ONTOLOGY ID Description GeneRatio BgRatio pvalue p.adjust qvalue geneID Count KEGG hsa04142 Lysosome 56/1588 132/8135 1.074e-09 3.587e-07 2.996e-07 CLTCL1/CTSB/ACP5/LGMN/CTNS/ARSG/SLC11A2/GBA/NPC1/CTSS/DNASE2/NPC2/GNPTG/IDS/GUSB/IDUA/GLA/AP3S1/LITAF/NAGPA/PLA2G15/ACP2/CTSH/DNASE2B/ATP6V0A1/LAPTM4B/DMXL2/HEXB/AP3D1/AP1G2/HYAL4/LAPTM5/AP1B1/AP3M2/HYAL3/CTSA/CD63/SCARB2/ABCB9/AP4M1/AP4B1/MCOLN1/LAMP3/CTSD/ENTPD4/ATP6V0D1/AP3S2/CTSO/CD68/ATP6AP1/ARSB/M6PR/PPT2/GGA3/AP3B1/NEU1 56 KEGG hsa05169 Epstein-Barr virus infection 67/1588 202/8135 2.449e-06 0.0004089 0.0003415 CDK6/MAPK13/HLA-DPA1/RBPJ/STAT3/MAP2K7/PIK3CD/APAF1/PSMD14/HLA-DOA/HLA-DMA/SAP30L/ITGAL/PSMC2/CALR/RB1/RBPJL/MAP2K6/CD40/HLA-DRA/MAP2K3/PSMD12/CDK2/CDKN1A/SKP2/HLA-DQA1/MAPK14/TRAF2/HLA-DPB1/IRF3/TNFAIP3/PSMC1/IFNAR1/PSMD3/PSMC3/CCND1/BID/CASP8/TAPBP/CDKN1B/CD3D/E2F2/MYD88/TRAF3/NFKBIE/PSMD7/HLA-DQB1/CCND2/IKBKE/SNW1/MAP3K14/PSMD1/CDK4/PSMD2/GADD45A/CD3G/CCNA2/CD58/PSMD8/CD247/PIK3R2/BCL2/PSMD4/BTK/MYC/CD44/MAPK11 67 KEGG hsa05166 Human T-cell leukemia virus 1 infection 68/1588 222/8135 4.111e-05 0.004576 0.003822 NRP1/VDAC1/NRAS/ADCY3/HLA-DPA1/PIK3CD/IL2RG/BCL2L1/HLA-DOA/HLA-DMA/ITGAL/PTEN/ADCY9/CALR/RB1/PTTG2/SLC2A1/CD40/CREBBP/KAT2A/CANX/KRAS/HLA-DRA/SMAD3/CDK2/CDKN1A/HLA-DQA1/HLA-DPB1/NFYB/TBP/VAC14/STAT5A/PPP3CC/PTTG1/RAN/CCND1/CD3D/E2F2/CCNB2/TGFBR1/HLA-DQB1/IL2RB/CCND2/IL1R2/STAT5B/FOS/MAP3K14/MAP3K3/CDK4/CREB3/TLN2/TCF3/XPO1/CD3G/SLC25A4/CCNA2/IL15/CDKN2B/SMAD2/CDC20/PPP3CB/NFATC3/PIK3R2/HRAS/ETS1/MYC/CDKN2A/LCK 68 KEGG hsa04145 Phagosome 50/1588 152/8135 5.793e-05 0.004837 0.00404 OLR1/COLEC12/ITGB5/FCGR2B/MSR1/HLA-DPA1/ITGAV/TUBA1B/CORO1A/SFTPD/TUBA1C/HLA-DOA/HLA-DMA/RAB7B/CTSS/TUBB6/ATP6V1E2/TUBB/RAB5A/CALR/TUBA4A/TFRC/TUBA1A/CANX/ACTG1/ATP6V0A1/FCGR1A/HLA-DRA/TUBB3/TUBB2A/HLA-DQA1/HLA-DPB1/NCF1/MARCO/ACTB/NCF4/C1R/CLEC7A/HLA-DQB1/VAMP3/MPO/ATP6V0D1/FCAR/ATP6AP1/DYNC2H1/M6PR/DYNC1I2/EEA1/THBS1/ITGA5 50 KEGG hsa04141 Protein processing in endoplasmic reticulum 53/1588 171/8135 0.0002027 0.01354 0.01131 HSPA1L/MAP2K7/HSPA5/EIF2AK4/HSP90B1/PDIA6/CALR/ERP29/DNAJC3/RRBP1/DNAJB11/UBXN1/SYVN1/SEC31B/PRKCSH/CANX/NPLOC4/MAN1C1/TRAF2/UBE4B/MAN1A2/DNAJC5/EDEM2/NFE2L2/DNAJB1/SEC62/PDIA4/UBE2J1/DERL2/HYOU1/DNAJC10/SSR2/VCP/SIL1/MBTPS1/UBXN2A/MBTPS2/EDEM3/DERL1/BCAP31/RNF185/RPN1/TRAM1/BAG1/ERN1/ATF6/SSR1/BCL2/SEL1L/HSPH1/UBQLN1/SEC24A/UBXN6 53 KEGG hsa04218 Cellular senescence 48/1588 156/8135 0.0004776 0.02433 0.02032 VDAC1/CDK6/NRAS/MRAS/MAPK13/PIK3CD/RBL1/PTEN/RHEB/RB1/ZFP36L2/MAP2K6/KRAS/MAP2K3/SMAD3/RRAS2/CDK2/CDKN1A/MAPK14/PPP3CC/CALM1/CCND1/LIN52/E2F2/CCNB2/ITPR2/TGFBR1/SIRT1/CCND2/TSC2/CDK4/GADD45A/SLC25A4/CCNA2/SERPINE1/CDKN2B/SMAD2/EIF4EBP1/PPP3CB/BTRC/NFATC3/CACNA1D/PIK3R2/HRAS/ETS1/MYC/CDKN2A/MAPK11 48 KEGG hsa05221 Acute myeloid leukemia 25/1588 67/8135 0.00051 0.02433 0.02032 TCF7L2/PIM1/ZBTB16/NRAS/STAT3/PIK3CD/DUSP6/KRAS/FCGR1A/CSF1R/SOS2/PPARD/STAT5A/GRB2/CCND1/CEBPE/PIM2/MPO/RARA/STAT5B/CCNA2/EIF4EBP1/PIK3R2/HRAS/MYC 25 KEGG hsa04068 FoxO signaling pathway 41/1588 131/8135 0.0008241 0.0334 0.02789 NRAS/MAPK13/CDKN2D/STAT3/PIK3CD/IL7R/PTEN/PLK1/CAT/PRKAG2/CREBBP/PLK4/KRAS/SMAD3/CDK2/SOS2/CDKN1A/SKP2/MAPK14/GABARAPL1/BNIP3/GRB2/CCND1/CDKN1B/FOXO4/CCNB2/TGFBR1/SIRT1/TNFSF10/CCND2/CSNK1E/GABARAP/IRS2/STK11/PRKAB2/GADD45A/CDKN2B/S1PR4/PIK3R2/HRAS/MAPK11 41 KEGG hsa04658 Th1 and Th2 cell differentiation 31/1588 92/8135 9e-04 0.0334 0.02789 MAPK13/MAF/HLA-DPA1/RBPJ/IL2RG/PRKCQ/HLA-DOA/HLA-DMA/RBPJL/HLA-DRA/NOTCH2/HLA-DQA1/MAPK14/HLA-DPB1/STAT5A/PPP3CC/STAT4/CD3D/NFKBIE/HLA-DQB1/IL2RB/STAT5B/FOS/CD3G/DLL1/STAT6/PPP3CB/CD247/NFATC3/MAPK11/LCK 31 KEGG hsa01230 Biosynthesis of amino acids 26/1588 75/8135 0.001425 0.0414 0.03457 GLUL/SDS/SDSL/ENO1/ALDH18A1/PGK1/TKT/TALDO1/BCAT1/TPI1/IDH2/GOT1/ALDOC/PFKP/CBS/RPIA/PFKM/PRPS1/PRPS2/ENO2/MAT2A/IDH3A/MAT2B/ENO3/IDH3B/SHMT2 26 KEGG hsa05418 Fluid shear stress and atherosclerosis 42/1588 139/8135 0.001558 0.0414 0.03457 MGST1/MAPK13/PDGFB/MAP2K7/ITGAV/PIK3CD/SUMO3/SDC4/HSP90B1/GSTO1/MAP2K6/GSTM1/ACTG1/RAC2/GSTM4/ARHGEF2/CCL2/MAPK14/NQO1/NFE2L2/NCF1/MEF2A/GSTM2/ACTB/SUMO2/DUSP1/CALM1/CTNNB1/MAP2K5/SDC2/IL1R2/GSTP1/GSTM5/PTK2/FOS/PECAM1/MMP9/PIK3R2/BCL2/MMP2/THBD/MAPK11 42 KEGG hsa01200 Carbon metabolism 36/1588 115/8135 0.001659 0.0414 0.03457 SDS/SDSL/ENO1/PGK1/TKT/TALDO1/TPI1/ACSS1/IDH2/GOT1/FBP1/ALDOC/PFKP/CAT/PGD/RPIA/PFKM/PRPS1/GPI/PRPS2/ESD/ENO2/SDHD/PCCA/ACAT1/AMT/MCEE/PDHB/IDH3A/PGLS/HK3/ME3/ENO3/IDH3B/SHMT2/ME1 36 KEGG hsa05163 Human cytomegalovirus infection 62/1588 225/8135 0.001931 0.0414 0.03457 GNG10/CDK6/NRAS/ADCY3/MAPK13/GNA12/STAT3/ITGAV/PIK3CD/PLCB1/PLCB2/ARHGEF1/ADCY9/RHEB/CALR/RB1/SP1/MAP2K6/PTK2B/KRAS/RAC2/CCL2/GNAS/SOS2/CDKN1A/MAPK14/TRAF2/IRF3/GRB2/PPP3CC/CCL5/CALM1/CCND1/BID/CASP8/TAPBP/GNG2/CTNNB1/E2F2/ITPR2/CCL4L1/PRKCA/PTGS2/TSC2/PTK2/PTGER2/CDK4/CREB3/PXN/EIF4EBP1/PPP3CB/NFATC3/GNG11/IL10RA/GNB1/PIK3R2/HRAS/CCR3/MYC/CDKN2A/MAPK11/CXCR4 62 KEGG hsa04933 AGE-RAGE signaling pathway in diabetic complications 32/1588 100/8135 0.001978 0.0414 0.03457 PIM1/NRAS/MAPK13/FN1/STAT3/PIK3CD/PLCB1/PLCB2/VEGFB/PLCD1/KRAS/SMAD3/CCL2/MAPK14/STAT5A/PRKCD/CCND1/AGER/CDKN1B/TGFBR1/PRKCA/STAT5B/CDK4/COL4A5/SERPINE1/SMAD2/PIK3R2/BCL2/MMP2/THBD/HRAS/MAPK11 32 KEGG hsa04659 Th17 cell differentiation 34/1588 108/8135 0.001982 0.0414 0.03457 MAPK13/HLA-DPA1/STAT3/IL2RG/PRKCQ/HLA-DOA/HLA-DMA/HLA-DRA/SMAD3/HLA-DQA1/MAPK14/HLA-DPB1/STAT5A/PPP3CC/RXRA/CD3D/EBI3/TGFBR1/NFKBIE/HLA-DQB1/IL2RB/IRF4/RARA/STAT5B/FOS/CD3G/SMAD2/FOXP3/STAT6/PPP3CB/CD247/NFATC3/MAPK11/LCK 34 KEGG hsa04660 T cell receptor signaling pathway 33/1588 104/8135 0.001983 0.0414 0.03457 NRAS/MAPK13/MAP2K7/PIK3CD/MAP3K8/PRKCQ/KRAS/SOS2/MAPK14/GRB2/PPP3CC/NCK1/CBLB/CD3D/PTPN6/NFKBIE/PAK1/FOS/MAP3K14/CDK4/PAK2/CD8A/CD3G/ITK/PPP3CB/CD247/NFATC3/TEC/PIK3R2/ICOS/HRAS/MAPK11/LCK 33 KEGG hsa05171 Coronavirus disease - COVID-19 63/1588 232/8135 0.002612 0.04958 0.04141 NRP1/MAPK13/C1QC/STAT3/PIK3CD/C3AR1/C1QB/RPL13A/RPL22/CASP1/RPS3A/RPL17/RPL5/RPL13/RPL28/C8G/RPL32/CCL2/RPL4/MAPK14/IRF3/RPL7/RPL7A/CFB/IFNAR1/CFD/RPLP1/RPL23A/C1R/C1QA/C5/MYD88/TRAF3/RPL11/RPL23/PRKCA/RPL9/RPS15A/RPS9/IKBKE/RPS4X/RPL37A/RPS2/FOS/F13B/RPS6/RPL12/RPS14/RPS3/RPS4Y2/RPS13/RPL35A/RPS23/RPL30/RPL21/RPLP2/RPL27A/RPL19/PIK3R2/RPL31/RPS17/MAPK11/RPS20 63 KEGG hsa04662 B cell receptor signaling pathway 27/1588 82/8135 0.002738 0.04958 0.04141 CD81/NRAS/LILRB4/FCGR2B/PIK3CD/RASGRP3/CD72/LILRB5/KRAS/RAC2/CD79B/LILRA1/SOS2/LILRA3/INPP5D/INPPL1/GRB2/PPP3CC/DAPP1/PTPN6/NFKBIE/FOS/PPP3CB/NFATC3/PIK3R2/HRAS/BTK 27 KEGG hsa01522 Endocrine resistance 31/1588 98/8135 0.00282 0.04958 0.04141 NRAS/ADCY3/MAPK13/PIK3CD/CARM1/ADCY9/RB1/SP1/KRAS/GNAS/NOTCH2/SOS2/CDKN1A/MAPK14/GRB2/CCND1/CDKN1B/E2F2/NOTCH4/PTK2/FOS/CDK4/MMP9/DLL1/PIK3R2/BCL2/MMP2/HRAS/ESR1/CDKN2A/MAPK11 31 KEGG hsa04640 Hematopoietic cell lineage 31/1588 99/8135 0.003356 0.05604 0.0468 CD9/CD1D/HLA-DPA1/CD33/HLA-DOA/HLA-DMA/IL11RA/IL7R/CD2/TFRC/FCGR1A/HLA-DRA/CSF1R/HLA-DQA1/HLA-DPB1/GP9/CSF3R/CD37/CD3D/ITGA3/HLA-DQB1/IL1R2/CD59/CD8A/CD3G/CD1E/CD5/CD38/EPOR/CD44/ITGA5 31 KEGG hsa04919 Thyroid hormone signaling pathway 36/1588 121/8135 0.004316 0.06864 0.05733 NRAS/NCOA1/ITGAV/PIK3CD/PLCB1/PLCB2/PFKP/RHEB/ATP1B3/PLCD1/SLC2A1/CREBBP/KAT2A/ATP2A2/ACTG1/KRAS/PFKM/SLC16A10/NOTCH2/ACTB/RXRA/CCND1/CTNNB1/NOTCH4/SLC16A2/PRKCA/MED16/TSC2/ATP1A3/ATP1A1/ATP1B2/PIK3R2/HRAS/ESR1/MYC/ATP1B1 36 KEGG hsa05235 PD-L1 expression and PD-1 checkpoint pathway in cancer 28/1588 89/8135 0.004794 0.07278 0.06078 NRAS/MAPK13/STAT3/PIK3CD/PRKCQ/PTEN/EML4/MAP2K6/KRAS/MAP2K3/MAPK14/PPP3CC/CD3D/PTPN6/MYD88/NFKBIE/CSNK2A2/FOS/MAP3K3/CD3G/CD274/PPP3CB/CD247/NFATC3/PIK3R2/HRAS/MAPK11/LCK 28 KEGG hsa00270 Cysteine and methionine metabolism 18/1588 51/8135 0.005947 0.08636 0.07212 IL4I1/LDHA/SDS/SDSL/BCAT1/MPST/GOT1/CBS/GSS/DNMT1/ENOPH1/AHCYL2/LDHB/DNMT3A/TST/MAT2A/MAT2B/MTAP 18 KEGG hsa05161 Hepatitis B 45/1588 162/8135 0.006446 0.0897 0.07492 NRAS/MAPK13/STAT3/MAP2K7/PIK3CD/APAF1/RB1/MAP2K6/PTK2B/CREBBP/KRAS/YWHAQ/MAP2K3/SMAD3/CDK2/SOS2/CDKN1A/MAPK14/IRF3/STAT5A/GRB2/IFNAR1/STAT4/BID/CASP8/CASP10/E2F2/MYD88/TRAF3/TGFBR1/PRKCA/IKBKE/STAT5B/FOS/CREB3/ATP6AP1/MMP9/CCNA2/STAT6/NFATC3/PIK3R2/BCL2/HRAS/MYC/MAPK11 45 KEGG hsa04140 Autophagy - animal 40/1588 141/8135 0.006745 0.0901 0.07525 CTSB/RRAGD/NRAS/MRAS/IGBP1/ATG16L2/TP53INP2/RRAGC/PIK3CD/PRKCQ/BCL2L1/EIF2AK4/RAB7B/PTEN/MTMR3/MAP1LC3B/RHEB/RAB1A/KRAS/RRAS2/ATG9A/SH3GLB1/ATG2B/GABARAPL1/BNIP3/C9orf72/PPP2CA/PRKCD/TSC2/GABARAP/IRS2/CTSD/STK11/MTMR14/DDIT4/ERN1/PIK3R2/BCL2/HRAS/ATG2A 40 KEGG hsa05417 Lipid and atherosclerosis 57/1588 215/8135 0.007014 0.0901 0.07525 OLR1/HSPA1L/ABCA1/NRAS/MAPK13/STAT3/MAP2K7/PIK3CD/APAF1/PLCB1/BCL2L1/HSPA5/PLCB2/ARHGEF1/POU2F2/CAMK2G/HSP90B1/CASP1/MAP2K6/CD40/KRAS/MAP2K3/CCL2/MAPK14/TRAF2/MIB2/IRF3/LBP/NFE2L2/NCF1/PPP3CC/RXRA/CCL5/CALM1/BID/AGER/CASP8/NCF4/MYD88/TRAF3/CYP2A7/TNFRSF10A/PRKCA/TNFSF10/IKBKE/PTK2/FOS/MMP9/PPP3CB/NFATC3/ERN1/PIK3R2/ATF6/BCL2/HRAS/PPARG/MAPK11 57 KEGG hsa00030 Pentose phosphate pathway 12/1588 30/8135 0.007688 0.09144 0.07637 TKT/TALDO1/FBP1/ALDOC/PFKP/PGD/RPIA/PFKM/PRPS1/GPI/PRPS2/PGLS 12 KEGG hsa05225 Hepatocellular carcinoma 46/1588 168/8135 0.007865 0.09144 0.07637 TCF7L2/MGST1/CDK6/NRAS/FRAT1/PIK3CD/BCL2L1/TXNRD2/WNT5B/PTEN/SMARCD3/FZD5/GSTO1/RB1/SMARCC2/GSTM1/ACTG1/KRAS/GSTM4/SMAD3/SOS2/CDKN1A/LRP6/NQO1/NFE2L2/FRAT2/GSTM2/GRB2/ACTB/CCND1/CTNNB1/E2F2/TGFBR1/PRKCA/GSTP1/GSTM5/CDK4/DPF1/GADD45A/WNT10A/SMAD2/PIK3R2/HRAS/MYC/CDKN2A/WNT6 46 KEGG hsa05416 Viral myocarditis 20/1588 60/8135 0.00794 0.09144 0.07637 ABL2/HLA-DPA1/HLA-DOA/HLA-DMA/ITGAL/CD40/ACTG1/RAC2/HLA-DRA/CD80/HLA-DQA1/HLA-DPB1/EIF4G3/SGCA/ACTB/CCND1/BID/CASP8/HLA-DQB1/EIF4G2 20 KEGG hsa00520 Amino sugar and nucleotide sugar metabolism 17/1588 49/8135 0.00897 0.09987 0.08341 PGM3/PMM1/GNPDA1/AMDHD2/UAP1L1/GPI/GMPPB/HEXB/GFPT1/GMDS/NPL/GALT/MPI/CYB5R3/HK3/RENBP/UAP1 17 KEGG hsa04912 GnRH signaling pathway 28/1588 93/8135 0.009269 0.09987 0.08341 NRAS/ADCY3/MAPK13/MAP2K7/PLCB1/PLCB2/CAMK2G/ADCY9/PLA2G4B/MAP2K6/PTK2B/KRAS/MAP2K3/GNAS/SOS2/MAPK14/GNRH2/GRB2/CALM1/PRKCD/ITPR2/PRKCA/MAP3K3/PLA2G4E/CACNA1D/MMP2/HRAS/MAPK11 28 KEGG hsa05205 Proteoglycans in cancer 54/1588 205/8135 0.009746 0.1017 0.08495 PLAU/NRAS/MRAS/NUDT16L1/MAPK13/FN1/ITGB5/STAT3/ITGAV/PIK3CD/TFAP4/SDC4/ARHGEF1/WNT5B/CAMK2G/FZD5/CBL/ACTG1/KRAS/PPP1R12B/RRAS2/SOS2/CDKN1A/MAPK14/GRB2/ACTB/TIAM1/CCND1/PTPN6/CTNNB1/CD63/ITPR2/EIF4B/SDC2/PRKCA/PAK1/PDCD4/PTK2/RPS6/PXN/PLAUR/MMP9/WNT10A/SMAD2/PIK3R2/MMP2/HRAS/ESR1/MYC/THBS1/CD44/MAPK11/WNT6/ITGA5 54 KEGG hsa05014 Amyotrophic lateral sclerosis 89/1588 364/8135 0.01046 0.1058 0.08839 VDAC1/MAPK13/NUP214/OPTN/APAF1/TUBA1B/PSMD14/BCL2L1/HSPA5/UQCRB/TUBA1C/TOMM40/TUBB6/TUBB/PSMC2/MAP1LC3B/RAB5A/CAT/RAB1A/NUP210/TUBA4A/CASP1/TUBA1A/MAP2K6/ACTR10/SEH1L/ACTG1/MAP2K3/PSMD12/TUBB3/TUBB2A/NUP205/ACTR1B/FIG4/NDUFV3/DNAL4/GPX3/MAPK14/TRAF2/ATG2B/PSMA6/SDHD/PSMC1/PPP3CC/ACTB/KLC1/C9orf72/NRG3/PSMD3/PSMC3/SPG11/BID/VCP/UQCRC1/NCBP1/SETX/PSMD7/HNRNPA3/NDUFB1/TARDBP/DERL1/CHMP2B/DNAH1/DCTN3/CCS/PSMD1/PINK1/ATXN2L/PSMD2/NDUFA10/NUP43/ACTR1A/DNAI2/NUP62/NUP107/PSMD8/PPP3CB/NDUFA4L2/ERN1/TOMM40L/ATF6/BCL2/DCTN4/ATG2A/PSMD4/PSMD9/KIF5B/MAPK11/UBQLN1 89 KEGG hsa03010 Ribosome 43/1588 158/8135 0.0111 0.109 0.09106 RPL13A/RPL22/RPS3A/RPL17/RPL5/RPL13/RPL28/RPL32/RPL4/MRPL10/RPL7/RPL7A/MRPL16/RPLP1/RPL23A/MRPS5/RPL11/RPL23/RPL9/RPS15A/RPS9/RPS4X/RPL37A/RPS2/RPS6/RPL12/RPS14/RPS3/RPS4Y2/RPS13/MRPL33/RPL35A/RPS23/MRPS9/RPL30/RPL21/RPLP2/RPL27A/RPL19/RPL31/RPS17/MRPS21/RPS20 43 KEGG hsa05222 Small cell lung cancer 27/1588 92/8135 0.01489 0.1395 0.1165 CDK6/FN1/ITGAV/PIK3CD/APAF1/BCL2L1/PTEN/RB1/CDK2/CDKN1A/SKP2/TRAF2/RXRA/CCND1/CDKN1B/E2F2/TRAF3/ITGA3/PTGS2/PTK2/CDK4/COL4A5/GADD45A/CDKN2B/PIK3R2/BCL2/MYC 27 KEGG hsa04110 Cell cycle 35/1588 126/8135 0.01504 0.1395 0.1165 CDKN1C/CDK6/YWHAH/CDKN2D/MCM6/RBL1/PLK1/RB1/PTTG2/CREBBP/YWHAQ/STAG1/SMAD3/MCM2/CDK2/CDKN1A/SKP2/PTTG1/CDC25B/CCND1/CDKN1B/E2F2/CCNB2/YWHAG/CCND2/SMC1A/CDK4/STAG2/GADD45A/CCNA2/CDKN2B/SMAD2/CDC20/MYC/CDKN2A 35 KEGG hsa05220 Chronic myeloid leukemia 23/1588 76/8135 0.01626 0.1449 0.121 CDK6/NRAS/PIK3CD/BCL2L1/RB1/CBL/KRAS/SMAD3/SOS2/CDKN1A/STAT5A/GRB2/CCND1/CDKN1B/E2F2/TGFBR1/STAT5B/CDK4/GADD45A/PIK3R2/HRAS/MYC/CDKN2A 23 KEGG hsa05223 Non-small cell lung cancer 22/1588 72/8135 0.01653 0.1449 0.121 CDK6/NRAS/STAT3/PIK3CD/EML4/RB1/KRAS/SOS2/CDKN1A/STAT5A/GRB2/RXRA/CCND1/E2F2/PRKCA/STAT5B/CDK4/GADD45A/PIK3R2/HRAS/KIF5B/CDKN2A 22 KEGG hsa04210 Apoptosis 37/1588 136/8135 0.01766 0.1449 0.121 CTSB/NRAS/CASP2/PIK3CD/PMAIP1/APAF1/TUBA1B/BCL2L1/TUBA1C/CTSS/DFFB/TUBA4A/LMNA/TUBA1A/CTSH/ACTG1/KRAS/TRAF2/ACTB/LMNB2/BID/CASP8/CASP10/ITPR2/TNFRSF10A/MCL1/TNFSF10/PARP1/FOS/CTSD/MAP3K14/CTSO/GADD45A/ERN1/PIK3R2/BCL2/HRAS 37 KEGG hsa00051 Fructose and mannose metabolism 12/1588 33/8135 0.01779 0.1449 0.121 ENOSF1/TPI1/PMM1/FBP1/ALDOC/PFKP/PFKM/GMPPB/GMDS/MPI/HK3/PFKFB3 12 KEGG hsa03410 Base excision repair 12/1588 33/8135 0.01779 0.1449 0.121 MBD4/FEN1/MPG/POLD1/NEIL2/NEIL1/LIG1/PARP1/NTHL1/XRCC1/APEX2/POLL 12 KEGG hsa05216 Thyroid cancer 13/1588 37/8135 0.01883 0.1497 0.125 TCF7L2/NRAS/TFG/NCOA4/KRAS/CDKN1A/RXRA/CCND1/CTNNB1/GADD45A/HRAS/PPARG/MYC 13 KEGG hsa05219 Bladder cancer 14/1588 41/8135 0.01956 0.1505 0.1257 NRAS/UPK3A/RB1/KRAS/CDKN1A/CCND1/E2F2/CDK4/MMP9/MMP2/HRAS/MYC/THBS1/CDKN2A 14 KEGG hsa05132 Salmonella infection 62/1588 249/8135 0.02029 0.1505 0.1257 TCF7L2/MAPK13/MAP2K7/PIK3CD/TUBA1B/TUBA1C/MLKL/RAB7B/TUBB6/TUBB/HSP90B1/RAB5A/TUBA4A/CASP1/ACTR3B/EXOC5/ARL8B/TUBA1A/STX10/MAP2K6/RALA/ANXA2/ACTR10/ACTG1/CASP4/MAP2K3/TUBB3/TUBB2A/CSE1L/ACTR1B/MAPK14/PIK3C2B/TRAF2/ARPC4/ACTB/KLC1/NAIP/CASP8/CTNNB1/MYD88/KPNA4/TNFRSF10A/TNFSF10/PAK1/NLRC4/S100A10/FOS/DCTN3/KPNA3/CYTH1/RPS3/DYNC2H1/CYFIP1/ACTR1A/M6PR/DYNC1I2/BCL2/DCTN4/HRAS/MYC/KIF5B/MAPK11 62 KEGG hsa04152 AMPK signaling pathway 33/1588 120/8135 0.02065 0.1505 0.1257 SCD/SREBF1/PIK3CD/PPP2R5B/LEP/FBP1/PPP2R3A/EEF2K/PFKP/FASN/RHEB/PRKAG2/PPP2R5A/PFKM/PPARGC1A/PPP2CA/CCND1/SIRT1/MLYCD/TSC2/EEF2/CAB39/IRS2/CREB3/STK11/PRKAB2/ELAVL1/CCNA2/EIF4EBP1/PIK3R2/HMGCR/PPARG/PFKFB3 33 KEGG hsa05203 Viral carcinogenesis 52/1588 204/8135 0.02073 0.1505 0.1257 CDK6/NRAS/YWHAH/GSN/RBPJ/STAT3/PIK3CD/PMAIP1/HDAC8/RBL1/HDAC10/RB1/RBPJL/HDAC9/CREBBP/KAT2A/KRAS/YWHAQ/CDK2/CDKN1A/CHD4/SKP2/TRAF2/TBP/IRF3/VAC14/STAT5A/PSMC1/GRB2/ACTN1/CCND1/CASP8/CDKN1B/TRAF3/UBE3A/YWHAG/CCND2/SNW1/STAT5B/SCIN/ATP6V0D1/CDK4/CREB3/GTF2B/PXN/CCNA2/CDKN2B/CDC20/PIK3R2/HRAS/CCR3/CDKN2A 52 KEGG hsa04066 HIF-1 signaling pathway 30/1588 109/8135 0.02615 0.1851 0.1546 LDHA/ENO1/PGK1/STAT3/PIK3CD/ALDOC/PFKP/CAMK2G/TFRC/SLC2A1/CREBBP/PFKM/CDKN1A/MKNK1/ENO2/CDKN1B/TIMP1/LDHB/PRKCA/PDHB/ANGPT1/RPS6/SERPINE1/EIF4EBP1/HK3/CUL2/ENO3/PIK3R2/BCL2/PFKFB3 30 KEGG hsa01240 Biosynthesis of cofactors 40/1588 153/8135 0.02659 0.1851 0.1546 MTHFD1L/DHRS3/NMNAT1/BCAT1/QPRT/ALPP/NADSYN1/PMM1/NMNAT3/VKORC1L1/PANK2/MTHFD2/GSS/GUSB/PPOX/ALPI/LIAS/GMPPB/LIPT1/NME3/COQ6/NQO1/AFMID/MPI/PPCDC/AKR1A1/MAT2A/MTHFD2L/COQ5/KYNU/NME1/MAT2B/COX15/PDXK/ALPL/SHMT2/MOCS1/MOCS2/PPCS/RDH11 40 KEGG hsa00670 One carbon pool by folate 8/1588 20/8135 0.02793 0.1904 0.159 MTHFD1L/ATIC/MTHFD2/GART/AMT/TYMS/MTHFD2L/SHMT2 8 KEGG hsa04370 VEGF signaling pathway 18/1588 59/8135 0.02885 0.1904 0.159 NRAS/MAPK13/PIK3CD/PLA2G4B/KRAS/RAC2/MAPK14/PPP3CC/PRKCA/HSPB1/PTGS2/PTK2/PXN/PLA2G4E/PPP3CB/PIK3R2/HRAS/MAPK11 18 KEGG hsa05215 Prostate cancer 27/1588 97/8135 0.02933 0.1904 0.159 TCF7L2/PLAU/NRAS/PDGFB/ETV5/PIK3CD/PTEN/HSP90B1/RB1/CREBBP/KRAS/CDK2/SOS2/CDKN1A/GRB2/CCND1/CDKN1B/CTNNB1/E2F2/SPINT1/IL1R2/GSTP1/CREB3/MMP9/PIK3R2/BCL2/HRAS 27 KEGG hsa00920 Sulfur metabolism 5/1588 10/8135 0.02964 0.1904 0.159 MPST/PAPSS2/IMPAD1/TST/SUOX 5 KEGG hsa04935 Growth hormone synthesis, secretion and action 32/1588 119/8135 0.03041 0.1907 0.1593 NRAS/ADCY3/MAPK13/STAT3/PIK3CD/PLCB1/PLCB2/JUNB/ADCY9/MAP2K6/CREBBP/KRAS/MAP2K3/GNAS/SOS2/MAPK14/STAT5A/GRB2/ITPR2/PRKCA/SOCS1/PTK2/STAT5B/IRS2/FOS/CSH2/CREB3/CACNA1D/PIK3R2/SSTR2/HRAS/MAPK11 32 KEGG hsa04380 Osteoclast differentiation 34/1588 128/8135 0.03116 0.1907 0.1593 ACP5/LILRB4/MAPK13/FCGR2B/MAP2K7/PIK3CD/JUNB/LILRB5/MAP2K6/TREM2/FCGR1A/CSF1R/LILRA1/LILRA3/MAPK14/TRAF2/NCF1/GRB2/PPP3CC/IFNAR1/NCF4/TGFBR1/SOCS1/FOS/MAP3K14/TNFRSF11A/PPP3CB/TEC/PIK3R2/SIRPB1/PPARG/BTK/MAPK11/LCK 34 KEGG hsa04137 Mitophagy - animal 21/1588 72/8135 0.03141 0.1907 0.1593 NRAS/MRAS/OPTN/BCL2L1/RAB7B/USP15/TBC1D17/MAP1LC3B/SP1/KRAS/RRAS2/ATG9A/CITED2/GABARAPL1/BNIP3/CALCOCO2/CSNK2A2/GABARAP/PINK1/TOMM7/HRAS 21 KEGG hsa04664 Fc epsilon RI signaling pathway 20/1588 68/8135 0.0323 0.1918 0.1602 NRAS/MAPK13/MAP2K7/PIK3CD/PLA2G4B/MAP2K6/KRAS/RAC2/MAP2K3/SOS2/INPP5D/MAPK14/ALOX5AP/GRB2/PRKCA/PLA2G4E/PIK3R2/HRAS/BTK/MAPK11 20 KEGG hsa04012 ErbB signaling pathway 24/1588 85/8135 0.03273 0.1918 0.1602 NRAS/ABL2/MAP2K7/PIK3CD/CAMK2G/CBL/KRAS/SOS2/CDKN1A/STAT5A/GRB2/NRG3/NCK1/CBLB/CDKN1B/PRKCA/PAK1/PTK2/STAT5B/PAK2/EIF4EBP1/PIK3R2/HRAS/MYC 24 KEGG hsa00562 Inositol phosphate metabolism 21/1588 73/8135 0.03625 0.2052 0.1714 IMPA2/PI4K2A/TPI1/PIK3CD/ITPKA/PLCB1/PLCB2/PTEN/MTMR3/PLCD1/MTMR2/FIG4/INPP5D/PIK3C2B/INPPL1/ITPK1/PI4KB/CDIPT/MTMR14/SYNJ2/ITPKB 21 KEGG hsa04115 p53 signaling pathway 21/1588 73/8135 0.03625 0.2052 0.1714 CDK6/PMAIP1/APAF1/BCL2L1/PTEN/COP1/CDK2/CDKN1A/CCND1/BID/CASP8/CCNB2/TNFRSF10A/CCND2/TSC2/CDK4/GADD45A/SERPINE1/BCL2/THBS1/CDKN2A 21 KEGG hsa05210 Colorectal cancer 24/1588 86/8135 0.03728 0.2059 0.172 TCF7L2/NRAS/RALGDS/PIK3CD/PMAIP1/RALA/KRAS/RAC2/SMAD3/SOS2/CDKN1A/APPL1/GRB2/CCND1/CTNNB1/MLH1/TGFBR1/FOS/GADD45A/SMAD2/PIK3R2/BCL2/HRAS/MYC 24 KEGG hsa00770 Pantothenate and CoA biosynthesis 8/1588 21/8135 0.03761 0.2059 0.172 BCAT1/PANK2/CSAD/VNN1/VNN2/PPCDC/DPYD/PPCS 8 KEGG hsa04625 C-type lectin receptor signaling pathway 28/1588 104/8135 0.04032 0.2172 0.1814 NRAS/MRAS/MAPK13/PIK3CD/CARD9/CASP1/KRAS/RRAS2/MAPK14/CLEC4E/PPP3CC/CLEC1B/CALM1/CBLB/PRKCD/CASP8/ITPR2/CLEC7A/PAK1/IKBKE/PTGS2/MAP3K14/CLEC4D/PPP3CB/NFATC3/PIK3R2/HRAS/MAPK11 28 KEGG hsa04961 Endocrine and other factor-regulated calcium reabsorption 16/1588 53/8135 0.04164 0.2207 0.1844 CLTCL1/PLCB1/PLCB2/ADCY9/ATP1B3/VDR/GNAS/SLC8A1/KL/PRKCA/ATP1A3/ATP1A1/ATP1B2/ESR1/RAB11A/ATP1B1 16 KEGG hsa04917 Prolactin signaling pathway 20/1588 70/8135 0.0431 0.2235 0.1866 NRAS/MAPK13/STAT3/PIK3CD/KRAS/SOS2/MAPK14/STAT5A/GRB2/CCND1/GALT/CCND2/SOCS1/STAT5B/FOS/TNFRSF11A/PIK3R2/HRAS/ESR1/MAPK11 20 KEGG hsa04216 Ferroptosis 13/1588 41/8135 0.04349 0.2235 0.1866 ACSL3/SLC11A2/PCBP2/SLC39A8/SLC40A1/GSS/MAP1LC3B/TFRC/PRNP/NCOA4/CP/SLC3A2/ACSL5 13 KEGG hsa00480 Glutathione metabolism 17/1588 58/8135 0.04746 0.2371 0.198 MGST1/IDH2/GSS/PGD/GSTO1/GSTM1/GSTM4/RRM1/GPX3/GSTM2/ODC1/GSTP1/GSTM5/GSR/GSTK1/LAP3/OPLAH 17 KEGG hsa05214 Glioma 21/1588 75/8135 0.04755 0.2371 0.198 CDK6/NRAS/PDGFB/PIK3CD/CAMK2G/PTEN/RB1/KRAS/SOS2/CDKN1A/GRB2/CALM1/CCND1/E2F2/PRKCA/CDK4/CAMK1D/GADD45A/PIK3R2/HRAS/CDKN2A 21 KEGG hsa04910 Insulin signaling pathway 35/1588 137/8135 0.0492 0.2386 0.1993 NRAS/SREBF1/PIK3CD/FLOT1/FBP1/PHKA2/TRIP10/FASN/RHEB/CBL/PRKAG2/KRAS/SOS2/PHKG2/PTPN1/MKNK1/INPPL1/GRB2/PPARGC1A/PRKAR2A/CALM1/CBLB/PYGL/PPP1R3D/SOCS1/TSC2/IRS2/RAPGEF1/RPS6/PRKAB2/EIF4EBP1/HK3/PPP1R3F/PIK3R2/HRAS 35 KEGG hsa00900 Terpenoid backbone biosynthesis 8/1588 22/8135 0.04929 0.2386 0.1993 IDI2/MVD/GGPS1/ACAT1/PCYOX1/HMGCS1/HMGCR/PDSS2 8 KEGG hsa05022 Pathways of neurodegeneration - multiple diseases 107/1588 476/8135 0.05449 0.2547 0.2127 VDAC1/NRAS/MAPK13/FRAT1/MAP2K7/OPTN/APAF1/TUBA1B/PLCB1/LRRK2/PSMD14/BCL2L1/HSPA5/PLCB2/UQCRB/TUBA1C/TOMM40/TUBB6/WNT5B/CAMK2G/TUBB/PSMC2/MAP1LC3B/RAB5A/CAT/RAB1A/FZD5/TUBA4A/TUBA1A/PRNP/MAP2K6/ATP2A2/ACTR10/KRAS/MAP2K3/PSMD12/TUBB3/TUBB2A/ACTR1B/FIG4/NDUFV3/LRP6/DNAL4/GPX3/MAPK14/TRAF2/ATG2B/PSMA6/FRAT2/SDHD/PSMC1/PPP3CC/KLC1/UBE2J1/C9orf72/CALM1/PSMD3/PSMC3/SPG11/BID/AGER/CASP8/UBA7/VCP/UQCRC1/CTNNB1/ITPR2/PSMD7/PRKCA/NDUFB1/CSNK1E/TARDBP/DERL1/PTGS2/UCHL1/CHMP2B/CSNK2A2/DLG4/DNAH1/DCTN3/CCS/PSMD1/CACNA1B/PINK1/ATXN2L/PSMD2/SLC25A4/NDUFA10/WNT10A/ACTR1A/DNAI2/PSMD8/PPP3CB/NDUFA4L2/ERN1/CACNA1D/TOMM40L/ATF6/BCL2/DCTN4/HRAS/ATG2A/PSMD4/PSMD9/KIF5B/MAPK11/WNT6 107 KEGG hsa00603 Glycosphingolipid biosynthesis - globo and isoglobo series 6/1588 15/8135 0.0549 0.2547 0.2127 GBGT1/B3GALNT1/GLA/HEXB/ST3GAL2/ST3GAL1 6 KEGG hsa00604 Glycosphingolipid biosynthesis - ganglio series 6/1588 15/8135 0.0549 0.2547 0.2127 HEXB/ST3GAL2/ST3GAL1/ST6GALNAC6/ST6GALNAC4/ST8SIA5 6 KEGG hsa04610 Complement and coagulation cascades 23/1588 85/8135 0.05612 0.2568 0.2145 PLAU/VSIG4/PROS1/C1QC/C3AR1/C1QB/SERPINB2/C8G/CFB/CFHR5/CFD/C1R/C1QA/C5/SERPIND1/CD59/F13B/PLAUR/PROC/SERPINE1/CFHR2/THBD/F12 23 KEGG hsa00531 Glycosaminoglycan degradation 7/1588 19/8135 0.06021 0.2718 0.227 IDS/GUSB/IDUA/HEXB/HYAL4/HYAL3/ARSB 7 KEGG hsa04911 Insulin secretion 23/1588 86/8135 0.063 0.2806 0.2343 ADCY3/PLCB1/PLCB2/CAMK2G/ADCY9/ATP1B3/SLC2A1/SNAP25/GLP1R/GNAS/VAMP2/RAB3A/KCNN4/PRKCA/ATP1A3/ATP1A1/TRPM4/ATP1B2/CREB3/KCNMB1/ADCYAP1/CACNA1D/ATP1B1 23 KEGG hsa05211 Renal cell carcinoma 19/1588 69/8135 0.06665 0.2929 0.2446 NRAS/PDGFB/PIK3CD/EPAS1/SLC2A1/CREBBP/KRAS/SOS2/CDKN1A/FLCN/GRB2/PAK1/PRCC/RAPGEF1/PAK2/CUL2/PIK3R2/HRAS/ETS1 19 KEGG hsa04612 Antigen processing and presentation 21/1588 78/8135 0.06895 0.2991 0.2498 CTSB/LGMN/HSPA1L/HLA-DPA1/CIITA/HSPA5/HLA-DOA/HLA-DMA/CTSS/KLRC4/CALR/IFI30/CANX/HLA-DRA/HLA-DQA1/HLA-DPB1/NFYB/TAPBP/HLA-DQB1/CD8A/KIR3DL2 21 KEGG hsa05150 Staphylococcus aureus infection 25/1588 96/8135 0.07134 0.3054 0.255 FPR3/FCGR2B/HLA-DPA1/CAMP/C1QC/C3AR1/HLA-DOA/HLA-DMA/C1QB/ITGAL/KRT9/FCGR1A/HLA-DRA/HLA-DQA1/HLA-DPB1/CFB/DEFB1/CFD/C1R/C1QA/C5/FPR1/HLA-DQB1/FCAR/KRT34 25 KEGG hsa04062 Chemokine signaling pathway 46/1588 192/8135 0.07223 0.3054 0.255 CXCL9/GNG10/NRAS/ADCY3/STAT3/RASGRP2/PIK3CD/PLCB1/PLCB2/ADCY9/ARRB2/PTK2B/CXCL16/KRAS/RAC2/CCL2/SOS2/NCF1/CXCR3/GRB2/CCL5/TIAM1/PRKCD/CCR10/GNG2/FGR/CCL4L1/PAK1/CCL18/PTK2/STAT5B/PREX1/PXN/GSK3A/CCL13/CCL1/CXCR6/ITK/CXCL13/GNG11/GRK6/GNB1/PIK3R2/HRAS/CCR3/CXCR4 46 KEGG hsa00532 Glycosaminoglycan biosynthesis - chondroitin sulfate / dermatan sulfate 7/1588 20/8135 0.07759 0.321 0.2681 DSE/CHST14/XYLT2/CHSY1/CHST7/CHST3/UST 7 KEGG hsa04540 Gap junction 23/1588 88/8135 0.07848 0.321 0.2681 NRAS/ADCY3/PDGFB/TUBA1B/PLCB1/PLCB2/TUBA1C/TUBB6/TUBB/ADCY9/TUBA4A/TUBA1A/KRAS/TUBB3/TUBB2A/GNAS/SOS2/GRB2/MAP2K5/ITPR2/PRKCA/CSNK1D/HRAS 23 KEGG hsa04070 Phosphatidylinositol signaling system 25/1588 97/8135 0.07902 0.321 0.2681 IMPA2/PI4K2A/PIK3CD/ITPKA/PLCB1/PLCB2/PTEN/MTMR3/IMPAD1/PLCD1/MTMR2/INPP5D/PIK3C2B/CDS1/INPPL1/CALM1/ITPK1/PI4KB/ITPR2/PRKCA/CDIPT/MTMR14/SYNJ2/PIK3R2/ITPKB 25 KEGG hsa04918 Thyroid hormone synthesis 20/1588 75/8135 0.08105 0.321 0.2681 ADCY3/PLCB1/HSPA5/PLCB2/HSP90B1/ADCY9/ATP1B3/CANX/GNAS/GPX3/PDIA4/ITPR2/PRKCA/GSR/ATP1A3/ATP1A1/ATP1B2/CREB3/ASGR1/ATP1B1 20 KEGG hsa04926 Relaxin signaling pathway 32/1588 129/8135 0.08136 0.321 0.2681 GNG10/NRAS/ADCY3/MAPK13/MAP2K7/PIK3CD/PLCB1/PLCB2/ADCY9/VEGFB/ARRB2/KRAS/GNAS/SOS2/GNA15/MAPK14/GRB2/GNG2/TGFBR1/PRKCA/FOS/CREB3/EDNRB/COL4A5/MMP9/SMAD2/GNG11/GNB1/PIK3R2/MMP2/HRAS/MAPK11 32 KEGG hsa04672 Intestinal immune network for IgA production 14/1588 49/8135 0.08169 0.321 0.2681 HLA-DPA1/HLA-DOA/HLA-DMA/CD40/HLA-DRA/CD80/HLA-DQA1/HLA-DPB1/CCR10/HLA-DQB1/MAP3K14/IL15/ICOS/CXCR4 14 KEGG hsa05213 Endometrial cancer 16/1588 58/8135 0.08617 0.3296 0.2752 TCF7L2/NRAS/PIK3CD/PTEN/CTNNA1/KRAS/SOS2/CDKN1A/GRB2/CCND1/CTNNB1/MLH1/GADD45A/PIK3R2/HRAS/MYC 16 KEGG hsa05162 Measles 34/1588 139/8135 0.08722 0.3296 0.2752 HSPA1L/CDK6/FCGR2B/STAT3/PIK3CD/SLAMF1/APAF1/IL2RG/BCL2L1/EIF2AK4/EIF3H/CDK2/IRF3/TNFAIP3/STAT5A/IFNAR1/CBLB/CCND1/BID/CASP8/CDKN1B/CD3D/MYD88/TRAF3/IL2RB/CCND2/IKBKE/CSNK2A2/STAT5B/FOS/CDK4/CD3G/PIK3R2/BCL2 34 KEGG hsa04750 Inflammatory mediator regulation of TRP channels 25/1588 98/8135 0.08724 0.3296 0.2752 F2RL1/ADCY3/MAPK13/PIK3CD/PLCB1/PRKCQ/PLCB2/CAMK2G/ADCY9/PLA2G4B/PRKCH/MAP2K6/TRPV2/MAP2K3/GNAS/MAPK14/PLA2G6/CALM1/PRKCD/ITPR2/PRKCA/PTGER2/PLA2G4E/PIK3R2/MAPK11 25 KEGG hsa04010 MAPK signaling pathway 67/1588 294/8135 0.08782 0.3296 0.2752 HSPA1L/NRAS/MRAS/MAPK13/PDGFB/GNA12/MAP2K7/DUSP3/RASGRP2/MAP3K8/RASGRP3/PTPN7/MAP4K3/CACNA2D3/ECSIT/VEGFB/RASGRP4/DUSP6/PLA2G4B/MAP2K6/MAPKAPK5/ARRB2/KRAS/RAC2/MAP2K3/CSF1R/MAPK8IP3/RRAS2/SOS2/DUSP16/MAP3K6/MAPK14/TRAF2/MKNK1/GRB2/PPP3CC/DUSP1/CDC25B/RPS6KA1/MYD88/MAP2K5/TGFBR1/PRKCA/PAK1/MAP3K12/HSPB1/CACNG5/FOS/MAP3K14/ANGPT1/MAP3K3/CACNA1B/PAK2/MAP4K2/GADD45A/MAP4K4/PLA2G4E/RASA1/NF1/PPP3CB/PTPRR/NFATC3/CACNA1D/PPP5C/HRAS/MYC/MAPK11 67 KEGG hsa00010 Glycolysis / Gluconeogenesis 18/1588 67/8135 0.08902 0.3296 0.2753 LDHA/ENO1/PGK1/TPI1/ACSS1/GALM/FBP1/ALDOC/PFKP/PFKM/GPI/ENO2/LDHB/PDHB/AKR1A1/ALDH3B1/HK3/ENO3 18 KEGG hsa04971 Gastric acid secretion 20/1588 76/8135 0.09068 0.3296 0.2753 ADCY3/PLCB1/PLCB2/CAMK2G/ADCY9/ATP1B3/ACTG1/GNAS/CA2/ACTB/CALM1/ITPR2/PRKCA/ATP1A3/ATP1A1/ATP1B2/SLC9A4/SSTR2/ATP1B1/KCNJ15 20 KEGG hsa01250 Biosynthesis of nucleotide sugars 11/1588 37/8135 0.09079 0.3296 0.2753 PGM3/PMM1/UAP1L1/GPI/GMPPB/GFPT1/GMDS/GALT/MPI/HK3/UAP1 11 KEGG hsa04921 Oxytocin signaling pathway 37/1588 154/8135 0.09532 0.3423 0.2859 NRAS/ADCY3/PLCB1/PLCB2/CACNA2D3/EEF2K/CAMK2G/ADCY9/RGS2/PLA2G4B/PRKAG2/ACTG1/KRAS/PPP1R12B/GNAS/CDKN1A/PPP3CC/ACTB/CALM1/CCND1/MAP2K5/KCNJ14/ITPR2/PRKCA/CACNG5/PTGS2/EEF2/FOS/CAMK1D/PRKAB2/PLA2G4E/PPP3CB/NFATC3/CD38/KCNJ5/CACNA1D/HRAS 37 KEGG hsa03050 Proteasome 13/1588 46/8135 0.09804 0.3484 0.2909 PSMD14/PSMC2/PSMD12/PSMA6/PSMC1/PSMD3/PSMC3/PSMD7/PSMD1/PSMD2/PSMD8/PSMD4/PSMD9 13 KEGG hsa05130 Pathogenic Escherichia coli infection 46/1588 197/8135 0.1017 0.3575 0.2986 LPAR5/MAPK13/GNA12/TUBA1B/TUBA1C/MYO1F/ARHGEF1/TUBB6/TUBB/RAB1A/TUBA4A/CASP1/ACTR3B/TUBA1A/ACTG1/CASP4/TUBB3/ARHGEF2/TUBB2A/MYO1E/MAPK14/TRAF2/CLDN17/ARPC4/SLC9A3R1/MYO1C/ACTB/NCK1/NAIP/CASP8/PTPN6/MYD88/TNFRSF10A/MYO5A/TNFSF10/PAK1/FOS/CYTH1/PAK2/RPS3/CYFIP1/TMBIM6/WIPF2/CLDN9/MAPK11/SEC24A 46 KEGG hsa01524 Platinum drug resistance 19/1588 73/8135 0.1062 0.3619 0.3022 MGST1/PIK3CD/PMAIP1/APAF1/BCL2L1/GSTO1/GSTM1/GSTM4/CDKN1A/GSTM2/BID/CASP8/MLH1/ATP7A/GSTP1/GSTM5/PIK3R2/BCL2/CDKN2A 19 KEGG hsa05340 Primary immunodeficiency 11/1588 38/8135 0.1063 0.3619 0.3022 CIITA/IL2RG/IL7R/ADA/CD40/AIRE/CD3D/CD8A/ICOS/BTK/LCK 11 KEGG hsa05135 Yersinia infection 33/1588 137/8135 0.1072 0.3619 0.3022 MAPK13/FN1/MAP2K7/PIK3CD/ARHGEF1/CASP1/ACTR3B/MAP2K6/PTK2B/ACTG1/RAC2/MAP2K3/CCL2/MAPK14/TRAF2/IRF3/ARPC4/ACTB/RPS6KA1/MYD88/DOCK1/NLRC4/PTK2/FOS/MEFV/PXN/CD8A/WIPF2/NFATC3/PIK3R2/MAPK11/LCK/ITGA5 33 KEGG hsa05170 Human immunodeficiency virus 1 infection 49/1588 212/8135 0.1073 0.3619 0.3022 GNG10/NRAS/MAPK13/MAP2K7/PIK3CD/APOBEC3H/BCL2L1/TRIM5/CALR/CFL2/MAP2K6/PTK2B/KRAS/RAC2/MAP2K3/MAPK14/TRAF2/IRF3/AP1G2/PPP3CC/CALM1/AP1B1/BID/CASP8/TAPBP/GNG2/CD3D/MYD88/LIMK2/CCNB2/ITPR2/PRKCA/PAK1/PTK2/FOS/PXN/PAK2/CD3G/PPP3CB/CD247/BTRC/NFATC3/GNG11/GNB1/PIK3R2/BCL2/HRAS/MAPK11/CXCR4 49 KEGG hsa04621 NOD-like receptor signaling pathway 43/1588 184/8135 0.1094 0.3649 0.3047 CTSB/VDAC1/MAPK13/CAMP/TRIP6/P2RX7/PLCB1/BCL2L1/PLCB2/CARD9/NLRX1/RBCK1/MAP1LC3B/PSTPIP1/NLRP1/CASP1/NAMPT/TRPV2/CASP4/CCL2/RNF31/MAPK14/TRAF2/IRF3/TNFAIP3/TP53BP1/GABARAPL1/IFNAR1/CCL5/NAIP/PRKCD/CASP8/MYD88/TRAF3/ITPR2/TXNIP/NLRC4/IKBKE/GABARAP/PANX1/MEFV/BCL2/MAPK11 43 KEGG hsa04150 mTOR signaling pathway 37/1588 156/8135 0.1103 0.3649 0.3047 RRAGD/NRAS/RRAGC/SLC7A5/PIK3CD/WNT5B/ATP6V1E2/PTEN/MAPKAP1/RHEB/FZD5/WDR59/SEH1L/KRAS/SOS2/FLCN/LRP6/SKP2/GRB2/RPS6KA1/SLC3A2/EIF4B/RICTOR/PRKCA/LPIN3/TSC2/CAB39/RPS6/STK11/LPIN2/WNT10A/EIF4EBP1/WDR24/DDIT4/PIK3R2/HRAS/WNT6 37 KEGG hsa04973 Carbohydrate digestion and absorption 13/1588 47/8135 0.1125 0.3682 0.3076 PIK3CD/PLCB1/PLCB2/SLC37A4/ATP1B3/SLC2A5/ATP1A3/ATP1A1/ATP1B2/HK3/CACNA1D/PIK3R2/ATP1B1 13 KEGG hsa00630 Glyoxylate and dicarboxylate metabolism 9/1588 30/8135 0.1141 0.3702 0.3091 GLUL/ACSS1/CAT/PCCA/ACAT1/AMT/AFMID/MCEE/SHMT2 9 KEGG hsa05321 Inflammatory bowel disease 17/1588 65/8135 0.1176 0.3775 0.3153 MAF/HLA-DPA1/STAT3/IL2RG/HLA-DOA/HLA-DMA/HLA-DRA/SMAD3/HLA-DQA1/HLA-DPB1/STAT4/HLA-DQB1/IL18RAP/IL18R1/SMAD2/FOXP3/STAT6 17 KEGG hsa00533 Glycosaminoglycan biosynthesis - keratan sulfate 5/1588 14/8135 0.1196 0.3803 0.3176 ST3GAL2/FUT8/ST3GAL1/B3GNT2/CHST2 5 KEGG hsa04630 JAK-STAT signaling pathway 38/1588 162/8135 0.1209 0.381 0.3182 PIM1/PDGFB/STAT3/PIK3CD/IL2RG/BCL2L1/LEP/IL11RA/IL7R/CREBBP/SOS2/CDKN1A/CSF3R/STAT5A/GRB2/IFNAR1/STAT4/FHL1/CCND1/PTPN6/MCL1/IL2RB/CCND2/SOCS1/STAT5B/PTPN2/CSH2/IL22RA1/IL15/STAT6/CTF1/IL10RA/IL20RB/PIK3R2/BCL2/EPOR/HRAS/MYC 38 KEGG hsa05230 Central carbon metabolism in cancer 18/1588 70/8135 0.1243 0.388 0.324 LDHA/NRAS/SLC7A5/PIK3CD/IDH2/PFKP/PTEN/SLC2A1/KRAS/PFKM/SLC16A3/LDHB/PDHB/HK3/SLC1A5/PIK3R2/HRAS/MYC 18 KEGG hsa05142 Chagas disease 25/1588 102/8135 0.1256 0.3886 0.3245 MAPK13/C1QC/PIK3CD/PLCB1/PLCB2/C1QB/CALR/CCL2/GNAS/GNA15/MAPK14/PPP2CA/CCL5/CASP8/C1QA/CD3D/MYD88/TGFBR1/FOS/CD3G/SERPINE1/SMAD2/CD247/PIK3R2/MAPK11 25 KEGG hsa04211 Longevity regulating pathway 22/1588 89/8135 0.1345 0.4088 0.3414 NRAS/ADCY3/PIK3CD/ADCY9/CAT/RHEB/PRKAG2/KRAS/APPL1/PPARGC1A/EHMT2/KL/SIRT1/TSC2/IRS2/CREB3/STK11/PRKAB2/EIF4EBP1/PIK3R2/HRAS/PPARG 22 KEGG hsa04962 Vasopressin-regulated water reabsorption 12/1588 44/8135 0.1346 0.4088 0.3414 ADCY3/STX4/RAB5A/ADCY9/GNAS/VAMP2/ARHGDIA/CREB3/DYNC2H1/DYNC1I2/DCTN4/RAB11A 12 KEGG hsa05212 Pancreatic cancer 19/1588 76/8135 0.1438 0.4288 0.3581 CDK6/RALGDS/STAT3/PIK3CD/BCL2L1/RB1/RALA/KRAS/RAC2/SMAD3/CDKN1A/CCND1/E2F2/TGFBR1/CDK4/GADD45A/SMAD2/PIK3R2/CDKN2A 19 KEGG hsa03060 Protein export 7/1588 23/8135 0.1451 0.4288 0.3581 HSPA5/OXA1L/IMMP2L/SEC11A/SEC62/SRP54/SPCS3 7 KEGG hsa04964 Proximal tubule bicarbonate reclamation 7/1588 23/8135 0.1451 0.4288 0.3581 ATP1B3/CA2/ATP1A3/ATP1A1/SLC9A3/ATP1B2/ATP1B1 7 KEGG hsa00760 Nicotinate and nicotinamide metabolism 10/1588 36/8135 0.1488 0.436 0.3641 NMNAT1/QPRT/BST1/NADSYN1/NMNAT3/NAMPT/SIRT1/SIRT4/NNT/CD38 10 KEGG hsa00130 Ubiquinone and other terpenoid-quinone biosynthesis 4/1588 11/8135 0.1505 0.4372 0.3652 VKORC1L1/COQ6/NQO1/COQ5 4 KEGG hsa04936 Alcoholic liver disease 33/1588 142/8135 0.1536 0.4395 0.367 TCF7L2/SCD/SREBF1/MAPK13/C1QC/MAP2K7/C3AR1/C1QB/FASN/PRKAG2/MAP2K6/MAP2K3/MAPK14/IRF3/LBP/PPARGC1A/CCND1/CASP8/C1QA/CTNNB1/C5/MYD88/TRAF3/SIRT1/MLYCD/LPIN3/IKBKE/IL17RA/MAP3K14/ACADVL/PRKAB2/LPIN2/MAPK11 33 KEGG hsa05152 Tuberculosis 41/1588 180/8135 0.1539 0.4395 0.367 MAPK13/FCGR2B/HLA-DPA1/CAMP/CIITA/APAF1/CORO1A/CARD9/HLA-DOA/HLA-DMA/CTSS/CAMK2G/RAB5A/IRAK2/CREBBP/VDR/ATP6V0A1/FCGR1A/HLA-DRA/HLA-DQA1/MAPK14/HLA-DPB1/NFYB/LBP/CLEC4E/PPP3CC/CALM1/BID/CASP8/CASP10/MYD88/CLEC7A/HLA-DQB1/CTSD/ATP6V0D1/ATP6AP1/PPP3CB/EEA1/IL10RA/BCL2/MAPK11 41 KEGG hsa04670 Leukocyte transendothelial migration 27/1588 114/8135 0.156 0.4416 0.3688 MAPK13/PIK3CD/CTNND1/ITGAL/PTK2B/CTNNA1/ACTG1/RAC2/MAPK14/CLDN17/TXK/NCF1/ACTB/ACTN1/NCF4/CTNNB1/PRKCA/PTK2/PECAM1/PXN/MMP9/ITK/PIK3R2/MMP2/CLDN9/MAPK11/CXCR4 27 KEGG hsa05164 Influenza A 39/1588 171/8135 0.1589 0.4416 0.3688 VDAC1/CDK6/HLA-DPA1/CIITA/PIK3CD/APAF1/NLRX1/HLA-DOA/HLA-DMA/CASP1/DNAJC3/CREBBP/ACTG1/HLA-DRA/CCL2/HLA-DQA1/HLA-DPB1/IRF3/DNAJB1/ACTB/IFNAR1/PABPN1/CCL5/CALCOCO2/BID/CASP8/MYD88/TRAF3/TNFRSF10A/PRKCA/TNFSF10/HLA-DQB1/IKBKE/KPNA6/CDK4/XPO1/SLC25A4/PIK3R2/RAB11A 39 KEGG hsa04071 Sphingolipid signaling pathway 28/1588 119/8135 0.1596 0.4416 0.3688 NRAS/MAPK13/GNA12/PIK3CD/SGPL1/PPP2R5B/PLCB1/PLCB2/PPP2R3A/PTEN/PPP2R5A/KRAS/RAC2/MAPK14/TRAF2/PPP2CA/BID/PRKCA/DEGS1/CTSD/NSMAF/S1PR3/S1PR4/PIK3R2/BCL2/HRAS/SPTLC2/MAPK11 28 KEGG hsa05160 Hepatitis C 36/1588 157/8135 0.1616 0.4416 0.3688 CD81/CDK6/NRAS/YWHAH/STAT3/PIK3CD/NR1H3/APAF1/EIF2AK4/RB1/EIF3E/KRAS/YWHAQ/CDK2/SOS2/CDKN1A/TRAF2/IRF3/CLDN17/GRB2/IFNAR1/RXRA/PPP2CA/CCND1/BID/CASP8/CTNNB1/E2F2/TRAF3/YWHAG/IKBKE/CDK4/PIK3R2/HRAS/MYC/CLDN9 36 KEGG hsa04979 Cholesterol metabolism 13/1588 50/8135 0.1626 0.4416 0.3688 VDAC1/ABCA1/NPC1/APOE/NPC2/PLTP/LDLRAP1/LCAT/APOC1/CETP/OSBPL5/APOH/SOAT1 13 KEGG hsa05110 Vibrio cholerae infection 13/1588 50/8135 0.1626 0.4416 0.3688 ADCY3/ATP6V1E2/ADCY9/KDELR2/ACTG1/ATP6V0A1/GNAS/PDIA4/ACTB/TJP2/PRKCA/ATP6V0D1/ATP6AP1 13 KEGG hsa05017 Spinocerebellar ataxia 33/1588 143/8135 0.1641 0.4418 0.369 VDAC1/RBPJ/PIK3CD/PLCB1/PSMD14/PLCB2/PSMC2/RBPJL/SP1/ATP2A2/PSMD12/TRAF2/ATG2B/TBP/PSMA6/PSMC1/PSMD3/PSMC3/ITPR2/PSMD7/PRKCA/GRIN3B/PSMD1/GTF2B/ATXN2L/PSMD2/SLC25A4/PSMD8/ERN1/PIK3R2/ATG2A/PSMD4/PSMD9 33 KEGG hsa04015 Rap1 signaling pathway 47/1588 210/8135 0.1654 0.4418 0.369 SIPA1L2/LPAR5/NRAS/RALGDS/ADCY3/MRAS/MAPK13/PDGFB/RASGRP2/PIK3CD/RGS14/PLCB1/PLCB2/RASGRP3/CTNND1/ITGAL/ADCY9/RAPGEF6/VEGFB/MAP2K6/RALA/ACTG1/KRAS/RAC2/MAP2K3/CSF1R/GNAS/MAPK14/ACTB/CALM1/TIAM1/ADORA2B/CTNNB1/FPR1/PRKCA/SIPA1L3/PRKD3/RAPGEF1/ANGPT1/TLN2/PRKD2/DOCK4/PIK3R2/SKAP1/HRAS/THBS1/MAPK11 47 KEGG hsa05020 Prion disease 60/1588 273/8135 0.1671 0.443 0.3699 VDAC1/HSPA1L/MAPK13/C1QC/PIK3CD/APAF1/TUBA1B/PSMD14/HSPA5/UQCRB/TUBA1C/TUBB6/C1QB/TUBB/PSMC2/TUBA4A/TUBA1A/PRNP/RAC2/C8G/PSMD12/TUBB3/TUBB2A/NDUFV3/MAPK14/STIP1/PSMA6/NCF1/SDHD/PSMC1/PPP3CC/KLC1/CCL5/PSMD3/PSMC3/PRKCD/NCF4/C1QA/UQCRC1/C5/ITPR2/PSMD7/NDUFB1/GRIN3B/CSNK2A2/PSMD1/CREB3/CACNA1B/PSMD2/SLC25A4/NDUFA10/PSMD8/PPP3CB/NDUFA4L2/CACNA1D/PIK3R2/PSMD4/PSMD9/KIF5B/MAPK11 60 KEGG hsa04929 GnRH secretion 16/1588 64/8135 0.1695 0.4458 0.3723 NRAS/SPP1/PIK3CD/PLCB1/PLCB2/GABBR1/ARRB2/KRAS/GNRH2/KCNN4/ITPR2/PRKCA/KCNJ5/CACNA1D/PIK3R2/HRAS 16 KEGG hsa00534 Glycosaminoglycan biosynthesis - heparan sulfate / heparin 7/1588 24/8135 0.1722 0.4476 0.3738 EXTL2/EXTL3/HS3ST1/XYLT2/GLCE/EXT1/HS3ST3B1 7 KEGG hsa04928 Parathyroid hormone synthesis, secretion and action 25/1588 106/8135 0.1729 0.4476 0.3738 ADCY3/GNA12/PLCB1/PLCB2/ARHGEF1/ADCY9/SP1/MAFB/NACA/ARRB2/VDR/GNAS/CDKN1A/LRP6/SLC9A3R1/MEF2A/RXRA/BGLAP/KL/ITPR2/PRKCA/FOS/CREB3/BCL2/PDE4D 25 KEGG hsa04514 Cell adhesion molecules 34/1588 149/8135 0.1777 0.4536 0.3789 ALCAM/HLA-DPA1/CD276/ITGAV/NTNG2/SELL/HLA-DOA/SDC4/HLA-DMA/ITGAL/CD2/CD40/PTPRM/HLA-DRA/CD80/HLA-DQA1/HLA-DPB1/CLDN17/L1CAM/ICAM3/CDH2/CD6/SDC2/HLA-DQB1/CD226/PECAM1/ICAM2/PDCD1LG2/CD8A/CD58/CD274/NFASC/ICOS/CLDN9 34 KEGG hsa04666 Fc gamma R-mediated phagocytosis 23/1588 97/8135 0.1779 0.4536 0.3789 FCGR2B/GSN/PIK3CD/ACTR3B/CFL2/PLA2G4B/RAC2/FCGR1A/INPP5D/INPPL1/BIN1/PLA2G6/ARPC4/NCF1/PRKCD/DOCK1/LIMK2/PRKCA/PAK1/SCIN/PLA2G4E/MARCKSL1/PIK3R2 23 KEGG hsa04130 SNARE interactions in vesicular transport 9/1588 33/8135 0.18 0.4554 0.3803 STX4/GOSR1/STX11/VAMP2/SNAP23/STX6/USE1/VAMP3/STX16 9 KEGG hsa05167 Kaposi sarcoma-associated herpesvirus infection 43/1588 194/8135 0.1966 0.4936 0.4123 TCF7L2/GNG10/CDK6/NRAS/MAPK13/PDGFB/STAT3/MAP2K7/PIK3CD/MAP1LC3B/RB1/MAP2K6/CREBBP/KRAS/CDKN1A/MAPK14/TRAF2/IRF3/PPP3CC/IFNAR1/CALM1/CCND1/BID/CASP8/GNG2/CTNNB1/E2F2/TRAF3/ITPR2/IKBKE/PTGS2/FOS/CDK4/PREX1/PPP3CB/NFATC3/GNG11/GNB1/PIK3R2/HRAS/CCR3/MYC/MAPK11 43 KEGG hsa05165 Human papillomavirus infection 71/1588 331/8135 0.2011 0.5006 0.4181 TCF7L2/HES4/COL9A2/CDK6/NRAS/FN1/ITGB5/RBPJ/SPP1/ITGAV/PIK3CD/PPP2R5B/PPP2R3A/RBL1/WNT5B/HES6/ATP6V1E2/PTEN/RHEB/FZD5/RB1/RBPJL/CREBBP/PPP2R5A/KRAS/ATP6V0A1/GNAS/CDK2/NOTCH2/SOS2/CDKN1A/CHD4/TBP/IRF3/SLC9A3R1/PSMC1/GRB2/IFNAR1/PPP2CA/CCND1/CASP8/CDKN1B/CTNNB1/TRAF3/NOTCH4/COL2A1/ITGA3/UBE3A/TUBG1/CCND2/IKBKE/PTGS2/TSC2/PTK2/BCAP31/ATP6V0D1/MFNG/CDK4/CREB3/PXN/COL4A5/ATP6AP1/CRB3/CCNA2/WNT10A/EIF4EBP1/PIK3R2/HRAS/THBS1/WNT6/ITGA5 71 KEGG hsa04350 TGF-beta signaling pathway 22/1588 94/8135 0.2024 0.5006 0.4181 RBL1/SMAD6/NBL1/SP1/HAMP/CREBBP/SMAD3/SMAD7/RGMA/ID3/PPP2CA/TGFBR1/SMAD5/SMAD1/NODAL/BMP2/ZFYVE16/CDKN2B/SMAD2/INHBE/MYC/THBS1 22 KEGG hsa00983 Drug metabolism - other enzymes 19/1588 80/8135 0.2041 0.5012 0.4186 MGST1/HPRT1/TK2/GUSB/GSTO1/CDA/GSTM1/GSTM4/RRM1/NME3/GSTM2/CYP2A7/DUT/TK1/GSTP1/MPO/GSTM5/DPYD/NME1 19 KEGG hsa00513 Various types of N-glycan biosynthesis 10/1588 39/8135 0.2173 0.525 0.4384 MGAT4A/ALG9/MAN2A2/MAN1C1/HEXB/MAN1A2/FUT8/ALG12/RPN1/MGAT1 10 KEGG hsa04915 Estrogen signaling pathway 31/1588 138/8135 0.2176 0.525 0.4384 HSPA1L/NRAS/ADCY3/NCOA1/PIK3CD/PLCB1/PLCB2/GABBR1/HSP90B1/ADCY9/SP1/KRT9/KRAS/GNAS/SOS2/GRB2/CALM1/PRKCD/ITPR2/RARA/FOS/CTSD/CREB3/MMP9/KRT34/KCNJ5/PIK3R2/BCL2/MMP2/HRAS/ESR1 31 KEGG hsa04310 Wnt signaling pathway 37/1588 167/8135 0.2185 0.525 0.4384 TCF7L2/PRICKLE1/FRAT1/PLCB1/PLCB2/WNT5B/CAMK2G/FZD5/CREBBP/SERPINF1/RAC2/RSPO2/SMAD3/TLE4/PPARD/LRP6/FRAT2/PPP3CC/WIF1/CCND1/NOTUM/CTNNB1/PRKCA/PORCN/CCND2/CSNK1E/TBL1X/CSNK2A2/GPC4/WNT10A/PRICKLE2/PPP3CB/BTRC/NFATC3/MYC/WNT6/LGR6 37 KEGG hsa04061 Viral protein interaction with cytokine and cytokine receptor 23/1588 100/8135 0.2215 0.5284 0.4413 CXCL9/IL2RG/CSF1R/CCL2/TNFRSF10C/CXCR3/CCL5/CCR10/TNFRSF10A/CCL4L1/TNFSF10/IL2RB/IL18RAP/CCL18/IL18R1/IL22RA1/CCL13/CCL1/CXCL13/IL10RA/IL20RB/CCR3/CXCR4 23 KEGG hsa00563 Glycosylphosphatidylinositol (GPI)-anchor biosynthesis 7/1588 26/8135 0.2323 0.534 0.446 PIGZ/PIGX/PIGV/PIGL/PIGM/MPPE1/GPAA1 7 KEGG hsa00790 Folate biosynthesis 7/1588 26/8135 0.2323 0.534 0.446 ALPP/ALPI/PCBD2/TPH1/ALPL/MOCS1/MOCS2 7 KEGG hsa05207 Chemical carcinogenesis - receptor activation 46/1588 212/8135 0.2325 0.534 0.446 MGST1/NRAS/ADCY3/EPHX1/STAT3/PIK3CD/PAQR7/AIP/HSP90B1/ADCY9/GSTO1/RB1/ARRB2/VDR/GSTM1/KRAS/GSTM4/GNAS/NOTCH2/SOS2/PTGES3/STAT5A/GSTM2/GRB2/RXRA/CCND1/RPS6KA1/KPNA4/PRKCA/IKBKE/GSTM5/KPNA6/STAT5B/CYP1B1/FOS/KPNA3/CREB3/CACNA1B/DLL1/EIF4EBP1/CACNA1D/PIK3R2/BCL2/HRAS/ESR1/MYC 46 KEGG hsa05140 Leishmaniasis 18/1588 77/8135 0.2335 0.534 0.446 MAPK13/HLA-DPA1/HLA-DOA/HLA-DMA/FCGR1A/HLA-DRA/HLA-DQA1/MAPK14/HLA-DPB1/NCF1/NCF4/PTPN6/MYD88/HLA-DQB1/PTGS2/FOS/MARCKSL1/MAPK11 18 KEGG hsa05412 Arrhythmogenic right ventricular cardiomyopathy 18/1588 77/8135 0.2335 0.534 0.446 TCF7L2/DSC2/ITGB5/ITGAV/CACNA2D3/LMNA/ATP2A2/CTNNA1/ACTG1/SLC8A1/SGCA/ACTB/CDH2/CTNNB1/ITGA3/CACNG5/CACNA1D/ITGA5 18 KEGG hsa03250 Viral life cycle - HIV-1 15/1588 63/8135 0.2361 0.534 0.446 APOBEC3H/TRIM5/CREBBP/KAT2A/SUPT4H1/MAP1S/CDK9/SERINC3/RAN/XPO1/MAP1A/TSG101/TNPO3/ELL3/CXCR4 15 KEGG hsa03450 Non-homologous end-joining 4/1588 13/8135 0.238 0.534 0.446 FEN1/POLM/XRCC6/POLL 4 KEGG hsa04146 Peroxisome 19/1588 82/8135 0.2381 0.534 0.446 ACSL3/IDH2/PECR/ECH1/CAT/PRDX1/PEX11B/PEX16/ACOT8/MLYCD/ACSL5/PXMP4/PEX7/GSTK1/HACL1/FAR1/AGPS/PEX11A/DHRS4 19 KEGG hsa05202 Transcriptional misregulation in cancer 42/1588 193/8135 0.2382 0.534 0.446 PLAU/ZBTB16/MAF/ETV5/SLC45A3/HHEX/BCL2L1/BMP2K/NUPR1/DUSP6/SP1/CD40/FCGR1A/CSF1R/LMO2/CDK9/CDKN1A/FUT8/RXRA/FLI1/CDKN1B/CEBPE/SPINT1/IL2RB/CCND2/IL1R2/MPO/PTK2/PRCC/RARA/ASPSCR1/TCF3/SMAD1/GADD45A/BMI1/MMP9/CCNA2/TAF15/PPARG/BCL11B/MYC/PAX7 42 KEGG hsa05310 Asthma 8/1588 31/8135 0.2471 0.5503 0.4596 HLA-DPA1/HLA-DOA/HLA-DMA/CD40/HLA-DRA/HLA-DQA1/HLA-DPB1/HLA-DQB1 8 KEGG hsa03022 Basal transcription factors 11/1588 45/8135 0.2518 0.5559 0.4643 TAF5/TAF1/TAF1L/TBP/TAF7/TAF8/ERCC3/GTF2IRD1/TAF9/GTF2B/TAF15 11 KEGG hsa04114 Oocyte meiosis 29/1588 131/8135 0.2536 0.5559 0.4643 ADCY3/YWHAH/MAPK13/PPP2R5B/CAMK2G/PLK1/ADCY9/PTTG2/PPP2R5A/YWHAQ/CDK2/MAPK14/SPDYC/PPP3CC/PTTG1/PPP2CA/CALM1/RPS6KA1/CCNB2/ITPR2/YWHAG/CPEB4/SMC1A/MOS/AURKA/CDC20/PPP3CB/BTRC/MAPK11 29 KEGG hsa04922 Glucagon signaling pathway 24/1588 107/8135 0.256 0.5559 0.4643 LDHA/PLCB1/PLCB2/FBP1/PFKP/CAMK2G/PHKA2/SLC2A1/PRKAG2/CREBBP/PFKM/GNAS/PHKG2/PPP3CC/PPARGC1A/CALM1/ITPR2/SIRT1/LDHB/PYGL/PDHB/CREB3/PRKAB2/PPP3CB 24 KEGG hsa04668 TNF signaling pathway 25/1588 112/8135 0.2588 0.5559 0.4643 MAPK13/MAP2K7/PIK3CD/MAP3K8/MLKL/JUNB/MAP2K6/MAP2K3/CCL2/MAPK14/TRAF2/TNFAIP3/CCL5/CASP8/CASP10/TRAF3/PTGS2/FOS/MAP3K14/IL18R1/CREB3/MMP9/IL15/PIK3R2/MAPK11 25 KEGG hsa03030 DNA replication 9/1588 36/8135 0.259 0.5559 0.4643 RNASEH2B/MCM6/FEN1/MCM2/POLD1/LIG1/RNASEH2C/PRIM2/RPA4 9 KEGG hsa00510 N-Glycan biosynthesis 12/1588 50/8135 0.2597 0.5559 0.4643 MGAT4A/ALG9/MAN2A2/ST6GAL1/MAN1C1/MAN1A2/FUT8/ALG6/DOLK/ALG12/RPN1/MGAT1 12 KEGG hsa00511 Other glycan degradation 5/1588 18/8135 0.2656 0.5596 0.4673 GBA/MAN2C1/HEXB/GBA2/NEU1 5 KEGG hsa00564 Glycerophospholipid metabolism 22/1588 98/8135 0.2665 0.5596 0.4673 PLA2G2D/ETNK1/MBOAT1/PISD/TAZ/PLA2G4B/CHKB/PLA2G15/PTDSS2/LCAT/CHPT1/CDS1/PLA2G6/PLD4/LPIN3/GPD1L/AGPAT2/CDIPT/LPIN2/PLA2G4E/PTDSS1/LYPLA2 22 KEGG hsa05231 Choline metabolism in cancer 22/1588 98/8135 0.2665 0.5596 0.4673 NRAS/RALGDS/PDGFB/PIK3CD/RHEB/SP1/PLA2G4B/CHKB/KRAS/RAC2/SLC44A2/SOS2/CHPT1/GRB2/PRKCA/TSC2/FOS/SLC22A5/PLA2G4E/EIF4EBP1/PIK3R2/HRAS 22 KEGG hsa04728 Dopaminergic synapse 29/1588 132/8135 0.2681 0.5596 0.4673 GNG10/MAPK13/PPP2R5B/PLCB1/PLCB2/PPP2R3A/CAMK2G/ARRB2/PPP2R5A/GNAS/MAPK14/PPP3CC/PPP2CA/CALM1/GNG2/ITPR2/PRKCA/FOS/CREB3/CACNA1B/GSK3A/CLOCK/PPP3CB/GNG11/KCNJ5/GNB1/CACNA1D/KIF5B/MAPK11 29 KEGG hsa01521 EGFR tyrosine kinase inhibitor resistance 18/1588 79/8135 0.2706 0.5604 0.4681 GAS6/NRAS/PDGFB/STAT3/PIK3CD/AXL/BCL2L1/PTEN/KRAS/SOS2/GRB2/PRKCA/RPS6/EIF4EBP1/NF1/PIK3R2/BCL2/HRAS 18 KEGG hsa04978 Mineral absorption 14/1588 60/8135 0.2724 0.5604 0.4681 SLC11A2/SLC40A1/ATP1B3/VDR/SLC26A6/SLC8A1/MT1G/ATP7A/ATP1A3/ATP1A1/SLC9A3/ATP1B2/CYBRD1/ATP1B1 14 KEGG hsa05224 Breast cancer 32/1588 147/8135 0.2735 0.5604 0.4681 TCF7L2/CDK6/NRAS/NCOA1/FRAT1/PIK3CD/WNT5B/PTEN/FZD5/RB1/SP1/KRAS/NOTCH2/SOS2/CDKN1A/LRP6/FRAT2/GRB2/CCND1/CTNNB1/E2F2/NOTCH4/FOS/CDK4/GADD45A/DLL1/WNT10A/PIK3R2/HRAS/ESR1/MYC/WNT6 32 KEGG hsa04620 Toll-like receptor signaling pathway 23/1588 104/8135 0.2862 0.582 0.4861 CXCL9/MAPK13/SPP1/MAP2K7/PIK3CD/MAP3K8/MAP2K6/CD40/MAP2K3/CD80/MAPK14/IRF3/LBP/IFNAR1/CCL5/CASP8/MYD88/TRAF3/CCL4L1/IKBKE/FOS/PIK3R2/MAPK11 23 KEGG hsa04960 Aldosterone-regulated sodium reabsorption 9/1588 37/8135 0.2875 0.582 0.4861 PIK3CD/ATP1B3/KRAS/PRKCA/ATP1A3/ATP1A1/ATP1B2/PIK3R2/ATP1B1 9 KEGG hsa05226 Gastric cancer 32/1588 149/8135 0.302 0.6061 0.5062 TCF7L2/NRAS/FRAT1/PIK3CD/WNT5B/FZD5/RB1/CTNNA1/KRAS/SMAD3/CDK2/SOS2/CDKN1A/LRP6/FRAT2/GRB2/RXRA/CCND1/CDKN1B/CTNNB1/E2F2/MLH1/TGFBR1/GADD45A/WNT10A/CDKN2B/SMAD2/PIK3R2/BCL2/HRAS/MYC/WNT6 32 KEGG hsa04520 Adherens junction 16/1588 71/8135 0.303 0.6061 0.5062 TCF7L2/CTNND1/CREBBP/CTNNA1/ACTG1/RAC2/PTPRM/SMAD3/PTPN1/ACTB/ACTN1/PTPN6/CTNNB1/TGFBR1/CSNK2A2/ACP1 16 KEGG hsa01210 2-Oxocarboxylic acid metabolism 5/1588 19/8135 0.3071 0.6106 0.5099 BCAT1/IDH2/GOT1/IDH3A/IDH3B 5 KEGG hsa05330 Allograft rejection 9/1588 38/8135 0.3168 0.6238 0.521 HLA-DPA1/HLA-DOA/HLA-DMA/CD40/HLA-DRA/CD80/HLA-DQA1/HLA-DPB1/HLA-DQB1 9 KEGG hsa04213 Longevity regulating pathway - multiple species 14/1588 62/8135 0.3175 0.6238 0.521 HSPA1L/NRAS/ADCY3/PIK3CD/EIF4EBP2/ADCY9/CAT/PRKAG2/KRAS/SIRT1/IRS2/PRKAB2/PIK3R2/HRAS 14 KEGG hsa00730 Thiamine metabolism 4/1588 15/8135 0.3338 0.6521 0.5446 ALPP/ALPI/ALPL/ACP1 4 KEGG hsa05016 Huntington disease 63/1588 306/8135 0.3379 0.6561 0.548 SLC1A3/CLTCL1/VDAC1/TGM2/MAP2K7/APAF1/TUBA1B/PLCB1/PSMD14/PLCB2/UQCRB/TUBA1C/TUBB6/TUBB/PSMC2/TUBA4A/TUBA1A/SP1/CREBBP/ACTR10/PSMD12/TUBB3/TUBB2A/ACTR1B/NDUFV3/DNAL4/GPX3/TRAF2/ATG2B/TBP/PSMA6/SDHD/PSMC1/KLC1/PPARGC1A/PSMD3/PSMC3/CASP8/UQCRC1/PSMD7/NDUFB1/POLR2D/DLG4/DNAH1/DCTN3/PSMD1/CREB3/CACNA1B/PSMD2/SLC25A4/NDUFA10/ACTR1A/DNAI2/PSMD8/NDUFA4L2/ERN1/POLR2H/DCTN4/ATG2A/PPARG/PSMD4/PSMD9/KIF5B 63 KEGG hsa04120 Ubiquitin mediated proteolysis 30/1588 142/8135 0.3453 0.6666 0.5567 UBE2O/CBL/SYVN1/AIRE/HERC3/COP1/UBE2E3/SKP2/UBE4B/SAE1/UBE2Q2/UBE3B/UBE2J1/CBLB/UBA7/UBE2Z/UBE3A/UBA3/SOCS1/UBE3C/HUWE1/UBE2A/CDC20/CUL2/FBXW7/BTRC/CUL7/WWP2/DET1/UBE4A 30 KEGG hsa00980 Metabolism of xenobiotics by cytochrome P450 17/1588 78/8135 0.3482 0.6684 0.5582 MGST1/EPHX1/GSTO1/DHDH/GSTM1/GSTM4/AKR7A3/CYP2S1/GSTM2/HSD11B1/CYP2A7/CBR3/GSTP1/GSTM5/CYP1B1/ALDH3B1/GSTK1 17 KEGG hsa05323 Rheumatoid arthritis 20/1588 93/8135 0.3532 0.6727 0.5618 ACP5/HLA-DPA1/HLA-DOA/HLA-DMA/ATP6V1E2/ITGAL/ATP6V0A1/HLA-DRA/CD80/CCL2/HLA-DQA1/HLA-DPB1/CCL5/HLA-DQB1/FOS/ATP6V0D1/ANGPT1/ATP6AP1/TNFRSF11A/IL15 20 KEGG hsa04925 Aldosterone synthesis and secretion 21/1588 98/8135 0.3545 0.6727 0.5618 ADCY3/PLCB1/PLCB2/CAMK2G/ADCY9/ATP1B3/GNAS/CALM1/ITPR2/PRKCA/PRKD3/ATP1A3/ATP1A1/ATP1B2/CREB3/CAMK1D/PRKD2/KCNJ5/CACNA1D/KCNK3/ATP1B1 21 KEGG hsa04810 Regulation of actin cytoskeleton 45/1588 218/8135 0.3626 0.6842 0.5714 LPAR5/NRAS/MRAS/FN1/ITGB5/PDGFB/GNA12/GSN/ITGAV/PIK3CD/ARHGEF1/ITGAL/ACTR3B/CFL2/ACTG1/KRAS/RAC2/PPP1R12B/ITGAE/RRAS2/FGD3/SOS2/ARPC4/ACTB/ACTN1/TIAM1/DOCK1/LIMK2/ITGA3/SSH2/PAK1/PTK2/SSH1/DIAPH2/SCIN/MOS/PXN/PAK2/CYFIP1/PIK3R2/HRAS/CHRM2/ITGA5/CXCR4/TMSB4Y 45 KEGG hsa05204 Chemical carcinogenesis - DNA adducts 15/1588 69/8135 0.3663 0.6852 0.5722 MGST1/EPHX1/SULT1A2/GSTO1/GSTM1/GSTM4/GSTM2/HSD11B1/SULT1A1/CYP2A7/PTGS2/GSTP1/GSTM5/CYP1B1/GSTK1 15 KEGG hsa01523 Antifolate resistance 7/1588 30/8135 0.3672 0.6852 0.5722 FOLR3/ATIC/ABCC3/GART/TYMS/SHMT2/SLC19A1 7 KEGG hsa04722 Neurotrophin signaling pathway 25/1588 119/8135 0.3757 0.6971 0.5822 NRAS/MAPK13/MAP2K7/PIK3CD/CAMK2G/SH2B1/IRAK2/KRAS/SOS2/MAPK14/PRDM4/GRB2/IRAK3/CALM1/PRKCD/RPS6KA1/MAP2K5/NFKBIE/ARHGDIA/RAPGEF1/MAP3K3/PIK3R2/BCL2/HRAS/MAPK11 25 KEGG hsa00360 Phenylalanine metabolism 4/1588 16/8135 0.3827 0.7026 0.5868 IL4I1/GOT1/MIF/ALDH3B1 4 KEGG hsa05144 Malaria 11/1588 50/8135 0.3829 0.7026 0.5868 CD81/HBB/HBA2/ITGAL/CD40/CCL2/MYD88/SDC2/PECAM1/KLRB1/THBS1 11 KEGG hsa04261 Adrenergic signaling in cardiomyocytes 31/1588 150/8135 0.3927 0.7167 0.5985 ADCY3/MAPK13/TPM4/PPP2R5B/PLCB1/PLCB2/PPP2R3A/CACNA2D3/CAMK2G/ADCY9/ATP1B3/ATP2A2/PPP2R5A/GNAS/KCNE1/MAPK14/SLC8A1/PPP2CA/CALM1/PRKCA/CACNG5/ATP1A3/ATP1A1/ATP1B2/CREB3/SCN4B/TPM1/CACNA1D/BCL2/ATP1B1/MAPK11 31 KEGG hsa04710 Circadian rhythm 7/1588 31/8135 0.4022 0.7301 0.6098 PRKAG2/CSNK1E/CRY2/CSNK1D/PRKAB2/CLOCK/BTRC 7 KEGG hsa00330 Arginine and proline metabolism 11/1588 51/8135 0.4102 0.7361 0.6148 ALDH18A1/GOT1/P4HA2/SMOX/P4HA3/GATM/ODC1/P4HA1/CKB/CNDP2/LAP3 11 KEGG hsa04650 Natural killer cell mediated cytotoxicity 27/1588 131/8135 0.4102 0.7361 0.6148 NRAS/PIK3CD/CD48/ITGAL/PTK2B/SH2D1B/KRAS/RAC2/CD244/SOS2/GRB2/PPP3CC/IFNAR1/BID/PTPN6/TNFRSF10A/PRKCA/TNFSF10/PAK1/ICAM2/SH2D1A/KIR3DL2/PPP3CB/CD247/PIK3R2/HRAS/LCK 27 KEGG hsa04916 Melanogenesis 21/1588 101/8135 0.4121 0.7361 0.6148 TCF7L2/NRAS/ADCY3/PLCB1/PLCB2/WNT5B/CAMK2G/ADCY9/FZD5/CREBBP/KRAS/GNAS/CALM1/CTNNB1/PRKCA/CREB3/EDNRB/WNT10A/MC1R/HRAS/WNT6 21 KEGG hsa04972 Pancreatic secretion 21/1588 102/8135 0.4316 0.746 0.6231 ADCY3/PLA2G2D/BST1/PLCB1/PLCB2/ADCY9/ATP1B3/ATP2A2/RAB3D/GNAS/CTRB1/CA2/CPB1/ITPR2/PRKCA/ATP1A3/ATP1A1/ATP1B2/CD38/RAB11A/ATP1B1 21 KEGG hsa05100 Bacterial invasion of epithelial cells 16/1588 77/8135 0.4349 0.746 0.6231 CLTCL1/FN1/ARHGAP10/PIK3CD/ACTR3B/CBL/CTNNA1/ACTG1/ARPC4/ACTB/CTNNB1/DOCK1/PTK2/PXN/PIK3R2/ITGA5 16 KEGG hsa05218 Melanoma 15/1588 72/8135 0.4356 0.746 0.6231 CDK6/NRAS/PDGFB/PIK3CD/PTEN/RB1/KRAS/CDKN1A/CCND1/E2F2/CDK4/GADD45A/PIK3R2/HRAS/CDKN2A 15 KEGG hsa00601 Glycosphingolipid biosynthesis - lacto and neolacto series 6/1588 27/8135 0.4362 0.746 0.6231 FUT7/B3GALNT1/GCNT2/B3GNT2/ST3GAL6/ST3GAL4 6 KEGG hsa04136 Autophagy - other 7/1588 32/8135 0.4372 0.746 0.6231 IGBP1/ATG9A/ATG2B/GABARAPL1/PPP2CA/GABARAP/ATG2A 7 KEGG hsa04215 Apoptosis - multiple species 7/1588 32/8135 0.4372 0.746 0.6231 PMAIP1/APAF1/BCL2L1/BID/CASP8/BOK/BCL2 7 KEGG hsa05143 African trypanosomiasis 8/1588 37/8135 0.4377 0.746 0.6231 F2RL1/HBB/HBA2/PLCB1/PLCB2/THOP1/MYD88/PRKCA 8 KEGG hsa00620 Pyruvate metabolism 10/1588 47/8135 0.4377 0.746 0.6231 LDHA/ACSS1/ACAT1/LDHB/PDHB/AKR1A1/ACYP2/ME3/GLO1/ME1 10 KEGG hsa05332 Graft-versus-host disease 9/1588 42/8135 0.4378 0.746 0.6231 HLA-DPA1/HLA-DOA/HLA-DMA/HLA-DRA/CD80/HLA-DQA1/HLA-DPB1/HLA-DQB1/KIR3DL2 9 KEGG hsa04550 Signaling pathways regulating pluripotency of stem cells 29/1588 143/8135 0.4423 0.7499 0.6263 NRAS/MAPK13/SETDB1/STAT3/PIK3CD/WNT5B/FZD5/PCGF1/KRAS/SMAD3/MAPK14/ID3/GRB2/CTNNB1/JARID2/TCF3/SMAD5/SMAD1/BMI1/NODAL/WNT10A/SMAD2/INHBE/PIK3R2/HRAS/PAX6/MYC/MAPK11/WNT6 29 KEGG hsa04725 Cholinergic synapse 23/1588 113/8135 0.4487 0.7532 0.6291 GNG10/NRAS/ADCY3/PIK3CD/PLCB1/PLCB2/CAMK2G/ADCY9/KRAS/GNG2/KCNJ14/ITPR2/PRKCA/FOS/CREB3/CACNA1B/GNG11/GNB1/CACNA1D/PIK3R2/BCL2/HRAS/CHRM2 23 KEGG hsa04931 Insulin resistance 22/1588 108/8135 0.4498 0.7532 0.6291 SREBF1/STAT3/PIK3CD/NR1H3/PRKCQ/PTEN/SLC2A1/PRKAG2/PTPN1/MLXIPL/GFPT1/SLC27A1/PPARGC1A/PRKCD/RPS6KA1/PYGL/PPP1R3D/IRS2/NR1H2/CREB3/PRKAB2/PIK3R2 22 KEGG hsa04974 Protein digestion and absorption 21/1588 103/8135 0.451 0.7532 0.6291 COL9A2/COL8A2/ATP1B3/SLC16A10/CTRB1/SLC8A1/SLC7A7/KCNE3/KCNN4/CPB1/SLC3A2/COL2A1/COL22A1/ATP1A3/ATP1A1/SLC9A3/ATP1B2/COL4A5/SLC1A5/COL15A1/ATP1B1 21 KEGG hsa04371 Apelin signaling pathway 28/1588 139/8135 0.4601 0.7619 0.6363 GNG10/NRAS/ADCY3/MRAS/SPP1/PLCB1/PLCB2/MAP1LC3B/ADCY9/PRKAG2/KRAS/SMAD3/RRAS2/SLC8A1/MEF2A/PPARGC1A/CALM1/CCND1/GNG2/ITPR2/TGFBR1/RPS6/PRKAB2/SERPINE1/SMAD2/GNG11/GNB1/HRAS 28 KEGG hsa00240 Pyrimidine metabolism 12/1588 58/8135 0.4631 0.7619 0.6363 TK2/DCK/CDA/RRM1/NME3/DUT/TK1/TYMS/ENTPD4/DPYD/NUDT2/NME1 12 KEGG hsa00280 Valine, leucine and isoleucine degradation 10/1588 48/8135 0.4663 0.7619 0.6363 IL4I1/BCAT1/AUH/OXCT2/PCCA/ACAT1/MCEE/ACAD8/MCCC1/HMGCS1 10 KEGG hsa04724 Glutamatergic synapse 23/1588 114/8135 0.4673 0.7619 0.6363 SLC1A3/GLUL/GNG10/ADCY3/PLCB1/PLCB2/ADCY9/PLA2G4B/GNAS/PPP3CC/GNG2/ITPR2/PRKCA/SHANK3/GRIN3B/DLG4/SLC38A1/PLA2G4E/PPP3CB/GRM6/GNG11/GNB1/CACNA1D 23 KEGG hsa04940 Type I diabetes mellitus 9/1588 43/8135 0.4681 0.7619 0.6363 HLA-DPA1/HLA-DOA/HLA-DMA/HLA-DRA/CD80/HLA-DQA1/HLA-DPB1/HLA-DQB1/ICA1 9 KEGG hsa04064 NF-kappa B signaling pathway 21/1588 104/8135 0.4705 0.7619 0.6363 PLAU/PRKCQ/BCL2L1/CD40/TRAF2/TNFAIP3/LBP/MYD88/TRAF3/CCL4L1/PTGS2/CSNK2A2/PARP1/MAP3K14/GADD45A/TNFRSF11A/CCL13/EDARADD/BCL2/BTK/LCK 21 KEGG hsa04934 Cushing syndrome 31/1588 155/8135 0.4722 0.7619 0.6363 TCF7L2/CDK6/ADCY3/PLCB1/PLCB2/AIP/WNT5B/CAMK2G/ADCY9/FZD5/RB1/SP1/GNAS/CDK2/CDKN1A/CCND1/CDKN1B/CTNNB1/E2F2/ITPR2/PDE8B/CDK4/CREB3/WNT10A/CDKN2B/WDR5/CACNA1D/WDR5B/KCNK3/CDKN2A/WNT6 31 KEGG hsa03430 Mismatch repair 5/1588 23/8135 0.476 0.7628 0.6371 PMS2/POLD1/MLH1/LIG1/RPA4 5 KEGG hsa00061 Fatty acid biosynthesis 4/1588 18/8135 0.4783 0.7628 0.6371 ACSL3/FASN/ACSL5/CBR4 4 KEGG hsa03018 RNA degradation 16/1588 79/8135 0.4796 0.7628 0.6371 ENO1/DIS3L/PFKP/PAN2/PFKM/BTG3/ENO2/PABPC1/SKIV2L/NUDT16/EXOSC1/CNOT4/EXOSC5/ENO3/DCP2/CNOT8 16 KEGG hsa04920 Adipocytokine signaling pathway 14/1588 69/8135 0.484 0.7661 0.6398 ACSL3/STAT3/PRKCQ/LEP/SLC2A1/PRKAG2/TRAF2/PPARGC1A/RXRA/NFKBIE/ACSL5/IRS2/STK11/PRKAB2 14 KEGG hsa04330 Notch signaling pathway 12/1588 59/8135 0.4889 0.7703 0.6433 RBPJ/DTX1/RBPJL/CREBBP/KAT2A/TLE4/NOTCH2/NOTCH4/SNW1/MFNG/DTX3L/DLL1 12 KEGG hsa04360 Axon guidance 36/1588 182/8135 0.4947 0.7734 0.6459 NRP1/NRAS/UNC5B/EPHB4/PLXNA3/PIK3CD/FES/NTNG2/PLXNA1/WNT5B/CAMK2G/CFL2/KRAS/RAC2/SRGAP1/SEMA4A/RGMA/L1CAM/PPP3CC/NCK1/LIMK2/PRKCA/SSH2/PAK1/LRIG2/PTK2/SSH1/EPHB6/PAK2/RASA1/PPP3CB/SEMA4B/NFATC3/PIK3R2/HRAS/CXCR4 36 KEGG hsa05208 Chemical carcinogenesis - reactive oxygen species 44/1588 223/8135 0.4955 0.7734 0.6459 MGST1/VDAC1/NRAS/MAPK13/ABL2/EPHX1/MAP2K7/PIK3CD/UQCRB/PTEN/CAT/GSTO1/GSTM1/KRAS/GSTM4/SOS2/SLC26A6/NDUFV3/MAPK14/PTPN1/NQO1/NFE2L2/NCF1/SDHD/GSTM2/GRB2/PRKCD/UQCRC1/NDUFB1/PRKD3/GSTM5/PTK2/CYP1B1/FOS/MAP3K14/AKR1A1/PRKD2/SLC25A4/NDUFA10/NDUFA4L2/PIK3R2/HRAS/ACP1/MAPK11 44 KEGG hsa04730 Long-term depression 12/1588 60/8135 0.5145 0.7992 0.6675 NRAS/GNA12/PLCB1/PLCB2/PLA2G4B/KRAS/GNAS/PPP2CA/ITPR2/PRKCA/PLA2G4E/HRAS 12 KEGG hsa05012 Parkinson disease 52/1588 266/8135 0.5207 0.8045 0.6719 VDAC1/SLC11A2/SLC39A8/APAF1/TUBA1B/LRRK2/PSMD14/BCL2L1/HSPA5/UQCRB/TUBA1C/TUBB6/CAMK2G/TUBB/PSMC2/TUBA4A/TUBA1A/PSMD12/TUBB3/TUBB2A/GNAS/NDUFV3/SLC39A1/PSMA6/NFE2L2/SDHD/PSMC1/KLC1/UBE2J1/DUSP1/CALM1/PSMD3/PSMC3/UBA7/UQCRC1/ITPR2/PSMD7/NDUFB1/SLC39A10/UCHL1/PSMD1/PINK1/PSMD2/SLC25A4/NDUFA10/PSMD8/NDUFA4L2/ERN1/ATF6/PSMD4/PSMD9/KIF5B 52 KEGG hsa05145 Toxoplasmosis 22/1588 112/8135 0.5253 0.8045 0.6719 HSPA1L/MAPK13/HLA-DPA1/STAT3/CIITA/BCL2L1/HLA-DOA/HLA-DMA/MAP2K6/CD40/HLA-DRA/MAP2K3/HLA-DQA1/MAPK14/HLA-DPB1/CASP8/MYD88/HLA-DQB1/SOCS1/IL10RA/BCL2/MAPK11 22 KEGG hsa05133 Pertussis 15/1588 76/8135 0.5273 0.8045 0.6719 MAPK13/C1QC/C1QB/CASP1/CFL2/MAPK14/IRF3/CALM1/C1R/C1QA/C5/MYD88/FOS/MAPK11/ITGA5 15 KEGG hsa04151 PI3K-Akt signaling pathway 69/1588 354/8135 0.5279 0.8045 0.6719 COL9A2/GNG10/LPAR5/CDK6/NRAS/YWHAH/FN1/ITGB5/PDGFB/SPP1/ITGAV/PIK3CD/PPP2R5B/IL2RG/BCL2L1/PPP2R3A/IL7R/PTEN/HSP90B1/RHEB/VEGFB/MYB/PPP2R5A/TCL1A/KRAS/YWHAQ/CSF1R/CDK2/SOS2/CDKN1A/CSF3R/THEM4/GRB2/IFNAR1/RXRA/PPP2CA/CCND1/CDKN1B/GNG2/COL2A1/ITGA3/EIF4B/MCL1/YWHAG/PRKCA/IL2RB/CCND2/TCL1B/TSC2/PTK2/ANGPT1/CDK4/CSH2/CREB3/RPS6/STK11/COL4A5/EIF4EBP1/GNG11/DDIT4/GNB1/PIK3R2/BCL2/EPOR/HRAS/CHRM2/MYC/THBS1/ITGA5 69 KEGG hsa05146 Amoebiasis 20/1588 102/8135 0.5312 0.8045 0.6719 CD1D/FN1/SERPINB10/PIK3CD/PLCB1/PLCB2/RAB7B/RAB5A/PRDX1/C8G/GNAS/GNA15/ACTN1/PRKCA/IL1R2/HSPB1/PTK2/COL4A5/CD1E/PIK3R2 20 KEGG hsa00260 Glycine, serine and threonine metabolism 8/1588 40/8135 0.5328 0.8045 0.6719 SDS/SDSL/CBS/GNMT/SRR/GATM/AMT/SHMT2 8 KEGG hsa00230 Purine metabolism 25/1588 128/8135 0.5347 0.8045 0.6719 PAICS/ADCY3/HPRT1/PDE6G/PAPSS2/ATIC/ENPP4/ADCY9/DCK/ADA/PRPS1/RRM1/PRPS2/NME3/GMPR2/GART/NUDT16/ENTPD4/PDE8B/NUDT2/NUDT9/NME1/PPAT/PDE4D/ADK 25 KEGG hsa00561 Glycerolipid metabolism 12/1588 61/8135 0.5396 0.8057 0.6729 PNPLA2/MBOAT1/GLA/GK/AGK/DGAT1/DGAT2/MGLL/LPIN3/AKR1A1/AGPAT2/LPIN2 12 KEGG hsa05131 Shigellosis 48/1588 247/8135 0.5403 0.8057 0.6729 VDAC1/RRAGD/MAPK13/RRAGC/PIK3CD/PLCB1/PRKCQ/BCL2L1/PLCB2/RBCK1/MAP1LC3B/CASP1/ACTR3B/TIFA/PLCD1/ACTG1/CASP4/ARHGEF2/RNF31/MAPK14/TRAF2/IRF3/ARPC4/BNIP3/ACTB/CCL5/ACTN1/CALCOCO2/NAIP/PRKCD/FOXO4/MYD88/DOCK1/ITPR2/NLRC4/PTK2/UBE2V1/CYTH1/TLN2/PXN/GSK3A/HK3/BTRC/PIK3R2/BCL2/CD44/MAPK11/ITGA5 48 KEGG hsa03013 Nucleocytoplasmic transport 21/1588 108/8135 0.5471 0.8121 0.6782 NUP214/SUMO3/NUP210/SEH1L/PNN/NUP205/CSE1L/IPO11/SUMO2/RAN/SNUPN/NCBP1/KPNA4/KPNA6/KPNA3/THOC5/XPO1/NUP43/NUP62/NUP107/TNPO3 21 KEGG hsa04611 Platelet activation 24/1588 124/8135 0.5552 0.8189 0.6839 ADCY3/MAPK13/RASGRP2/PIK3CD/PLCB1/PLCB2/ARHGEF1/ADCY9/PLA2G4B/ACTG1/STIM1/GNAS/MAPK14/SNAP23/GP9/ACTB/TBXAS1/ITPR2/GP6/TLN2/PLA2G4E/PIK3R2/BTK/MAPK11 24 KEGG hsa04970 Salivary secretion 18/1588 93/8135 0.5582 0.8189 0.6839 ADCY3/CAMP/BST1/PLCB1/PLCB2/ADCY9/ATP1B3/GNAS/VAMP2/KCNN4/CALM1/ITPR2/PRKCA/ATP1A3/ATP1A1/ATP1B2/CD38/ATP1B1 18 KEGG hsa04720 Long-term potentiation 13/1588 67/8135 0.559 0.8189 0.6839 NRAS/PLCB1/PLCB2/CAMK2G/CREBBP/KRAS/PPP3CC/CALM1/RPS6KA1/ITPR2/PRKCA/PPP3CB/HRAS 13 KEGG hsa00100 Steroid biosynthesis 4/1588 20/8135 0.5676 0.8278 0.6914 SQLE/DHCR7/DHCR24/SOAT1 4 KEGG hsa00600 Sphingolipid metabolism 10/1588 52/8135 0.5769 0.8368 0.6989 UGCG/GBA/SGPL1/GLA/HEXB/GBA2/DEGS1/SMPD4/SPTLC2/NEU1 10 KEGG hsa00052 Galactose metabolism 6/1588 31/8135 0.5813 0.8368 0.6989 GALM/PFKP/GLA/PFKM/GALT/HK3 6 KEGG hsa00410 beta-Alanine metabolism 6/1588 31/8135 0.5813 0.8368 0.6989 CSAD/SMOX/MLYCD/CNDP2/ALDH3B1/DPYD 6 KEGG hsa04144 Endocytosis 48/1588 251/8135 0.5899 0.8457 0.7063 AGAP3/CLTCL1/DAB2/HSPA1L/EHD4/SNX1/IL2RG/FOLR3/CHMP1B/RAB5A/SNX5/TFRC/ACTR3B/LDLRAP1/RAB11FIP4/CBL/ARRB2/RAB11FIP1/VPS36/VPS26B/SMAD3/VPS37C/SH3GLB1/VPS26A/BIN1/ARF4/ARPC4/VPS35/RAB31/PSD4/CBLB/TGFBR1/RAB11FIP5/IL2RB/CHMP2B/CYTH1/TSG101/ZFYVE16/SMAD2/SH3GLB2/EEA1/WIPF2/GRK6/VPS45/HRAS/RAB11A/KIF5B/CXCR4 48 KEGG hsa00380 Tryptophan metabolism 8/1588 42/8135 0.5928 0.8461 0.7067 IL4I1/CAT/ACAT1/TPH1/AFMID/CYP1B1/KYNU/GCDH 8 KEGG hsa05410 Hypertrophic cardiomyopathy 17/1588 90/8135 0.6028 0.8568 0.7156 ITGB5/TPM4/ITGAV/CACNA2D3/LMNA/PRKAG2/ATP2A2/ACTG1/SLC8A1/SGCA/ACTB/ITGA3/CACNG5/PRKAB2/TPM1/CACNA1D/ITGA5 17 KEGG hsa04072 Phospholipase D signaling pathway 28/1588 148/8135 0.6072 0.8593 0.7176 LPAR5/NRAS/RALGDS/ADCY3/MRAS/PDGFB/GNA12/PIK3CD/PLCB1/PLCB2/ADCY9/RHEB/PLA2G4B/PTK2B/RALA/KRAS/RRAS2/GNAS/SOS2/GRB2/PRKCA/TSC2/CYTH1/AGPAT2/PLA2G4E/GRM6/PIK3R2/HRAS 28 KEGG hsa00640 Propanoate metabolism 6/1588 32/8135 0.6145 0.8658 0.7231 LDHA/ACSS1/PCCA/MLYCD/LDHB/MCEE 6 KEGG hsa05414 Dilated cardiomyopathy 18/1588 96/8135 0.6169 0.8658 0.7231 ADCY3/ITGB5/TPM4/ITGAV/CACNA2D3/ADCY9/LMNA/ATP2A2/ACTG1/GNAS/SLC8A1/SGCA/ACTB/ITGA3/CACNG5/TPM1/CACNA1D/ITGA5 18 KEGG hsa03320 PPAR signaling pathway 14/1588 75/8135 0.6206 0.8665 0.7237 OLR1/SCD/ACSL3/NR1H3/PLTP/GK/PPARD/SLC27A1/RXRA/ACSL5/HMGCS1/ME3/PPARG/ME1 14 KEGG hsa05010 Alzheimer disease 73/1588 384/8135 0.623 0.8665 0.7237 VDAC1/NRAS/SLC11A2/FRAT1/MAP2K7/SLC39A8/PIK3CD/RTN3/APAF1/TUBA1B/PLCB1/PSMD14/PLCB2/UQCRB/TUBA1C/APOE/TUBB6/WNT5B/TUBB/PSMC2/FZD5/TUBA4A/TUBA1A/ATP2A2/KRAS/PSMD12/TUBB3/TUBB2A/NDUFV3/LRP6/TRAF2/ATG2B/SLC39A1/PSMA6/FRAT2/SDHD/PSMC1/PPP3CC/KLC1/CALM1/PSMD3/PSMC3/BID/AGER/CASP8/UQCRC1/CTNNB1/ITPR2/PSMD7/NDUFB1/CSNK1E/SLC39A10/PTGS2/CSNK2A2/IRS2/PSMD1/PSMD2/SLC25A4/NDUFA10/WNT10A/PSMD8/PPP3CB/NDUFA4L2/ERN1/CACNA1D/PIK3R2/ATF6/HRAS/ATG2A/PSMD4/PSMD9/KIF5B/WNT6 73 KEGG hsa03460 Fanconi anemia pathway 10/1588 54/8135 0.6282 0.8665 0.7237 PMS2/EME2/MLH1/TOP3A/WDR48/FANCG/RPA4/TOP3B/BRIP1/ERCC4 10 KEGG hsa00062 Fatty acid elongation 5/1588 27/8135 0.629 0.8665 0.7237 ELOVL3/ACOT4/THEM4/PPT2/ELOVL1 5 KEGG hsa00430 Taurine and hypotaurine metabolism 3/1588 16/8135 0.6304 0.8665 0.7237 FMO5/CSAD/FMO2 3 KEGG hsa00565 Ether lipid metabolism 9/1588 49/8135 0.6378 0.8731 0.7292 ENPP2/PLA2G2D/PLA2G4B/CHPT1/PLA2G6/PLD4/GDPD3/PLA2G4E/AGPS 9 KEGG hsa05415 Diabetic cardiomyopathy 38/1588 203/8135 0.6429 0.8765 0.732 VDAC1/MAPK13/PIK3CD/PLCB1/PLCB2/UQCRB/PDK4/CAMK2G/PTEN/SP1/SLC2A1/ATP2A2/RAC2/SMAD3/NDUFV3/MAPK14/GFPT1/NCF1/SDHD/PRKCD/AGER/NCF4/UQCRC1/TGFBR1/PRKCA/NDUFB1/PARP1/GSR/PDHB/CTSD/MMP9/SLC25A4/NDUFA10/SMAD2/NDUFA4L2/PIK3R2/MMP2/MAPK11 38 KEGG hsa00590 Arachidonic acid metabolism 11/1588 61/8135 0.6662 0.9014 0.7528 PLA2G2D/PLA2G4B/GPX3/PTGES2/PLA2G6/PTGES3/LTC4S/TBXAS1/CBR3/PTGS2/PLA2G4E 11 KEGG hsa04512 ECM-receptor interaction 16/1588 88/8135 0.667 0.9014 0.7528 COL9A2/FN1/ITGB5/CD47/SPP1/ITGAV/SDC4/GP9/COL2A1/ITGA3/GP6/COL4A5/SV2A/THBS1/CD44/ITGA5 16 KEGG hsa00120 Primary bile acid biosynthesis 3/1588 17/8135 0.6731 0.9014 0.7528 HSD3B7/ACOT8/CH25H 3 KEGG hsa00450 Selenocompound metabolism 3/1588 17/8135 0.6731 0.9014 0.7528 PAPSS2/TXNRD2/SCLY 3 KEGG hsa04923 Regulation of lipolysis in adipocytes 10/1588 56/8135 0.6762 0.9014 0.7528 ADCY3/PNPLA2/PIK3CD/ADCY9/GNAS/ABHD5/MGLL/PTGS2/IRS2/PIK3R2 10 KEGG hsa04657 IL-17 signaling pathway 17/1588 94/8135 0.6785 0.9014 0.7528 MAPK13/MAPK6/HSP90B1/CCL2/MAPK14/TRAF2/TNFAIP3/CASP8/TRAF3/IKBKE/PTGS2/IL17RA/FOS/ELAVL1/MMP9/S100A9/MAPK11 17 KEGG hsa04510 Focal adhesion 37/1588 201/8135 0.6843 0.9014 0.7528 COL9A2/PARVG/FN1/ITGB5/PDGFB/SPP1/ITGAV/PIK3CD/PTEN/VEGFB/ACTG1/RAC2/PPP1R12B/SOS2/GRB2/ACTB/ACTN1/CCND1/CTNNB1/DOCK1/COL2A1/ITGA3/PRKCA/CCND2/PAK1/PTK2/PARVB/RAPGEF1/TLN2/PXN/PAK2/COL4A5/PIK3R2/BCL2/HRAS/THBS1/ITGA5 37 KEGG hsa04727 GABAergic synapse 16/1588 89/8135 0.6855 0.9014 0.7528 GLUL/GNG10/ADCY3/SLC6A13/GABBR1/ADCY9/GABARAPL1/GNG2/PRKCA/GABARAP/CACNA1B/SLC38A1/SLC38A5/GNG11/GNB1/CACNA1D 16 KEGG hsa04976 Bile secretion 16/1588 89/8135 0.6855 0.9014 0.7528 ADCY3/EPHX1/ADCY9/ATP1B3/SLC2A1/GNAS/ABCC3/CA2/RXRA/ATP1A3/ATP1A1/SLC9A3/ATP1B2/AQP9/HMGCR/ATP1B1 16 KEGG hsa04217 Necroptosis 29/1588 159/8135 0.6907 0.9026 0.7538 GLUL/VDAC1/STAT3/MLKL/RBCK1/USP21/CAMK2G/CHMP1B/CASP1/PLA2G4B/RNF31/TRAF2/TNFAIP3/STAT5A/IFNAR1/STAT4/BID/CASP8/TNFRSF10A/SPATA2L/TNFSF10/PYGL/CHMP2B/PARP1/STAT5B/SLC25A4/PLA2G4E/STAT6/BCL2 29 KEGG hsa04744 Phototransduction 5/1588 29/8135 0.6945 0.9026 0.7538 PDE6G/GUCA1B/CALM1/SAG/GNB1 5 KEGG hsa01212 Fatty acid metabolism 10/1588 57/8135 0.6987 0.9026 0.7538 SCD/ACSL3/ELOVL3/FASN/ACAT1/ACSL5/ACADVL/PPT2/CBR4/ELOVL1 10 KEGG hsa05134 Legionellosis 10/1588 57/8135 0.6987 0.9026 0.7538 HSPA1L/APAF1/RAB1A/CASP1/BNIP3/NAIP/CASP8/VCP/MYD88/NLRC4 10 KEGG hsa04930 Type II diabetes mellitus 8/1588 46/8135 0.6999 0.9026 0.7538 PIK3CD/PRKCD/SOCS1/IRS2/CACNA1B/HK3/CACNA1D/PIK3R2 8 KEGG hsa00310 Lysine degradation 11/1588 63/8135 0.7093 0.91 0.76 SETDB1/PLOD3/EHMT2/NSD1/ACAT1/PRDM7/SETD2/EZH1/PRDM9/PRDM2/GCDH 11 KEGG hsa01232 Nucleotide metabolism 15/1588 85/8135 0.7111 0.91 0.76 HPRT1/TK2/DCK/CDA/ADA/RRM1/NME3/GMPR2/DUT/TK1/TYMS/NUDT16/ENTPD4/NME1/ADK 15 KEGG hsa03440 Homologous recombination 7/1588 41/8135 0.7144 0.9107 0.7606 POLD1/BARD1/TOP3A/XRCC2/RPA4/TOP3B/BRIP1 7 KEGG hsa04914 Progesterone-mediated oocyte maturation 18/1588 102/8135 0.7223 0.916 0.765 ADCY3/MAPK13/PIK3CD/PLK1/ADCY9/KRAS/CDK2/MAPK14/SPDYC/CDC25B/RPS6KA1/CCNB2/CPEB4/MOS/CCNA2/AURKA/PIK3R2/MAPK11 18 KEGG hsa00020 Citrate cycle (TCA cycle) 5/1588 30/8135 0.724 0.916 0.765 IDH2/SDHD/PDHB/IDH3A/IDH3B 5 KEGG hsa00512 Mucin type O-glycan biosynthesis 6/1588 36/8135 0.7313 0.916 0.765 GALNT14/ST3GAL2/GALNT11/ST6GALNAC2/ST3GAL1/ST6GALNAC4 6 KEGG hsa05320 Autoimmune thyroid disease 9/1588 53/8135 0.7324 0.916 0.765 HLA-DPA1/HLA-DOA/HLA-DMA/CD40/HLA-DRA/CD80/HLA-DQA1/HLA-DPB1/HLA-DQB1 9 KEGG hsa04014 Ras signaling pathway 42/1588 232/8135 0.7346 0.916 0.765 GNG10/NRAS/RALGDS/MRAS/RGL1/ABL2/PDGFB/RASGRP2/PIK3CD/PLA2G2D/BCL2L1/RASGRP3/RAB5A/RIN1/VEGFB/RASGRP4/PLA2G4B/RALA/KRAS/RAC2/CSF1R/RRAS2/SOS2/PLA2G6/GRB2/CALM1/TIAM1/GNG2/FOXO4/PRKCA/PAK1/RGL2/ANGPT1/PAK2/PLA2G4E/RASA1/NF1/GNG11/GNB1/PIK3R2/HRAS/ETS1 42 KEGG hsa04390 Hippo signaling pathway 28/1588 157/8135 0.735 0.916 0.765 TCF7L2/YWHAH/WNT5B/FZD5/CTNNA1/ACTG1/YWHAQ/SMAD3/TEAD2/SMAD7/ACTB/PPP2CA/CCND1/CTNNB1/TGFBR1/YWHAG/CCND2/CSNK1E/DLG4/CSNK1D/SMAD1/BMP2/SERPINE1/WNT10A/SMAD2/BTRC/MYC/WNT6 28 KEGG hsa00592 alpha-Linolenic acid metabolism 4/1588 25/8135 0.748 0.9261 0.7735 PLA2G2D/PLA2G4B/PLA2G6/PLA2G4E 4 KEGG hsa04927 Cortisol synthesis and secretion 11/1588 65/8135 0.7486 0.9261 0.7735 ADCY3/PLCB1/PLCB2/ADCY9/SP1/GNAS/ITPR2/PDE8B/CREB3/CACNA1D/KCNK3 11 KEGG hsa04726 Serotonergic synapse 20/1588 115/8135 0.7538 0.9286 0.7755 GNG10/NRAS/PLCB1/PLCB2/PLA2G4B/KRAS/GNAS/DUSP1/GNG2/ITPR2/PRKCA/TPH1/PTGS2/CACNA1B/PLA2G4E/GNG11/KCNJ5/GNB1/CACNA1D/HRAS 20 KEGG hsa00250 Alanine, aspartate and glutamate metabolism 6/1588 37/8135 0.7562 0.9286 0.7755 IL4I1/GLUL/ASRGL1/GOT1/GFPT1/PPAT 6 KEGG hsa04975 Fat digestion and absorption 7/1588 43/8135 0.7616 0.9317 0.7782 ABCA1/PLA2G2D/DGAT1/SLC27A1/DGAT2/ACAT1/AGPAT2 7 KEGG hsa00982 Drug metabolism - cytochrome P450 12/1588 72/8135 0.7734 0.9428 0.7874 MGST1/FMO5/GSTO1/FMO2/GSTM1/GSTM4/GSTM2/CYP2A7/GSTP1/GSTM5/ALDH3B1/GSTK1 12 KEGG hsa04932 Non-alcoholic fatty liver disease 27/1588 155/8135 0.7765 0.9431 0.7876 SREBF1/MAPK13/PIK3CD/NR1H3/UQCRB/LEP/PRKAG2/NDUFV3/MAPK14/TRAF2/MLXIPL/SDHD/RXRA/BID/CASP8/UQCRC1/NDUFB1/IRS2/FOS/GSK3A/PRKAB2/NDUFA10/NDUFA4L2/ERN1/PIK3R2/PPARG/MAPK11 27 KEGG hsa04714 Thermogenesis 41/1588 232/8135 0.7878 0.9465 0.7905 NRAS/ADCY3/MAPK13/ACSL3/PNPLA2/SLC25A20/UQCRB/SMARCD3/ADCY9/RHEB/SMARCC2/PRKAG2/ACTG1/KRAS/MAP2K3/GNAS/SOS2/NDUFV3/MAPK14/COX19/SDHD/GRB2/ACTB/PPARGC1A/RPS6KA1/SLC25A29/UQCRC1/MGLL/NDUFB1/TSC2/ACSL5/CREB3/RPS6/PRKAB2/DPF1/NDUFA10/NDUFA4L2/COX15/HRAS/PPARG/MAPK11 41 KEGG hsa04340 Hedgehog signaling pathway 9/1588 56/8135 0.7914 0.9465 0.7905 ARRB2/CCND1/CCND2/CSNK1E/GLI3/CSNK1D/BTRC/HHATL/BCL2 9 KEGG hsa04613 Neutrophil extracellular trap formation 33/1588 190/8135 0.801 0.9465 0.7905 FPR3/VDAC1/AZU1/MAPK13/CAMP/PIK3CD/HDAC8/PLCB1/PLCB2/HDAC10/ITGAL/CASP1/HDAC9/ACTG1/RAC2/PADI4/FCGR1A/CASP4/MAPK14/NCF1/ACTB/AGER/NCF4/C5/FPR1/PRKCA/CLEC7A/MPO/CLCN5/AQP9/SLC25A4/PIK3R2/MAPK11 33 KEGG hsa01040 Biosynthesis of unsaturated fatty acids 4/1588 27/8135 0.8017 0.9465 0.7905 SCD/ELOVL3/ACOT4/ELOVL1 4 KEGG hsa04966 Collecting duct acid secretion 4/1588 27/8135 0.8017 0.9465 0.7905 ATP6V1E2/ATP6V0A1/CA2/ATP6V0D1 4 KEGG hsa05032 Morphine addiction 15/1588 91/8135 0.8056 0.9465 0.7905 GNG10/ADCY3/GABBR1/ADCY9/ARRB2/GNAS/GNG2/PRKCA/PDE8B/CACNA1B/GNG11/GRK6/KCNJ5/GNB1/PDE4D 15 KEGG hsa04913 Ovarian steroidogenesis 8/1588 51/8135 0.8056 0.9465 0.7905 ADCY3/ADCY9/PLA2G4B/GNAS/ACOT4/PTGS2/CYP1B1/PLA2G4E 8 KEGG hsa04530 Tight junction 29/1588 169/8135 0.8096 0.9465 0.7905 CD1D/MAP2K7/TUBA1B/TUBA1C/RAPGEF6/TUBA4A/ACTR3B/TUBA1A/PRKAG2/ARHGEF18/ACTG1/ARHGEF2/CLDN17/ARPC4/SLC9A3R1/ACTB/PPP2CA/ACTN1/TIAM1/CCND1/TJP2/CDK4/STK11/PRKAB2/CRB3/CD1E/CACNA1D/CLDN9/ARHGAP17 29 KEGG hsa04713 Circadian entrainment 16/1588 97/8135 0.8105 0.9465 0.7905 GNG10/ADCY3/PLCB1/PLCB2/CAMK2G/ADCY9/GNAS/CALM1/GNG2/PRKCA/FOS/GNG11/KCNJ5/ADCYAP1/GNB1/CACNA1D 16 KEGG hsa04020 Calcium signaling pathway 42/1588 240/8135 0.8108 0.9465 0.7905 VDAC1/ADCY3/PDGFB/P2RX7/ITPKA/LTB4R2/PLCB1/PLCB2/MCOLN2/CAMK2G/PHKA2/ADCY9/VEGFB/PLCD1/PTK2B/ATP2A2/P2RX4/STIM1/GNAS/GNA15/PHKG2/SLC8A1/PPP3CC/TACR2/CALM1/CASQ1/ADORA2B/ITPR2/TNNC2/PRKCA/CYSLTR1/MCOLN1/CACNA1B/EDNRB/CAMK1D/SLC25A4/PPP3CB/CD38/CACNA1D/CHRM2/ITPKB/CXCR4 42 KEGG hsa05217 Basal cell carcinoma 10/1588 63/8135 0.8124 0.9465 0.7905 TCF7L2/WNT5B/FZD5/CDKN1A/CTNNB1/GLI3/GADD45A/BMP2/WNT10A/WNT6 10 KEGG hsa04924 Renin secretion 11/1588 69/8135 0.8161 0.9465 0.7905 CTSB/PLCB1/PLCB2/GNAS/PPP3CC/CALM1/ITPR2/PTGER2/PPP3CB/ADCYAP1/CACNA1D 11 KEGG hsa05031 Amphetamine addiction 11/1588 69/8135 0.8161 0.9465 0.7905 CAMK2G/GNAS/PPP3CC/CALM1/SIRT1/PRKCA/GRIN3B/FOS/CREB3/PPP3CB/CACNA1D 11 KEGG hsa04260 Cardiac muscle contraction 14/1588 87/8135 0.8277 0.9557 0.7982 TPM4/UQCRB/CACNA2D3/ATP1B3/ATP2A2/SLC8A1/UQCRC1/CACNG5/ATP1A3/ATP1A1/ATP1B2/TPM1/CACNA1D/ATP1B1 14 KEGG hsa04622 RIG-I-like receptor signaling pathway 11/1588 70/8135 0.8307 0.9557 0.7982 MAPK13/NLRX1/MAPK14/TRAF2/IRF3/CASP8/CASP10/TRAF3/IKBKE/RNF125/MAPK11 11 KEGG hsa00340 Histidine metabolism 3/1588 22/8135 0.8327 0.9557 0.7982 HAL/CNDP2/ALDH3B1 3 KEGG hsa04022 cGMP-PKG signaling pathway 28/1588 167/8135 0.843 0.9594 0.8013 VDAC1/ADCY3/GNA12/PLCB1/PLCB2/ADCY9/RGS2/ATP1B3/KCNJ8/ATP2A2/SLC8A1/MEF2A/PPP3CC/CALM1/ITPR2/GTF2IRD1/ATP1A3/ATP1A1/IRS2/ATP1B2/CREB3/EDNRB/SLC25A4/PPP3CB/NFATC3/KCNMB1/CACNA1D/ATP1B1 28 KEGG hsa00591 Linoleic acid metabolism 4/1588 29/8135 0.8458 0.9594 0.8013 PLA2G2D/PLA2G4B/PLA2G6/PLA2G4E 4 KEGG hsa04392 Hippo signaling pathway - multiple species 4/1588 29/8135 0.8458 0.9594 0.8013 RASSF2/TEAD2/CSNK1E/PAK1 4 KEGG hsa04270 Vascular smooth muscle contraction 22/1588 134/8135 0.8474 0.9594 0.8013 ADCY3/GNA12/PLA2G2D/PLCB1/PRKCQ/PLCB2/ARHGEF1/ADM/ADCY9/PLA2G4B/PRKCH/PPP1R12B/GNAS/PLA2G6/CALM1/PRKCD/ADORA2B/ITPR2/PRKCA/PLA2G4E/KCNMB1/CACNA1D 22 KEGG hsa04060 Cytokine-cytokine receptor interaction 51/1588 295/8135 0.856 0.9657 0.8065 CXCL9/TNFRSF21/IL2RG/LEP/IL11RA/IL7R/IL16/CD40/CXCL16/CSF1R/CCL2/TNFRSF10C/TNFRSF8/CSF3R/CXCR3/IL32/IFNAR1/TNFRSF4/CCL5/CCR10/EBI3/TGFBR1/TNFRSF6B/CD27/TNFRSF10A/CCL4L1/TNFSF10/IL2RB/IL18RAP/CCL18/IL1R2/TNFRSF25/IL17RA/IL18R1/CSH2/IL22RA1/NODAL/BMP2/TNFRSF11A/CCL13/CCL1/IL15/CXCR6/CXCL13/INHBE/CTF1/IL10RA/IL20RB/EPOR/CCR3/CXCR4 51 KEGG hsa00350 Tyrosine metabolism 5/1588 36/8135 0.8587 0.9657 0.8065 IL4I1/GOT1/MIF/ALDH3B1/GSTZ1 5 KEGG hsa00910 Nitrogen metabolism 2/1588 17/8135 0.8726 0.9771 0.816 GLUL/CA2 2 KEGG hsa04977 Vitamin digestion and absorption 3/1588 24/8135 0.8747 0.9771 0.816 TCN2/RBP2/SLC19A1 3 KEGG hsa00830 Retinol metabolism 10/1588 68/8135 0.8797 0.9794 0.8179 DHRS3/RDH5/ALDH1A1/DGAT1/CYP2S1/CYP2A7/ALDH1A2/DHRS4L2/DHRS4/RDH11 10 KEGG hsa05120 Epithelial cell signaling in Helicobacter pylori infection 10/1588 70/8135 0.9004 0.9953 0.8312 MAPK13/ATP6V1E2/ATP6V0A1/MAPK14/CCL5/PAK1/MAP3K14/ATP6V0D1/ATP6AP1/MAPK11 10 KEGG hsa03040 Spliceosome 23/1588 147/8135 0.9062 0.9953 0.8312 HSPA1L/SMNDC1/SYF2/PPIL1/HNRNPU/RBM17/TXNL4A/SF3A2/PQBP1/NCBP1/HNRNPA3/SNW1/RBMX/PUF60/CDC5L/CHERP/DDX42/SF3A1/PRPF38A/SNRPD3/RP9/PRPF38B/PRPF18 23 KEGG hsa04950 Maturity onset diabetes of the young 3/1588 26/8135 0.9071 0.9953 0.8312 HHEX/NEUROD1/PAX6 3 KEGG hsa04723 Retrograde endocannabinoid signaling 23/1588 148/8135 0.9125 0.9953 0.8312 GNG10/ADCY3/MAPK13/FAAH/PLCB1/PLCB2/ADCY9/NDUFV3/MAPK14/GNG2/ITPR2/MGLL/PRKCA/NDUFB1/PTGS2/CACNA1B/NDUFA10/NDUFA4L2/GNG11/KCNJ5/GNB1/CACNA1D/MAPK11 23 KEGG hsa04721 Synaptic vesicle cycle 11/1588 78/8135 0.9172 0.9953 0.8312 SLC1A3/CLTCL1/SLC6A13/ATP6V1E2/SNAP25/ATP6V0A1/VAMP2/RAB3A/ATP6V0D1/CACNA1B/UNC13B 11 KEGG hsa00514 Other types of O-glycan biosynthesis 6/1588 47/8135 0.9189 0.9953 0.8312 POFUT1/PLOD3/ST6GAL1/GALNT14/GALNT11/MFNG 6 KEGG hsa03420 Nucleotide excision repair 6/1588 47/8135 0.9189 0.9953 0.8312 ERCC5/POLD1/LIG1/ERCC3/RPA4/ERCC4 6 KEGG hsa00040 Pentose and glucuronate interconversions 4/1588 34/8135 0.9211 0.9953 0.8312 GUSB/DHDH/KL/AKR1A1 4 KEGG hsa03020 RNA polymerase 4/1588 34/8135 0.9211 0.9953 0.8312 POLR1D/POLR2D/POLR3A/POLR2H 4 KEGG hsa03015 mRNA surveillance pathway 14/1588 97/8135 0.9237 0.9953 0.8312 PPP2R5B/PPP2R3A/GSPT1/PPP2R5A/WDR33/PNN/PABPC1/PABPN1/PPP2CA/NCBP1/TARDBP/CSTF2/CPSF2/PAPOLG 14 KEGG hsa05206 MicroRNAs in cancer 51/1588 310/8135 0.9306 0.9974 0.833 PIM1/PLAU/CDK6/NRAS/KIF23/PDGFB/SLC45A3/STAT3/PIK3CD/PTEN/CREBBP/KRAS/ST14/CDCA5/SOX4/NOTCH2/SOS2/CDKN1A/DNMT1/SLC7A1/GRB2/CDC25B/CCND1/CDKN1B/E2F2/FSCN1/NOTCH4/MCL1/SIRT1/PRKCA/IGF2BP1/CCND2/PDCD4/PTGS2/SOCS1/CYP1B1/DNMT3A/IRS2/BMI1/TPM1/MMP9/BCL2L2/DDIT4/PIK3R2/BCL2/HRAS/MYC/THBS1/CDKN2A/CD44/ITGA5 51 KEGG hsa00650 Butanoate metabolism 3/1588 28/8135 0.9317 0.9974 0.833 OXCT2/ACAT1/HMGCS1 3 KEGG hsa00500 Starch and sucrose metabolism 4/1588 36/8135 0.9406 0.9975 0.8331 GPI/PYGL/PGM2L1/HK3 4 KEGG hsa00071 Fatty acid degradation 5/1588 43/8135 0.9417 0.9975 0.8331 ACSL3/ACAT1/ACSL5/ACADVL/GCDH 5 KEGG hsa00860 Porphyrin metabolism 5/1588 43/8135 0.9417 0.9975 0.8331 GUSB/PPOX/FXN/CP/COX15 5 KEGG hsa04623 Cytosolic DNA-sensing pathway 8/1588 63/8135 0.9437 0.9975 0.8331 POLR1D/CASP1/IRF3/CCL5/CCL4L1/IKBKE/POLR3A/POLR2H 8 KEGG hsa00220 Arginine biosynthesis 2/1588 22/8135 0.9469 0.9975 0.8331 GLUL/GOT1 2 KEGG hsa00053 Ascorbate and aldarate metabolism 3/1588 30/8135 0.9501 0.9975 0.8331 GUSB/KL/AKR1A1 3 KEGG hsa02010 ABC transporters 5/1588 45/8135 0.9555 0.9975 0.8331 ABCA1/ABCC6/ABCC3/DEFB1/ABCB9 5 KEGG hsa04614 Renin-angiotensin system 2/1588 23/8135 0.9557 0.9975 0.8331 THOP1/CTSA 2 KEGG hsa05322 Systemic lupus erythematosus 18/1588 136/8135 0.9798 1 0.8352 HLA-DPA1/C1QC/HLA-DOA/HLA-DMA/C1QB/CD40/C8G/FCGR1A/HLA-DRA/CD80/HLA-DQA1/HLA-DPB1/ACTN1/C1R/C1QA/C5/HLA-DQB1/SNRPD3 18 KEGG hsa04024 cAMP signaling pathway 32/1588 221/8135 0.9804 1 0.8352 ADCY3/PIK3CD/GABBR1/CAMK2G/ADCY9/ATP1B3/HCN4/CREBBP/ATP2A2/RAC2/GLP1R/RRAS2/GNAS/CALM1/TIAM1/GIPR/PAK1/GRIN3B/ATP1A3/ATP1A1/FOS/GLI3/PTGER2/ATP1B2/CREB3/ADCYAP1/CACNA1D/PIK3R2/SSTR2/CHRM2/PDE4D/ATP1B1 32 KEGG hsa00140 Steroid hormone biosynthesis 6/1588 61/8135 0.9871 1 0.8352 SRD5A1/HSD11B1/SULT2B1/CYP1B1/STS/SULT1E1 6 KEGG hsa05030 Cocaine addiction 4/1588 49/8135 0.9919 1 0.8352 GNAS/GRIN3B/DLG4/CREB3 4 KEGG hsa05168 Herpes simplex virus 1 infection 77/1588 495/8135 0.992 1 0.8352 HLA-DPA1/ZNF33B/ZNF3/PIK3CD/ZNF699/APAF1/BCL2L1/CARD9/ZNF600/EIF2AK4/HLA-DOA/HLA-DMA/ZNF248/POU2F2/ZNF785/ZNF589/ZNF223/RHEB/CALR/PILRA/CFP/ZNF763/HLA-DRA/ZNF621/CCL2/ZNF33A/HLA-DQA1/TRAF2/HLA-DPB1/IRF3/ZNF430/ZNF786/IFNAR1/ZNF93/CCL5/ZNF749/ZNF398/ZNF577/BID/CASP8/TAPBP/C5/MYD88/TRAF3/ZNF177/ZNF688/ZNF549/HLA-DQB1/IKBKE/TSC2/ZNF570/ZNF133/ZNF224/ZNF343/ZNF772/ZNF79/ZNF746/ZNF557/ZNF331/EIF4EBP1/ZNF669/ZNF773/ZNF550/ZNF454/ZNF470/ZNF671/ZNF564/ZNF563/PIK3R2/ZNF20/ZNF74/BCL2/ZNF684/ZNF431/ZNF205/ZNF689/ITGA5 77 KEGG hsa00515 Mannose type O-glycan biosynthesis 1/1588 23/8135 0.9933 1 0.8352 FKRP 1 KEGG hsa03008 Ribosome biogenesis in eukaryotes 12/1588 109/8135 0.9942 1 0.8352 UTP18/RCL1/NOB1/UTP6/RAN/NAT10/CSNK2A2/UTP15/RBM28/XPO1/WDR75/FBL 12 KEGG hsa05033 Nicotine addiction 2/1588 40/8135 0.9982 1 0.8352 GRIN3B/CACNA1B 2 KEGG hsa04742 Taste transduction 7/1588 86/8135 0.999 1 0.8352 PLCB1/PLCB2/TAS2R39/GABBR1/HCN4/TAS2R3/TAS2R38 7 KEGG hsa00970 Aminoacyl-tRNA biosynthesis 4/1588 66/8135 0.9995 1 0.8352 CARS2/PARS2/SARS2/DARS2 4 KEGG hsa00190 Oxidative phosphorylation 12/1588 134/8135 0.9998 1 0.8352 UQCRB/ATP6V1E2/ATP6V0A1/NDUFV3/SDHD/UQCRC1/NDUFB1/ATP6V0D1/ATP6AP1/NDUFA10/NDUFA4L2/COX15 12 KEGG hsa05034 Alcoholism 19/1588 187/8135 0.9998 1 0.8352 GNG10/NRAS/HDAC8/HDAC10/HDAC9/KRAS/GNAS/SOS2/GRB2/CALM1/GNG2/ADORA2B/GRIN3B/CREB3/SLC29A3/GNG11/SLC29A2/GNB1/HRAS 19 KEGG hsa04080 Neuroactive ligand-receptor interaction 42/1588 353/8135 1 1 0.8352 FPR3/F2RL1/P2RY11/P2RX7/LTB4R2/C3AR1/LEP/LTB4R/GABBR1/ADM/VIPR1/P2RX4/CHRNA2/OPRL1/GLP1R/UCN/GNRH2/PENK/P2RY13/TACR2/ADORA2B/C5/GZMA/FPR1/P2RY8/GIPR/CYSLTR1/GRIN3B/PTGER2/CSH2/EDNRB/P2RY10/P2RY6/GRM6/CHRNB1/S1PR3/S1PR4/ADCYAP1/MC1R/SSTR2/CHRM2/TAAR1 42 KEGG hsa04740 Olfactory transduction 27/1588 440/8135 1 1 0.8352 ADCY3/SLC24A4/CAMK2G/RGS2/OR2F1/ARRB2/OR1L8/OR2AK2/OR4C13/SLC8A1/OR6B1/OR2M2/CALM1/OR10S1/OR7E24/OR51E2/OR52D1/OR2H2/OR2G3/OR51I2/OR8J1/OR51G2/OR4C3/GNB1/OR11G2/OR2AG1/OR2C3 27