13718


EHD2
EH-domain containing 2
0.006795
−1.13713


GAD2
glutamate decarboxylase 2
0.007785
−1.13709



(pancreatic islets and brain,



65 kDa)


CRISP2
cysteine-rich secretory protein 2
0.009143
−1.13708


CSN2
casein beta
0.006005
−1.13695




0.006648
−1.13691


SULT1C2
sulfotransferase family,
0.001313
−1.13685



cytosolic, 1C, member 2


PCDHGA3
protocadherin gamma
0.002114
−1.13681



subfamily A, 3


SSX3
synovial sarcoma, X breakpoint 3
0.001106
−1.13668


FGFR2
fibroblast growth factor
0.006105
−1.13666



receptor 2


GPR161
G protein-coupled receptor 161
0.00957
−1.13664


ATN1
atrophin 1
0.009835
−1.13654


CHD5
chromodomain helicase DNA
0.007274
−1.13651



binding protein 5


A4GALT
alpha 1,4-galactosyltransferase
0.001062
−1.13647


MYBPH
myosin binding protein H
0.007527
−1.13634


CSHL1
chorionic somatomammotropin
0.002335
−1.1363



hormone-like 1




0.004169
−1.13618


NCAPH2
non-SMC condensin II
0.0079
−1.13612



complex, subunit H2


CAPN9
calpain 9
0.003071
−1.13597


CNGB1
cyclic nucleotide gated channel
0.007125
−1.13588



beta 1


BCAM
basal cell adhesion molecule
0.00753
−1.13578



(Lutheran blood group)


DRD5
dopamine receptor D5
0.00281
−1.13557


NR5A2
nuclear receptor subfamily 5,
0.000913
−1.13547



group A, member 2


TEF
thyrotrophic embryonic factor
0.004588
−1.13544


ELAVL2
ELAV (embryonic lethal,
0.002205
−1.13541



abnormal vision, Drosophila)-



like 2 (Hu antigen B)


DGKB
diacylglycerol kinase, beta
0.00918
−1.13537



90 kDa


HTR7P
5-hydroxytryptamine
0.00209
−1.13524



(serotonin) receptor 7



pseudogene


RHAG
Rh-associated glycoprotein
0.005396
−1.1352


GH2
growth hormone 2
0.006321
−1.13519




0.000833
−1.13517




0.00238
−1.13477


COL4A6
collagen, type IV, alpha 6
0.004113
−1.13473


BMP7
bone morphogenetic protein 7
0.005776
−1.13444




0.008419
−1.13443




0.007353
−1.13442


SOSTDC1
sclerostin domain containing 1
0.001856
−1.13439


SOX14
SRY (sex determining region
0.001541
−1.13438



Y)-box 14


TAS2R9
taste receptor, type 2, member 9
0.002889
−1.13437


LPHN2
latrophilin 2
0.009349
−1.13418




0.0099
−1.13418




0.007172
−1.13409


MAP1A
microtubule-associated protein 1A
0.004384
−1.13404


OSGIN2
Oxidative stress induced growth
0.009721
−1.13398



inhibitor family member 2


SLC10A2
solute carrier family 10
0.006712
−1.13395



(sodium/bile acid cotransporter



family), member 2


FAM13C
family with sequence similarity
0.005974
−1.13385



13, member C


EMX1
empty spiracles homeobox 1
0.005643
−1.13366


FLJ40330
hypothetical LOC645784
0.005033
−1.13365


CHI3L1
chitinase 3-like 1 (cartilage
0.002657
−1.13357



glycoprotein-39)




0.002091
−1.1335


CDH16
cadherin 16, KSP-cadherin
0.004017
−1.13345


SPRR1A
small proline-rich protein 1A
0.00177
−1.13344


LOX
lysyl oxidase
0.008602
−1.13331




0.009241
−1.13331


CALCB
calcitonin-related polypeptide
0.005526
−1.13322



beta


GABBR2
gamma-aminobutyric acid
0.003986
−1.1332



(GABA) B receptor, 2


CPB2
carboxypeptidase B2 (plasma)
0.004188
−1.13308


RASL11B
RAS-like, family 11, member B
0.007069
−1.1329


CCDC81
coiled-coil domain containing
0.009508
−1.13288



81


RUNX1
runt-related transcription
0.006825
−1.13281



factor 1


CPA1
carboxypeptidase A1
0.002754
−1.13221



(pancreatic)


CLCNKA ///
chloride channel Ka /// chloride
0.001569
−1.13213


CLCNKB
channel Kb


FHL5
four and a half LIM domains 5
0.008016
−1.13211


THSD7A
thrombospondin, type I, domain
0.001208
−1.1321



containing 7A


TFAP2C
transcription factor AP-2
0.004298
−1.13184



binding protein 2 gamma)


SPAG11B
sperm associated antigen 11B
0.005305
−1.1317


CAP2
CAP, adenylate cyclase-
0.002715
−1.13166



associated protein, 2 (yeast)


PODNL1
podocan-like 1
0.00498
−1.13165


SSX4 ///
synovial sarcoma, X breakpoint
0.009142
−1.13163


SSX4B
4 /// synovial sarcoma, X



breakpoint 4B




0.008421
−1.13155


G6PC
glucose-6-phosphatase,
0.006788
−1.13144



catalytic subunit


RPE65
retinal pigment epithelium-
0.00168
−1.13112



specific protein 65 kDa


TMEM222
transmembrane protein 222
0.003611
−1.13108




0.0082
−1.13098




0.000935
−1.13097


KDR
kinase insert domain receptor (a
0.002995
−1.13074



type III receptor tyrosine



kinase)




0.004838
−1.13055


CHP2
calcineurin B homologous
0.00539
−1.13026



protein 2


GPR64
G protein-coupled 64
0.001932
−1.13023


TPM2
tropomyosin 2 (beta)
0.008933
−1.13017


TCEB3B
transcription elongation factor
0.006753
−1.13005



B polypeptide 3B (elongin A2)


E2F5
E2F transcription factor 5,
0.001129
−1.13001



p130-binding


IL5RA
interleukin 5 receptor, alpha
0.003392
−1.12982


AOC3
amine oxidase, copper
0.000247
−1.12972



containing 3 (vascular adhesion



protein 1)


ABCF3
ATP-binding cassette, sub-
0.004992
−1.12966



family F (GCN20), member 3


CPN2
carboxypeptidase N,
0.006009
−1.12966



polypeptide 2


ACE
angiotensin 1 converting
0.00879
−1.12948



enzyme (peptidyl-dipeptidase A) 1


NRP2
neuropilin 2
0.008745
−1.12938


INPP5J
inositol polyphosphate-5-
0.007608
−1.12935



phosphatase J


SMAD9
SMAD family member 9
0.006141
−1.1293


FAM155A
family with sequence similarity
0.005057
−1.12928



155, member A


GART
phosphoribosylglycinamide
0.00165
−1.12917



formyltransterase,



phosphoribosylglycinamide



synthetase, phos


PIR
pirin (iron-binding nuclear
0.004128
−1.12911



protein)


ZNF467
Zinc finger protein 467
0.006009
−1.12907


ITSN2
intersectin 2
0.001473
−1.12903


NR1D1 ///
nuclear receptor subfamily 1,
0.001964
−1.12896


THRA
group D, member 1 /// thyroid



hormone receptor, alpha (er


RP11-35N6.1
plasticity related gene 3
0.005452
−1.12885


LAMB1
laminin, beta 1
0.006026
−1.12864


EPHB3
EPH receptor B3
0.003783
−1.12857




0.008156
−1.12856


PLA2R1
phospholipase A2 receptor 1,
0.005834
−1.12854



180 kDa


RAPGEF4
Rap guanine nucleotide
0.008542
−1.12853



exchange factor (GEF) 4


DNAJC8
DnaJ (Hsp40) homolog,
0.007393
−1.12851



(subfamily C, member 8


ARSJ
arylsulfatase family, member J
0.002634
−1.12845


TRIM49
tripartite motif-containing 49
0.002053
−1.12832


IL9
interleukin 9
0.003046
−1.12812


GC
group-specific component
0.001817
−1.12797



(vitamin D binding protein)


IL12B
interleukin 12B (natural killer
0.006181
−1.12764



cell stimulatory factor 2,



cytotoxic lymphocyte maturat


CDH2
cadherin 2, type 1, N-cadherin
0.00855
−1.12758



(neuronal)


ATXN3L
ataxin 3-like
0.006981
−1.12737


BTF3L1
basic transcription factor 3,
0.008187
−1.12701



like 1 pseudogene


CCL19
chemokine (C-C motif) ligand 19
0.006791
−1.12696


BICC1
bicaudal C homolog 1
0.007006
−1.12695



(Drosophila)


FAM186A
family with sequence similarity
0.00559
−1.1268



186, member A


PTPRF
protein tyrosine phosphatase,
0.004195
−1.12674



receptor type, F


TRPC4
transient receptor potential
0.009479
−1.12666



cation channel, subfamily C,



member 4


TCL6
T-cell leukemia/lymphoma 6
0.009932
−1.12663


CYP4A22
cytochrome P450, family 4,
0.004269
−1.12654



subfamily A, polypeptide 22


FUT6
fucosyltransferase 6 (alpha (1,3)
0.001302
−1.12636



fucosyltransferase)


MUC1
mucin 1, cell surface associated
0.008714
−1.12624


DKFZP434B2016 ///
similar to hypothetical protein
0.002252
−1.12623


LOC643313
LOC284701 /// similar to



hypothetical protein



LOC284701




0.005094
−1.12618


LDHA
lactate dehydrogenase A
0.009545
−1.12609




0.007472
−1.12582




0.003741
−1.12572


LOC100131613
PRO1454
0.00409
−1.12556


TRIM3
tripartite motif-containing 3
0.004335
−1.12551


MLLT10
myeloid/lymphoid or mixed-
0.006971
−1.12505



lineage leukemia (trithorax



homolog, Drosophila);



translocate


DZIP1
DAZ interacting protein 1
0.003223
−1.12501


ANKRD34C
ankyrin repeat domain 34C
0.000954
−1.12484


BUB1
budding uninhibited by
0.002759
−1.12479



benzimidazoles 1 homolog



(yeast)


CSPG5
chondroitin sulfate
0.000873
−1.12474



proteoglycan 5 (neuroglycan C)


FBLN1
fibulin 1
0.002979
−1.12464


GAD2
glutamate decarboxylase 2
0.007671
−1.12463



(pancreatic islets and brain,



65 kDa)




0.000944
−1.12451


CLDN1
claudin 1
0.002407
−1.12447


CHRNA3
cholinergic receptor, nicotinic,
0.006458
−1.12436



alpha 3


SCN11A
sodium channel, voltage-gated,
0.003796
−1.12417



type XI, alpha subunit


TEX11
testis expressed 11
0.006239
−1.12409


IL20RA
interleukin 20 receptor, alpha
0.004863
−1.124


AKAP5
A kinase (PRKA) anchor
0.006577
−1.12361



protein 5


KBTBD10
kelch repeat and BTB (POZ)
0.005771
−1.12343



domain containing 10


MSTN
myostatin
0.001873
−1.1234


TLL2
tolloid-like 2
0.009968
−1.12321


NACAD
NAC alpha domain containing
0.000782
−1.12294


UNC93A
unc-93 homolog A (C. elegans)
0.006006
−1.12294


PTGER1
prostaglandin E receptor 1
0.007003
−1.12294



(subtype EP1), 42 kDa


OLAH
oleoyl-ACP hydrolase
0.00896
−1.12289


NHLH2
nescient helix loop helix 2
0.001059
−1.12286


SERPINA6
serpin peptidase inhibitor, clade
0.002411
−1.12272



A (alpha-1 antiproteinase,



antitrypsin), member 6




0.006655
−1.12253


KRT17
keratin 17
0.003553
−1.12241




0.006777
−1.12239


KCNMA1
potassium large conductance
0.0067
−1.12228



calcium-activated channel,



subfamily M, alpha member 1


PRKCA
protein kinase C, alpha
0.006437
−1.12198


STS
steroid sulfatase (microsomal),
0.005597
−1.12182



isozyme S


LAMA1
laminin, alpha 1
0.004674
−1.1216


GPR88
G protein-coupled receptor 88
0.008737
−1.1216


ACTN2
actinin, alpha 2
0.003627
−1.12157


TREH
trehalase (brush-border
0.005379
−1.12152



membrane glycoprotein)


AKAP4
A kinase (PRKA) anchor
0.004629
−1.12147



protein 4


DKX4
dickkopf homolog 4
0.005161
−1.1214



(Xenopus laevis)




0.007472
−1.12129


PRICKLE3
prickle homolog 3 (Drosophila)
0.007288
−1.12117


IRS4
insulin receptor substrate 4
0.004715
−1.12108


TRPV4
transient receptor potential
0.008105
−1.12103



cation channel, subfamily V,



member 4


PCDH11Y
protocadherin 11 Y-linked
0.002241
−1.121




0.009044
−1.12095


APBB2
amyloid beta (A4) precursor
0.002596
−1.12093



protein-binding, family B,



member 2


SLCO2A1
solute carrier organic anion
0.004733
−1.12079



transporter family, member 2A1




0.00447
−1.12075


DRD2
dopamine receptor D2
0.002588
−1.12059


MTMR7
myotubularin related protein 7
0.009209
−1.12027


ZNF471
zinc finger protein 471
0.004677
−1.12005


TF
transferrin
0.007274
−1.11993


NRIP2
nuclear receptor interacting
0.005607
−1.11966



protein 2


ST6GALNAC5
ST6 (alpha-N-acetyl-
0.005579
−1.11932



neuraminyl-2,3-beta-galactosyl-



1,3)-N-acetylgalactosaminide



alpha-2


COMT
Catechol-O-methyltransterase
0.007202
−1.11926




0.008063
−1.11915




0.005963
−1.11891




0.001254
−1.11889


PAH
phenylalanine hydroxylase
0.002401
−1.11852


LRRC19
leucine rich repeat containing 19
0.003683
−1.11836


PRKAR1B
protein kinase, cAMP-
0.007626
−1.11835



dependent, regulatory, type I,



beta


HPR
haptoglobin-related protein
0.005044
−1.11829


PRDM5
PR domain containing 5
0.006648
−1.11821




0.008206
−1.11819


NCRNA00120
non-protein coding RNA 120
0.004933
−1.11814


LOC79999
hypothetical LOC79999
0.008297
−1.11814


ITSN2
intersectin 2
0.004428
−1.118


CACNB2
calcium channel, voltage-
0.008677
−1.11798



dependent, beta 2 subunit


GPR98
G protein-coupled receptor 98
0.003265
−1.11788


PREX2
phosphatidylinositol-3,4,5-
0.00758
−1.11779



trisphosphate-dependent Rac



exchange factor 2


FAM182B
family with sequence similarity
0.008506
−1.11758



182, member B


LAMA4
laminin, alpha 4
0.001859
−1.11742




0.008182
−1.117


ARVCF
armadillo repeat gene deletes in
0.004203
−1.11699



velocardiofacial syndrome


HAS2
hyaluronan synthase 2
0.005988
−1.11699


YOD1
YOD1 OTU deubiquinating
0.007323
−1.11668



enzyme 1 homolog



(S. cerevisiae)




0.003067
−1.11636


PPP2R3A
protein phosphatase 2 (formerly
0.00874
−1.11635



2A), regulatory subunit B″,



alpha


COL4A1
collagen, type IV, alpha 1
0.002703
−1.11621




0.005114
−1.11613


RBM12B
RNA binding motif protein 12B
0.004522
−1.11612


TNFRSF11B
tumor necrosis factor receptor
0.009363
−1.11609



superfamily, member 11b


GSTA3
glutathione S-transferase alpha 3
0.009885
−1.11598


FAM66D
family with sequence similarity
0.007508
−1.11588



66, member D


OR10H2
olfactory receptor, family 10,
0.001279
−1.11576



subfamily H, member 2


PTHLH
parathyroid hormone-like
0.003579
−1.1157



hormone


ZNF674
zinc finger family member 674
0.007146
−1.11565




0.004948
−1.11555


KRT19
keratin 19
0.005928
−1.11545




0.006606
−1.11543


ACCN2
amiloride-sensitive cation
0.006168
−1.11533



channel 2, neuronal


COL6A1
Collagen, type VI, alpha 1
0.006453
−1.11496




0.007286
−1.11496


LOC100288442 ///
hypothetical LOC100288442 ///
0.008735
−1.11485


LOC100289169 ///
hypothetical protein


LOC728888 ///
LOC100289169 /// similar to


LOC729602 ///
acyl-CoA


NPIPL2 ///


NPIPL3 ///


PDXDC2


SLC37A1
solute carrier family 37
0.00935
−1.11481



(glycerol-3-phosphate



transporter), member 1


ATP6V1B1
ATPase, H+ transporting,
0.006862
−1.11475



lysosomal 56/58 kDa, V1



subunit B1


PTN
pleiotrophin
0.009862
−1.11456


ABI3BP
ABI family, member 3 (NESH)
0.004323
−1.11452



binding protein


HR44
Hr44 antigen
0.002042
−1.11417


ZNF324B ///
zinc finger protein 324B /// zinc
0.00485
−1.11417


ZNF584
finger protein 584


HOXD13
homeobox D13
0.005052
−1.11415


ADH6
alcohol dehydrogenase 6 (class V)
0.00011
−1.11405


IFNA8
interferon, alpha 8
0.004318
−1.1136




0.001609
−1.1135




0.002312
−1.11325


MYOZ2
myozenin 2
0.009469
−1.11325


NFATC4
nuclear factor of activated T-
0.008681
−1.11245



cells, cytoplasmic, calcineurin-



dependent 4


ADAMTS7
ADAM metallopeptidase with
0.007469
−1.11244



thrombospondin type 1 motif, 7


FOXL1
forkhead box L1
0.009415
−1.11184


GPR17
G protein-coupled receptor 17
0.009308
−1.11183


SLC18A3
solute carrier family 18
0.006308
−1.11131



(vesicular acetylcholine),



member 3


MYH6
myosin, heavy chain 6, cardiac
0.005188
−1.11125



muscle, alpha


BOK
BCL2-related ovarian killer
0.008744
−1.111


FGA
fibrinogen alpha chain
0.006323
−1.11088


TEAD4
TEA domain family member 4
0.008474
−1.11075




0.005611
−1.11074


GRM1
glutamate receptor,
0.003649
−1.11073



metabotropic 1




0.008379
−1.11041


EDNRA
endothelin receptor type A
0.00586
−1.11035


C8orf79
chromosome 8 open reading
0.008561
−1.11003



frame 79


METTL7A
methyltransferase like 7A
0.004255
−1.10991


FOLH1
folate hydrolase (prostate-
0.002431
−1.10932



specific membrane antigen) 1


RAD54L
RAD54-like (S. cerevisiae)
0.007758
−1.10898




0.003086
−1.10888




0.006615
−1.10851


SOX11
SRY (sex determining region
0.007605
−1.10851



Y)-box 11


CNOT3
CCR4-NOT transcription
0.006753
−1.10843



complex, subunit 3


NTS
neurotensin
0.008975
−1.10791


MAPK12
mitogen-activated protein
0.001821
−1.10765



kinase 12


DOCK6
dedicator of cytokinesis 6
0.004973
−1.10674


DNAJC6
DnaJ (Hsp40) homolog,
0.008411
−1.10661



subfamily C, member 6


HS3ST3A1
heparan sulfate (glucosamine)
0.002138
−1.10659



3-O-sulfotransferase 3A1




0.009792
−1.10575


LOC728395 ///
testis specific protein, Y-linked
0.005872
−1.10572


TSPY1 ///
1-like /// testis specific protein,


TSPY3
Y-linked 1 /// te


PTH
parathyroid hormone
0.00392
−1.10538




0.004436
−1.10502


LAMB4
laminin, beta 4
0.008445
−1.10472


ALDOB
aldolase B, fructose-
0.00586
−1.10469



bisphosphate


FLG
filaggrin
0.007077
−1.10448


MLANA
melan-A
0.007622
−1.10421


UBE2D4
ubiquitin-conjugating enzyme
0.005409
−1.10409



E2D 4 (putative)


LOC100287483
transcription elongation factor
0.007954
−1.10403



B (SIII), polypeptide I



pseudogene


KRT20
keratin 20
0.00756
−1.10399




0.009136
−1.10295


POU1F1
POU class 1 homeobox 1
0.009389
−1.10165


SLCO1B3
solute carrier organic anion
0.003628
−1.10159



transporter family, member 1B3


CLTA
Clathrin, light chain (Lca)
0.009895
−1.09903


MECOM
MDS1 and EVI1 complex locus
0.009639
−1.09815


C8orf71
chromosome 8 open reading
0.005004
−1.09779



frame 71


SULT2A1
sulfotransferase, family,
0.006809
−1.09766



cytosolic, 2A,



dehydroepiandrosterone



(DHEA)-preferring, membe


C6orf10
chromosome 6 open reading
0.007231
−1.09608



frame 10




0.00835
−1.09349


SLC27A6
solute carrier family 27 (fatty
0.007873
−1.09267



transporter), member 6


PRKD1
protein kinase D1
0.00074
−1.09164


SYNPO2L
synaptopodin 2-like
0.003229
−1.0912


THPO
thrombopoietin
0.008285
−1.09086


GABRR1
gamma-aminobutyric acid
0.008683
−1.09024



(GABA) receptor, rho 1


CFTR
cystic fibrosis transmembrane
0.003801
−1.0898



conductance regulator (ATP-



binding cassette sub-family C,


PPP2R3A
protein phosphatase 2 (formerly
0.005056
−1.08882



2A), regulatory subunit B″,



alpha


DCBLD2
discoidin, CUB and LCCL
0.008379
−1.08262



domain containing 2




0.008713
−1.08123


ANP32A ///
acidic (leucine-rich) nuclear
0.007633
−1.07373


ANP32C ///
phosphoprotein 32 family,


ANP32D ///
member A /// acidic (leucine-ri


LOC723972


XYLT1
xylosyltransferase I
0.002463
1.33229


STAB1
stabilin 1
0.002614
1.46208


STAB1
stabilin 1
0.004388
1.52209


SASH1
SAM and SH3 domain
0.000209
1.64433



containing 1


PID1
phosphotyrosine interaction
0.008082
1.65163



domain containing 1


FUCA1
fucosidase, alpha-L-1, tissue
0.00028
1.67342


SASH1
SAM and SH3 domain
0.000586
2.01341



containing 1


LRRN3
leucine rich repeat neuronal 3
0.00066
2.52567


LRRN3
leucine rich repeat neuronal 3
0.000927
2.54705









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Claims
  • 1. A method of predicting clinical responsiveness to laquinimod therapy in a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome, the method comprising evaluating expression of a biomarker in the subject, so as to thereby predict clinical responsiveness to laquinimod, wherein the biomarker is a gene associated with inflammatory response, a gene associated with cellular movement, a gene associated with cell signaling, a gene associated with cell development, a gene associated with hematological system, or a combination thereof.
  • 2. The method of claim 1, further comprising predicting positive clinical responsiveness to laquinimod if the biomarker is up-regulated in the subject.
  • 3. The method of claim 2, wherein the subject is naïve to laquinimod.
  • 4. The method of claim 1, further comprising predicting positive clinical responsiveness to laquinimod if the biomarker suppressed in the subject.
  • 5. The method of claim 4, wherein the subject has previously received periodic laquinimod administration.
  • 6. The method of claim 5, wherein the subject has received periodic laquinimod administration for at least one month, for at least 6 months, for at least 12 months, or for at least 24 months.
  • 7. The method of any one of claims 1-6, wherein the gene associated with inflammatory response is a gene associated with or involved in TGFb signaling, IL-12 signaling, the pathway of adhesion of phagocytes, chemotaxis of neutrophils, transmigration of leukocytes, cavcolar mediated endocytosis, clathrin mediated endocytosis, and/or leukocyte extravasation signaling.
  • 8. The method of any one of claims 1-7, wherein the gene associated with cellular movement is a gene associated with or involved in adhesion and migration of phagocytes, chemotaxis of neutrophils, transmigration of leukocytes, invasion of cells, adhesion of cells, and/or leukocyte extravasation signaling.
  • 9. The method of any one of claims 1-8, wherein the gene associated with cell signaling is a gene associated with or involved in the pathway of adhesion of cells and/or neurotransmission.
  • 10. The method of any one of claims 1-9, wherein the gene associated with cell development is a gene associated with or involved in the pathway of G protein coupled receptor signaling, arachidonic acid metabolism and/or TGFβ signaling.
  • 11. The method of any one of claims 1-10, wherein the gene associated with hematological system is a gene associated with or involved in the pathway of aggregation of blood platelets, activation of blood platelets, aggregation of blood cells, coagulation of blood, intrinsic prothrombin activation pathway and/or coagulation system.
  • 12. The method of any one of claims 1-11, wherein the gene is TNFSF4, SELP, ITFA8, ITGB1/3/5, CXCL5/7, a BMP6 gene, ITGA2/8, ITGβ1/3/4/5/6, ITGBL1, MMP16/24/26/28, ADAM12/18/22, IL-1/1R/5/8/13/20/22R, IL-9/11/12/36, TNFRSF11A/B, IFNA4/8/10/17, TGβ, LTBP4, MEK1/2, TGFβ type 1 receptor, type II BMPR, smad1/2/3/4/5/6/8, PAI-1, CCL19, IKKg, LTBP1 or a combination thereof.
  • 13. The method of any one of claims 1-11, wherein the gene is ITGB1/3/5, CXCL5/7, BMP6, ITGA2/8, ITGB1/3/4/5/6, ITGBL1, MMP6/24/26/28, ADAM12/18/22, IL-5/20/22, IL-9/36, TNFRSF11A/B, TGβ, LTBP4, MEK1/2, Smad2/3/4, PAI-1, SELP, ITFA8, ITGB1/3/5, CXCL5/7, BMP6, ITGA2/8, ITGB1/3/4/5/6, ITGBL1, MMP16/24/26/28, ADAM12/18/22, IL-5/13/20/22, IL-9/11/36, TNFRSF11A/B, TGβ, LTBP4, MEK1/2, Smad1/2/3/4/5/6/8, PAI-1, CCL19, IKKg, LTBP1, Alpha tubulin, BMP4/7, MIS, TCF2, IL5R, IL13R, IL20R, ITGB2, NKTR, TEF, CLSTN2, LUC7L2, FABP7, TPTE, FSTL1, SF3B1, LIMS1, PDE5A, XPNPEP1, C5orf4, SPANXB1, SPANXB2, SPANXF1, KRT20, TBC1D1, GRHL2, C5orf4, SEPT6, KIAA1199, SSX21P, TPM1, CDC14B, USP47, MMRN1, CTNNAL1, SMOX, ALOX12, GLRA3, CA2, GUCY1B3, RFPL1, CLEC1B, GNG11, TSPAN32, RGS10, CALD1, PRKAR2B, CYP4F11, CLCA3P, CELSR3, CDC14B, TPM1, SEPT6, PRKG1, MAX, CCDC93, ARMCX6, LOC653354, TUBB2B, HIST1H2AJ, MFAP3L, LIMS1, GNB5, GPRASP1, SRRT, C1orf116, FBXO7, PPM1A, GUCY1B3, CTDSPL, GNAS, IGF2BP3, TPM1, HIST1H2BK, DLG4, WDR48, CALD1, LOC157627, GNB5, ZNF415, ASAP2, PSD3, GNAS, POPDC3, NRGN, ABL1M3, XYLT1, PTGIS, ARHGEF10, PDGFA, PGRMC1, HIST1H2AC, GNAS, CLDN5, MFAP3L, PGRMC1, MYST3, CAPRIN1, CALD1, FBXW7, DNM3, CD84, PRPF4B, RBM25, WASF3, GRAP2, SPARC, TAL1, NENF, XK, GP1BA, HLA-E, CA5A, LYVE1, MARCH6, NAT8B, TRIM58, RET, SDPR, TBXA2R, TMED10, APBA2, MYL9, POU1F1, H2BFS, HIST1H2BK, FAM12B, VCL, GSPT1, ALDOB, LOC150776, SMPD4, SLC37A1, SPARC, GNAS, TAS2R4, CALM3, POM121, POM121C, GRIK2, GREM1, TNNC2, EPS15L2, ENDOD1, RGS6, SF3B1, TMSB15A, ZBTB20, FUT9, ATP9A, MAX, HIST1H2AI, BAT2D1, ABL1, SNCA, GFI1B, CTSA, SNX13, RPA1, FLNA, XPNPEP1, KIF2A, ZBTB33, PSMD11, UBE2N, FOLR1, TSC22D1, PCNP, CELSR3, ACSBG1, RNF11, SEMA3E, MARCH2, PCDH24, SUPT5H, HLA-E, EGF, HLA-C, FLNA, CDK2AP1, LEPROT, SH3TC2, TUBA4A, MTMR1, TF, PRKD1, NAP1L1, DAB2, FUCA1, HIP1, THPO, MAP1B, PARVB, GP1BB, SEPT5, GJA4, PTGS1, GUCY1A3, HIST1H2AG, GNAS, LRBA, HYAL3, GP6, IGHG1, CYP2A13, CDC14B, MAX, KDM2A, CALD1, GNAZ, C19orf22, ARHGAP6, RHOC, RBX1, GP1BB, SEPT5, PRDX6, PRB4, FLNA, HIST1H2BF, RHBDF2, NUP205, SYT1, EGFL8, PPT2, TUBB1, TMC6, FLJ11292, NAP1L1, ALDH1A3, CSNK1E, PRUNE, COL4A3, ZNF221, ILF3, CABP5, RPA1, ARF1, HIST1H2BI, PTGS1, PRKAA1, GNB5, HIST2H4A, HIST2H4B, CYB5R3, TNS1, DCT, GMPR, ABI3BP, GNAS, SASH1, AAK1, XPO6, CTSL2, QSER1, MAP1LC3B, TBX6, CABP2, MRE11A, MAPRE2, TMC6, BDKRB2, MGLL, HRASLS, WHAMML1, WHAMML2, CLU, STC1, C6orf54, PABPN1, PDLIM1, CLU, PHF20, UBL4A, RNF115, HGD, RASGRP2, PNN, SAPS3, SFI1, GOLGA2, HIST2H2BE, SGEF, HGD, DUS1L, MPP1, HLA-E, GRB14, MMD, ZFHX4, CSNK1G2, HIST1H2BE, MPDZ, B2M, TBXA2R, CTDSPL, SNCA, CD99, POLS, MPL, HIST1H3F, SFRS8, NR5A2, ZMYM2, C6orf10, TMEM40, RNF43, PRUNE, MSH6, PLCB4, PARVB, TOX3, PKNOX1, RUFY1, SNCA, C10orf81, PDGFA, ASMT, HMGB1, CCDC90A, PROS1, hCG_1757335, RAP1B, MTSS1, GNRHR, LRRN3, MCM3AP, PLOD2, NAP1L1, PLOD2, HOXD13 CASKIN2, MFAP5, PITX2, SNCA, MYLK, PBX1, PRDX6, H3F3A, H3F3B, LOC440926, TMEM158, TRIM58, FSTL1, SNCA, TNS1, ATP1B1, C5orf4, LRP12, CTNNAL1, GEM, KIAA1466, ALDH1A2, MAP4K3, SNCA, RAB6B, PSD3, RIPK2, RAMP3, CALD1, CYP2E1, PSD3, PDLIM7, COBLL1, FUT3, SMOX, TGM2, LRRC50, CST6, OR7A17, C6orf145, DLEU2, DLEU2L, CPT2, HGF, TNS1, SPRY1, PLOD2, CD80, KYNU, BCAT1, NHLH1, AHCTF1, HOXA10, MTMR3, VAC14, CLCF1, FGF5, TAL1, SAMD14, ELL2, CHN1, SLC7A1, GRK5, PARD3, VPS37B, CYP2B6, CYP2B7P1, MALL, ALX4, SOX15, KRT5, ESPL1, STARD8, PSD3, KIAA0195, MYO9B, HIP1R, LOC100294412, EFNB1, ERN1, RHD, MFAP3L, PLA1A, POFUT2, C8orf39, CRYBB2, CYP4A1, PVRL2, CLCNKB, MRAS, NFIB, FKSG2, SLC11A2, FZR1, ZNF550, GLP1R, SLC19A1, RTN2, PAPOLA, STC1, GK, EXOSC6, RAPSN, HFE, EHD2, RIOK3, UBE2I, C15orf2, DMD, PRLH, MAP2K2, TP63, DACH1, PPP5C, SLC26A1, NUDT7, KCNJ12, ENTPD7, SLC26A, PRRG3, RGS6, ZBED2, FICD, ARHGAP1, ARHGDIA, SDHB, AMHR2, ABCA4, TCF20, BGN, CASP7, LPAR4, GNA12, CYP2W1, RAX, C4A, C4B, LOC100292046, LOC100294156, PXN, ESR2, MYL10, EFS, TFF3, SRPK1, LOC441601, BIRC5, CCT8L2, PPAP2B, CMA1, APOA2, KDELR2, ASCL3, RUNX1, BUB1, SLC6A8, HNRNPC, HNRNPCL1, LOC440563, LOC649330, RIBC2, CLIC4, RAB17, SCML2, SPINLW1, ANK1, EDA2R, HTR4, CDC42EP4, KANK2, ANK1, SYN1, DUX3, DUX4, FRG2C, HPX-2, LOC100134409, LOC652119, LOC653543, LOC653544, LOC653545, LOC728410, PKNOX2, MLLT4, APOA2, PENK, GNAT1, FURIN, SEMA6A, EGFL6, HRH1, TSPAN1, DBC1, TRPC7, GPR52, HAMP, PRSS2, GPR107, FLJ11292, FLJ20184, B34GALT1, NKX3-1, ASIP, EFCAB6, GPR20, CA5A, PLK4, TAAR5, SRPX2, CNTD2, AZGP1, TIMP3, RGS6, ADARB1, DYNC1I1, C10orf10, PDIA2, PITX3, HOXC13, LPAR3, CTRC, CTSL2, MUC8, AQP5, UGT1A1, UGT1A10, UGT1A4, UGT1A6, UGT1A8, UGT1A9, KCNQ2, CYP2A13, ZNF155, KIAA0892, ATP2A2, FGF5, FGF18, FUT2, SHROOM2, PRSS3, CREB3L1, MGAT2, PLCE1, MLXIPL, OR10H3, ABCB11, CD84, ARHGEF4, ORC1L, PCIF1, CD177, C1orf116, IFT122, C11orf20, DUSP13, C6orf208, PLA2G5, PRAMEF1, PRAMEF2, CYP4F8, KCNA1, MFAP4, SLC4A3, IL1RAPL1, SERPINE1, ZCCHC14, POLR3G, C16orf68, FLJ14100, SMCHD1, ASCL1, FOXA2, SLC23A2, KLK13, MTSS1L, DNMT3L, RREB1, DNMBP, PKLR, C1orf106, CCDC134, MTSS1, CCDC40, HOXB1, SCNN1B, SEMA4G, RAPGEFL1, MAGEL2, PLSCR2, CHD2, PLCD1, C1orf116, CHRNA2, MBP, CDC42BPA, MYF6, PI15, LOC440895, SBF1, MAST1, GLT8D2, ERBB3, LOH3CR2A, AMH, HR, RDH8, PAWR, DRD3, CCT8, PRELP, SPOCK3, EPS8L3, NXN, SEMA4G, P2RY1, AVL9, TEK, MOGAT2, KLK7, MT1E, MT1H, MT1M, CLDN18, RHBDF2, SIX1, INPP5A, KCNMB3, MAP2K5, GPD1, LPO, LOC729143, MPRIP, WNT7A, RARG, CDH7, MBNL2, RASGRP2, RBMY2FP, MASP1, CASR, EGR4, APOC2, HECW1, HOXB3, IRF5, NNMT, AOC2, ESRRG, LPIN1, ACOT11, CCDC33, MBD2, ZNF323, NTRK2, TMEM151B3, GPLD1, LENEP, HNF1B, NXPH3, ALDH1A3, PHF20L1, CKM, PARD6B, CRYGB, HAB1, LARGE, RAB40C, MPL, CHIT1, METTL10, DUS4L, PNLIPRP1, ELL, ST8SIA5, GRIN2B, MC4R, RTDR1, HDAC6, KCNJ13, CPSF1, SPANXC, CNOT4, LAMA2, SLC1A6, ABCA2, KLK11, GFRA3, CYP3A4, SLC1A3, ATP2B2, APBB2, VPS45, GHRHR, HOXD4, PRPH, ADCY2, LEFTY2, CYP1B1, PCP4, C8B, RANBP3, PDE6H, TRIM15, VGLL1, TRIM3, CRKL, ADH7, PSG3, GPR153, MFAP2, FGF13, NAPA, ALDH3A1, MCM10, TLE4, ITPR3, CCDC87, C9orf7, ACTC1, OBSL1, MAP2, CRYM, RNF122, SST, HLA-DRB6, SLC22A17, HSPG2, HIP1, GRIK2, UNKL, GPR144, KIR3DX1, NARFL, UCP3, PLXNA2, BTN1A1, ERCC4, CIITA, EGFR, KRT33A, CLTB, B3GALT5, AP3M2, GJC1, MYO3A, ARHGAP1, PPP2R3A, CLIC4, C20orf195, SIGLEC8, GPRC5A, CACNB1, MYL10, PRLR, OR2S2, NCR2, CHAF1B, EYA3, CDS1, FBXL18, ACTL6B, ZNF821, C16orf71, HBBP1, PLXNA1, CDC45L, MTCP1, PLCB34, PLVAP, PROX1, CYP3A43, IGHG1, RECQL5, IDUA, DLGAP4, PLXNB1, HSD17B14, FOXP3, C19orf26, EPB41L1, RBBP9, GJB4, UPK1B, CYP19A1, LOC55908, CLDN18, C2orf72, NTRK3, NRXN2, SPDEF, IGH@, IGHD, IGHG1, IGHM, LOC100289944, VSIG6, ACRV1, PHLDB1, SORBS1, HAPLN2, FABP3, EFS, ACVR1B, CHST3, UGT2A1, UGT2A2, TAF1, MT4, MFAP3, ETV5, UBQLN3, TBX10, GJB1, ABO, SPINK5, ATAD4, CDH11, CARD14, ALPP, ALPPL2, CBL, LRP4, CDKL2, SSX3, DSG2, SLC45A2, LAMA4, WFDC8, HTR7, EFNB3, TUBB2B, OR7E19P, PMS2L4, ASAP3, FRZB, PDLIM4, PVT1, TFR2, AHI1, TAF4, ADAMTSL2, CLDN4, KIR2DL1, KIR2DL2, KIR2DL3, KIR2DL5A, KIR2DL5B, KIR2DS1, KIR2DS2, KIR2DS4, KIR2DS5, KIR3DL2, KIR3DL3, KIR3DP1, LOC727787, RAPGEF5, CRMP1, LDB3, F11, USP46, IBSP, SLC9A3, FLRT3, TRIM17, FGF17, CAMK1G, GLYR1, CSH1, NTF3, ABHD6, TRIM15, OR52A1, FGFR2, ORAI2, C17orf53, GLP1R, SLIT1, TP63, DDR1, CFTR, DIO2, LETM1, ACSM5, ACTA1, NPR1, KCND3, POPDC3, DNAH3, SPDEF, CLEC4M, SLC30A3, NAGLU, AAK1, DHX34, NNAT, AKAP9, ICMT, FAM189A1, C10orf81, MYOZ1, PKNOX2, MGC31957, PRDM11, RET, IGHG1, XPNPEP2, NTRK2, SLC25A10, NR1I2, GRM8, OR3A3, GIPR, PAH, PACRG, CLN8, ZNF2I5, TRIO, TTLL5, GRM1, PRKG1, HHLA1, LAMA3, SLC37A4, HOXC11, SLCO5A1, CA10, RRBP1, SOD3, NTRK3, CYR61, STRA6, SLC6A11, CNOT4, ATN1, BCAP29, NOVA2, RELN, LAMC2, RAD51, PRSS7, DCBLD2, TACR2, RAB11B, OR2J2, VSNL1, IFNA17, DPYSL4, MGC2889, RRBP1, POLQ, OR1A2, PURA, AIF1, CBS, NECAB2, PRKCE, NOX1, IHH, EXO1, GPRIN2, PDX1, GPR12, FAM188A, HS3ST3B1, ASCL1, ZNF484, CSH1, BCAN, DDN, DUOX2, MORN1, SLC39A2, CLCN7, RUNX2, TTYH1, ZNF280B, PAX3, LZTS1, SLC8A2, HAB1, KIF1A, ARL4D, UGT2B15, NACA2, THRB, C6orf15, GPR176, WSCD1, PLXNB3, CADM3, HAP1, CYP1A2, SPAM1, IL22RA1, CDC2L5, IRX5, PPFIA2, KDELR3, CEACAM7, KCMF1, DUOX1, CDC27, HIST2H2AA3, CAV3, APOA4, NPR3, PRG3, TBC1D22B, TUSC3, RIMS2, CYP4F12, TBXA2R, HBEGF, PSG9, PYGO1, RASGRF1, SCN2A, KLHL1, DTNB, GREM1, SNCG, C22orf24, PALM, COBLL1, DNPEP, MNS1, NFATC4, DLC1, HSPC072, MCAM, CA12, CSHL1, RPA1N, COL5A2, UGT1A8, UGT1A9, IGH@, IGHA1, IGHG1, IGHG2, IGHG3, IGHM, LOC100126583, LOC100290036, LOC100290320, LOC100293211, LOC652494, ACSM5, ALOX12P2, ERBB4, CLDN16, CIB2, GALR3, MSMB, FABP7, ATXN3, KCNJ5, TRDN, CYP3A43, BAZ2A, ACCN4, SILV, DGCR14, SEMA6C, DIO2, PTHLH, LEP, PDZRN3, RGSL1, GJA4, SLC22A6, RASGRF1, MAPRE2, PVRL1, AKAP1, POMP, SOX21, DNAH9, HOXC5, SERHL2, KIAA0485, ITSN1, B4GALT1, NEK2, NUPR1, CCDC93, EPO, CRABP2, TYRO3, GOLGA2, SEMA3F, BFSP2, NCAM1, FOLH1, SSX2, TMPRSS4, DCN, LPHN3, POU4F3, CEACAM5, BCL3, EXTL3, CCNA1, DDR2, PAX8, SOX5, POU3F1, PEX16, NUP62, SIGLEC11, ALDOB, GPC3, IGFALS, WDR25, FGF1, OSR2, ARID1A, GYPA, KLK13, PAR VB, LILRB5, RIMS2, C19orf21, HOXD1, PRSS3, FLT1, ATP6V1C1, LOX, CRYBB3, CA12, PRKG2, MASP1, LOC728395, LOC728403, TSPY1, PDCD1, GGTLC1, AQP8, KRT16, AICDA, BRD8, C1orf95, OR3A2, PFKFB2, FRZB, PAK3, MEIS2, ZSCAN2, MYH7, VWA1, LSAMP, SRC, UGT1A1, UGT1A10, UGT1A3, UGT1A4, UGT1A5, UGT1A6, UGT1A7, UGT1A8, UGT1A9, DIO1, TADA3L, NFASC, CALCRL, NBLA00301, MAB2 L1, FBXO42, COL10A1, CFB, SNX7, FOXN1, SRY, HLF, CLCA3P, DAZ1, DAZ2, DAZ3, DAZ4, GPR3, TMPRSS11E, EMID1, KCNMB2, MUC5AC, SORT1, HIF3A, MAPK4, TCP11L1, ZZEF1, DCAF7, DMWD, CLCA2, VAC14, CSPG5, STMN2, MLLT4, GALNT14, FGF12, MFAP5, SUMO3, HTR3A, GDF5, TSSK1B, CYP2A7P1, MARK1, ATP1B2, TBX6, PAX8, IL1R1, RALYL, OR2B2, TAAR3, C12orf32, IGHG1, LOC642131, DICER1, GLRA3, PPARD, HSPA4L, WNT2, VIPR2, CYP2C9, SRPX2, IGSF1, ALPK3, TFPI, KCNS3, MARCH8, FRMD4B, TACR3, FIGF, PDCD6, TNN, SPANXB1, SPANXB2, SPANXF1, RHBDD3, SPP2, PDE10A, ZNF224, FGL1, PGAM2, CADM4, APOBEC2, SLC9A5, GNAT1, ARHGEF16, SMARCA2, DNAH9, RBM26, WNT2B, KCNK2, NPBWR2, SP2, TMPRSS11D, DENND2A, TNIP3, STC1, DOCK6, ADAM5P, SYDE1, TNPO2, LRTM1, USH1C, PDE12, SRCAP, OR10J1, OR2H2, KCNJ8, RP11-257K9.7, DOCK5, TPD52L1, PAEP, GGA2, PHLDA3, HES2, MLL, CHRNA6, CIB2, PTPRF, TM7SF4, DAZ1, DAZ2, DAZ3, DAZ4, ALX1, OR2F1, OR2F2, PLAT, HGC6.3, WNT11, PGK2, SNAI2, COL4A6, PRUNE2, ANKS1B, LOC81691, FERMT2, TIMP3, CST8, CAPN6, IDUA, GPR32, AKR1B10, GRHL2, FBXO24, HSF4, IGHG1, HCN2, LRP12, ARHGEF15, UGT1A1, UGT1A10, UGT1A7, UGT1A8, GUCA2A, ITIH1, EGFR, UGT1A1, UGT1A10, UGT1A3, UGT1A4, UGT1A5, UGT1A6, UGT1A7, UGT1A8, UGT1A9, MYOG, TMSB15A, TLX1, EDNRA, LOC100289791, MDFI, ZER1, MYH15, CDH20, GPR63, LOC440345, LOC440354, LOC595101, LOC641298, SMG1, HOXC10, KRTAP1-1, ARSD, CPLX3, LMAN1L, IFNA4, ABCC1, SEMA3E, MRE11A, C1QL1, LIPF, TRIM9, BBOX1, LRRC17, WNT2B, CYP3A4, SI, ANO3, OBSL1, CHRD, MSX2, PSG1, FAM107A, LRRC37B2, ANKLE2, PAX2, UNC5B, ADCYAP1R1, HFE, SYT1, GJC2, LOC100293871, FGF8, ACRV1, NRXN1, GDPD2, RGS4, CELA2A, IFNW1, MLNR, RNF17, LAD1, GLRA2, RASL12, MAGOH2, C6orf54, ZNF214, IKBKG, AP4E1, ZNRF4, OSBPL10, C1orf175, TTC4, PCDHB3, ADRBK1, ITSN1, XAGE1A, XAGE1B, XAGE1C, XAGE1D, XAGE1E, CDH22, FARP2, MYT1, TNC, MUC5AC, SLC6A15, PP14571, SMR3A, SMR3B, RXRG, SNX1, GLP1R, C6orf155, ATP1A2, TFAP4, PNPLA2, DIRAS3, ANO2, TACSTD2, MCM3AP, IL13RA2, TRIM10, RTEL1, PRRX2, TSHB, TIMELESS, FMO1, KIF18A, KIAA1199, CALB2, MFAP3L, PTGER3, EPAS1, SQSTM1, TSPY1, CPM, DLGAP1, CYP4F11, TLX3, PCDHA10, TAOK2, ERC1, TBX2, KALRN, DICER1, PAPPA, KIF5A, DNAJC22, OTUB1, KIAA1644, SEZ6L2, PCNXL2, HMHB1, ERG, SNTB2, GJA5, AGTR2, GJA3, GCK, LRRC61, CNTF, ZFP91, ZFP91-CNTF, PDLIM4, MPPED2, IFNA10, ACTN2, VGLL1, GJA9, LDLR, ANK2, COL1A1, TIMP3, OTOF, AGXT, GLI2, TRMT61A, FOXD2, TMEM212, DENND2A, B3GALT1, SPAG11A, PRDM4, TF, ELF5, GSC2, EPB41L4B, GYG2, LYZL6, DCHS2, OBP2A, OBP2B, ANGPTL3, MYH11, NES, SLC17A1, RBM15B, CSH1, HTR5A, CYP3A7, HTR2A, KCNV2, TOX3, CLOCK, MAGEA6, FAM12A, COL4A3, S1PR2, NAT8, ACE2, SLC22A6, SLC13A2, MYH4, APBB2, RAP1GAP, SHOX2, SLCO1A2, ETV1, MAGEA12, PLA2G6, ADRA1A, SYT5, GPR161, SEMA3F, CYP3A43, HOMER2, KCNJ5, PPL, COL17A1, CSHL1, C9orf116, PARK2, UGT2B15, CDK6, FAM174B, CELA2A, CELA2B, SPDEF, EPB41, GAB1, SMR3A, PDE6G, COL5A1, ABCA6, DMD, CYLC2, CIDEA, RAG2, HIST1H2BN, FMO6P, MAOA, ANKRD53, HAPLN1, MT1M, EHD2, GAD2, CRISP2, CSN2, SULT1C2, PCDHGA3, SSX3, FGFR2, GPR161, ATN1, CHD5, A4GALT, MYBPH, CSHL1, NCAPH2, CAPN9, CNGB1, BCAM, DRD5, NR5A2, TEF, ELAVL2, DGKB, HTR7P, RHAG, GH2, COL4A6, BMP7, SOSTDC1, SOX14, TAS2R9, LPHN2, MAP1A, OSGIN2, SLC10A2, FAM13C, EMX1, FLJ40330, CHI3L1, CDH16, SPRR1A, LOX, CALCB, GABBR2, CPB2, RASL11B, CCDC81, RUNX1, CPA1, CLCNKA, CLCNKB, FHL5, THSD7A, TFAP2C, SPAG11B, CAP2, PODNL1, SSX4, SSX4B, G6PC, RPE65, TMEM222, KDR, CHP2, GPR64, TPM2, TCEB3B, E2F5, IL5RA, AOC3, ABCF3, CPN2, ACE, NRP2, INPP5J, SMAD9, FAM155A, GART, PIR, ZNF467, ITSN2, NR1D1, THRA, RP11-35N6.1, LAMB1, EPHB3, PLA2R1, RAPGEF4, DNAJC8, ARSJ, TRIM49, GC, CDH2, ATXN3L, BTF3L1, BICC1, FAM186A, PTPRF, TRPC4, TCL6, CYP4A22, FUT6, MUC1, DKFZP434B2016, LOC643313, LDHA, LOC100131613, TRIM3, MLLT10, DZIP1, ANKRD34C, BUB1, CSPG5, FBLN1, GAD2, CLDN1, CHRNA3, SCN11A, TEX11, IL20RA, AKAP5, KBTBD10, MSTN, TLL2, NACAD, UNC93A, PTGER1, OLAH, NHLH2, SERPINA6, KRT117, KCNMA1, PRKCA, STS, LAMA1, GPR88, ACTN2, TREH, AKAP4, DKK4, PRICKLE3, IRS4, TRPV4, PCDH11Y, APBB2, SLCO2A1, DRD2, MTMR7, ZNF471, TF, NRIP2, ST6GALNAC5, COMT, PAH, LRRC19, PRKAR1B, HPR, PRDM5, NCRNA00120, LOC79999, ITSN2, CACNB2, GPR98, PREX2, FAM182B, LAMA4, ARVCF, HAS2, YOD1, PPP2R3A, COL4A1, RBM12B, GSTA3, FAM66D, OR10H2, PTHLH, ZNF674, KRT19, ACCN2, COL6A1, LOC100288442, LOC100289169, LOC728888, LOC729602, NPIPL2, NPIPL3, PDXDC2, SLC37A1, ATP6V1B1, ABI3BP, HR44, ZNF324B, ZNF584, HOXD13, ADH6, IFNA8, MYOZ2, NFATC4, ADAMTS7, FOXL1, GPR17, SLC18A3, MYH6, BOK, FGA, TEAD4, GRM1, EDNRA, C8orf79, METTL7A, FOLH1, RAD54L, SOX11, CNOT3, NTS, MAPK12, DOCK6, DNAJC6, HS3ST3A1, LOC728395, TSPY1, TSPY3, PTH, LAMB4, ALDOB, FLG, MLANA, UBE2D4, LOC100287483, KRT20, POU1F1, SLCO1B3, CLTA, MECOM, C8orf11, SULT2A1, C6orf10, SLC27A6, PRKD1, SYNPO2L, THPO, GABRR1, CFTR, PPP2R3A, DCBLD2, ANP32A, ANP32C, ANP32D, LOC723972, XYLT1, STAB1, STAB1, SASH1, PID1, FUCA1, SASH1, LRRN3, LRRN3 or a combination thereof.
  • 14. A method of treating a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome with laquinimod, comprising the steps of: a) determining whether the subject is a laquinimod responder by evaluating expression of a biomarker in the subject, andb) administering to the subject an amount of laquinimod effective to treat the subject only if the subject is identified as a laquinimod responder, so as to thereby treat the subject,wherein the biomarker is a gene associated with inflammatory response, a gene associated with cellular movement, a gene associated with cell signaling, a gene associated with cell development, a gene associated with hematological system, or a combination thereof.
  • 15. A method for treating a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome comprising the steps of: a) administering to the subject a therapeutically effective amount of laquinimod,b) determining whether the subject is a laquinimod responder by evaluating expression of a biomarker in the subject; andc) administering to the subject an amount of laquinimod effective to treat the subject only if the subject is identified as a laquinimod responder, or modifying the administration of laquinimod to the subject if the subject is not identified as a laquinimod responder, so as to thereby treat the subject,wherein the biomarker is a gene associated with inflammatory response, a gene associated with cellular movement, a gene associated with cell signaling, a gene associated with cell development, a gene associated with hematological system, or a combination thereof.
  • 16. The method of claims 14 and 15, wherein the subject is identified as a laquinimod responder if the biomarker is up-regulated in the subject.
  • 17. The method of claims 14 and 15, wherein the subject is identified as a laquinimod responder if the biomarker is suppressed in the subject.
  • 18. The method of any one of claims 14-17, wherein the gene associated with inflammatory response is a gene associated with or involved in TGFb signaling, IL-12 signaling, the pathway of adhesion of phagocytes, chemotaxis of neutrophils, transmigration of leukocytes, caveolar mediated endocytosis, clathrin mediated endocytosis, and/or leukocyte extravasation signaling.
  • 19. The method of any one of claims 14-18, wherein the gene associated with cellular movement is a gene associated with or involved in adhesion and migration of phagocytes, chemotaxis of neutrophils, transmigration of leukocytes, invasion of cells, adhesion of cells, and/or leukocyte extravasation signaling.
  • 20. The method of any one of claims 14-19, wherein the gene associated with cell signaling is a gene associated with or involved in the pathway of adhesion of cells and/or neurotransmission.
  • 21. The method of any one of claims 14-20, wherein the gene associated with cell development is a gene associated with or involved in the pathway of G protein coupled receptor signaling, arachidonic acid metabolism and/or TGFβ signaling.
  • 22. The method of any one of claims 14-21, wherein the gene associated with hematological system is a gene associated with or involved in the pathway of aggregation of blood platelets, activation of blood platelets, aggregation of blood cells, coagulation of blood, intrinsic prothrombin activation pathway and/or coagulation system.
  • 23. The method of any one of claims 14-22, wherein the gene is TNFSF4, SELP, ITFA8, ITGB1/3/5, CXCL5/7, a BMP6 gene, ITGA2/8, ITGβ1/3/4/5/6, ITGBL1, MMP16/24/26/28, ADAM12/18/22, IL-1/1R/5/8/13/20/22R, IL-9/11/12/36, TNFRSF11A/B, IFNA4/8/10/17, TGβ, LTBP4, MEK1/2, TGFβ type 1 receptor, type II BMPR, smad1/2/3/4/5/6/8, PAI-1, CCL19, IKKg, LTBP1 or a combination thereof.
  • 24. The method of any one of claims 14-22, wherein the gene is ITGB1/3/5, CXCL5/7, BMP6, ITGA2/8, ITGB1/3/4/5/6, ITGBL1, MMP16/24/26/28, ADAM12/18/22, IL-5/20/22, IL-9/36, TNFRSF11A/B, TGβ, LTBP4, MEK1/2, Smad2/3/4, PAI-1, SELP, ITFA8, ITGB1/3/5, CXCL5/7, BMP6, ITGA2/8, ITGB1/3/4/5/6, ITGBL1, MMP16/24/26/28, ADAM12/18/22, IL-5/13/20/22, IL-9/11/36, TNFRSF11A/B, TGβ, LTBP4, MEK1/2, Smad1/2/3/4/5/6/8, PAI-1, CCL19, IKKg, LTBP1, Alpha tubulin, BMP4/7, MIS, TCF2, IL5R, IL13R, IL20R, ITGB2, NKTR, TEF, CLSTN2, LUC7L2, FABP7, TPTE, FSTL1, SF3B1, LIMS1, PDE5A, XPNPEP1, C5orf4, SPANXB1, SPANXB2, SPANXF1, KRT20, TBC1D1, GRHL2, C5orf4, SEPT6, KIAA1199, SSX21P, TPM1, CDC14B, USP47, MMRN1, CTNNAL1, SMOX, ALOX12, GLRA3, CA2, GUCY1B3, RFPL1, CLEC1B, GNG11, TSPAN32, RGS10, CALD1, PRKAR2B, CYP4F11, CLCA3P, CELSR3, CDC14B, TPM1, SEPT6, PRKG1, MAX, CCDC93, ARMCX6, LOC653354, TUBB2B, HIST1H2AJ, MFAP3L, LIMS1, GNB5, GPRASP1, SRRT, C1orf116, FBXO7, PPM1A, GUCY1B3, CTDSPL, GNAS, IGF2BP3, TPM1, HIST1H2BK, DLG4, WDR48, CALD1, LOC157627, GNB5, ZNF415, ASAP2, PSD3, GNAS, POPDC3, NRGN, ABL1M3, XYLT1, PTGIS, ARHGEF10, PDGFA, PGRMC1, HIST1H2AC, GNAS, CLDN5, MFAP3L, PGRMC1, MYST3, CAPRIN1, CALD1, FBXW7, DNM3, CD84, PRPF4B, RBM25, WASF3, GRAP2, SPARC, TAL1, NENF, XK, GP1BA, HLA-E, CA5A, LYVE1, MARCH6, NAT8B, TRIM58, RET, SDPR, TBXA2R, TMED10, APBA2, MYL9, POU1F1, H2BFS, HIST1H2BK, FAM12B, VCL, GSPT1, ALDOB, LOC150776, SMPD4, SLC37A1, SPARC, GNAS, TAS2R4, CALM3, POM121, POM121C, GRIK2, GREM1, TNNC2, EPS15L2, ENDOD1, RGS6, SF3B1, TMSB15A, ZBTB20, FUT9, ATP9A, MAX, HIST1H2AI, BAT2D1, ABL1, SNCA, GFI1B, CTSA, SNX13, RPA1, FLNA, XPNPEP1, KIF2A, ZBTB33, PSMD11, UBE2N, FOLR1, TSC22D1, PCNP, CELSR3, ACSBG1, RNF11, SEMA3E, MARCH2, PCDH24, SUPT5H, HLA-E, EGF, HLA-C, FLNA, CDK2AP1, LEPROT, SH3TC2, TUBA4A, MTMR1, TF, PRKD1, NAP1L1, DAB2, FUCA1, HIP1, THPO, MAP1B, PARVB, GP1BB, SEPT5, GJA4, PTGS1, GUCY1A3, HIST1H2AG, GNAS, LRBA, HYAL3, GP6, IGHG1, CYP2A13, CDC14B, MAX, KDM2A, CALD1, GNAZ, C19orf22, ARHGAP6, RHOC, RBX1, GP1BB, SEPT5, PRDX6, PRB4, FLNA, HIST1H2BF, RHBDF2, NUP205, SYT1, EGFL8, PPT2, TUBB1, TMC6, FLJ11292, NAP1L1, ALDH1A3, CSNK1E, PRUNE, COL4A3, ZNF221, ILF3, CABP5, RPA1, ARF1, HIST1H2BI, PTGS1, PRKAA1, GNB5, HIST2H4A, HIST2H4B, CYB5R3, TNS1, DCT, GMPR, ABI3BP, GNAS, SASH1, AAK1, XPO6, CTSL2, QSER1, MAP1LC3B, TBX6, CABP2, MRE11A, MAPRE2, TMC6, BDKRB2, MGLL, HRASLS, WHAMML1, WHAMML2, CLU, STC1, C6orf54, PABPN1, PDLIM1, CLU, PHF20, UBL4A, RNF115, HGD, RASGRP2, PNN, SAPS3, SFI1, GOLGA2, HIST2H2BE, SGEF, HGD, DUS1L, MPP1, HLA-E, GRB14, MMD, ZFHX4, CSNK1G2, HIST1H2BE, MPDZ, B2M, TBXA2R, CTDSPL, SNCA, CD99, POLS, MPL, HIST1H3F, SFRS8, NR5A2, ZMYM2, C6orf10, TMEM40, RNF43, PRUNE, MSH6, PLCB4, PARVB, TOX3, PKNOX1, RUFY1, SNCA, C10orf81, PDGFA, ASMT, HMGB1, CCDC90A, PROS1, hCG_1757335, RAP1B, MTSS1, GNRHR, LRRN3, MCM3AP, PLOD2, NAP1L1, PLOD2, HOXD13 CASKIN2, MFAP5, PITX2, SNCA, MYLK, PBX1, PRDX6, H3F3A, H3F3B, LOC440926, TMEM158, TRIM58, FSTL1, SNCA, TNS1, ATP1B1, C5orf4, LRP12, CTNNAL1, GEM, KIAA1466, ALDH1A2, MAP4K3, SNCA, RAB6B, PSD3, RIPK2, RAMP3, CALD1, CYP2E1, PSD3, PDLIM7, COBLL1, FUT3, SMOX, TGM2, LRRC50, CST6, OR7A17, C6orf145, DLEU2, DLEU2L, CPT2, HGF, TNS11, SPRY1, PLOD2, CD80, KYNU, BCAT1, NHLH1, AHCTF1, HOXA10, MTMR3, VAC14, CLCF1, FGF5, TAL1, SAMD14, ELL2, CHN1, SLC7A1, GRK5, PARD3, VPS37B, CYP2B6, CYP2B7P1, MALL, ALX4, SOX15, KRT5, ESPL1, STARD8, PSD3, KIAA0195, MYO9B, HIP1R, LOC100294412, EFNB1, ERN1, RHD, MFAP3L, PLA1A, POFUT2, C8orf39, CRYBB2, CYP4A11, PVRL2, CLCNKB, MRAS, NFIB, FKSG2, SLC11A2, FZR1, ZNF550, GLP1R, SLC19A1, RTN2, PAPOLA, STC1, GK, EXOSC6, RAPSN, HFE, EHD2, RIOK3, UBE2I, C15orf2, DMD, PRLH, MAP2K2, TP63, DACH1, PPP5C, SLC26A1, NUDT7, KCNJ12, ENTPD7, SLC26A1, PRRG3, RGS6, ZBED2, FICD, ARHGAP1, ARHGDIA, SDHB, AMHR2, ABCA4, TCF20, BGN, CASP7, LPAR4, GNA12, CYP2W1, RAX, C4A, C4B, LOC100292046, LOC100294156, PXN, ESR2, MYL10, EFS, TFF3, SRPK1, LOC441601, BIRC5, CCT8L2, PPAP2B, CMA1, APOA2, KDELR2, ASCL3, RUNX1, BUB1, SLC6A8, HNRNPC, HNRNPCL1, LOC440563, LOC649330, RIBC2, CLIC4, RAB17, SCML2, SPINLW1, ANK1, EDA2R, HTR4, CDC42EP4, KANK2, ANK1, SYN1, DUX3, DUX4, FRG2C, HPX-2, LOC100134409, LOC652119, LOC653543, LOC653544, LOC653545, LOC728410, PKNOX2, MLLT4, APOA2, PENK, GNAT1, FURIN, SEMA6A, EGFL6, HRH1, TSPAN1, DBC1, TRPC7, GPR52, HAMP, PRSS2, GPR107, FLJ11292, FLJ20184, B4GALT1, NKX3-1, ASIP, EFCAB6, GPR20, CA5A, PLK4, TAAR5, SRPX2, CNTD2, AZGP1, TIMP3, RGS6, ADARB1, DYNC1I1, C10orf10, PDIA2, PITX3, HOXC13, LPAR3, CTRC, CTSL2, MUC8, AQP5, UGT1A1, UGT1A10, UGT1A4, UGT1A6, UGT1A8, UGT1A9, KCNQ2, CYP2A13, ZNF155, KIAA0892, ATP2A2, FGF5, FGF18, FUT2, SHROOM2, PRSS3, CREB3L1, MGAT2, PLCE1, MLXIPL, OR10113, ABCB11, CD84, ARHGEF4, ORC1L, PCIF1, CD177, C1orf116, IFT122, C11orf20, DUSP13, C6orf208, PLA2G5, PRAMEF1, PRAMEF2, CYP4F8, KCNA1, MFAP4, SLC4A3, IL1RAPL1, SERPINE1, ZCCHC14, POLR3G, C16orf68, FLJ14100, SMCHD1, ASCL1, FOXA2, SLC23A2, KLK13, MTSS1L, DNMT3L, RREB1, DNMBP, PKLR, C1orf106, CCDC134, MTSS1, CCDC40, HOXB1, SCNN1B, SEMA4G, RAPGEFL1, MAGEL2, PLSCR2, CHD2, PLCD1, C1orf116, CHRNA2, MBP, CDC42BPA, MYF6, PI15, LOC440895, SBF1, MAST1, GLT8D2, ERBB3, LOH3CR2A, AMH, HR, RDH8, PAWR, DRD3, CCT8, PRELP, SPOCK3, EPS8L3, NXN, SEMA4G, P2RY1, AVL9, TEK, MOGAT2, KLK7, MT1E, MT1H, MT1M, CLDN18, RHBDF2, SIX1, INPP5A, KCNMB3, MAP2K5, GPD1, LPO, LOC729143, MPRIP, WNT7A, RARG, CDH7, MBNL2, RASGRP2, RBMY2FP, MASP1, CASR, EGR4, APOC2, HECW1, HOXB3, IRF5, NNMT, AOC2, ESRRG, LPIN1, ACOT11, CCDC33, MBD2, ZNF323, NTRK2, TMEM151B, GPLD1, LENEP, HNF1B, NXPH3, ALDH1A3, PHF20L1, CKM, PARD6B, CRYGB, HAB1, LARGE, RAB40C, MPL, CHIT1, METTL10, DUS4L, PNLIPRP1, ELL, ST8SIA5, GRIN2B, MC4R, RTDR1, HDAC6, KCNJ13, CPSF1, SPANXC, CNOT4, LAMA2, SLC1A6, ABCA2, KLK11, GFRA3, CYP3A4, SLC1A3, ATP2B2, APBB2, VPS45, GHRHR, HOXD4, PRPH, ADCY2, LEFTY2, CYP1B1, PCP4, C8B, RANBP3, PDE6H, TRIM15, VGLL1, TRIM3, CRKL, ADH7, PSG3, GPR153, MFAP2, FGF13, NAPA, ALDH3A1, MCM10, TLE4, ITPR3, CCDC87, C9orf7, ACTC1, OBSL1, MAP2, CRYM, RNF122, SST, HLA-DRB6, SLC22A17, HSPG2, HIP1, GRIK2, UNKL, GPR144, KIR3DX1, NARFL, UCP3, PLXNA2, BTN1A1, ERCC4, CIITA, EGFR, KRT33A, CLTB, B3GALT5, AP3M2, GJC1, MYO3A, ARHGAP1, PPP2R3A, CLIC4, C20orf195, SIGLEC8, GPRC5A, CACNB1, MYL10, PRLR, OR2S2, NCR2, CHAF1B, EYA3, CDS1, FBXL18, ACTL6B, ZNF821, C16orf71, HBBP1, PLXNA1, CDC45L, MTCP1, PLCB4, PLVAP, PROX1, CYP3A43, IGHG1, RECQL5, IDUA, DLGAP4, PLXNB1, HSD17B14, FOXP3, C19orf26, EPB4 L1, RBBP9, GJB4, UPK1B, CYP19A1, LOC55908, CLDN18, C2orf72, NTRK3, NRXN2, SPDEF, IGH@, IGHD, IGHG1, IGHM, LOC100289944, VSIG6, ACRV1, PHLDB1, SORBS1, HAPLN2, FABP3, EFS, ACVR1B, CHST3, UGT2A1, UGT2A2, TAF1, MT4, MFAP3, ETV5, UBQLN3, TBX10, GJB1, ABO, SPINK5, ATAD4, CDH11, CARD14, ALPP, ALPPL2, CBL, LRP4, CDKL2, SSX3, DSG2, SLC45A2, LAMA4, WFDC8, HTR7, EFNB3, TUBB2B, OR7E19P, PMS2L4, ASAP3, FRZB, PDLIM4, PVT1, TFR2, AHI1, TAF4, ADAMTSL2, CLDN4, KIR2DL1, KIR2DL2, KIR2DL3, KIR2DL5A, KIR2DL5B, KIR2DS1, KIR2DS2, KIR2DS4, KIR2DS5, KIR3DL2, KIR3DL3, KIR3 DP1, LOC727787, RAPGEF5, CRMP1, LDB3, F11, USP46, IBSP, SLC9A3, FLRT3, TRIM17, FGF17, CAMK1G, GLYR1, CSH1, NTF3, ABHD6, TRIM15, OR52A1, FGFR2, ORAI2, C17orf53, GLP1R, SLIT1, TP63, DDR1, CFTR, DIO2, LETM1, ACSM5, ACTA1, NPR1, KCND3, POPDC3, DNAH3, SPDEF, CLEC4M, SLC30A3, NAGLU, AAK1, DHX34, NNAT, AKAP9, ICMT, FAM189A1, C10orf81, MYOZ1, PKNOX2, MGC31957, PRDM11, RET, IGHG1, XPNPEP2, NTRK2, SLC25A10, NR1I2, GRM8, OR3A3, GIPR, PAH, PACRG, CLN8, ZNF215, TRIO, TTLL5, GRM1, PRKG1, HHLA1, LAMA3, SLC37A4, HOXC11, SLCO5A1, CA10, RRBP1, SOD3, NTRK3, CYR61, STRA6, SLC6A11, CNOT4, ATN1, BCAP29, NOVA2, RELN, LAMC2, RAD51, PRSS7, DCBLD2, TACR2, RAB11B, OR2J2, VSNL1, IFNA17, DPYSL4, MGC2889, RRBP1, POLQ, OR1A2, PURA, AIF1, CBS, NECAB2, PRKCE, NOX1, IHH, EXO1, GPRIN2, PDX1, GPR12, FAM188A, HS3ST3B1, ASCL1, ZNF484, CSH1, BCAN, DDN, DUOX2, MORN1, SLC39A2, CLCN7, RUNX2, TTYH1, ZNF280B, PAX3, LZTS1, SLC8A2, HAB1, KIF1A, ARL4D, UGT2B15, NACA2, THRB, C6orf15, GPR176, WSCD1, PLXNB3, CADM3, HAP1, CYP1A2, SPAM1, IL22RA1, CDC2L5, IRX5, PPFIA2, KDELR3, CEACAM7, KCMF1, DUOX1, CDC27, HIST2H2AA3, CAV3, APOA4, NPR3, PRG3, TBC1D22B, TUSC3, RIMS2, CYP4F12, TBXA2R, HBEGF, PSG9, PYGO1, RASGRF1, SCN2A, KLHL1, DTNB, GREM1, SNCG, C22orf24, PALM, COBLL1, DNPEP, MNS1, NFATC4, DLC1, HSPC072, MCAM, CA12, CSHL1, RPA1N, COL5A2, UGT1A8, UGT1A9, IGH@, IGHA1, IGHG1, IGHG2, IGHG3, IGHM, LOC100126583, LOC100290036, LOC100290320, LOC100293211, LOC652494, ACSM5, ALOX12P2, ERBB4, CLDN16, CIB2, GALR3, MSMB, FABP7, ATXN3, KCNJ5, TRDN, CYP3A43, BAZ2A, ACCN4, SILV, DGCR14, SEMA6C, DIO2, PTHLH, LEP, PDZRN3, RGSL1, GJA4, SLC22A6, RASGRF1, MAPRE2, PVRL1, AKAP1, POMP, SOX21, DNAH9, HOXC5, SERHL2, KIAA0485, ITSN1, B4GALT1, NEK2, NUPR1, CCDC93, EPO, CRABP2, TYRO3, GOLGA2, SEMA3F, BFSP2, NCAM1, FOLH1, SSX2, TMPRSS4, DCN, LPHN3, POU4F3, CEACAM5, BCL3, EXTL3, CCNA1, DDR2, PAX8, SOX5, POU3F1, PEX16, NUP62, SIGLEC11, ALDOB, GPC3, IGFALS, WDR25, FGF1, OSR2, ARID1A, GYPA, KLK13, PARVB, LILRB5, RIMS2, C19orf21, HOXD1, PRSS3, FLT1, ATP6V1C1, LOX, CRYBB3, CA112, PRKG2, MASP1, LOC728395, LOC728403, TSPY11, PDCD1, GGTLC1, AQP8, KRT16, AICDA, BRD8, C1orf95, OR3A2, PFKFB2, FRZB, PAK3, MEIS2, ZSCAN2, MYH7, VWA1, LSAMP, SRC, UGT1A1, UGT1A10, UGT1A3, UGT1A4, UGT1A5, UGT1A6, UGT1A7, UGT1A8, UGT1A9, DIO1, TADA3L, NFASC, CALCRL, NBLA00301, MAB21L1, FBXO42, COL10A1, CFB, SNX7, FOXN1, SRY, HLF, CLCA3P, DAZ1, DAZ2, DAZ3, DAZ4, GPR3, TMPRSS11E, EMID1, KCNMB2, MUC5AC, SORT1, HIF3A, MAPK4, TCP11L1, ZZEF1, DCAF7, DMWD, CLCA2, VAC14, CSPG5, STMN2, MLLT4, GALNT14, FGF12, MFAP5, SUMO3, HTR3A, GDF5, TSSK1B, CYP2A7P1, MARK1, ATP1B2, TBX6, PAX8, IL1R1, RALYL, OR2B2, TAAR3, C12orf32, IGHG1, LOC642131, DICER1, GLRA3, PPARD, HSPA4L, WNT2, VIPR2, CYP2C9, SRPX2, IGSF1, ALPK3, TFPI, KCNS3, MARCH8, FRMD4B, TACR3, FIGF, PDCD6, TNN, SPANXB1, SPANXB2, SPANXF1, RHBDD3, SPP2, PDE10A, ZNF224, FGL1, PGAM2, CADM4, APOBEC2, SLC9A5, GNAT1, ARHGEF16, SMARCA2, DNAH9, RBM26, WNT2B, KCNK2, NPBWR2, SP2, TMPRSS11D, DENND2A, TNIP3, STC1, DOCK6, ADAM5P, SYDE1, TNPO2, LRTM1, USH1C, PDE12, SRCAP, OR10J1, OR2H2, KCNJ8, RP11-257K9.7, DOCK5, TPD52L1, PAEP, GGA2, PHLDA3, HES2, MLL, CHRNA6, CIB2, PTPRF, TM7SF4, DAZ1, DAZ2, DAZ3, DAZ4, ALX1, OR2F1, OR2F2, PLAT, HGC6.3, WNT11, PGK2, SNAI2, COL4A6, PRUNE2, ANKS1B, LOC81691, FERMT2, TIMP3, CST8, CAPN6, IDUA, GPR32, AKR1B10, GRHL2, FBXO24, HSF4, IGHG1, HCN2, LRP12, ARHGEF15, UGT1A1, UGT1A10, UGT1A7, UGT1A8, GUCA2A, ITIH1, EGFR, UGT1A1, UGT1A10, UGT1A3, UGT1A4, UGT1A5, UGT1A6, UGT1A7, UGT1A8, UGT1A9, MYOG, TMSB15A, TLX1, EDNRA, LOC100289791, MDFI, ZER1, MYH15, CDH20, GPR63, LOC440345, LOC440354, LOC595101, LOC641298, SMG1, HOXC10, KRTAP1-1, ARSD, CPLX3, LMAN1L, IFNA4, ABCC11, SEMA3E, MRE11A, C1QL1, LIPF, TRIM9, BBOX1, LRRC17, WNT2B, CYP3A4, SI, ANO3, OBSL1, CHRD, MSX2, PSG1, FAM107A, LRRC37B2, ANKLE2, PAX2, UNC5B, ADCYAP1R1, HFE, SYT1, GJC2, LOC100293871, FGF8, ACRV1, NRXN1, GDPD2, RGS4, CELA2A, IFNW1, MLNR, RNF17, LAD1, GLRA2, RASL12, MAGOH2, C6orf54, ZNF214, IKBKG, AP4E1, ZNRF4, OSBPL10, C1orf175, TTC4, PCDHB3, ADRBK1, ITSN1, XAGE1A, XAGE1B, XAGE1C, XAGE1D, XAGE1E, CDH22, FARP2, MYT1, TNC, MUC5AC, SLC6A15, PP14571, SMR3A, SMR3B, RXRG, SNX1, GLP1R, C6orf155, ATP1A2, TFAP4, PNPLA2, DIRAS3, ANO2, TACSTD2, MCM3AP, IL13RA2, TRIM10, RTEL1, PRRX2, TSHB, TIMELESS, FMO1, KIF18A, KIAA1199, CALB2, MFAP3L, PTGER3, EPAS1, SQSTM1, TSPY1, CPM, DLGAP1, CYP4F11, TLX3, PCDHA10, TAOK2, ERC1, TBX2, KALRN, DICER1, PAPPA, KIF5A, DNAJC22, OTUB1, KIAA1644, SEZ6L2, PCNXL2, HMHB1, ERG, SNTB2, GJA5, AGTR2, GJA3, GCK, LRRC61, CNTF, ZFP91, ZFP91-CNTF, PDLIM4, MPPED2, IFNA10, ACTN2, VGLL1, GJA9, LDLR, ANK2, COL1A1, TIMP3, OTOF, AGXT, GLI2, TRMT61A, FOXD2, TMEM2I2, DENND2A, B3GALT1, SPAG11A, PRDM4, TF, ELF5, GSC2, EPB41 L4B, GYG2, LYZL6, DCHS2, OBP2A, OBP2B, ANGPTL3, MYH11, NES, SLC17A1, RBM15B, CSH1, HTR5A, CYP3A7, HTR2A, KCNV2, TOX3, CLOCK, MAGEA6, FAM12A, COL4A3, S1PR2, NAT8, ACE2, SLC22A6, SLC13A2, MYH4, APBB2, RAP1GAP, SHOX2, SLCO1A2, ETV1, MAGEA12, PLA2G6, ADRA1A, SYT5, GPR161, SEMA3F, CYP3A43, HOMER2, KCNJ5, PPL, COL17A1, CSHL1, C9orf116, PARK2, UGT2B15, CDK6, FAM174B3, CELA2A, CELA2B, SPDEF, EPB41, GAB1, SMR3A, PDE6G, COL5A1, ABCA6, DMD, CYLC2, CIDEA, RAG2, HIST1H2BN, FMO6P, MAOA, ANKRD53, HAPLN1, MT1M, EHD2, GAD2, CRISP2, CSN2, SULT1C2, PCDHGA3, SSX3, FGFR2, GPR161, ATN1, CHD5, A4GALT, MYBPH, CSHL1, NCAPH2, CAPN9, CNGB1, BCAM, DRD5, NR5A2, TEF, ELAVL2, DGKB, HTR7P, RHAG, GH2, COL4A6, BMP7, SOSTDC1, SOX14, TAS2R9, LPHN2, MAP1A, OSGIN2, SLC10A2, FAM13C, EMX1, FLJ40330, CHI3L1, CDH16, SPRR1A, LOX, CALCB, GABBR2, CPB2, RASL11B, CCDC81, RUNX1, CPA1, CLCNKA, CLCNKB, FHL5, THSD7A, TFAP2C, SPAG11B, CAP2, PODNL1, SSX4, SSX4B, G6PC, RPE65, TMEM222, KDR, CHP2, GPR64, TPM2, TCEB3B, E2F5, IL5RA, AOC3, ABCF3, CPN2, ACE, NRP2, INPP5J, SMAD9, FAM155A, GART, PIR, ZNF467, ITSN2, NR1D1, THRA, RP11-35N6.1, LAMB1, EPHB3, PLA2R1, RAPGEF4, DNAJC8, ARSJ, TRIM49, GC, CDH2, ATXN3L, BTF3L1, BICC1, FAM186A, PTPRF, TRPC4, TCL6, CYP4A22, FUT6, MUC1, DKFZP434B2016, LOC643313, LDHA, LOC100131613, TRIM3, MLLT10, DZIP1, ANKRD34C, BUB1, CSPG5, FBLN1, GAD2, CLDN1, CHRNA3, SCN11A, TEX11, IL20RA, AKAP5, KBTBD10, MSTN, TLL2, NACAD, UNC93A, PTGER1, OLAH, NHLH2, SERPINA6, KRT17, KCNMA1, PRKCA, STS, LAMA1, GPR88, ACTN2, TREH, AKAP4, DKK4, PRICKLE3, IRS4, TRPV4, PCDH11Y, APBB2, SLCO2A1, DRD2, MTMR7, ZNF471, TF, NRIP2, ST6GALNAC5, COMT, PAH, LRRC19, PRKAR1B, HPR, PRDM5, NCRNA00120, LOC79999, ITSN2, CACNB2, GPR98, PREX2, FAM182B, LAMA4, ARVCF, HAS2, YOD1, PPP2R3A, COL4A1, RBM12B, GSTA3, FAM66D, OR10H2, PTHLH, ZNF674, KRT119, ACCN2, COL6A1, LOC100288442, LOC100289169, LOC728888, LOC729602, NPIPL2, NPIPL3, PDXDC2, SLC37A1, ATP6V1B1, ABI3BP, HR44, ZNF324B, ZNF584, HOXD13, ADH6, IFNA8, MYOZ2, NFATC4, ADAMTS7, FOXL1, GPR17, SLC18A3, MYH6, BOK, FGA, TEAD4, GRM1, EDNRA, C8orf79, METTL7A, FOLH1, RAD54L, SOX11, CNOT3, NTS, MAPK12, DOCK6, DNAJC6, HS3ST3A1, LOC728395, TSPY1, TSPY3, PTH, LAMB4, ALDOB, FLG, MLANA, UBE2D4, LOC100287483, KRT20, POU1F1, SLCO1B3, CLTA, MECOM, C8orf71, SULT2A1, C6orf10, SLC27A6, PRKD1, SYNPO2L, THPO, GABRR1, CFTR, PPP2R3A, DCBLD2, ANP32A, ANP32C, ANP32D, LOC723972, XYLT1, STAB1, STAB1, SASH1, PID1, FUCA1, SASH1, LRRN3, LRRN3 or a combination thereof.
  • 25. The method of any one of claims 14-24, wherein laquinimod is administered orally.
  • 26. The method of any one of claims 14-25, wherein laquinimod is administered daily.
  • 27. The method of any one of claims 14-26, wherein laquinimod is administered at a dose of less than 0.6 mg/day, of 0.1-40.0 mg/day, 0.1-2.5 mg/day, 0.25-2.0 mg/day, 0.5-1.2 mg/day, 0.25 mg/day, 0.3 mg/day, 0.5 mg/day, 0.6 mg/day, 1.0 mg/day, 1.2 mg/day, 1.5 mg/day or 2.0 mg/day.
  • 28. The method of any one of claims 14-27, wherein the subject is naïve to laquinimod.
  • 29. The method of any one of claims 14-27, wherein the subject has been previously administered laquinimod.
  • 30. The method of any one of claims 14-27, wherein the subject has been previously administered a multiple sclerosis drug other than laquinimod.
  • 31. The method of any one of claims 14-30, wherein the step of evaluating expression of the biomarker comprises normalization of the subject's gene expression.
  • 32. The method of any one of claims 14-31, wherein the step of evaluating expression of the biomarker comprises comparing expression level in the subject relative to a reference value.
  • 33. The method of claim 32, wherein the reference value is based on the level of expression of the biomarker in a laquinimod Non-Responder population.
  • 34. The method of claim 32, wherein the reference value is based on the level of expression of the biomarker in a healthy control population.
  • 35. The method of any one of claims 32-34, wherein the subject is identified as a laquinimod responder if expression of the biomarker is higher than a reference value.
  • 36. The method of any one of claims 32-34, wherein the subject is identified as a laquinimod responder if expression level of the biomarker is lower than a reference value.
  • 37. The method of any one of claims 1-36, wherein expression of the biomarker is evaluated in the blood of the subject.
  • 38. The method of claim 37, wherein expression of the biomarker is evaluated in the peripheral blood mononuclear cells (PBMCs) of the subject.
  • 39. The method of any one of claims 14-38, wherein expression of the biomarker is evaluated prior to treatment with laquinimod.
  • 40. The method of any one of claims 14-38, wherein expression of the biomarker is evaluated after beginning treatment with laquinimod.
  • 41. The method of claim 40, wherein expression of the biomarker is evaluated one month, 6 months, 12 months or 24 months after beginning treatment with laquinimod.
  • 42. The method of any one of claims 14-41, wherein if the subject is identified as a laquinimod responder, the subject is thereafter administered a pharmaceutical composition comprising laquinimod and a pharmaceutically acceptable carrier as monotherapy.
  • 43. The method of any one of claims 14-41, wherein if the subject is identified as a laquinimod responder, the subject is thereafter administered a pharmaceutical composition comprising laquinimod and a pharmaceutically acceptable carrier in combination with another multiple sclerosis drug.
  • 44. The method of any one of claims 14-43, wherein if the subject is identified as a laquinimod non-responder, the subject is thereafter administered a multiple sclerosis drug which is not laquinimod.
  • 45. The method of any one of claims 1-44, wherein the subject is a human patient.
  • 46. Laquinimod for use in treating a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome, wherein the subject has been identified as a laquinimod responder.
  • 47. A pharmaceutical composition comprising an amount of laquinimod for use in treating a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome, wherein the subject has been identified as a laquinimod responder.
  • 48. Laquinimod for use in treating a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome, wherein expression of a biomarker in the subject is up-regulated and the biomarker is a gene associated with inflammatory response, a gene associated with cellular movement, a gene associated with cell signaling, a gene associated with cell development, a gene associated with hematological system, or a combination thereof.
  • 49. A pharmaceutical composition comprising an amount of laquinimod for use in treating a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome, wherein expression of a biomarker in the subject is up-regulated and the biomarker is a gene associated with inflammatory response, a gene associated with cellular movement, a gene associated with cell signaling, a gene associated with cell development, a gene associated with hematological system, or a combination thereof.
  • 50. Laquinimod for use in treating a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome, wherein expression of a biomarker in the subject is suppressed and the biomarker is a gene associated with inflammatory response, a gene associated with cellular movement, a gene associated with cell signaling, a gene associated with cell development, a gene associated with hematological system, or a combination thereof.
  • 51. A pharmaceutical composition comprising an amount of laquinimod for use in treating a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome, wherein expression of a biomarker in the subject is suppressed and the biomarker is a gene associated with inflammatory response, a gene associated with cellular movement, a gene associated with cell signaling, a gene associated with cell development, a gene associated with hematological system, or a combination thereof.
  • 52. A therapeutic package for dispensing to, or for use in dispensing to, a subject identified as a laquinimod responder afflicted with multiple sclerosis or presenting a clinically isolated syndrome, which comprises: a) one or more unit doses, each such unit dose comprising an amount of laquinimod, andb) a finished pharmaceutical container therefor, said container containing said unit dose or unit doses, said container further containing or comprising labeling directing the use of said package in the treatment of said subject.
  • 53. A therapeutic package for dispensing to, or for use in dispensing to, a subject afflicted with multiple sclerosis or presenting a clinically isolated syndrome, which comprises: a) one or more unit doses, each such unit dose comprising an amount of laquinimod, andb) a finished pharmaceutical container therefor, said container containing said unit dose or unit doses, said container further containing or comprising labeling directing the use of said package in the treatment of said subject,wherein expression of a biomarker in the subject is suppressed or up-regulated and the biomarker is a gene associated with inflammatory response, a gene associated with cellular movement, a gene associated with cell signaling, a gene associated with cell development, a gene associated with hematological system, or a combination thereof.
PCT Information
Filing Document Filing Date Country Kind
PCT/US2014/055502 9/12/2014 WO 00
Provisional Applications (2)
Number Date Country
61972782 Mar 2014 US
61877210 Sep 2013 US