├── .DS_Store ├── README.md ├── data ├── .DS_Store ├── email-enron.txt ├── essentialProteins │ ├── Homo-sapiens_consolidated.csv │ ├── allProteinNamesWithEssentialityInformation.csv │ └── uniprotMappingProteins2Genes.tab ├── hypergraphProteins.out ├── proteinInteraction │ ├── proteinHyperedges.pkl │ └── reactome.homo_sapiens.interactions.tab-delimited.txt └── smallExampleHypergraph.txt ├── fig └── proteinHypergraphV2.jpeg └── python ├── __pycache__ ├── hypergraph.cpython-36.pyc ├── hypergraph.cpython-37.pyc ├── newHypergraphFunctions.cpython-36.pyc └── newHypergraphFunctions.cpython-37.pyc ├── hypergraph.py ├── newHypergraphFunctions.py ├── plottingRepresentingGraphWithNetwulf.ipynb └── testHypergraphFunctionsSmall.py /.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/floklimm/hypergraph/ba901f9c54e9848c9405eff2a7c54d07ef98afa8/.DS_Store -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # hypergraph 2 | 3 | This library provides additional functions that can be used with the [hypergraph library](https://github.com/PhilChodrow/hypergraph) by Phil Chodrow. 4 | 5 | The additional functions are\ 6 | Local clustering coefficient for hypergraphs\ 7 | Hierarchy coefficient for hypergraphs\ 8 | ER-like Random graph model\ 9 | Plotting the representing graph of a hypergraph with [Netwulf](https://pypi.org/project/netwulf/) 10 | 11 | 12 | 13 | 14 | 15 | Furthermore, we provide some of the protein data used in the manuscript. 16 | 17 | If used please cite:\ 18 | Florian Klimm, Charlotte M Deane, Gesine Reinert, Hypergraphs for predicting essential genes using multiprotein complex data, Journal of Complex Networks, Volume 9, Issue 2, April 2021, cnaa028. 19 | [Journal](https://doi.org/10.1093/comnet/cnaa028) [bioRxiv](https://www.biorxiv.org/content/10.1101/2020.04.03.023937v1) 20 | 21 | ![alt text](./fig/proteinHypergraphV2.jpeg) 22 | -------------------------------------------------------------------------------- /data/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/floklimm/hypergraph/ba901f9c54e9848c9405eff2a7c54d07ef98afa8/data/.DS_Store -------------------------------------------------------------------------------- /data/essentialProteins/allProteinNamesWithEssentialityInformation.csv: -------------------------------------------------------------------------------- 1 | TSPAN6 TNMD DPM1 SCYL3 C1orf112 FGR CFH FUCA2 GCLC NFYA C1orf201 NIPAL3 LAS1L ENPP4 SEMA3F CFTR ANKIB1 CYP51A1 KRIT1 RAD52 BAD LAP3 CD99 HS3ST1 ABP1 WNT16 HECW1 MAD1L1 LASP1 SNX11 TMEM176A M6PR KLHL13 CYP26B1 ICA1 DBNDD1 ALS2 CASP10 CFLAR TFPI C2orf56 RBM5 MTMR7 SLC7A2 ARF5 TMEM199 PLXND1 AK2 CD38 FKBP4 KDM1A RBM6 CAMKK1 RECQL CCDC132 HSPB6 ARHGAP33 NDUFAB1 PDK4 SLC22A16 ZMYND10 ABCB5 ARX SLC25A13 ST7 CDC27 SLC4A1 CALCR HCCS DVL2 PRSS22 UPF1 SKAP2 SLC25A5 CCDC109B HOXA11 POLR2J DHX33 MEOX1 THSD7A LIG3 RPAP3 ACSM3 CIAPIN1 KIAA1539 COPZ2 PRKAR2B MSL3 CREBBP BZRAP1 MPO PON1 C2orf3 WDR54 CROT ABCB4 MLL5 RHBDD2 SOX8 IBTK ZNF195 MYCBP2 FBXL3 ITGAL PDK2 ITGA3 ZFX LAMP2 GGNBP2 ITGA2B ASB4 GDE1 C19orf60 CRLF1 OSBPL7 TMEM98 YBX2 KRT33A MAP3K14 ABCC8 CCL18 CCL3 SYNRG CACNG3 TMEM132A AP2B1 TAC1 ZNF263 CX3CL1 SPATA20 CACNA1G TNFRSF12A DLX6 MAP3K9 RALA BAIAP2L1 JHDM1D ETV1 AGK TTC22 PHTF2 CCL26 FARP2 USH1C GGCT DBF4 TBXA2R IFRD1 LGALS14 COX10 GTF2IRD1 PAF1 VPS41 ARHGAP44 ELAC2 SCIN ARSD PNPLA4 MYH13 ADIPOR2 CDKL3 UPP2 PRSS21 MARK4 PROM1 CCDC124 CEACAM21 PAFAH1B1 NOS2 DNAH9 KIAA0100 SLC13A2 GAS7 TRAPPC6A MATK CEACAM7 CD79B SCN4A ST7L TKTL1 PAX6 RPUSD1 RHBDF1 LUC7L CACNA2D2 BAIAP3 C16orf42 PIGQ CRAMP1L TEAD3 SELE DNAJC11 FMO3 MYLIP NOX1 E2F2 PSMB1 SYN1 JARID2 CDKL5 CAMK1G CDK11A NADK TFAP2B TFAP2D DLEC1 CYTH3 ADAM22 SYPL1 CYB561 SPAG9 CELSR3 AASS PLEKHG6 SS18L2 MPND MGST1 CRY1 PGLYRP1 NFIX ST3GAL1 MMP25 IL32 PKD1 MAPK8IP2 MED24 RHOBTB2 HEATR5B SEC62 RPS20 CSDE1 UBE3C REV3L ODZ1 PAX7 MASP2 IYD FAM76A TRAF3IP3 POMT2 VTA1 MLXIPL BAZ1B RANBP9 ETV7 C1orf124 METTL13 DYRK4 ZNF207 UQCRC1 STARD3NL CD9 HHATL NCAPD2 IFFO1 GIPR PHF7 SEMA3G NISCH STAB1 FUZ SLC6A13 IDS PRSS3 ZNF200 CD4 LRRC23 BTK HFE SCMH1 FYN HIVEP2 FMO1 TCEB3 LYPLA2 CLCN6 MRC2 NME2 SLC6A7 TSPAN9 BTBD7 APBA3 MKS1 ABHD5 KAL1 AKAP8L MBTD1 UTP18 RNF216 TTC19 PTBP1 DPF1 SYT7 LARS2 PIK3C2A PLAUR ANLN WIZ RABGAP1 DCN QPCTL PPP5C CEP68 MAP4K3 ZBTB32 TYROBP TMEM159 GABRA3 BRCA1 ERCC1 CD22 SEMA3B MBTPS2 PRICKLE3 LTF EXTL3 NR1H4 ELOVL5 ALOX5 KDM5D CALCOCO1 UBR7 MAP4K5 EHD3 PSMC4 MAN2B2 SLC7A14 CLDN11 SLC25A39 MVP NUB1 PGM3 RWDD2A CLK1 POLR3B ANGEL1 RNF14 DNASE1L1 DDX11 HEBP1 GPRC5A MAMLD1 CD6 TACC3 KIAA0776 POLA2 ZC3H3 CAPN1 ACPP MDH1 SLC30A9 MTMR11 COX15 CCDC88C YAF2 ZMYND11 WAS DPEP1 BID MATR3 NPC1L1 XYLT2 RGPD5 STMN4 NUDCD3 ISL1 CHDH IL20RA CLCA1 CLCA4 GLT8D1 ATP2C1 SRCIN1 IGF1 SLC38A5 MAGIX RALBP1 RUFY3 CNTN1 SLC11A1 WWTR1 AGPS CXorf56 ATP1A2 TTC27 ZNF582 VSIG2 PHLDB1 MARCO CYP24A1 PRDM11 SYT13 SNAI2 CD74 HGF ZRANB1 NCDN GPR124 ZFP64 MNAT1 SAMD4B RUNX3 MRE11A PLEKHB1 SERPINB1 CYP3A43 SLC7A9 SPAST NRXN3 OSBPL5 AQR CPS1 C8B FHL1 C20orf43 GABRA1 NLRP2 SLC45A4 RNF10 ZNF839 ZDHHC6 GRAMD1B RNH1 NDUFS1 RB1CC1 ERP44 ALAS1 BIRC3 AKAP11 GLRX2 SNAPC1 DERA STRAP ABCC2 ACCN5 DEF6 PLEKHO1 GCLM UBR2 EHD2 DEPDC1 CCDC28A RRAGD HSF2 PHF20 HSD17B6 NR1H3 TYMP NCAPH2 TOMM34 SEC63 KPNA6 VIM RTEL1 FAS RNASET2 CD44 KCNG1 AGPAT4 SLAMF7 BTN3A1 MIPEP PRKCH INSRR IFNGR1 B4GALT7 SH2D2A VRK2 TNFRSF1B VEZT POU2F2 BRD9 SNX1 TBPL1 ARNTL2 BCLAF1 SLC39A9 ANK1 IBSP TFB1M RABEP1 HMGB3 NUP160 BAK1 MUSK IKZF2 GRN FAM13B ARHGAP31 NR2E3 CENPQ SARS RANBP3 ARID4A TSSC1 PNPLA6 IFT88 ALG1 ZCCHC8 ABCF2 CHPF2 LRRC7 FUT8 UBA6 GAB2 ATP6V0A1 PIAS1 SLC4A7 APBA2 UHRF1 MAP2K3 EFCAB1 TMSB10 ASTE1 RNF19A PEX3 GABARAPL2 MYOC SH3YL1 FAM136A VCL DEPDC1B DAPK2 NSMAF ADSS STAP1 TIMP2 RFC1 TBC1D23 CUL3 MYOM2 OTC CYP46A1 ZZZ3 SLC18A1 USP2 CASR TUBG2 RPL26L1 FLT4 NSUN2 FBXO42 MFAP3 MRI1 METTL1 HOXC8 AGA PI4K2B BOD1L MAT2B TLL1 EDC4 TRIO VCAN CLEC16A MSR1 CDH1 SKIV2L2 DNAH5 ZFYVE16 FAM65A C6 RAI14 SOX30 PNKP BEST2 PHLPP2 CCDC99 STAU2 PQLC2 CTNS RTN4R PHF23 CDH10 INPP4A RAB27B PSMA4 MYO16 LSG1 PARP3 TNC THAP3 FAM65C TDP1 AIFM2 C2orf83 SPATA7 MED17 RETSAT CAPG AP2S1 USH2A ZPBP TG ADAM28 BARX2 DCUN1D1 PHF15 ZIC2 LCP2 TRIT1 ADRB1 GUCA2B CUL7 CTNNA1 PHKA2 CNTLN EPHA3 HSPA5 DSG2 GEMIN8 OFD1 GPM6B MAGEC2 PREX2 WDR37 YTHDC2 CTPS2 ATP6V1H POLR2B FAM214A ARAP2 TPR CP KIAA0556 DTNBP1 XK ANO2 C12orf4 SCML1 WWC3 ARHGAP6 FAM184B MAP4 GOPC ROS1 USP28 HDAC9 TSPAN17 NOP16 CC2D2A RRM2B ZNF800 TNFRSF17 SNX29 LMO3 MRPS10 GUCA1A RSF1 VPS13D CELF2 FAM120A R3HDM1 COL9A2 KITLG ERCC8 ADAMTS6 H6PD VAMP3 PER3 UTS2 TNFRSF9 EPN3 LTBP1 RCN1 ELN RFC2 ARID1B CLPTM1L NEDD4L FOXP3 PPP1R3F HEXB PTCD2 KIAA2022 JKAMP DKK3 ARHGEF5 NFE2L3 CCDC90A LIMA1 LETMD1 SLC4A8 LAMC3 PTGER3 TNIP3 MAPK9 COL23A1 BCAR1 FAM160A2 HERPUD1 HOMER3 RAD51 POLQ PIK3CB CYBA THOC3 HEBP2 MPHOSPH9 PLEKHA5 PRSS8 SIKE1 RRP12 FNIP2 SC4MOL TTC17 ALX4 FSTL4 FOXN3 C6orf186 AKR7A2 MRTO4 NNAT USE1 MCF2L2 NRIP2 LAMA3 MUDENG ANAPC4 KCNQ1 TRAPPC3 THRAP3 PHPT1 ENTPD2 LY75 ARID4B OPN3 SDCCAG8 PTPRN HHAT KIF1B FOXC1 TBC1D22A SYNE2 PLEKHH1 ATP9A SPO11 CBLN4 CHRDL2 FAM168A RELT GALC NOP58 C1orf144 KCNH2 CUL1 FAM114A2 CYFIP2 TAB2 C6orf72 EIF2AK2 USP36 MLL3 MCOLN3 CCDC85A PUM2 MRPL43 ITIH4 ITIH1 C4orf27 ZFR ZNF280C NPFFR2 PHF21B TRAF1 RC3H2 PCGF2 IL17RB TRAF3IP2 GYG2 DCBLD2 SERPINB3 SOAT1 PKP2 MSH4 F7 GDI2 PRDM1 ATG5 TMCC3 C1orf128 MTA3 USP13 ATP11B LAMC2 CDK14 SEC61A1 PPP1R12A RASGRF1 CAMK2B CROCC POLR3E ATP2B4 ZC3H11A RIOK2 YIPF1 TMEM48 DGKG FLYWCH1 UNKL TBXAS1 PARP12 ALDH18A1 TARBP1 PET112L MXD1 CDK17 DNAJC25 SLC2A3 PSD CTDP1 CSDA STYK1 CCAR1 OGFR GNA15 CREB3L3 PIGV PTPRU SNRNP40 RIMBP2 COL11A1 QSER1 BRP44L ACAA1 BCAT1 HDAC7 LZTS1 PRDM6 WNT8A SPAG4 NCKAP1 MRPS35 GUCY1B3 SFSWAP TNK2 MON2 CDH3 ARSF GPBP1 DGAT2 ZNF112 CS LTK MRPS24 ELMO2 WAPAL TMEM49 APPBP2 POLD1 SEZ6 EIF4B SLC6A16 GLTSCR1 SPHK2 RPL18 CA11 ISOC2 U2AF2 EPN1 MED29 AHRR GSC2 ZNF275 MTMR1 GPC1 ADCK1 HAGH RNF4 CASP8 LIMCH1 C12orf11 TM7SF3 DLX3 SPA17 TSPAN32 WISP2 DMRT3 ST3GAL6 ATP2C2 NGFR CDON TAF2 HIPK2 TNPO3 RFXANK TMEM161A LPAR2 CTSA SUGP2 SLC12A2 SNX24 EYA2 CNN2 ABCA7 SNCAIP DDX20 BTBD1 FAR2 BCAS1 POU1F1 CHI3L2 SBNO2 PMS1 HMG20B CALCRL TAF11 ANKS1A AP3D1 ZNF76 SLC9A3R2 NTHL1 UHRF1BP1 GNAI3 IPO5 OAT WDR3 PKN2 WDR18 TRAM2 NTN1 GLP2R MCM10 DGKA ERBB3 ROPN1 ANKRD44 KARS ADAT1 PDIA5 TBC1D22B NDUFB4 SPEN MYLK ZC3H15 MAP2K4 TMEM206 SNAP91 SLK CYB5R4 COL17A1 GSTO2 SEC61A2 PRKCQ TLE2 ASB1 FAM107B ME1 TBC1D1 CDK13 MTHFD2 SLC9A7 FOXJ2 YBX1 PDE4A PPP2R5A CTNNA2 ELAVL1 TIE1 DIP2B SMARCD1 KDM4A NFYC ZMYND12 SLC9A3 NGEF ASPM CD84 ELOVL1 SPI1 ZNRD1 MPPED2 CLDN18 ZBTB11 ATXN3 GOLGA5 FGFR2 LRRC40 ISOC1 EML1 TRMT11 THUMPD1 C9orf30 KIF26A ATG2B ARFGEF1 ACSM2B ZFAT MTFR1 STAG3 FECH MYO9A DDX3Y PFKP IDI1 SP100 KLF6 PPAP2A NEO1 TRAM1 PHKA1 TNFRSF1A CACNB1 EVI5 STOML1 PKM2 DHX29 DNTTIP2 C16orf68 TP53BP1 TRO RRP15 RHOA DHX8 PRKCZ ZFY IARS2 SYT1 NAV3 IDH3G ROGDI PDZD4 ATP2B3 ROCK1 CBFB PDK3 HYAL2 HDAC4 RASSF1 FGFR3 IFI35 HEATR6 COASY PLEKHH3 MEF2A OTUD5 TFE3 TBC1D25 ACSL4 INPP5A GPKOW GRIPAP1 FTSJ1 PRR11 REEP1 ATP11A POLR1A LAPTM4A TTC7A IP6K2 STON1-GTF2A1L SRBD1 CYFIP1 KIF2A RASGRP2 PSME4 IFT80 SIRT2 ERLEC1 PPP2R5B PYGM PAGE1 PITX1 MAST4 GPR116 SDK2 ADAM7 NUP133 NUCKS1 VPS35 DNAJA2 BCL3 KCNAB2 ABCC9 GAL CLEC2D FUNDC1 MAOB RORA DRD4 TGFBR3 KIAA1107 PLA2G10 HES2 ATP1B3 NEDD4 PIGB MAPK6 GNB5 RAB27A CECR5 UFD1L LRP6 GUCY2C SCT PHRF1 IKBKAP NUCB2 PFN2 PTPN3 SPTB DAPP1 FGF10 SLC44A1 C14orf101 SMG6 EXOC5 CLTCL1 FGF22 FSTL3 DGCR2 RNF126 MNT ZXDC JMJD6 POLB ST6GALNAC1 WIPI1 FRMPD1 GBA2 NDST1 ASNS AP3M2 CNGB1 ST6GALNAC2 CHAT PABPC1 TESK2 C16orf80 CSNK2A2 PTPN21 EIF2B3 CAMK2A TCOF1 CDC42 OSBPL3 EPHA8 SLC12A3 RAD18 ATP2B1 TRPM5 NCK2 MAP4K4 MGAT4A RPL31 WDR1 SNX13 MS4A12 ARHGAP10 RPS6KA2 ING3 VASH1 LMCD1 WBSCR22 SEL1L TRIP13 ATP6AP1 TCF3 TRIB2 DAZAP1 MBD3 PRLH HLTF FAM50A FAM3A CPSF1 MYO3B CYBRD1 CDH19 PDCD2 SLC6A15 RDH11 PRKACA LPHN1 SPP2 ACTN1 ZFYVE26 RPS6KA6 EPN2 PTPN18 LIMS2 ACCN4 SPEG LNX1 ALDH3A2 TFRC SREBF1 TRPC5 AFF4 UBE2D1 MPP5 RHOBTB1 ASAH2C SMC1A HSD17B10 MARK2 HMMR CHFR TRHDE P4HA2 FCGR2B NFATC3 TRNT1 ACADVL STK10 FBXW11 ACAP1 CRMP1 EVC DERL2 SIDT1 NDE1 MRVI1 TMEM38A AP1M1 PVR IKBKG XRCC1 SCARB1 CYP2W1 MCM2 MOV10L1 PANX2 TP63 ALPK1 LLGL2 PDE8A CLCN4 NLE1 SDHA SMARCE1 FNDC8 GSDMB KDM5A ADAM11 PPP2R3A FERMT2 ABCB11 DHRS9 CD5L PTGS2 IGF2BP2 MAP3K13 ST6GAL1 TBX21 FRY PICALM NSF GLI2 CLASP1 MRPS34 NOTCH3 CLNS1A PPP2R2C TEAD2 EED CDHR2 SNCB TSG101 C17orf85 ATP2A3 CA12 MGLL NTN4 BCS1L NUAK1 DPP8 SLC24A1 ZNF532 SCARF1 LMAN1 PTPLAD1 IPCEF1 ZZEF1 NOX3 ENO1 SLC12A1 C19orf10 ANO8 TUBE1 ARHGEF10L TXK WSCD2 KCNQ2 TACR2 ACTR6 TIPIN SRI EIF4G3 NUP37 SEMA3A GTSE1 SEMA3C TTC38 ACAT1 GRAMD4 CELSR1 WNT8B ZNF638 SLC25A40 C18orf55 ADD2 FGF4 RASAL2 C16orf7 ZNF37A MARK3 SLC25A3 FNDC3B FOSL2 CACNG5 CACNG4 FRYL TMEM131 FSCN1 ACTB MOCOS PLD1 ATP12A WDR62 DLG1 RAB7A BCAP29 SEC31B SART3 ARHGAP15 TUBA3D PAX2 EXOSC7 KIFAP3 MKRN2 MCM6 REXO2 RBM7 RBMS2 BAZ2A PTPN23 MLH1 UNG FMO4 KLHL20 RGS11 SLC46A1 PLXNA2 SPAG5 ANKRD13A TPD52 ACACB TRAF4 PAG1 GPATCH1 ICAM3 NT5C2 MCAM GPC4 MBNL3 KIAA1543 RAP1GAP XAB2 ARHGEF1 STXBP2 MAP2K7 ITGB1BP3 DGKD CTTNBP2 ACTL6B RARB TOP2B TM9SF3 NFKB2 UBE2T PPP1R12B DNAJC10 GTF3C1 IL4R USP33 PAK3 CAPN6 DCX SNRPA SPAG6 EXOSC5 DYNC1I2 APBB1IP LRCH4 FAM76B SIRT6 TYR POLD3 ACTN2 CAPZB GPR137B NAALAD2 PHF17 SLC25A43 UBE2A FGFR1 FKBP6 GTF2I SMC1B FBLN1 ITGA8 CST7 MAP2 PIAS2 AMPH ARAF MCCC1 LAMP3 FAP NEBL ACER3 UBE2K PIK3C3 N4BP2 C12orf5 TULP3 SYNJ2 ADCY2 PPP2R5C RBFOX1 GNB1 HOXA9 EDN1 MLLT10 ZCWPW1 ADCYAP1R1 FGF20 P2RY10 ITM2A NRD1 VDAC3 PCM1 TNRC6A CBFA2T2 DBC1 ITCH PKD2L2 TP53INP2 SDF4 MYH7B BPIL1 TP73 TOLLIP UBE2D4 CLUL1 RUNX1T1 CDH17 THOC1 FKBP7 OSBPL6 SLC1A3 XRCC5 LXN SP140 MKNK1 TNS1 REXO1 SAR1A CDC14A RAPGEF3 CEACAM1 SENP1 DUSP13 CIC LIPE FDFT1 PAFAH1B3 OPHN1 AFM KIF22 SCGN LRRC16A PGM1 DDX1 DNM2 EPB41L2 RIMS1 MOXD1 STX7 RABL2B KEAP1 DDX43 PTPRH DCT SLC35C2 CRYBG3 EPHA6 SCTR RFX3 RIF1 RAB21 SLC4A4 SMARCA2 RDH8 SESN1 MID2 CXorf41 COL5A3 SRCAP KIAA0020 CPB2 CHRNA3 KCNN2 CNOT4 PSEN1 CPOX CLDND1 RAGE HSP90AA1 RBL1 DLGAP4 IGSF9B CFHR2 NDC80 AP4E1 RSBN1 MAGI3 CXCL2 AFP COL4A4 TCF7 OSTM1 CDH7 IMPG2 PCNP EXD2 ARG2 MEF2C PTPRC CACNA1S PKP1 UBA5 STK17B CDC14B ZNF510 LRP2 ZNF506 JMJD4 DUSP12 AACS KIAA0141 SLC13A1 CADPS2 PCDHB4 PCDHA6 PCDHG@ HSPB11 PHLPP1 ATP8B1 IL12RB2 SMARCD3 WDR70 FYB MPP4 STRADB BZW1 PGR C1QTNF3 ME2 C5orf22 CCNT2 FAM135A COL19A1 EPB41L3 COBLL1 DLG3 KCNK2 SERTAD4 TRAF5 MRPL22 GEMIN5 OPRK1 NFE2L1 SEMA5B GSK3B ITGB5 ERC1 XPO1 C4orf6 RNF13 TRPM3 PALB2 DOPEY1 LYRM2 BCKDHB MYST3 ZCCHC6 ULK2 GRHL2 TNPO1 PLOD1 P2RX5 ITGAE DIS3 PIBF1 TDRD3 NUFIP1 PDS5B OXCT1 RRAGB EPYC CYLD SLC27A5 ZNF324 ZNF671 ZNF416 ZNF586 ZNF446 ZNF8 ZNF264 RPS5 FAT1 YTHDC1 CHMP2B SMAP2 PPIE ZMPSTE24 STARD7 C4orf14 REST HAL SSH1 GSTP1 APLP2 KIAA1467 SLCO1A2 WBP11 EIF3I NKAIN1 COL16A1 TXLNA APOB NCOA1 AGBL5 EFR3B KIF3C RAB10 GCKR HADHA MAPRE3 CAD CD59 CD82 BCORL1 ATRX TAF9 FCN1 MYNN MECOM PREP HACE1 SEH1L WDR47 WDFY1 OVGP1 SLC25A24 MAP3K4 PILRA IGSF9 ABCB1 ZNF213 AKR1B1 CPNE3 RRN3 CTTN WNT11 MTIF2 DDHD2 TTC39A EPS15 ORC1 MGST2 CHERP ATG16L1 USP40 POMGNT1 RAD54L MAST2 DNAJA1 B4GALT1 CHMP5 NFX1 AQP6 DIMT1L IPO11 FOLH1 EIF2AK1 TXNDC3 EPDR1 SNX10 SEPHS1 MRPL28 HBQ1 ITPKC CEACAM6 FAT2 RBM22 TMED2 ERO1LB ZFAND6 HSD17B2 TXLNG PPEF1 LAT2 HUWE1 ZW10 FDXACB1 MYBPC2 NOX4 ACOX3 MTMR2 PPP1R15A HSD17B14 TRIP6 ACHE FTL SRRT BAX NLK PIGS ADAMTS2 TMPRSS11E ATXN7L3 PGS1 PSMC5 UIMC1 CETP MMP2 MT3 LPCAT2 GNAO1 OGFOD1 SH3BP2 NOP14 ADD1 L2HGDH TXNDC16 C14orf166 NID2 GMCL1 SF3B2 KLHDC5 GNAS DNM1L PTHLH PHACTR3 ERGIC2 TFAP2C AURKA CASS4 PIR C11orf67 RFX2 SLC6A14 METTL2A SULT2B1 ALG6 CNOT3 GP6 PTPN4 DDX18 KHSRP GNA11 ASAP3 EDEM2 DNMT3B REM1 TPX2 PDRG1 EPB41L1 SLC15A1 DOCK9 ANKRD10 TGDS DOCK3 C3orf18 COQ9 TMEM40 KIF9 ARHGAP28 CRLS1 DEFB127 PPP1R13B ATRN SMOX SIGLEC1 FKBP1A NSFL1C SLC4A11 C20orf194 ZNF343 EBF4 CPXM1 MAVS F11 XRN2 DYNLL1 TESC SNX5 RPL6 SIRPG MAPKAPK5 P2RX7 ESF1 RBBP9 ANAPC5 SLC23A2 SLC24A6 C20orf30 C20orf12 KDM2B C20orf26 LHX5 TASP1 OAS1 GCN1L1 RPLP0 PXN SIRT4 RPH3A KIF16B TRMT6 CHGB PEBP1 TBX5 BRAP ERP29 NOS1 FUS IGBP1 FXYD5 ZNF302 GRAMD1A FXYD3 HEPH C16orf5 CMTM1 KCNH4 GANAB GMIP RBM41 BIRC5 LAG3 MLF2 OTUB2 DDX24 ZBTB25 NECAP1 ARHGAP4 ANKRD24 DHX32 RCOR1 C14orf118 LTBP4 BLVRB SLC9A1 SPTLC1 PAPOLA CCNK PCBP4 RGS1 YPEL3 MRPS33 NDUFB2 CLEC5A NUDC MAEA ICAM1 STRN4 IRAK3 LYZ SI MUL1 TFAP4 PDCD7 SPG21 FETUB DNAJB11 LEPREL1 THPO CHRD FLT3LG RAB11FIP3 GNPTG ZNF268 GOLGA3 PABPC4 CD209 LASS4 MCOLN1 USP48 EFNB1 PDPR AARS GLG1 KIF4A TNRC6A FCGBP PLEKHG2 DLL3 NAT14 PITPNM2 EXOC1 RBM27 POU4F3 OSBPL8 DTX2 NLRC4 PUS7 LAMB4 NRCAM LAMB1 SLC26A4 SLC26A3 DLD WDR7 TXNL1 IL5RA ABCC6 CMTM6 ITGA6 RAPGEF4 SMPX FH SEL1L3 TF CDV3 MYO15A ALKBH5 APOH NLRP1 PITPNM3 SPAG7 ORC6 ZFHX4 SLC17A6 CPA1 ZC3HC1 ESR1 RGS17 ANGPT2 TMEM101 CD200 CCDC80 CMA1 PSME1 PPP2R3C HAUS4 JPH4 MYH7 CEBPE SLC7A8 OSGEP SLC22A17 RNF31 SCFD1 G2E3 HECTD1 HNRNPC RPGRIP1 SUPT16H TOX4 SIP1 TGM1 TINF2 DAZL TBL1Y SEMA6A TRPM7 TYRO3 WDR76 CAPN3 SNAP23 TBX15 PHGDH COL9A3 EZR MYL6 EIF2C1 TEKT2 CLSPN RFFL UNC13D MFSD11 DPYSL2 TGFB2 GPATCH2 NUP50 CDC45 COMT CECR1 MICAL3 VNN3 ECHDC1 LRRFIP2 SEC22C XYLB HDAC6 OR1I1 GABRP KRT31 CDC6 UPRT CDC23 AAAS CBX5 FMO2 C1orf9 MSH2 MAP3K1 DHPS HOOK2 FAM55A ARCN1 EPB41L4B TMEM38B PSMD5 PTGS1 NUP188 CRAT SH2D3C NANS TBC1D2 DFNB31 PDE6C CWF19L1 SEMA4G BTAF1 IKZF5 BLNK TLL2 CYP26A1 TDRD1 SORBS1 CRTAC1 BAMBI IL11 MYO3A WAC CREM NUBP2 TPSD1 C19orf77 HIVEP1 TREM2 KCNK16 CRISP3 FKBP5 SRPK1 BRPF3 MRPS18A PGC TMEM14A EFHC1 RPS18 BAT3 VARS NCR2 HSP90AB1 MLN CDC5L ITPR3 ZNF184 DSP SIRT1 HNRNPH3 IFT74 JAK2 IL12RB1 ABL1 ACOT7 SH3GLB1 CDC7 SYDE2 PCSK5 SCD TMED1 ABLIM1 ERMP1 RAB18 NRP1 PRTFDC1 PALMD TSPAN15 H2AFY2 FAM21A MAST3 MZF1 OCEL1 MYO9B KCNK6 CATSPERG PSMD8 FBXL19 STX1B HSD3B7 SETD1A BCL7C MAGEB2 EFNA2 CIRBP ATP5D C19orf26 PCDH11Y AMELY CYorf15A IGFALS HNRNPM 2-Mar NDUFB7 TECR TIMM13 CDC34 MTAP C19orf21 KIAA0284 POLR2E POLRMT HCN2 CDHR5 IZUMO4 RASSF7 GADD45B PALM MADCAM1 IGF2AS MKNK2 ARVCF TRMT2A RANBP1 ZDHHC8 KLHL22 MED15 SERPIND1 SNAP29 CRKL LZTR1 MMP11 CECR2 SMARCB1 P2RX6 DERL3 SLC7A4 BCL2L13 DDTL DDT GSTT2 OSM CABIN1 TBC1D10A SUSD2 SF3A1 GGT5 RNF215 SEC14L2 SEC14L3 SPECC1L PPIL2 UPB1 YPEL1 SNRPD3 PES1 MAPK1 GGT1 PRODH PPM1F SLC35E4 TOP3B CRYBB3 CYTH4 DGCR14 MFNG CARD10 LRP5L SLC25A1 ADRBK2 PLA2G3 LGALS2 GGA1 HIRA SH3BP1 SEZ6L LGALS1 HPS4 PIK3IP1 SRRD PATZ1 TRIOBP TFIP11 GCAT GGTLC2 CRYBB1 ANKRD54 EIF3L NHP2L1 MICALL1 POLR2F SOX10 CCDC134 DEPDC5 PICK1 TTC28 SLC16A8 CENPM 3-Sep SLC5A1 SLC5A4 KDELR3 CYP2D6 DDX17 DMC1 TCF20 HSCB CBY1 TOMM22 RTDR1 XBP1 C22orf28 JOSD1 FBXO7 GTPBP1 POLDIP3 RAB36 TIMP3 PPP6R2 SBF1 SUN2 CYB5R3 DNAL4 C22orf31 MIOX LMF2 RHBDD3 PACSIN2 TTLL1 RASL10A AP1B1 HMGXB4 TOM1 NEFH CHKB BIK HMOX1 MCAT THOC5 MCM5 APOBEC3H ARSA TSPO RASD2 TTLL12 CBX7 PDGFB ACR CABP7 RPL3 ZMAT5 RBFOX2 SYNGR1 TAB1 ASCC2 MTMR3 SMCR7L APOL4 PNPLA5 APOL1 PNPLA3 MYH9 CACNA1I SAMM50 TXN2 FOXRED2 GRAP2 EIF3D TNRC6B SGSM3 IFT27 PVALB C22orf9 NCF4 CSF2RB SLC25A17 UPK3A FAM118A KCTD17 ST13 IL2RB RBX1 EP300 L3MBTL2 CHADL RANGAP1 ZC3H7B PHF5A ACO2 POLR3H TRMU PMM1 PPPDE2 CERK BRD1 ZBED4 MLC1 HDAC10 KCNK10 ABHD4 KHNYN FKBP3 SDR39U1 CTSG GZMH GZMB RBM23 PRMT5 COCH AP4S1 POLE2 C14orf138 SOS2 CDKL1 NIN PYGL TRIM9 PSMC6 GNPNAT1 DDHD1 CDKN3 CNIH CGRRF1 ATP6V1D C14orf105 PLEK2 PIGH C14orf166B PSMA3 VTI1B TIMM9 GSTZ1 KIAA0586 TMED8 SAMD15 AHSA1 DAAM1 ISM2 SPTLC2 RIN3 LGMN ALKBH1 SNW1 CHGA ITPK1 DHRS7 PPM1A SIX4 GALNTL1 ASB2 C14orf145 ERH HIF1A KIAA0247 SRSF5 SLC10A1 EIF5 SERPINA4 SLC8A3 DICER1 ZFYVE21 MTHFD1 TCL1A ZC3H14 TELO2 PCNX BDKRB1 C14orf129 VRK1 PSMC1 PAPLN RPS6KA5 SMEK1 C14orf93 PSMB5 YY1 ACIN1 CCNB1IP1 TRIP11 APEX1 PABPN1 EFS ARHGAP5 CINP DHRS2 SRP54 CPNE6 CHD8 PCK2 KIAA0391 DCAF11 PSMA6 NFKBIA FAM158A PSME2 BRMS1L REC8 TM9SF1 SEC23A GMPR2 PNN RABGGTA NFATC4 PLTP PCIF1 GSS MMP9 VSX1 TRPC4AP PYGB ABHD12 PROCR GINS1 NINL CD40 UQCC ZMYND8 SGK2 IFT52 MYBL2 R3HDML HNF4A NDRG3 SLA2 C20orf24 NFATC2 RIMS4 PABPC1L STK4 SALL4 ADNP PFDN4 DOK5 CSTF1 BMP7 RAE1 TPD52L2 DNAJC5 TH1L CTSZ PRPF6 TUBB1 SLMO2 HRH3 GTPBP5 PSMA7 SLCO4A1 NTSR1 C20orf20 TCFL5 DIDO1 C20orf11 SLC17A9 BIRC7 NKAIN4 ARFGAP1 AVP COL20A1 CHRNA4 EEF1A2 PTK6 GMEB2 C20orf27 SPEF1 CDC25B ISM1 RNF24 ARFRP1 C20orf7 SEL1L2 TRIB3 RASSF2 CSNK2A1 C20orf54 ANGPT4 RSPO4 CDS2 PROKR2 HM13 SNPH MYLK2 SIRPB1 SEC23B FERMT1 XKR7 HAO1 PDYN C20orf160 PLCB4 MYL9 HCK TM9SF4 C20orf118 CRNKL1 POFUT1 SAMHD1 PAK7 KIF3B C20orf132 NOP56 MANBAL IDH3B MAPRE1 JAG1 CDK5RAP1 SNTA1 OXT TTI1 E2F1 RPRD1B PXMP4 CHMP4B BPI CST9L SLC32A1 CST3 ASIP CST4 ACTR5 WFDC2 AHCY PPP1R16B SPINT3 FAM83D SPINLW1 DHX35 DNTTIP1 MAP1LC3A TMEM90B PIGU TNNC2 ACOT8 C20orf3 CELF4 ZNF516 CDH20 ADNP2 RBFA USP14 VAPA METTL4 LPIN2 SMCHD1 MYOM1 MYL12A CEP76 ST8SIA5 CEP192 RNMT SMAD7 LIPG LAMA1 RNF125 ANKRD12 NOL4 POLI MIB1 RBBP8 RIOK3 CSTF2 H2BFM MXRA5 VSIG1 PSMD10 ATG4A STS TBL1X GPR143 PGRMC1 POLA1 MID1 NKAP RHOXF1 NXT2 GUCY2F ATP1B4 ALG13 PRPS2 TLR8 MOSPD1 AMMECR1 CHRDL1 WDR13 SUV39H1 PAGE4 SRPX GLRA2 XIAP STAG2 ATP11C MCF2 F9 ABCD1 CCDC22 CACNA1F SYP PLP2 BMX LUZP4 PLS3 NAA10 RENBP ELF4 SMARCA1 MTMR8 ASB9 ZC3H12B RBBP7 KCND1 UBE2NL OPN1LW SLC25A14 TEX28P2 FMR1 PIM2 SCML2 SLC35A2 PQBP1 RS1 PCSK1N EMD TAZ RAB40AL PGK1 GATA1 MAGT1 SMS PHEX UBL4A CD99L2 EEA1 GPR50 RP2 PHF16 CDK16 USP11 PCYT1B BRS3 HTATSF1 VGLL1 CD40LG TIMP1 KLHL4 GABRE PCDH11X FGD1 PIN4 PORCN ITIH5L MAGED2 RBM3 KLF8 SRPX2 SYTL4 ZDHHC15 CENPI DRP2 TAF7L CXorf26 GLA ARMCX3 BEX4 C13orf18 NALCN FGF14 HTR2A NDFIP2 TNFSF13B FNDC3A MLNR CDADC1 CAB39L KLF5 STK24 ACP5 DNAJC3 UGGT2 ARHGEF7 FGF9 SGCG PARP4 FAM48A MRPS31 SLC25A15 KPNA3 FLT1 C13orf15 KIAA0564 DGKH KATNAL1 INTS6 IRG1 DHRS12 C13orf33 TSC22D1 CLN5 OLFM4 MSLN MGRN1 ZNF629 TRADD HSF4 CORO1A MAPK3 GDPD3 ELMO3 MT4 PHKB LYRM1 NUTF2 NUP93 CENPT TSNAXIP1 NFAT5 LONP2 N4BP1 CBLN1 ARL2BP PLLP ZNF423 CCL22 DHODH CCL17 CTCF ACD POLR2C PARD6A ZNF821 MMP15 C16orf57 CYB5B CCDC113 PRSS54 NME3 NDRG4 PSMD7 SETD6 SLC38A7 VAC14 HAS3 TMCO7 COG4 SMPD3 SLC7A6OS SLC7A6 PLA2G15 ESRP2 FA2H WDR59 MON1B C16orf61 AXIN1 HCFC1R1 NPRL3 MLYCD MPG NECAB2 HSDL1 TAF1C NAGPA WFDC1 SEC14L5 COTL1 USP10 CRISPLD2 TSC2 ZNF500 NME4 ABCC1 NOMO3 LMF1 FOXF1 NARFL MTHFSD CLCN7 HAGHL FAM173A SLC7A5 METRN FBXO31 STUB1 RHBDL1 NUBP1 UBE2I ZP2 MEFV CRYM EEF2K SOLH FAM38A GSPT1 ZNF174 CLUAP1 UBFD1 PRSS33 EARS2 TCEB2 GGA2 AQP8 CPPED1 USP31 HMOX2 DNAJA3 CORO7 BFAR SALL1 TOX3 RRN3P2 RBL2 QPRT XYLT1 PYCARD RPGRIP1L MAZ STX4 CDIPT BCKDK MYST1 NOMO1 IL21R SYT17 TMC5 C16orf62 SLC6A2 RNF40 C16orf88 AQP9 AAGAB IQCH LACTB CORO2B CSK HERC1 TRIP4 MTFMT RASL12 AP3B2 ACSBG1 IGDCC4 RAB11A CTSH TTC23 CD276 FAH KIAA1199 RPAP1 HOMER2 EHD4 TMEM87A ZFP106 CEP152 ATP8B4 OCA2 DTWD1 TGM5 FAM189A1 GABPB1 TJP1 BMF DMXL2 SCG3 DNAJC17 EIF3J SPG11 RHOV VPS18 OIP5 SLC30A4 PLDN MYEF2 SGK3 PDGFRL CSPP1 ZDHHC2 BRF2 TRIM35 ZFAND1 RP1 CA2 FZD3 INTS9 RIPK2 EYA1 NBN TRPA1 DECR1 CALB1 IMPAD1 SFRP1 LAPTM4B UBE2W POP1 NIPAL2 IKBKB PLAT JPH1 DKK4 STK3 GDAP1 RAB2A EIF3E TTC35 ESRP1 WISP1 NDRG1 FAM164A IL7 STMN2 ARMC1 TRPS1 SPAG1 CHRAC1 NCALD SNX16 GML UBR5 GSDMD TSTA3 PYCRL EEF1D ANXA13 SQLE SH2D4A INTS10 ERI1 SLC39A14 MTMR9 LEPROTL1 DCTN6 R3HCC1 GSR TNFRSF10A PPP2CB ERICH1 NEFM TUSC3 ARHGEF10 KLHDC4 MCM4 ADAM2 KCTD9 FGL1 ASAH1 BNIP3L MAN2B1 KCNN4 TULP2 NUCB1 DHDH GYS1 MAP4K1 CGB2 ECH1 HNRNPL NFKBIB LHB CGB TUBB4 FBXO17 KCNA7 SNRNP70 CLPTM1 RELB CLASRP LIN7B LRRC68 FCGRT PIH1D1 CKM ARHGEF18 PPP1R13L PEX11G ERCC2 DOT1L PLEKHJ1 SLC17A7 RNASEH2A KLC3 CD37 SF3A2 AMH DKKL1 LYL1 OAZ1 TRMT1 STX10 RETN FCER2 DMPK CLEC4M RSPH6A TBC1D17 IL4I1 TLE6 CCDC130 PTOV1 AES NOVA2 SGTA KIR3DX1 LILRB1 MED25 LILRA1 SNAPC2 C19orf53 TIMM44 CCDC61 IL27RA ASF1B TNNT1 VRK3 FAM32A PPP6R1 C19orf44 MED26 OLFM2 RASAL3 AKAP8 EPHX3 ILVBL ZNF419 SYDE1 CASP14 SLC1A6 AURKC POP4 CCNE1 URI1 PDCD5 ANKRD27 RPS16 TIMM50 LGALS13 FBL DYRK1B CLC LSM14A CNTD2 GPI AKT2 PLD3 PRX PIAS4 NUMBL EBI3 CCDC94 SHD TBCB FSD1 POLR2I CLIP3 ZFR2 SLC1A5 PRKD2 TJP3 APLP1 C19orf29 CCDC9 HNRNPUL1 FZR1 BBC3 TGFB1 DENND3 ATP5SL CEACAM4 PLIN3 MYH14 MRPL4 SIGLEC8 CD79A LIM2 ICAM4 RPS19 GLTSCR2 NKG7 ICAM5 ETFB CD33 CEACAM5 CRX C19orf62 TYK2 SULT2A1 CDC37 NAPA RABAC1 ATP1A3 MEIS3 PTPRF CNFN ZNRF4 MEGF8 KDELR1 CYTH2 GRWD1 GRIN2D SYNGR4 CLEC11A CCDC114 CARD8 LIG1 SIGLEC6 ZNF175 PLA2G4C SIGLEC14 CABP5 HAS1 RAB3D DBP TMEM205 CAPS FAM83E RASIP1 THEG FGF21 BCAT2 MIER2 PLEKHA4 PPP2R1A TNPO2 C19orf56 CACNG7 GCDH LILRB5 KLF1 DNASE2 MAST1 LENG1 PRPF31 TFPT JAK3 RPL18A SLC5A5 KCNN1 ARRDC2 PIK3R2 RAB3A PDE4C ISYNA1 ELL CRTC1 COMP UPK1A COPE DDX49 ETV2 ATP4A ARMC6 TMEM147 GAPDHS MAG TMEM59L HAMP USF2 LSR KXD1 FKBP8 SUGP1 HPN ZNF14 SCN1B PBX4 ERF GSK3A ATP13A1 ZNF574 GRIK5 SIPA1L3 ZNF85 ETHE1 CADM4 C19orf61 AVL9 RUNDC3B C7orf63 GTPBP10 RASA4 CDK6 PMPCB DNAJC2 TFPI2 BET1 NAMPT TWISTNB PIK3CG PON3 PON2 ITGB8 HBP1 DUS4L SP4 WDR91 DNAH11 CBLL1 DLX5 MTPN PTN MPP6 DFNA5 ATP6V0A4 ZC3HAV1 TTC26 OGDH NPVF ADAP1 TFEC H2AFV CAV2 CAV1 MET RNF32 LMBR1 WNT2 HOXA1 DNAJB6 HOXA2 HOXA3 LFNG HOXA5 HOXA6 C7orf27 IQCE ANKRD7 VIPR2 TSPAN12 SSBP1 HOXA13 C7orf58 EVX1 HIBADH TAX1BP1 CPVL CHN2 GRB10 ABHD11 COBL FKBP14 PLEKHA8 STX1A NOD1 GARS CRHR2 EPHB6 FAM188B GHRHR CASP2 CHCHD2 CCL24 HSPB1 NPTX2 PDAP1 BUD31 PTCD1 CYP3A5 ZKSCAN1 EIF3B SNX8 NUDT1 PTPRZ1 TAF6 WASL HYAL4 SPAM1 AIMP2 TFR2 FSCN3 MOSPD3 PAX4 PCOLCE FBXO24 C7orf16 RBM28 USP42 IMPDH1 AGFG2 LSM5 SERPINE1 AP1S1 MOGAT3 C1GALT1 PLOD3 RPA3 ZNHIT1 CLDN15 NOBOX GLCCI1 MYL10 PHF14 NRF1 TMEM106B EZH2 TSGA14 ZNF862 SFRP4 MEST MEOX2 ANKMY2 ACTR3C POU6F2 TSPAN13 RARRES2 AGR2 AHR CHCHD3 GIMAP2 TMEM176B GLI3 PSMA2 MRPL32 C7orf44 BLVRA URGCP C7orf42 STAG3L4 RHEB PRKAG2 AEBP1 POLD2 MYL7 GCK BCL7B YKT6 TBL2 GALNTL5 CLIP2 EIF4H LIMK1 C9orf68 SLC1A1 LHX2 FKTN FSD1L CNTNAP3 SPIN1 C9orf95 C9orf5 PRUNE2 MEGF9 TRIM14 CORO2A TGFBR1 SEC61B C5 OGN ASPN ECM2 TLE4 LHX6 PTGR1 SUSD1 AMBP AKNA TNFSF8 DNM1 ENG AK1 CDC37L1 RLN2 RLN1 C9orf46 TBC1D13 KIAA1432 KDM4C DOCK8 KANK1 ELAVL2 NCS1 TESK1 KCNT1 CA9 FUBP3 TYRP1 CREB3 RGP1 MPDZ LHX3 DDX58 EDF1 PIP5K1B GLIS3 RAPGEF1 NPDC1 APBA1 SETX SH3GL2 PTGDS ABCA2 SHB UBE2R2 FAM108B1 EXOSC3 ZFAND5 DVL1 PDLIM1 CCNJ DNTT GATA3 ATRNL1 HPS1 PHYH RASSF4 DNMBP RAB11FIP2 CXCL12 ERLIN1 EIF3A PKD2L1 CUBN TRDMT1 RBP3 GDF10 DDX50 MAPK8 SEC23IP ATE1 NSMCE4A PLEKHA1 KIAA1274 UNC5B CDH23 C10orf54 SPOCK2 CBARA1 PPP3CB FAM190B BMPR1A MINPP1 ACTA2 LIPA TLX1 C10orf2 LZTS2 SFXN3 KAZALD1 FBXW4 FGF8 NPM3 TNKS2 PITX3 GBF1 ARHGAP21 CPEB3 FBXL15 CUEDC2 SUFU ANKRD26 ACBD5 LHPP LARP4B GTPBP4 C10orf137 BCCIP MTPAP NEURL SH3PXD2A PITRM1 OBFC1 MAP3K8 DKK1 EBF3 GLRX3 SORCS1 C10orf18 XPNPEP1 SMC3 SHOC2 TFAM CCDC6 CUL2 CCNY UBE2S RPL28 ZMIZ1 DNAJC12 PPIF PBLD TSPAN14 LGI1 TBC1D12 CYP2C18 KRT23 CRYBA1 NUFIP2 GIT1 TADA2A AATF DHRS11 ZNHIT3 MLLT6 PSMB3 CWC25 RPL19 FBXL20 RUNDC3A UBTF CSF3 PSMD3 CASC3 RAPGEFL1 RGS9 RNF43 WNT3 ASPA RAD51C 4-Sep MTMR4 TRIM37 P2RX1 DHX40 KRT37 TUBD1 KPNB1 GOSR2 PNPO RPS6KB1 TRIM16L CDK5RAP3 CBX1 RECQL5 PIGL GALK1 C17orf106 INTS2 CAMTA2 MED13 HOXB6 ENO3 PFN1 RNF167 SLC25A11 RASD1 CHRNE RAI1 NUP88 C1QBP SLC6A4 BLMH CPD GOSR1 CCDC47 MED31 DRG2 FTSJ3 AKAP10 ALDH3A1 SMARCD2 ICAM2 SYNGR2 B9D1 UTP6 DDX5 C17orf75 CYTH1 PSMD11 LGALS3BP ACCN1 CCL7 CCL2 CCL8 CCL1 PEX12 HNF1B KRT32 DHX58 KAT2A RAB5C NAGLU HSD17B1P1 HSD17B1 MLX CNTNAP1 ABI3 EZH1 DLX4 COL1A1 SGCA AARSD1 MRPL27 VAT1 LRRC59 RND2 ALOX12 HDAC5 ABCC3 LUC7L3 PPY MPP2 SMURF2 DUSP3 CACNG1 EFTUD2 HLF SLC16A6 PRKAR1A EFNB3 FAM20A YWHAE MMD RANGRF DPH1 MAP2K6 DHRS7B WSB1 RCVRN MYH1 SLC9A3R1 MYH3 NAT9 TMEM104 VTN TNFAIP1 IFT20 TMEM97 CDR2L PMP22 FOXN1 UNC119 ALDOC SUPT6H RAB34 PHF12 PHOX2B TMEM33 GABRA4 GNRHR SLAIN2 OCIAD1 UGT2B10 CWH43 DCUN1D4 USP46 SULT1E1 ODAM SMR3A CHIC2 NMU KIAA1211 MAPKSP1 PF4V1 NFKB1 AREG MANBA UBE2D3 MAPK10 ELF2 NDUFC1 UCP1 TBC1D9 ZNF330 INPP4B GAB1 KLHL2 IL2 CPE RPL34 WFS1 ANXA10 GRPEL1 GAR1 FRG1 CLCN3 AADAT GALNT7 DHX15 SOD3 SEPSECS CPZ TRIM2 SLC2A9 FBXW7 NEIL3 TBC1D19 CLNK WHSC1 SH3D19 STIM2 NKX3-2 MFSD10 GLRB BST1 RAPGEF2 HGFAC SNX25 LRP2BP UFSP2 KLF3 KLHL5 FAM149A NCAPG UGDH PPARGC1A DDX25 CRYAB DBX1 HTATIP2 CTSC CCDC34 ZBTB16 ELP4 ZNF259 MTCH2 FNBP4 TECTA SC5DL CRTAM C11orf63 B3GAT1 HSPA8 P2RX3 VWA5A DNAJC4 SIAE SNX15 LPXN DTX4 ATG2A EHD1 OSBP UNC93B1 PUS3 DCPS SUV420H1 FOXRED1 PPP6R3 NRXN2 MS4A6A MS4A4A ST3GAL4 CPT1A CCND1 CCDC86 PRPF19 TMEM109 CCKBR HPX TRIM3 CHORDC1 FOLR1 ANAPC15 FOLR3 PANX1 ARHGEF17 APOA5 APOA4 APOC3 CEP164 RNF141 KIAA1377 EIF4G2 IL10RA GALNTL4 BIRC2 UBE4A DDX6 UPK2 CBL PVRL1 HIPK3 C11orf41 FBXO3 PDHX SLC1A2 COMMD9 SLC15A3 CD5 ACCS SCGB2A2 MDK AMBRA1 MADD PTPMT1 NAA40 CARS SLC22A18 CD81 SLC35F2 C11orf21 ELMOD1 CALCA SOX6 C11orf58 PITPNM1 RPS13 AIP NUP98 NDUFS8 TCIRG1 CHKA EXPH5 HPS5 GTF2H1 POU2AF1 PTPN5 VWF PSMD9 LEPREL2 PPFIBP1 PRPF40B CD69 PRDM4 CLEC2B COQ5 SELPLG CORO1C ACCN2 DAO CAPRIN2 TSPAN11 KCTD10 SLC11A2 MLEC MVK CSRNP2 CAMKK2 BIN2 IL23A ATP5B PTGES3 SYT10 BCL7A RSRC2 CYP27B1 MYF6 MYF5 LIN7A KRT18 ACSS3 TENC1 GLI1 PPM1H METAP2 LTA4H ELK3 SLC6A12 WNT5B MAGOHB TRPV4 ITFG2 FOXM1 PRR4 PRMT8 PARP11 ARPC3 GPN3 VPS29 FGF6 MYL2 RAD51AP1 CUX2 SH2B3 AKAP3 MANSC1 KCNA1 DUSP16 CREBL2 ACAD10 ALDH2 CDKN1B GPRC5D NAA25 GSG1 SCNN1A LTBR OGFOD2 CDK2AP1 OAS3 OAS2 ART4 MGP RASAL1 ARHGDIB GTF2H3 DDX55 SLC38A1 RERGL ENDOU C12orf49 VDR FZD10 RFC5 STX2 ADGRD1 COPZ1 TBC1D30 CAND1 IL26 IFNG RAB5B MDM1 NUP107 CNOT2 TIMELESS CPSF6 KRR1 MRPL51 GAPDH NOP2 CHD4 ACRBP UHRF1BP1L COPS7A ING4 GNB3 CDCA3 CHPT1 USP5 TPI1 GNPTAB SPSB2 ENO2 ATN1 C12orf57 PTPN6 LPCAT3 NT5DC3 SLCO1B3 APOBEC1 NANOG SUDS3 GOLT1B GYS2 LDHB PRKAB1 CMAS HCFC2 ST8SIA1 CLEC4A C2CD5 AICDA RAB35 PHC1 COX6A1 GATC RFX4 RIC8B SRSF9 FGFR1OP2 KLRB1 COL12A1 BTN3A3 TDP2 FRK DSE RWDD1 RSPH4A MAK TMEM14C PAK1IP1 GCNT2 C6orf162 NEDD9 C6orf204 C6orf105 ASF1A MCM9 FAM184A RNGTT MAN1A1 GABRR2 SERINC1 HDDC2 TPD52L1 HINT3 NCOA7 FAM65B SASH1 UST LY6G5C ULBP1 FBXO5 MTRF1L PPARD OPRM1 FANCE TULP1 SLC26A8 MAPK14 RHAG KCTD20 STK38 SRSF3 SOD2 MRPL18 IL17A IL17F MCM3 RNF8 PHACTR1 MDGA1 ICK FBXO9 CD83 MDN1 GLP1R C6orf64 BMP5 BACH2 RBM24 CAP2 TREML2 ZNF451 BAG2 RAB23 TSPO2 FHL5 GPR63 KHDRBS2 FBXL4 CCNC PRDM13 E2F3 PTP4A1 SIM1 ASCC3 HDGFL1 BVES COL9A1 MED23 WASF1 GPLD1 ALDH5A1 AIM1 VNN1 VNN2 ACOT13 SMAP1 RPS12 C6orf62 B3GAT2 GMNN EYA4 SOBP NR2E1 SNX3 SLC17A2 HBS1L TRIM38 PEX7 ZBTB24 FIG4 PERP KIAA1244 SLC16A10 HECA GPR126 PHACTR2 EPM2A OR14J1 OR5V1 OR12D3 SLC39A7 HSD17B8 CCR6 TAPBP UNC93A SLC22A2 PHF1 CUTA PACRG QKI C6orf118 PDE10A MDFI TFEB SMOC2 CCND3 BYSL FAM120B TBP GUCA1B PRPH2 KIAA0240 PPP2R5D MRPL2 PTK7 SRF CUL9 NUDT3 C6orf108 DUSP22 EXOC2 COX7A2 TMEM30A GMDS SENP6 IMPG1 VEGFA PRPF4B TTK SLC29A1 WISP3 BTN2A1 LAMA4 FAM46A CLIC5 FBRSL1 ENPP5 LY86 PRSS16 MEP1A TBX18 ERBB2IP PCDHB2 HARS2 NUDT12 CEP72 MAN2A1 SEMA5A C7 PAPD7 GHR HMGCS1 DAP NME5 BRD8 KIF20A NNT MRPS30 HSPA9 MRPS27 PFDN1 HBEGF SLC4A9 LOX GZMK CDH9 APBB3 TMCO6 SPARC IK HMGCR COL4A3BP FAF2 HAND1 PCDHB3 PCDHB5 PCDHB6 PCDHB7 PDE8B CLK4 PCDHB15 HAVCR1 GRM6 ITK RNF130 THG1L ARSB CLINT1 THBS4 CNOT6 IL12B BTNL8 TTC1 MSH3 RASGRF2 GABRG2 CCNG1 POLR3G DROSHA CDH6 LMNB1 ARRDC3 GOLPH3 SUB1 NPR3 FAM172A SLC27A6 TARS IRX4 LNPEP PDE4D RAD1 BRIX1 AGXT2 PRLR SLC12A7 IL4 RAD50 IL5 ST8SIA4 GNPDA1 PCDH12 SKP1 NUP155 PPP2CA FGF1 NR3C1 C5orf15 PPWD1 LIFR TRIM23 TRAPPC13 C9 SEC24A TXNDC15 TTC33 RARS WWC1 H2AFY TCERG1 DPYSL3 SMAD5 CSNK1A1 HMGXB3 ERGIC1 PDGFRB CDX1 ATP6V0E1 BNIP1 STC2 CPEB4 HRH2 DBN1 ZNF346 UNC5A EHHADH CNTN3 SMC4 ACTR8 TBCCD1 C3orf1 CRBN KNG1 HRG BCL6 HGD CLDN16 ARL6 NPHP3 CD86 AMOTL2 NIT2 FAM162A OGG1 KPNA1 PCCB UBE3A ARMC8 CEP70 RBP2 RBP1 SLC25A36 GRK7 RNF7 TFDP2 XRN1 KAT2B BCHE SERPINI2 PDCD10 LRRC31 WNT5A PFKFB4 COL7A1 FGF12 PRKAR2A HES1 USP4 ACAP2 ECT2 GNAT1 GNAI2 TFG USP9Y HYAL1 TUSC2 NPRL2 RPL24 CYB561D2 C3orf14 FXR1 CBLB BBX IFT57 GNB4 HHLA2 IQCG GBE1 MORC1 UMPS NCBP2 SNX4 C3orf52 FRMD4B SLC41A3 ROPN1B PLXNA1 ATP6V1A ABTB1 PODXL2 UPK1B CSPG5 KLHL18 SCAP CCDC48 KIAA1257 NEK11 MRPL3 PLSCR4 HEMK1 CISH MAPKAPK3 ACVR2B WDR48 COMMD2 GORASP1 PEX5L RRP9 ABCC5 AADAC ABHD14B EIF1B ARHGEF26 KLHL24 PLCH1 VIPR1 DNAH1 SSR3 ZBTB47 TNNC1 NKTR CLCN2 FOXP1 EIF4G1 SPCS1 NEK4 SLC4A3 INO80D EEF1B2 ADAM23 DGUOK MOBKL1B KIAA1310 LMAN2L RTKN TTL IL1A CCL20 PIKFYVE KCNIP3 FAHD2A NCL ACTR1B SLC35F5 ZAP70 ACTR3 STEAP3 EPB41L5 TFCP2L1 TP53I3 DNAJC27 POMC STAM2 OTOF GPD2 CENPA CYTIP ACVR1 TANC1 SLC30A3 MPV17 GTF3C2 EIF2B4 NRBP1 ITGB6 FNDC4 ITGA4 PSMD14 SNX17 ASB3 PPM1G PDE1A REEP6 PCSK4 GCG APC2 IFIH1 RPS15 GCA INO80B MOGS TTC31 PCGF1 GRB14 CLIP4 TLX2 SPTBN1 AUP1 RTN4 HTRA2 LOXL3 DOK1 GALNT3 POLE4 TACR1 CCDC88A ACADL FAM176A MRPL19 LANCL1 WDR75 EFEMP1 REG1A FANCL FN1 STAT1 GLS PAPOLG DNAH6 PECR UNC50 IGFBP2 ELMOD3 IGFBP5 USP34 EFHD1 KCNJ13 CCT4 GGCX NEU2 EHBP1 OTX1 TXNDC9 COQ10B GNLY SF3B1 ST3GAL5 CHST10 PDCL3 MOBKL3 HSPE1 KDM3A PLCD4 VPS24 ZNF142 IL1R2 PRKAG3 SMYD1 IL1R1 WNT6 IL1RL2 IL1RL1 IL18R1 IL18RAP SLC9A2 FHL2 MLPH C2orf24 UXS1 ABCB6 STK16 SLC5A7 HDLBP PPP1R7 PASK STK25 TPO PROC ID2 TAF1B HPCAL1 ODC1 BIRC6 NOL10 PLEKHB2 GORASP2 STRN CEBPZ PRKD3 DCAF17 QPCT RAB3GAP1 SLC25A12 FAM82A1 DLX2 LCT DARS SRSF7 SDC1 PLCL1 SLC1A4 SOS1 KYNU WIPF1 ORC2 COX7A2L PNO1 ORC4 PLEK RND3 ATF2 THADA AAK1 TRAK2 C2orf42 TIA1 PCYOX1 KISS1R EPAS1 ARID3A SUMO1 CD207 GRIN3B VAX2 ATP6V1B1 NFE2L2 MSH6 PLEKHA3 SPR EPHA4 PARD3B FARSB ALMS1 BCL9 PRRX1 DHCR24 DNAJC16 MARK1 TNR MORN1 GPX7 CACYBP SCP2 TPSG1 PAPPA2 RALGPS2 ANGPTL1 KIAA0562 FAM20B C1orf83 TMEM59 LRRC42 WDR8 NPHS2 MRPL37 ICMT RPL22 CHD5 QSOX1 STXBP3 PHF13 ERRFI1 PARK7 KIAA1324 OPRD1 AMPD2 SRSF4 MECR KCNC4 EDEM3 WDR77 ATP5F1 RAP1A HDAC1 CAPZA1 S100PBP RNF19B SCAMP3 TRIM62 ASH1L DLGAP3 SFPQ RHOU GON4L ARHGEF2 ROBLD3 MEF2D DOCK7 SRM DLEU2L FBXO2 FBXO6 C1orf21 C1orf26 MAD2L2 DNAJC6 LEPR IVNS1ABP KIAA2013 MFN2 PRG4 MIIP SMG7 NCF2 PDC SLC35D1 PLA2G4A GADD45A PRAMEF1 PRAMEF12 WLS PRDM2 RGS2 RPE65 TROVE2 AMPD1 UCHL5 BCAS2 SRSF11 CTH AGMAT OLFML3 TNNI3K CFHR3 PLEKHM2 CRYZ PHTF1 ZBTB17 CD58 TFAP2E CD2 TTF2 NR5A2 KIF21B TMEM9 ADPRHL2 MAP7D1 WARS2 HAO2 OSCP1 MRPS15 EXOC8 GNPAT TSNAX C1orf109 RRAGC TBCE NID1 LGALS8 NT5C1A HPCAL4 MTR BMP8B MYCL1 SIPA1L2 ZP4 RLF KMO ZNF684 KCNQ4 RIMS3 AKT3 ETV3 ACADM ST6GALNAC5 SLAMF1 CD48 LPHN2 PADI2 SDHB MFAP2 RPF1 KDM5B UAP1 ACTL8 CTBS RGS4 KLHL12 IGSF21 SSX2IP ZNHIT6 PLA2G2D RBBP5 GBP3 GBP1 KIF17 GPR89A CDK18 RAB7L1 CD160 TXNIP ECE1 HMGCL GALE ID3 CR2 CD46 PRPF3 APH1A LEPRE1 SLC2A1 EBNA1BP2 CDC20 MPL ARTN IPO13 ATP6V0B B4GALT2 ERI3 PTCH2 AKR1A1 PRDX1 PIK3R3 TSPAN1 BLZF1 C1orf114 SLC19A2 FAAH NSUN4 TMED5 C1orf129 DR1 FMO6P CNN3 BAT2L2 F3 ABCD3 VAMP4 DPH5 FASLG PTBP2 TNFSF4 PRDX6 DARS2 HSD11B1 IRF6 C1orf107 SERPINC1 RCAN3 SYF2 C1orf63 SLC35A3 RCOR3 STMN1 FAM54B MAN1C1 NEK2 RPS6KA1 DHDDS NENF NSL1 PROX1 ARID1A CENPF RPA2 PPP1R8 STX12 MOSC2 SLC5A9 OSBPL9 TXNDC12 ESYT2 CD3EAP MESDC2 RCN2 CHRNB4 MUC5B CTSD COLEC11 STAG1 A4GNT STK11 MLL TREH IFT46 MMP8 APOA1 ZNF541 SLC8A2 KPTN RPS25 KIF14 TNNT2 DDX59 CAMSAP1L1 ATF6 CRYGD MREG TNP1 FASTKD2 NRP2 CREB1 KLF7 TTR B4GALT6 C1orf54 CA14 CASC1 LRMP ATP10B SPCS2 USP35 ELOVL4 FILIP1 CASP8AP2 HMGN3 UBE2CBP CNR1 SPACA1 ANKRD13C SGIP1 PHF3 C6orf94 C6orf103 PLAGL1 FBXO30 TNFAIP3 AKAP7 RAB32 MYB ALDH8A1 SGK1 RNF146 ARG1 CTGF TCF21 PMFBP1 FBXL5 MED28 SLC16A7 TMEM5 ZNF430 VAMP8 DCLRE1B MYL12B FOXO3 ARMC2 GHRH RPN2 TGIF2 CASQ2 OLFM3 PKD2 ABCG2 SPP1 STBD1 CCNI RARRES1 MFSD1 RAB3GAP2 FAM86A PPL UBN1 KLF12 UCHL3 PCDH17 HS1BP3 C2orf43 WDR35 CCND2 FGF23 ELL2 DNAH7 CYP20A1 NDUFB3 GTF3C3 SATB2 UBE2B TRPM6 GDA KLF9 TJP2 C2orf40 ITGB1BP1 CPSF3 PIGZ SENP5 CCDC92 C1orf198 TRIM67 HEATR1 ROD1 RAD23B FKBP15 CTNNAL1 C9orf6 WDR34 SET PPP2R4 GLE1 RAB14 CEP110 TRIM32 FBXW2 PHF19 NEK6 BSPRY PPP6C NDUFA8 HDHD3 RBM18 SLC46A2 HSDL2 MAPKAP1 NR4A3 INVS GALNT12 DENND1A ALG2 CSF3R KDSR VPS4B ONECUT2 C19orf25 ZBTB45 YLPM1 DCAF4 PROX2 VSX2 FCF1 PGF IFI27L2 C14orf45 NEK9 ACYP1 C14orf179 NPC2 DNAL1 C14orf4 ACOT2 LTBP2 KIAA0317 MLH3 TTLL5 FLVCR2 ABCD4 DLST PPP4R4 TGFB3 FAM164C C14orf156 RBM25 ALDH6A1 GPR68 ESRRB EIF2B2 C14orf102 COQ6 ZNF410 RHOQ GPR75 SUPT7L KLHL29 DNMT3A TMEM214 ATAD2B FKBP1B ATL2 YPEL5 FAM98A YIPF4 AFTPH CNRIP1 BCL11A CRIPT EPCAM SLC17A5 OGFRL1 FAM178A IDE TECTB ELOVL3 IFIT3 NKX2-3 IFIT2 GPAM CUTC PPP1R3C PYROXD2 CNNM1 MXI1 SMNDC1 C10orf88 HELLS PRLHR TCTN3 FAM45A AVPI1 WDR11 C10orf76 KCNIP2 CCDC147 GOT1 CPN1 C10orf95 SFRP5 GNA13 HOXB8 KIAA1267 HOXB5 HOXB7 CRHR1 HOXB3 HOXB1 DUSP1 PANK3 MSX2 TEK RCL1 C9orf82 C9orf11 MOBKL2B INSL6 INSL4 MLANA CD274 IFNA6 IFNA8 GRIA2 NUP43 MTHFD1L LRP11 C6orf97 PCMT1 PLEKHG1 MYCT1 CXorf21 MAGEB4 C5orf32 WDR55 ARAP3 PCDHB8 PCDHB10 PCDHB14 PCDHB12 SLC25A2 TNN MRPS14 CENPL TNFSF18 SEC16B GORAB GPR31 ACAT2 TCP1 TTLL2 SNX19 KCNJ5 C11orf61 TP53AIP1 TEX11 ARR3 PDZD11 SLC10A7 NUDCD1 ENY2 MASTL KIAA1217 SEPT7L LYZL1 MRC1 PLXDC2 EPC1 IQSEC3 CCDC77 TAF12 ENOX1 TNFSF11 MTRF1 SOHLH2 DNAJC15 C13orf23 UFM1 WBP4 ELF1 SMAD9 HSPH1 KBTBD7 ALG5 EXOSC8 ETF1 TGFBI FAM53C SIL1 PAIP2 MYOT KDM3B EGR1 SERP1 PLS1 ZFP30 NR2C1 UTP20 TMPO ARL1 GLT8D2 MTERFD3 SOCS2 NFYB GOLGA2B CCDC53 APAF1 DUSP4 CLU TNFRSF10B SORBS3 PTK2B CHRNA2 ADRA1A PPP3CC PDLIM2 EPHX2 RNF170 NPPB UBIAD1 TARDBP TNFRSF8 PRAMEF2 ZNF706 LYPLA1 CRISPLD1 COPS5 RDH10 EPX AKAP1 COIL TRIM25 SCPEP1 SPOP TBX2 SLC35B1 TBX4 DYNLL2 TEX14 FAM117A NCAPH LRAT KIAA0922 MND1 TRIM6 ABCC11 PAPD5 ADCY7 CCDC123 TSHZ3 ECHDC2 TAS2R8 PLBD1 TAS2R10 PRB2 PYROXD1 IAPP KCNJ8 TAS2R7 BCL2L14 TAS2R9 PSPC1 ZNF549 A1BG ZSCAN18 ZNF211 PDZRN3 RGSL1 LHX4 RNF2 C1orf25 SEC22A CSTA DPPA4 POPDC2 B4GALT4 NAA50 CD80 KIF18A GJA8 PPPDE1 MAPK8IP1 CRY2 PEX16 DEPDC7 CAT PILRB ZMYM2 GJB6 GJA3 TBC1D15 BAI2 HCRTR1 ZCCHC17 FABP3 KHDRBS1 TMEM39B CCRL2 CCR2 RNF115 POLR3GL GHSR TNFSF10 ZNF639 SLITRK3 PIK3CA PDS5A TMEM156 LIAS CPXM2 TMEM54 ZSCAN20 CSMD2 HPCA C1orf103 ADORA3 CLCC1 GPSM2 GTDC1 CXCR4 ZRANB3 ACVR2A POLK SV2C FLT3 RPL21 MTIF3 GTF3A RASL11A UBL3 FYTTD1 MTERFD2 XPNPEP2 SASH3 OCRL PAEP OBP2A MRPS2 TBX22 FMOD MYOG LAX1 PLG KIAA1191 COPA CD244 LY9 HS3ST2 RBBP6 ZC3H7A PRM2 SERAC1 ANXA11 LDB3 OPN4 FAM35A C10orf58 ZNF205 NAT15 RPL5 ODF2L PTGFR SPATA1 CCDC76 LRRC39 RWDD3 ZNF644 CCDC18 RPAP2 PQLC1 NBPF14 BBS9 PMS2 ZMIZ2 OCM 7-Sep EEPD1 KIAA0087 KLHL7 HERPUD2 CBX3 HNRNPA2B1 WIPF3 NXPH1 NPY FAM126A HOXA7 INHBA FKBP9 NT5C3 ARL4A CCZ1 POLM RAMP3 FTSJ2 TWIST1 SMU1 GLIPR2 MCART1 CLTA RECK SPINK4 OR2S2 TAF1L ACO1 KIAA1045 DNAI1 DCAF10 CNTFR KIAA1549 TRIM24 C7orf49 CALD1 AKR1D1 NUDT10 SFTPA1 NEUROG3 PLAU SRGN CHST3 BICC1 CISD1 EGR2 ECD P4HA1 SLC25A16 ZWINT VPS26A RBM19 CIT IFT81 ACADS HVCN1 DDX54 MED13L CDKN2C RNF11 RASSF8 BHLHE41 SSPN ITPR2 CCDC91 NECAB1 WWP1 ACOT9 PRDX4 DDX39 PKN1 C19orf43 CD97 WDR83 GIPC1 ACTRT1 CCDC70 C13orf1 EBPL ATP7B ZC3H13 NLN CENPK OPTN ITIH5 ATF1 TSFM NEUROD4 ARHGAP9 NCKAP1L MMP19 PFDN5 SPATS2 ORMDL2 NR4A1 PDE1B HOXC13 CDK2 LRP1 HOXC11 C12orf44 NFE2 HOXC12 IKZF4 SMUG1 TUBA1B FAM119B KBTBD4 SARDH DBH ATPAF1 STIL HJURP IL13RA2 COL10A1 AMD1 NDUFAF4 USP45 PLP1 SERPINA7 MORF4L2 H2BFWT RAB9B FAM199X ESX1 MAGEA9B ATXN3L RAB9A METTL8 TTC21B NMI TNFAIP6 ACVR1C BAZ2B SLC36A1 LPGAT1 BATF3 G0S2 KCNJ2 RAP2C EXOSC9 PLA2G12A B9D2 ADCK4 PFKFB2 C4BPA C4BPB RAB38 GPR83 EIF2C2 MXD4 CKS2 WDR69 ACSL3 CHPF DNPEP INHA MOGAT1 OBSL1 FAM124B SLC12A4 C16orf48 MC3R GCNT7 CTCFL C20orf108 PI3 C20orf106 SNX21 SLPI WFDC3 TTPAL PREX1 KCNS1 SLC12A5 ARHGAP40 SDC4 NCOA3 PIGT SEMG1 MATN4 NCOA5 VAPB PARD6B ATP5E CHD6 PLCG1 TOX2 SRSF6 GDAP1L1 GTSF1L ARFGEF2 ZNFX1 ZNF831 EDN3 CSE1L TMEM189-UBE2V1 RAB22A PTGIS STAU1 CDH26 SNAI1 MOCS3 STX16 PPP4R1L PMEPA1 RNF114 ANKRD60 DDX27 RBPJL SEMG1 C20orf85 BCAS4 KCNK15 TP53TG5 PCK1 ZBP1 NEURL2 MAGEA10 MTRR FASTKD3 PEPD CHST8 IQSEC2 VAMP7 IL9R XG STAMBP NAGK MCEE PAIP2B SNRNP27 MPHOSPH10 IL17C ATP8A1 USP22 POF1B HIF3A ZNF576 IRGC ZNF45 LYPD3 PSG8 CEACAM8 NDP USP9X CRISP2 F13A1 GRM4 TRERF1 PACSIN1 BTN2A2 SIRT5 HIST1H4B MRS2 WRNIP1 RRP36 BTN1A1 SNRPC SLC17A3 SLC17A1 SERPINB6 XPO5 ABCC10 HIST1H1D HIST1H4G PEX6 NQO2 PRICKLE4 C6orf130 UNC5CL AARS2 HIST1H1A ZNF391 RPS10 MOCS1 HIST1H2BG MED20 OR2B6 TBCC SPDEF TCP11 MAD2L1BP HIST1H3B APOBEC2 KLHDC3 GNMT DNAH8 TREM1 MEA1 KLHL31 COL21A1 CDKN1A SOX4 GLO1 CPNE5 KCNK17 RREB1 SSR1 RIOK1 NRN1 SLC35B3 RPP40 ATXN1 NUP153 DEK EEF1E1 CRISP1 RUNX2 OPN5 GCM2 LRRFIP1 RAB17 CXCL6 EREG SPRYD5 C11orf9 SCGB1D2 SCGB2A1 AHNAK TMEM111 SSUH2 WNT1 SH3TC1 CNOT1 LRRC29 BBS2 MT1G MT2A C16orf70 GOT2 DOK4 PIWIL1 GPR18 CLYBL TMTC4 RAP2A SLC10A2 ABCC4 EFNB2 SOX21 TM9SF2 C17orf53 KIF25 IRF1 UPF3B RNF113A 6-Sep FAM70A NDUFA1 AMELX ATP5S BMP4 PTGER2 FAM193A GRK4 SOX9 TEKT3 MYH2 HS3ST3B1 SLC25A35 MRPS7 GGA3 ARMC7 NUP85 SLC25A19 MIF4GD NT5C MSTO1 C1orf61 TTF1 GTF3C4 DDX31 BARHL1 KIR2DL1 PPP1R12C MBOAT7 SRMS OPRL1 SLC2A4RG NPBWR2 C20orf195 BHLHE23 PPDPF IL1B PLGLB2 IL1F7 CHCHD5 PAX8 INSIG2 POLR1B CCDC93 PSD4 SLC25A23 PSPN GTF2F1 ALKBH7 CLPP TNFSF9 GRIA3 THOC2 MED1 RPL23 STRADA ATG4C CD70 C3 SH2D3A TRIP10 GPR108 TNFSF14 FOSB OPA3 SNRPD2 RTN2 EML2 VASP SYMPK GPCPD1 SDCBP2 PANK2 TGM3 GNRH2 DEFB126 FOXA2 FAM182A CD93 GZF1 PAX1 NAPB CST8 NKX2-4 CENPB PSMF1 NKX2-2 DTD1 CSTL1 RBCK1 TMX4 CST11 STK35 SNRPB NRSN2 C20orf29 RRBP1 BMP2 ZNF133 FLRT3 OVOL2 PCSK2 GFRA4 MKKS BFSP1 DSTN C20orf103 SNRPB2 C20orf72 LRRN4 TBC1D20 ITPA TCF15 OTOR MCM8 BANF2 C20orf46 FAM110A C20orf187 SIRPD MRPS26 DEFB129 S1PR4 NCLN CITED1 HNRNPR ZNF436 MAX CHURC1 ARMCX5 GDF5 MMP24 NECAB3 ID1 RALY DYNLRB1 C20orf173 EIF2S2 ERGIC3 ROMO1 FAM83C C20orf114 CEP250 PLAGL2 GRPR KDM5C AMOT TMEM115 PSMB2 EIF2C3 UROD ST3GAL3 TMEM53 HECTD3 KLC1 XRCC3 TUBGCP3 MCF2L F10 PCID2 PROZ SLURP1 LRFN3 TMEM149 CAPNS1 PDCD2L GPR42 RBM42 KIRREL2 UBA2 FFAR2 HCST FFAR1 COX6B1 KRT36 THRA CCR7 NR1D1 FRMD8 PRDX5 BCL2L12 IRF3 PRMT1 RRAS PRRG2 SCAF1 PRR12 TSKS FLRT1 ASL SBDS PTPN20C CSN1S1 STATH HTN1 STAT5A WNK4 BECN1 PRKCG TRAP1 GLIS2 CCDC55 DNAJC8 AHDC1 IFI6 DACH2 ZNF384 EMG1 SSX1 UXT CFP ELK1 TIMM17B C14orf135 ATG14 KTN1 SIX1 RHOJ DLGAP5 C14orf149 HSPA2 ZBTB1 TRMT5 SGPP1 PLEKHG3 PZP PRDM7 RHOT1 EVI2A OMG WDR60 AIF1L FAM78A NUP214 CTAG2 AVPR2 SLC10A3 MAP2K2 HNRNPH2 ARMCX1 TMEM35 NXF5 TIMM8A ZC4H2 CANX CPSF3L RGS13 IPPK ZNF484 OMD FGD3 HIVEP3 PPCS EDN2 BCL11B COX7C TRAF2 ABHD8 MASP1 ATP13A4 HRASLS HELB RAP1B IL22 TSPAN8 BEST3 RAB3IP PTPRB DYRK2 YEATS4 KIAA1147 TAS2R3 TAS2R4 TAS2R5 CRYGN LRRC61 TRPV5 IDUA FGFRL1 TMEM175 AUNIP PIN1 FBXL12 KIAA0090 PLA2G5 UBR4 HP1BP3 EMR2 SIN3B OR7A10 SLC35E1 EPS15L1 KLF2 OR7C2 OR7C1 F2RL3 UQCR11 GFER SYNGR3 PKMYT1 WFIKKN1 WDR24 FBXL16 CHTF18 GNG13 MACF1 SMARCA4 KDM4B TICAM1 GAN C12orf26 IL17B TMEM93 OR1E2 METT10D TUBA4A VIL1 AAMP PNKD TNFRSF19 RNF6 ECHS1 ZNF835 AKAP9 GNG11 SHFM1 GNGT1 HIP1 PTPN12 POR FGL2 STYXL1 STEAP4 GNAI1 PEX1 MTERF SGCE C7orf64 CASD1 ZNF780B LRFN1 ZFP36 SRD5A3 SPINK2 RASL11B PAICS KDR PPAT TUBGCP6 ADM2 DGCR6L DGCR8 ASPHD2 VPREB3 SDF2L1 GAL3ST1 YWHAH RFPL1 RFPL2 GNAZ MGAT3 ADORA2A ATF4 A4GALT RFPL3 CDC42EP1 APOL3 MCHR1 TPST2 BAIAP2L2 MPST GALR3 TST APOL5 IGLL1 APOL2 RAC2 LIF C22orf23 APOBEC3A APOBEC3F KRT17 TMEM85 RNF112 SPECC1 CPA4 DOCK4 POT1 TAS2R16 ATP6V1F NAA38 CDHR3 PRKRIP1 VGF PODXL FOXP2 FAM40B RABL5 MKLN1 DNAJB9 FLNC LRRC4 CALU CCDC136 SMO IRF5 LRRC17 KLHDC10 NDUFA5 FEZF1 OPN1SW MRPS12 MYO1B HOXD1 HOXD3 MTX2 PDE11A CHN1 GAD1 OSGEPL1 ORMDL1 HAT1 HOXD9 HOXD10 HOXD11 HOXD13 HERC2 SNRPN PSMG2 TWSG1 GDF2 ARHGAP22 WDFY4 EIF2AK4 MYO5C CGNL1 TMOD2 TTBK2 ELL3 C15orf57 INO80 NARG2 DLL4 ALDH1A2 FAM63B IVD C15orf23 DUT CHAC1 CLN6 ARPP19 VPS13C CALML4 ISLR THAP10 LOXL1 CCRL1 ANAPC13 MBD4 COPB1 PSMA1 SUMF2 PALLD SPCS3 BBOX1 MYOD1 SERGEF KCNC1 TPH1 CSRP3 E2F8 DCTD SOX15 FAM64A RPAIN USP6 SHBG PLD2 AIPL1 CD68 TXNDC17 ATP1B2 FXR2 KIF1C MPDU1 MMP28 CCL4 MRM1 PHF20L1 LRRC6 CCNT1 PUS7L KRI1 ILF3 SLC44A2 AP1M2 CDKN2D MTUS1 KLK14 SIGLEC8 KLK10 KLK8 NGDN RIPK3 ADCY4 RAB2B BCL2L2 JUB C14orf126 PARP2 HEATR5A FOXA1 SNX6 EAPP EGLN3 C14orf106 NRL RNASE1 NEDD8 DAD1 TEP1 EPB41L4A CDO1 REEP5 ITFG1 QRICH2 FOXJ1 SEC14L1 RHBDF2 AANAT ARHGEF6 MAP7D3 FGF13 ASH2L C8orf41 ART1 CHRNA10 CDKN1C SGOL1 RPS4Y1 VCY VCY1B CDY2B CDH15 KLF16 TMEM8A DOHH MAU2 SHC2 MIR3187 FAM108A1 LBP SYT5 TNNI3 CBFA2T3 GAMT HDHD1 C6orf70 PHF10 PRRG3 GALNT8 KCNA5 EFCAB4B NXNL2 STARD8 FAM155B GDPD2 SAT1 GNL3L SH3BP4 MOSPD2 DOCK6 ECSIT LDLR ELOF1 TSPAN16 PRKCSH CNN1 CDC16 ZSCAN10 C8orf55 EXOC3L2 PVRL2 APOE TOMM40 APOC1 GADD45G LRCH2 DPP6 XPO7 ACE2 FAM98C SAFB2 RPL36 ATP8B3 GDF1 NCAN KIF1A GTPBP3 PLVAP BST2 SLC27A1 NSUN5 USHBP1 GLT25D1 DDA1 MRPL34 PGLS LSM7 TULP4 SNX9 RTN4IP1 QRSL1 C6orf203 RSPH3 MAS1 ACSBG2 MLLT1 FUT5 BMP15 MLLT4 ACTN4 STK33 NDUFA10 EPO ARPC1B CACNG6 ZSWIM6 FCHO1 UNC13A MAP1S KLHDC7B SCO2 PXDN SSBP4 GDF15 PGPEP1 KIAA1683 LSM4 JUND HRC TRPM4 OR11H1 SULT4A1 ZNF557 CRB3 OLFM1 CAMSAP1 UBAC1 SAG ZBTB46 SAMD10 LSP1 TNNT3 TNNI2 COL5A1 ATXN10 TUBGCP2 CALY CYP2E1 PNPLA7 HBZ PAK4 MNX1 ZNF337 CCDC21 TAF4 GATA5 C20orf151 LAMA5 OSBPL2 ADRM1 ASS1 PRDM12 EXOSC2 POMT1 UCK1 FIBCD1 BAT2L1 CHMP2A UBE2M TRIM28 METTL26 YIPF2 ATG4D EIF2S3 TMEM160 ZC3H4 NPAS1 GMFG MAP3K10 ARHGEF16 LRRC47 SESN2 SMPDL3B ATPIF1 MED18 C1orf38 CLIP1 CCDC62 HIP1R ZNF317 PPAN EIF3G ANGPTL6 C19orf66 DNMT1 ZNF426 SLC6A8 PNCK DKC1 PLXNA3 DUSP9 MPP1 ZNF331 ZNF236 SLC7A10 LRP3 C12orf65 NOL11 UBE4B CASZ1 PKDREJ HSD17B3 FAM22F HABP4 FBP2 SLC35D2 PRRG1 UBA1 RGN POLN CYorf15B PPIL4 ULBP2 AKAP12 SYNE1 ULBP3 LATS1 EPS8L1 LILRB2 C20orf4 TTLL9 C20orf70 RBM39 COX4I2 C20orf71 ZNF341 GGT7 DEFB118 ACSS2 EDA2R ARHGEF9 C1QL1 GFAP PYY HIGD1B ATP6V1E1 ZNF227 ZNF428 TEX101 ZNF141 CCL25 COX4I1 COX4NB KIAA0182 GINS2 CHMP1A SH3BGRL COX7B SLC34A1 F12 PRR7 NFATC1 IDO1 GJA9 CAP1 PPT1 RAB11FIP4 RLIM CDX4 ABCB7 TRAF3 HAUS8 EMR3 MRPS25 SH3BP5 HACL1 TBC1D5 CAPN7 RFTN1 C3orf20 ZFYVE20 GALNTL2 SLC6A6 KCNC3 NAPSA NR1H2 LRRC4B PDLIM4 KIF3A MGAT1 GFPT2 TUBG1 PSME3 RPL27 PSMC3IP AOC3 ACLY VPS25 RAMP2 AOC2 G6PC NDUFA2 ANKHD1 DIAPH1 NDFIP1 UBE2D2 EXOC4 ACAP3 C1orf159 ANO1 PPFIA1 TMEM204 KREMEN2 THOC6 TRAF7 BARX1 NINJ1 CA6 NPHP4 MAP1B RHOXF2 IL13RA1 WDR44 CKMT2 ZCCHC9 KRT34 KRT33B TNS4 TOP2A STARD3 RARA PPP1R1B KHDRBS3 CHD1L PEX11B FMO5 PIAS3 PRKAB2 RBM8A FSHB PDHA1 RAI2 MCCC2 ZNF584 ZSCAN5A ZNF132 USP29 CHSY1 SNRPA1 KRT17P1 LLGL1 NR0B2 LIN28A THAP1 RHPN2 C19orf12 C19orf40 LRRC9 ACTR10 ABHD12B GCH1 LGALS3 PODNL1 DNAJB1 ZSWIM4 FBXW9 RFX1 ZNF20 C19orf57 DCAF15 CC2D1A RTBDN MATN3 TRIM21 SPATA6 LRRC41 LHX1 GAS2L2 CCT6B ACACA DHX30 RAF1 SLC6A11 PPARG NUP210 FCRLA HSD17B7 ENOSF1 C18orf2 EMILIN2 SLX1A ARFIP2 TRIM5 CNGA4 TRIM22 RRP8 FXC1 EFR3A OC90 PTCD3 IMMT MRPL35 IQCA1 ILKAP PER2 RAMP1 SCLY PTPRE RAN PRKAA1 CARD6 RAP1GAP2 KIAA0664 INPP5K MYBBP1A RPA1 SERPINF1 UBE2G1 EEFSEC TBC1D14 TMEM128 COQ3 SFRS18 POPDC3 SEC61G LANCL2 FIGNL1 DDC FTHL17 GRSF1 ENAM JCHAIN ANKRD17 UTP3 ITGB4 WBP2 H3F3B UNK TRIM47 ZRANB2 ANKRD20A3 EIF5A KDM6B CLEC10A GPR172B GUCY2D GPS2 XAF1 DLG4 HRSP12 VPS13B RGS22 MATN2 REEP2 PCBD2 SDF2 FLOT2 ERAL1 PRMT7 NIP7 TERF2 VPS4A MTSS1L HSPA12B ANKRD5 C20orf79 FAM113A SNAP25 BTBD3 PCNA NXT1 POLR3F RIN2 PTPRA SSTR4 DAP3 RHBG KIAA0907 ATP1A4 NES BCAN CRP ARHGEF11 RAB25 HAPLN2 APCS FCRL2 DCAF8 SYT11 IGHMBP2 ACY3 ALDH3B2 MTL5 MMACHC DPH2 TOE1 NASP MUTYH CTNNBL1 LPIN3 ZSWIM3 RBM38 VSTM2L C20orf111 SERINC3 PPP1R3D DMGDH BHMT2 AP3B1 ZBED3 INADL KANK4 ANGPTL3 SYT4 SLC14A2 FBXO44 C1orf89 CASP9 NMUR2 DCTN4 PDE6A ATP8A2 MTUS2 ZMYM5 USPL1 XPO4 TPTE2 POMP CDK8 ALOX5AP WASF3 RNF17 GPR12 CHRM3 MYH8 MYH10 PEMT SCO1 MPRIP CHI3L1 MYBPH PIK3C2B DSTYK CHIT1 SLC41A1 LGR6 TMCC2 DCLK1 CCNA1 COG6 SPG20 RXFP2 EPSTI1 TRPC4 POSTN RFXAP TPT1 KIAA1704 STOML3 KL RFC3 STARD13 IRS4 MORC4 BEX2 RNF128 GNG5P2 TBC1D8B TCEAL4 TEX13A BEX1 FAM104A SLC39A11 EPHB2 SRRM1 BTBD2 PRAM1 SUV420H2 ZNF414 PDE6B HSPBP1 CSNK1G2 ANKRD32 CNDP2 MACROD1 WDR74 LGALS12 RTN3 RARRES3 HRASLS2 MYH11 C16orf63 MED10 PDZD2 MORC2 LARGE GSTT2B MYO18B SLC2A11 C1QTNF6 GGT2 FAM83F SEC14L4 GIMAP6 GIMAP4 ADCK2 MKRN1 AGAP3 KRBA1 ACTR3B NTS BTG1 LRRIQ1 C12orf29 ATP13A3 SFTPD DYDC2 C10orf57 TMTC1 KRAS IPO8 LARS SPINK5 IMPA1 LRRCC1 E2F5 CA1 CCDC59 SWAP70 ARNTL LYVE1 AMPD3 MICALCL SBF2 MICAL2 RRAS2 HSD17B4 ZFC3H1 TEX15 TMEM66 RNF122 DUSP26 DPF2 MEN1 C14orf1 GSC C14orf159 KIAA1409 NUMB CATSPERB VRTN COX16 TTC9 MED6 EIF2S1 ADAM20 LOXL2 ELP3 PEBP4 ADAMDEC1 KIAA0427 MRO MBD2 IER3IP1 MRPS36 CCNB1 CDK7 CD180 IRAK2 CAMK1 THUMPD3 VHL BHLHE40 ARL8B EDEM1 CNTN6 CHL1 MEIS2 ATPBD4 C15orf29 C15orf24 TRPM1 GNAT2 GSTM1 PRPF38B REG4 TSPAN2 TSHB GSTM5 GSTM3 SYT6 VAV3 CHIA PSRC1 HMGCS2 PTPN22 SORT1 WNT2B PTGFRN HBXIP ADAM30 NOTCH2 TRIM45 CEPT1 CD101 VTCN1 NGF AP4B1 NAPG SPIRE1 PPHLN1 FKBP11 ARF3 TMEM106C SLC38A2 PLEKHA9 YWHAQ KIDINS220 GRHL1 ROCK2 RSAD2 MYCN LPIN1 CMPK2 IAH1 LDHA SAA2 ANO3 IL6ST FST CFHR4 NAV1 CDC73 TIMM17A CRB1 CFHR5 ERN2 RPS15A RAX NARS GRP KIAA1468 FBXO18 RBM17 IL2RA ANKRD16 ECHDC3 IL15RA CCNH HRH4 C18orf45 KCTD1 CABLES1 DOCK2 EMP1 SOX5 RERG SLCO1B1 KLRD1 KLRC1 C12orf39 PRH2 LRP4 MYBPC3 DDB2 ACP2 USP26 FAM127A RAB33A SOX3 RBMX2 PIWIL4 MTNR1B PUM1 SPOCD1 YARS PHC2 CDCA8 GNL2 EIF2C4 HOOK1 CYP2J2 BTF3L4 ZCCHC11 PRPF38A DSC2 DSG3 RNF138 ELP2 DSG1 DSC3 DSC1 DTNA FHOD3 C18orf10 DAGLA SLC43A3 TIMM10 GIF DHX34 APLNR FADS2 C11orf10 TCN1 GPR77 TMEM165 CLOCK PDGFRA A2LD1 COL4A2 CLDN10 DZIP1 UBAC2 ARGLU1 BIVM BIVM TPP2 KDELC1 CARS2 ARHGAP32 STT3A ADAMTS8 ACRV1 ETS1 SLC37A2 KLB TMED7 APC C5orf13 WDR36 OSTF1 UBQLN1 NAA35 C9orf40 ANXA1 CTSL1 TMEM2 AGTPBP1 GOLM1 FAM189A2 PSAT1 ISCA1 ADAM19 HAVCR2 CCNJL TAOK3 USP30 SDS MSI1 HNF1A FBXO21 TBX3 OASL HRK RNFT2 P2RX4 CCDC64 DTX1 TRAFD1 DMTF1 OCM2 C7orf23 CCDC146 TMEM60 POM121C CD36 UGT2A3 CSN2 UGT2B28 PNPLA8 C7orf68 FAM71F1 RINT1 SRPK2 TES MDFIC MTO1 BAI3 ANKRD6 HTR1B KHDC1 KIAA1009 SYNCRIP SNX14 NT5E MRAP2 EPHA7 AKIRIN2 ORC3 LCA5 MAP3K7 CGA GJA10 PRR5L LMO2 PHF21A NAT10 EHF ELF5 PRRG4 CAPRIN1 ATP5G2 DNAJC14 CD63 PRPH AVIL AMHR2 LACRT GDF11 GLS2 ITGA7 KIAA0748 FAM186B RDH5 AGAP2 BLOC1S1 KRT85 CDK4 PPP1R1A TROAP TSPAN31 B4GALNT1 TFCP2 COQ10A FAIM2 PAN2 ESPL1 KRT7 ZC3H10 HNRNPA1 SLC26A10 ACVR1B OS9 MIP KCNH3 LTV1 MAP7 CD164 LACE1 NHSL1 AHI1 HEY2 PKIB TAAR5 NMBR SMPD2 MICAL1 REPS1 STX11 TEC C2orf7 SEMA4F CCT7 EGR4 RAB11FIP5 SMYD5 DYSF CCDC142 EMX1 KCNMB4 USP15 GNS CPM MDM2 KLHL36 BCMO1 MPHOSPH6 CHST5 KIAA0513 DYNC1LI2 FBXL8 FHOD1 CCDC102A SLC9A5 AGT ZNF670 PCNXL2 KCNK1 URB2 EGLN1 CAPN9 COG2 ABCB10 C1orf57 TAF5L GLUL STX6 RGS8 RNASEL DHX9 KIAA1614 CEP350 NPL FAM129A PIGC ACBD6 LAMC1 RC3H1 GPR55 SP110 MRPL44 CHRND PAX3 DOCK10 TTLL4 USP37 HTR2B ITM2C SLC19A3 SERPINE2 DNAJB2 WNT10A TMBIM1 CYP27A1 EIF4E2 ARMC9 CAB39 COX5B REV1 TSGA10 MFSD9 TMEM127 EDAR TGFBRAP1 GCC2 MRPS9 GPR45 C2orf49 EPC2 ARHGEF4 ISCU ALDH1L2 STAB2 USP44 SCYL2 CKAP4 PLXNC1 APPL2 PWP1 DRAM1 KIAA1033 SLC41A2 VILL FLNB NEK3 PCDH8 VPS36 RNASEH2B CKAP2 LECT1 TBC1D4 THSD1 C13orf34 LRCH1 SUCLA2 RCBTB1 MED4 PHF11 COG3 LMO7 SCEL ITM2B SPRY2 NUDT15 EDNRB RCBTB2 LCP1 SETDB2 SCRN1 C7orf25 TNS3 SPDYE1 CHST12 IGF2BP3 GPNMB RAPGEF5 RAC1 KDELR2 NUPL2 IL6 ZDHHC4 AOAH BZW2 DGKB TBRG4 DDX56 HUS1 NACAD C7orf69 DBNL CCM2 MYO1G TTYH3 MMD2 CIDEB TTC5 NKX2-8 NKX2-1 ZFHX2 MTHFS ADAMTS7 FAM108C1 IREB2 ALPK3 TM6SF1 CIB2 CALCOCO2 RSAD1 NMT1 MYCBPAP SRSF1 VEZF1 CHAD TACO1 TEX2 DCAF7 GH2 CSH1 LIMD2 BRIP1 MYST2 RTP4 ACTL6A NDUFB5 MRPL47 TRA2B SCN2A TBR1 7-Mar ERMN GALNT5 SCN7A TANK BLK GATA4 SKIL EPRS HLX VPS45 IL10 KCTD3 RPS6KC1 RASSF5 CBWD2 IL1F9 IL1RN IL1F6 IL1F5 IL1F8 IL1F10 CFC1 SMPD4 WDR33 CCDC115 SAP130 BIN1 IMP4 HS6ST1 UGGT1 GYPC STAM GAD2 ABI1 YME1L1 DNAJC1 NIPSNAP3A LRRC8A C9orf4 CDK9 TXN ODF2 KIAA0368 TOR1B C9orf78 SMC2 KLF4 TOR1A RALGPS1 FAM129B OR1J1 OR13C9 ST6GALNAC4 TMOD1 DAB2IP STXBP1 SLC2A8 ANGPTL2 CDK5RAP2 ZFP37 SLC31A2 SLC31A1 TLR4 ZNF189 ALDOB STX17 PRPF4 FPGS USP20 BAAT KIF12 ATP6V1G1 TEX10 GARNL3 MRPL50 DPM2 WDR38 TSTD2 GABBR2 HEMGN PSMB7 NR5A1 C9orf156 RABEPK GOLGA1 XPA NCBP1 ANP32B OR1L4 PDCL RPL35 CTSL2 LMX1B ARPC5L ENPP2 DSCC1 DERL1 MYC NOV IL33 C9orf123 RANBP6 POLR1E PLAA IL11RA UBAP2 APTX RNF38 TLN1 CCL21 SIT1 IFNA21 DMRT1 DNAJB5 SPAG8 DCTN3 CD72 TMEM8B GRHPR ALDH1B1 HINT2 C9orf100 IGFBPL1 DENND4C RPS6 CNPY3 FOXP4 PPIL1 KLC4 KIF13A ZNF193 PIM1 CDSN GMPR FTSJD2 TFAP2A SLC22A7 YIPF3 TMEM14B TMEM63B FRS3 TJAP1 CAPN11 TINAG HCRTR2 HIST1H2AB KIAA0319 IRF4 SLC22A23 TUBB2A LRRC1 GCM1 FOXF2 BPHL RIPK1 TUBB2B C6orf125 HMGA1 TCF19 FLOT1 TRIM26 IER3 DDR1 MDC1 PGBD1 ATAT1 MOG TPMT TRIM15 CLPS RNF144B TRIM10 TRIM31 HLA-F NRM MTCH1 VARS2 TAF8 FAM8A1 C6orf52 FGFBP1 FGFBP2 CPEB2 FHDC1 TLR2 C4orf49 TTC29 MYO7A FCHSD2 ARRB1 SLCO2B1 PRKRIR ANKRD42 IL18BP NUMA1 CCDC90B SYTL2 RAB30 CREBZF LRRC32 PRCP NARS2 RNF121 MRPL15 PI15 TTPA GGH SLCO5A1 SULF1 TGS1 SDCBP NEK1 DDX60 FAM55D SORL1 TMPRSS4 BUD13 TRPC6 MMP7 MMP20 MMP27 C11orf70 DCUN1D5 YAP1 TRIM29 BTG4 POU2F3 RDX PPP2R1B FDX1 C11orf1 FXYD6 ARHGAP20 FXYD2 MMP13 TMPRSS13 CASP1 CASP5 ALKBH8 MAP2K5 UNC13C SQRDL CTDSPL2 SLTM THBS1 MAPKBP1 NUSAP1 NDUFAF1 KIF23 NOX5 ITGA11 CASC5 HAUS2 RTF1 PARP6 RPLP1 PAQR5 LRRC49 TUBGCP4 FAM82A2 ITPKA UACA SMAD6 PLCB2 TMEM62 PAK6 ADAM10 DUOX1 SLC28A2 STRA6 CYP19A1 ZNF280D SEMA6D BCL2L10 RSL24D1 SPTBN5 GCOM1 GCHFR BCAR3 TTLL7 FNBP1L CCBL2 GTF2B BRDT RABGGTB IFI44L GIPC2 ARHGAP29 IFI44 SLC44A5 CLCA2 DNASE2B DBT RTCD1 IFT172 EPT1 CGREF1 HADHB KHK ADCY3 PPM1B PNPT1 DYNC2LI1 LHCGR SMEK2 THUMPD2 CYP1B1 SULT6B1 RAB1A ACTR2 PREB SLC5A6 ABCG5 PREPL SLC3A1 EMILIN1 FBXO11 SIX3 C2orf28 CENPO LRPPRC TRIM54 DTNB ACTR1A CYP2C9 TMEM180 CYP2C8 MYOF LOXL4 STAMBPL1 CH25H LBX1 ATAD1 BTBD16 KIF11 CUZD1 TACC2 DUSP5 CALHM2 ARL3 CEP55 KIF20B ENTPD1 EXOC6 PLCE1 RBP4 DBR1 DNAJC13 GPR87 ANXA7 FAM149B1 NCOA4 MSMB TIMM23 ASCC1 PLA2G12B ZNF365 OIT3 ADAMTS14 RPS24 TET1 DNA2 MYPN AOX1 ATIC SMARCAL1 BARD1 STAT4 MSTN ALS2CR8 ASNSD1 METTL5 SSB NAB1 CDK15 PPIG FASTKD1 MDH1B HECW2 IDH1 OLA1 CIR1 SSFA2 CHRNA1 FAM117B WDR12 ABI2 ITGAV SLC40A1 SLC35A5 DIRC2 SENP7 GUCA1C CCDC54 COX17 PARP9 MNS1 USP8 SECISBP2L TMOD3 GLCE SHF APH1B C15orf44 CILP PARP16 PPCDC HCN4 SEMA7A UBL7 ARHGAP24 FAM13A HERC3 HERC6 HERC5 PCDH10 NDST4 C4orf21 AP1AR COPS4 HNRNPD PRKG2 RASGEF1B SEC31A FGF5 AGPAT9 IL21 FGF2 BBS7 KIAA1109 BMPR1B RAP1GDS1 LARP1B MMRN1 PDE5A PRDM5 TRPC3 NAAA NUP54 CXCL9 BMP2K G3BP2 11-Sep FRAS1 SCARB2 CCNG2 CNOT6L USO1 CDKL2 SHROOM3 ANXA3 PPA2 CENPE GSTCD INTS12 ENPEP CASP6 LEF1 HADH EGF PAPSS1 SEC24B C4orf17 PPP3CA SLC39A8 MTTP FBN2 MAPK8IP3 RGS3 C22orf13 TTLL8 RNF185 KIAA1644 PARVG B4GALNT3 PDE6H ERP27 ETV6 GABARAPL1 KIF21A CPNE8 YARS2 FGD4 ALG10 PIK3C2G FAM60A PLCZ1 AEBP2 SLCO1C1 C12orf72 ETNK1 ZCRB1 TMEM117 PRICKLE1 C1RL NDUFA9 CLSTN3 KLRG1 VAMP1 TAPBPL CD27 RBP5 PEX5 PIANP SLC38A4 AMIGO2 SRSF2IP COL2A1 PPFIA2 ANP32D LLPH LRIG3 9-Mar INHBE GLIPR1 TPH2 PHLDA1 TMEM19 LGR5 PTPRQ DUSP6 POC1B TMTC3 LUM KERA SNRPF AMDHD1 NEDD1 SYCP3 ASCL1 GAS2L3 SLC5A8 TMEM132B SLC15A4 TDG C12orf52 SDSL MMAB GLTP GIT2 TCHP FAM222A FOXN4 NUPL1 MTMR6 SLC46A3 SLC7A1 PDX1 LNX2 SUOX CCDC65 SLC39A5 TARBP2 RDH16 DHH ACVRL1 GPR84 NPFF OBFC2B N4BP2L1 CELA1 SMARCC2 BRCA2 C12orf41 LASS5 MAP3K12 ITGB7 GALNT6 CSAD LMBR1L C12orf10 ESYT1 TMBIM6 ANKRD52 KRT71 ZNF740 WDFY2 HNRNPA1L2 LPAR6 ESD RB1 SBNO1 MORN3 SETD1B VPS33A VPS37B RHOF DENR DIAPH3 SLAIN1 RBM26 SRRM4 C13orf39 MBNL2 RNF113B ZIC5 ABHD13 RAB20 GRTP1 CUL4A TTC6 SSTR1 CDH24 REM2 CBLN3 TSSK4 NOVA1 FITM1 MDGA2 TMX1 FRMD6 PELI2 RTN1 C14orf37 SYT16 SLC38A6 NAA30 ADAM21 RDH12 DCAF5 RAB15 WDR89 ESR2 KCNH5 STON2 C14orf143 GPR65 PTGR2 JDP2 AK7 FAM181A SLC24A4 FBLN5 SERPINA10 C14orf79 WARS SLC25A47 WDR20 NIPA2 SLC12A6 DUOXA1 MFAP1 TCF12 SORD SERF2 ZSCAN29 DUOXA2 DUOX2 LYSMD2 SLC27A2 FGF7 HDC GCNT3 BNIP2 GTF2A2 SRP14 BAHD1 DISP2 CDAN1 TLE3 ANP32A COMMD4 UBE2Q2 PSTPIP1 ETFA BCL2A1 HMG20A SCAPER TSPAN3 WDR61 NCOA2 NEIL1 MAN2C1 DNAJA4 MESDC1 TPM1 IGF1R ARRDC4 PIF1 USP3 CYP11A1 BBS4 PML CYP1A1 ADAMTS17 LINS ULK3 GOLGA6D PCSK6 CCDC33 CELF6 SCAMP2 CYP1A2 LMAN1L HAPLN3 RHCG POLG RLBP1 FANCI ABHD2 WDR93 C15orf42 NTRK3 DET1 MFGE8 ZNF710 UNC45A ST8SIA2 MCTP2 FURIN IQGAP1 CRTC3 EFTUD1 SH3GL3 SEC11A 12-Sep GLYR1 PMM2 RUNDC2A SLC5A2 ITGAX TGFB1I1 C16orf58 ARMC5 PARN FTO UQCRC2 CDR2 IGSF6 ARHGAP17 MYLK3 ABCC12 NKD1 DHX38 TXNL4B MARVELD3 CHST4 ZFHX3 CLEC18B CPNE2 NLRC5 KATNB1 KIFC3 ADAMTS18 NUDT7 GCSH CMTM3 CMTM2 CDH11 NOL3 MAP1LC3B MBTPS1 CDH13 ZCCHC14 KIAA1609 ADAD2 OSGIN1 IRF8 RHOT2 RPL3L ZNF434 RPS2 NDUFB10 PDPK1 TIGD7 DEF8 TCF25 GALNS GAS8 MED9 NCOR1 COPS3 C17orf39 ZNF287 MYH4 MYOCD KSR1 CIRH1A RANBP10 CTRL DPEP3 GFOD2 NOB1 PRPSAP2 MYO19 DDX52 RASL10B UNC45B PCTP OR4D1 TOM1L1 KIF2B C17orf80 TOB1 VPS53 SPATA22 SGSM2 NPEPPS SKAP1 LRRC46 SCRN2 SSH2 RHBDL3 SPACA3 ARSG ABCA8 G6PC3 CLTC C17orf64 BCAS3 PTRH2 SS18 TAF4B AFG3L2 SLMO1 IMPA2 GNAL SLC39A6 RPRD1A C18orf21 GALNT1 ASXL3 ADCYAP1 MEP1B MCART2 FAM59A ESCO1 OSBPL1A GATA6 GREB1L C18orf8 PELP1 NPC1 SLC14A1 ARRB2 SLC13A5 ZMYND15 WRAP53 MINK1 SAT2 ASGR1 PIK3R5 TP53 CCDC40 ARHGDIA TMC6 SLC16A3 CARD14 TTYH2 RAB40B EIF4A3 CSNK1D ANAPC11 TBCD FN3KRP NARF RPTOR FOXK2 TRIM65 CBX8 SECTM1 RNF157 AZI1 ZNF750 WDR45L CBX4 RNF165 DYM MAPK4 ELAC1 MBD1 SMAD4 TNFRSF11A ZCCHC2 FBXO15 CBLN2 PMAIP1 LEPREL4 NT5C3L FAM134C PIP4K2B ERBB2 GRB7 C17orf37 PNMT ARL5C STAC2 IGFBP4 FKBP10 TXNL4A CACNA1A SAMD1 BRD4 SLC39A3 NFIC C19orf20 PPAP2C ZIM3 PRDM15 PFKL FEM1A VAV1 FAM125A CIB3 CALR3 SH3GL1 DUS3L DPP9 DMRTC2 CCDC97 TMEM91 ZFP14 SIRT3 IFITM3 ATHL1 HUNK COL6A1 IFNAR1 SOD1 COL6A2 SIK1 DNMT3L TRPM2 SCYL1 TMEM50B APP DOPEY2 URB1 AKT1 IL19 EMP3 SAE1 NTN5 LMTK3 GEMIN7 CBLC WTIP ADAMTS10 SLC6A3 RNPEPL1 CAPN10 MYO1F NLRP12 CACNG8 ZNF787 C19orf52 FBN3 CARM1 EVI5L TM4SF5 SLC47A1 PSMB6 GPR32 SIGLEC10 ACPT KLK3 ZNF473 FAM71E1 RPS11 PTH2 SPIB RPL13A CTU1 NOSIP IGLON5 RCN3 ZNF614 SLC2A5 RERE MMEL1 C1orf222 PRDM16 CELA2A PADI3 FHAD1 PADI1 EPHA2 ARHGEF19 EFHD2 PEX14 PGD MYOM3 SH3BGRL3 CNKSR1 RPL11 IL22RA1 ZNF593 C1orf216 KIAA0319L FAM176B C1orf94 DMRTA2 PLK4 MAP3K6 FCN3 GPN2 SYTL1 WDTC1 CELA3A NBPF3 HSPG2 ITGB3BP SERBP1 BCL10 CYR61 PRKACB PIGK TINAGL1 ADC RPS8 KIF2C PTPRF BEST4 MOBKL2C CYP4B1 TMEM61 DMRTB1 LMO4 SYPL2 BARHL2 MTF2 SLC44A3 IGSF3 ZNF697 CTTNBP2NL FAM40A KCNA10 PSMA5 FNDC7 C1orf162 CD53 PROK1 CELSR2 ITGA10 GJA5 GPR161 ALDH9A1 ATP1B1 TIPRL NME7 POGK BRP44 CREG1 DCAF6 GPA33 RXRG TBX19 UCK2 TMCO1 XCL1 XCL2 POU2F1 MAEL ILDR2 DPT MGST3 ADCY10 RFWD2 PVRL4 UFC1 PPOX FCGR2A NUF2 RGS5 SDHC PFDN2 NR1I3 USP21 F13B PRCC FCRL5 C1orf66 MRPL24 PIGM CASQ1 ISG20L2 CRABP2 HDGF ABL2 XPR1 RGS16 TOR1AIP1 FAM163A HMCN1 RGL1 LYPLAL1 LHX9 PRUNE RORC TUFT1 SF3B4 ECM1 ZNF687 TARS2 CGN SNX27 SETDB1 ADAMTSL4 MCL1 CTSK RFX5 PI4KB PIP5K1A ANP32E FAM63A ANXA9 SELENBP1 LASS2 ENSA SEMA6C MRPL9 ARNT POGZ C1orf56 OAZ3 HORMAD1 GOLPH3L GABPB2 IKBKE SYT14 KCNH1 DTL DYRK3 LGTN INTS7 VASH2 TAF1A SMYD2 SUSD4 DUSP10 HHIPL2 TP53BP2 ATP8B2 FLG2 CRNN ADAM15 JTB RAB13 S100A8 TPM3 NUP210L SNAPIN SLC27A3 S100A7 UBAP2L SLC39A1 HAX1 CREB3L4 EFNA3 AQP10 KCNN3 C1orf43 GATAD2B ILF2 RIT1 INTS3 PKLR HCN3 FLG ACTA1 C1orf131 GALNT2 TTC13 SCCPDH LYST CEP170 ACP1 SNAP47 SRP9 NVL C1orf55 DEGS1 FBXO28 ARF1 LEFTY2 CNIH4 ITPKB GUK1 CDC42BPA CNIH3 C1orf35 MBOAT2 PARP1 PSEN2 PYCR2 LBR WNT9A EPHX1 REN SOX13 ETNK2 PPFIA4 PLEKHA6 PTPN7 SYT2 ARL8A OSR1 GDF7 PDIA6 RHOB ATP6V1C2 HNRPLL GALM C2orf34 ABCG8 EML4 CALM2 CHAC2 RPS27A C2orf86 VPS54 REG3G ASXL2 ETAA1 SNRPG ABHD1 MEIS1 TRIM43 CIAO1 ZNF514 SNRNP200 MRPS5 ANKRD53 TPRKB NAT8 EXOC6B SFXN5 TEX261 DQX1 DUSP11 ST6GAL2 NPHP1 MALL THNSL2 RALB C1QL2 TMEM177 NT5DC4 RABL2A SLC20A1 FBLN7 ZC3H8 LIPT1 CNGA3 FAHD2B LYG1 AFF3 UBXN4 NXPH2 SPOPL THSD7B GPR17 POLR2D AMMECR1L GALNT13 PKP4 SCN1A SLC4A10 SCRN3 LNPK ZNF385B TMEFF2 CDCA7 DLX1 UBR3 PHOSPHO2 GULP1 FAM171B HSPD1 CCDC150 FAM119A UNC80 PTH2R CPO NBEAL1 C2orf67 SPAG16 ABCA12 SUMF1 KIAA1486 RHBDD1 CXCR7 TRPM8 HES6 ESPNL ANKMY1 COPS7B DIS3L2 CPNE9 FANCD2 C3orf31 VGLL4 RAB5A FAM134A CTDSP1 CNOT9 4-Mar GMPPA GRIP2 EAF1 CNTN4 DYNC1LI1 RBMS3 GADL1 OSBPL10 C3orf39 CCBP2 FAM198A CSRNP1 SLC25A38 ITGA9 SLC22A14 GOLGA4 CTDSPL STAC IQSEC1 CAND2 RPL32 PTPRG IL17RD SHQ1 SLC25A26 UBA3 ARL6IP5 TMF1 LRIG1 LRTM1 CNPY2 LIMD1 ZNF660 NFKBIZ COL8A1 FAM55C GPR128 MYH15 PHLDB2 ABHD10 TAGLN3 PLA1A RABL3 ADPRH IGSF11 ATG3 NR1I2 BOC SRPRB TMEM108 AGTR1 MED12L EIF2A ALDH1L1 OSBPL11 TRPC1 NCEH1 SPATA16 FAM86B2 LPP TMEM44 KIAA0226 AMT TCTA NICN1 UCN2 VPRBP CCDC39 STXBP5L EAF2 ILDR1 TM4SF19 MUC4 SLIT2 EIF2B5 AHSG ECE2 VWA5B2 DGKQ FIP1L1 SLC26A1 LYAR CENPC1 EPHA5 CORIN ATP10D OCIAD2 SLC10A4 SLC10A6 SCD5 PLAC8 ENOPH1 C4orf35 GC RG9MTD2 KLHL8 SNCA PIGY TBCK CAMK2D CISD2 DDIT4L ANK2 TIFA SPATA5 FABP2 CCNA2 METTL14 USP53 SETD7 NAF1 1-Mar SFRP2 RPS3A RNF175 PDGFC CBR4 GLRA3 CYP4V2 ROPN1L NDUFS6 6-Mar NKD2 CDH18 ADAMTS16 SRD5A1 MYO10 FAM105A RPL37 SKP2 OSMR UGT3A1 PLK2 FAM159B GZMA PIK3R1 HAPLN1 LHFPL2 SSBP2 BHMT ANKRD31 IQGAP2 CRHBP RASA1 LIX1 GIN1 PPIP5K2 PAM BDP1 GTF2H2 SLC30A5 BTF3 FBXL17 SPATA9 TSLP TNFAIP8 FEM1C COMMD10 ATG12 MEGF10 ADAMTS19 YIPF5 ARHGAP26 CXCL14 LECT2 SLC25A48 DDX46 IL9 TIMD4 RNF145 C1QTNF2 GABRA6 GABRB2 FBXO38 SPINK7 PCYOX1L GLRA1 TNIP1 G3BP1 ZNF300 N4BP3 NHP2 RMND5B BOD1 CPLX2 ODZ2 KCNMB1 FAM50B MYLK4 C6orf146 TBC1D7 FARS2 GFOD1 CDKAL1 PSD2 LRRTM2 ZMAT2 GFRA3 KLHL3 DCDC2 SLC17A4 HIST1H2BA KAAG1 TRIM7 TRIM41 HIGD2A FAM193B PLA2G7 TNFRSF21 RNF44 MUT RASGEF1C DOK3 ABT1 KIAA1949 DAAM2 PRIM2 C6orf142 HMGCLL1 LGSN FGD2 SCUBE3 ANO7 CRIP3 TTBK1 TCTE1 RPL7L1 NFKBIE CYP39A1 TPBG IRAK1BP1 PHIP PRSS35 MMS22L C6orf168 GABRR1 PNRC1 PM20D2 RARS2 SCML4 C6orf170 CLVS2 GPR6 RNF217 RSPO3 ARHGAP18 TAAR2 TAAR6 TAAR8 C6orf115 TAAR1 C6orf192 FAM54A SLC2A12 SHPRH AIG1 DYNLT1 TIAM2 TMEM181 PNLDC1 WTAP ZMYM4 VIP C6orf211 SLC22A3 C6orf123 VWDE GNA12 C7orf50 SDK1 C7orf28B C7orf26 RBAK CREB5 FERD3L EGFR CDCA5 IGFBP3 PURB IGFBP1 SRCRB4D MDH2 POMZP3 GBAS CCT6A PSPH TRIM50 ZNF92 ATXN7L1 TMEM168 ASB15 C7orf43 SLC12A9 GIGYF1 TRIM4 MEPCE ZAN TMEM209 AGBL3 STRA8 ZC3HAV1L TMEM140 TLK2 EPHA1 NOM1 CNPY1 NCAPG2 ASB10 NLGN4X SHROOM2 RAB19 LUC7L2 DENND2A TMEM27 SH3KBP1 TMEM47 LANCL3 SYTL5 CASK KDM6A SPIN2A MSN AKAP4 CCNB3 HDAC8 SLC16A2 CXorf36 ZNF157 ZNF182 CHST7 ZNF673 NDUFB11 ZNF41 RAB41 ZMYM3 TAF1 GPR174 NONO CCDC120 LPAR4 EBP AWAT2 OGT SNX12 ITGB1BP2 IL2RG ACRC ZNF711 CPXCR1 DIAPH2 NXF3 RIPPLY1 PRPS1 CXorf57 FRMPD3 HTR2C DOCK11 IGSF1 ARHGAP36 GPC3 GPR119 RBMX MCPH1 MFHAS1 FBXO25 FATE1 OPN1MW MAGEA4 FAM58A NSDHL ZNF185 CETN2 GABRQ RPL10 CSGALNACT1 ATP6V1B2 CCDC25 HMBOX1 CHRNB3 CHRNA6 GNRH1 BIN3 DOK2 SLC25A37 CHMP7 DOCK5 STAR PROSC ERLIN2 SNTG1 PXDNL ST18 RGS20 TACC1 GOLGA7 PPAPDC1B GINS4 WHSC1L1 DNAJC5B CRH TRIM55 ADHFE1 MRPS28 PMP2 LACTB2 PRDM14 TERF1 RPL7 SLC26A7 PSKH2 ATP6V0D2 SYBU DPYS MTDH LRP12 EBAG9 RSPO2 POLR2K EIF3H UTP23 NDUFB9 TATDN1 FAM83A GSDMC FAM135B ZNF7 ARHGAP39 SLC39A4 NAPRT1 VLDLR AK3 UHRF2 NFIB CER1 PLIN2 IFNA13 HAUS6 CDKN2B IFNA16 CDKN2A C9orf72 IFNK ZCCHC7 FBXO10 FAM75A3 SIGMAR1 CBWD5 CEP78 NTRK2 C9orf103 SHC3 AUH HIATL1 C9orf3 OR13C4 ZNF462 C9orf80 UGCG ACTL7B SNX30 STOM GSN MRRF NR6A1 CRB2 OR5C1 ALAD ASTN2 WDR31 POLE3 SURF4 GBGT1 SURF1 SURF2 SURF6 MED22 REXO4 RPL7A GTF3C5 ASB6 PTGES2 METTL11A CIZ1 SLC25A25 SH3GLB2 FAM73B PTGES LCN2 LRSAM1 HMCN2 GPR107 C9orf142 IDI2 INPP5E LCN9 SEC16A WDR85 NOTCH1 CACNA1B NACC2 C10orf47 USP6NL COMMD3 MSRB2 PDSS1 FAM171A1 FAM188A SLC39A12 FAM23A RSU1 ST8SIA6 PARD3 ANKRD30A ZEB1 FAM13C NRBF2 A1CF CDHR1 LRIT1 RGR POLR3A HERC4 C10orf11 CAMK2G C10orf116 GLUD1 ANKRD1 HTR7 RPP30 FRA10AC1 ADD3 HABP2 VAX1 DNAJB12 EIF4EBP2 NPFFR1 C10orf81 TCF7L2 MKI67 CYP17A1 INA C10orf125 LRRC27 MTG1 NKX6-2 PAOX GSTO1 TAF5 PPRC1 ITPRIP CNNM2 PDCD11 ADAM12 RGS10 BTBD10 ADM GAS2 SLC5A12 LIN7C LRRC4C IMMP1L SAA4 PGAP2 TUT1 SCGB1A1 SYT8 ZNF214 ZNF215 HSD17B12 APIP PAMR1 DGKZ EIF3M TNKS1BP1 GLYAT SERPING1 OR5F1 SSRP1 SLC43A1 PTPRJ C11orf49 ARFGAP2 CELF1 C11orf73 CCDC81 SESN3 ENDOD1 CCDC82 KLHL35 ODZ4 SERPINH1 CAPN5 INTS4 PAK1 RPS3 ZC3H12C TTC12 NCAM1 DRD2 C11orf52 HTR3B NPAT ATM AASDHPPT GLB1L2 C20orf94 C11orf59 P4HA3 HMBS GRIK4 ST14 HYOU1 GGTLC1 C20orf78 ADAM33 SLC22A8 CSRP2BP DAK MTA2 TMEM138 FADS1 TMC2 ROM1 EML3 INCENP ZP1 PLAC1L MS4A3 PLCH2 FRG1B CPSF7 MS4A2 B3GAT3 EI24 CCDC15 CHEK1 FEZ1 ESAM KIRREL3 MPZL2 SCN2B SIDT2 TMEM25 TAGLN JPH2 DUSP15 COMMD7 C20orf144 KIAA1755 C20orf165 C20orf123 DSN1 C20orf117 C20orf152 SPINT4 CDH22 LSM14B YTHDF1 CABLES2 ORAOV1 GPHA2 SLC22A9 TRPT1 NUDT22 FERMT3 PLCB3 MRPL49 CDC42EP2 FAU TM7SF2 C11orf2 TBX6 PPP4C ALDOA FAM57B DOC2A HIRIP3 TAOK2 TMEM219 HMGA2 MMP3 CNKSR2 CNTN5 KLRF1 CLEC1A MKX MPP7 C10orf68 GRIN2B ITGB1 ANXA8L1 FXYD4 TRIM48 OR8K1 OR5M9 PCDH15 CTF1 FCGR1A ARID5B KLHL1 CDH8 DCUN1D2 TMCO3 TMEM218 TIRAP N6AMT2 LATS2 SAP18 LPHN3 KIAA1328 FAM124A MIA2 CTAGE5 HNMT LYPD1 LYPD6B PDCD4 ADRA2A GPM6A WDR17 SPATA4 VEGFC CCDC102B CD226 CNDP1 FSIP1 DLG2 CCDC83 RGS18 PRSS23 MTMR12 PPP1R1C C11orf53 CCT5 FAM173B DOCK1 DIXDC1 DLAT PIH1D2 C11orf57 TIMM8B IL18 TEX12 PTS PIP4K2A C2orf50 FREM2 FOXO1 CRIM1 SEC24D ABCB9 RILPL2 DHX37 UBC ITPR1 TKTL2 PRSS53 SLC7A11 CCRN4L ENKUR GPR158 LYZL2 CACNA2D4 DCP1B CACNA1C KCNA6 THRB NGLY1 OXSM UEVLD TMEM86A C12orf45 C12orf23 BTBD11 UBE3B ANK3 IPMK RAD9B PLBD2 DLG5 MAT1A SLC2A13 GXYLT1 TWF1 DIP2C EIF4E MAGI1 C13orf27 CSNK1G3 SRFBP1 AKAP6 NPAS3 FAM177A1 MBIP MIPOL1 EXT2 TMEM18 ALLC KCTD14 THRSP NDUFC2 ME3 MSGN1 ADAMTS12 NUBPL NEK7 ATP6V1G3 FER VIPAR ANKRD50 UPF2 CDC123 SCLT1 CCDC3 C4orf33 FRMD4A SLC25A31 PTPRO EPS8 ACAD8 THYN1 VPS26B NCAPD3 SALL3 VTI1A QDPR FAM160B1 ANO4 TEX9 QTRTD1 DRD3 MMAA ZNF827 POU4F2 EDNRA NR3C2 AKR1C2 DPYSL4 VENTX ADAM8 ITIH2 KIN PIGF ANKAR INPP1 MFSD6 RNF144A ASAP2 ADAM17 FLI1 KCNJ1 TMEM45B WWC2 MLF1IP ACSL1 SLC25A4 AMN1 BICD1 SAV1 CCDC122 SERP2 NBAS ZNF385D TDO2 CTSO GUF1 SLC35F4 GABRA2 SACS C14orf38 PABPC3 CENPJ FBXO4 C5orf28 CCL28 PARP8 GFRA1 C10orf46 DST BEND6 TIAL1 BAG3 GLT1D1 TMEM132D RBM46 IQCJ LIX1L MCHR2 NBPF11 KCNE4 AP1S3 RABGAP1L CCDC74B TMEM56 MZT2B TUBA3E ASTN1 CFC1B FAM168B PTPN14 MGAT5 TMEM163 CCDC75 HSPB8 GEMIN6 TMEM178 POU4F1 RNF219 CYSLTR2 GRID2 ARL11 RIT2 SETBP1 C11orf46 KIAA1632 PSTPIP2 ATP5A1 HAUS1 C18orf25 SPC25 G6PC2 PDK1 PTH SPON1 PDE3B TCF7L1 TGOLN2 SH2D6 KCNK13 UHMK1 ATG10 POC5 SPOCK1 FAM151B TADA1 GUCY1A2 CWF19L2 JMY HOMER1 XRCC4 BOLL ZNF547 ZNF773 ZNF776 ZNF256 SUV39H2 DCLRE1C OLAH RPP38 NMT2 ZSCAN1 ZNF837 USP12 CCDC50 CAMK4 TRIM36 ZFP36L2 PAN3 PLEKHH2 PFKM TMEM123 GRIA4 IGSF10 SPEF2 SPARCL1 DSPP DMP1 MEPE MBNL1 CAPSL C5orf33 GPD1L GJA1 CCNO DDX4 CLEC4F SLC30A6 PELO RASGRP3 SAR1B CATSPER3 FAM21B GPR180 TCTEX1D1 WDR78 ANKRD22 FARP1 IFIT5 SLC16A12 PANK1 PRDM8 BMP3 HNRPDL HHEX UTRN GRM1 PTPRK GGPS1 CNTNAP4 ZNF117 RAB3C IFLTD1 MARVELD2 RAD17 MED21 PLOD2 STK32B NRSN1 JAKMIP1 ZIC1 GPR125 CPB1 SREK1IP1 LGI2 CWC27 MR1 SRP19 CENPH CDYL CARHSP1 TEKT5 BANK1 TXNDC11 DAB2 ACMSD ACOXL BCL2L11 ANAPC1 CAST SCOC CLGN CETN3 SMARCA5 SYCP2L BMP6 RGPD3 RASSF3 HNRNPU RANBP2 AHCTF1 MERTK TMEM87B OR14K1 PTPRR NR4A2 CCDC148 PLA2R1 RBMS1 SCN3A FEZF2 CD96 SLC25A27 GPR110 GPR115 FRMD1 FAM49B ASAP1 TRAPPC8 FAM81B INO80C LPCAT1 PLEKHG4B NMRAL1 FAM100A C16orf89 C14orf109 ING1 C13orf16 C13orf28 ADPRHL1 CMTM7 FBXL2 UBP1 RMND5A CD8A RPIA TUBGCP5 GOLGA8IP PTPRD C9orf150 CNKSR3 GTF2E1 CFDP1 TGIF2LX ZDHHC7 FAM92B C7orf31 TMPRSS11D JAZF1 CMIP SPHKAP KCNJ16 PID1 TRIP12 FBXO36 CEBPG KCTD15 ZNF599 MCOLN2 LGI4 DDAH1 SREK1 CHD1 ANKFN1 DGKE HS2ST1 MSI2 CACNA2D1 ZUFSP HS3ST3A1 GDPD1 NUS1 SEMA3D PPP2R5E ASB17 GRAP SLC5A10 AK5 CABYR IMPACT ANKRD29 C6orf57 CHST9 THY1 LRRC50 C16orf74 TBCEL JPH3 ANKH FAM105B UBASH3B ROBO4 ROBO3 PANX3 TBRG1 NRGN FAM134B CDH12 GPR15 TOMM70A ABI3BP ANGPT1 PITPNC1 CC2D1B LASS3 PRKCA LRRK1 CEP112 GAL3ST2 ABCA9 ABCA6 ABCA10 ABCA5 ENPP3 C4orf19 UCHL1 MIA3 DISP1 TNIK FAM167A NEIL2 PGM5 WNT3A OBSCN LONRF1 TRIM11 ENAH PPP1R3A C1orf96 ASZ1 SH3RF1 GBP5 BUB3 GPR26 C2orf77 MMP21 C10orf90 FAM69A ATP5G3 CNTNAP3B FAM27C MAGED4 SRSF12 PDLIM3 SORBS2 TCEB1 LY96 PSMA8 TMSB4Y CXADR BTG3 C21orf91 CHODL TMPRSS15 NCAM2 L3MBTL4 PDE1C RABGEF1 MRPL39 JAM2 ATP5J GABPA ADAMTS1 ADAMTS5 TSEN2 SLFN13 WNT7A XPC C17orf50 C3orf19 FGD5 FLCN DPH3 OXNAD1 PLCL2 CXXC1 SKA1 PPP4R1 APCDD1 MPPE1 CCDC144C USP43 RAB6B EME1 EPHB1 ACSS1 ANKRD40 ZNF18 CA10 VOPP1 14-Sep APOOL DKK2 CYP2U1 RSPH10B FBXL18 CNTNAP5 PROM2 AKD1 ODF1 KLF10 PTPRN2 AZIN1 ATP6V1C1 TMEM55A OTUD6B CDK19 GTF3C6 MARCKS TTC39B AGPAT5 MMS19 OR4K1 PI4K2A MARVELD1 ZFYVE27 GOLGA7B GPR78 C4orf23 SLC25A28 HSPA13 SAMSN1 USP25 ANKRD26P1 GRAMD3 ZCCHC10 C16orf87 MOV10 RHOC PPM1J DBI SLC16A1 HEATR3 TRIM74 MKI67IP OXA1L SLC7A7 MAGEC1 LARP1 CNOT8 GRIA1 LRGUK C5orf35 MIER3 NUP205 ZKSCAN2 C9orf85 XAGE2B PIK3AP1 RBM45 C10orf12 TTN VSIG4 PDIA4 JMJD5 PDZD9 OTOA KCTD18 FAM126B ALS2CR12 ALS2CR11 ALS2CR4 FZD7 SPAG17 DEPDC6 FMN2 RNF20 CYLC2 PPARGC1B ELMO1 SLC26A2 LSM11 MED7 FAM154A RRAGA SLC24A2 TRIM42 ACPL2 ADCY8 RASA2 RMND1 RAET1L SLA TMBIM4 VBP1 RAB39B CLIC2 AFF2 EFHA2 GRIP1 VPS37A TMEM185A NAT2 MAGEA8 PSD3 C9orf41 CCDC109A C14orf43 TTC18 GNA14 FAM161B GNAQ WIF1 UGT2B4 GPR61 MMP16 ADK KCNMA1 BATF DCK ADAMTS3 ALX3 DPY19L4 C8orf38 DRAM2 C8orf37 PPEF2 C15orf26 ADAMTSL3 ART3 SLC28A1 WHAMM CXCL13 N6AMT1 RWDD2B USP16 CCT8 C21orf7 NAA11 BACH1 CLDN17 CLDN8 TSPAN7 TIAM1 SFRS15 RPGR CDK20 PCGF6 ANKRD9 C10orf78 SORCS3 SFXN2 C14orf2 FUT6 TDRD9 FGF18 PCDH1 SH3RF2 GDF6 UQCRB MTERFD1 PTDSS1 PPP2R2B RPL30 KCNS2 FAM122C SUPV3L1 FAM122B EEF1A1 FBXO43 HKDC1 HK1 TYSND1 PHF6 CD109 LRFN2 NODAL PRG3 UBE2L6 ZDHHC5 MED19 ZFAND3 NPTN MYST4 SAMD8 RAB11FIP1 UNC5D GLYATL2 UTP14A AIFM1 MAPK13 BAG4 MS4A1 WDR67 WDYHV1 ATAD2 FBXO32 NSMCE2 ZNF689 PRR14 FBRS FRRS1 PHKG2 HIAT1 SASS6 COX6A2 ITGAD GPR112 ZIC3 C7orf30 VPS8 GALK2 LHFPL4 B3GNT7 MPV17L BUB1B PDE6D EIF4A2 BRPF1 RPUSD3 SST TATDN2 GHRL SEC13 EXOG NTAN1 C1orf14 NMNAT2 ZFYVE9 ATP2B2 LYZL4 SLC6A1 SMG1 FCHO2 RBPMS TMEM171 KBTBD5 C8A TIMP4 SYN2 NRG1 C1orf27 CPT2 NECAP2 LRP8 CDCP2 PAXIP1 STEAP2 SSBP3 HTR5A CLDN12 MMP14 FZD1 GATAD1 SUSD3 THTPA TMED6 CLEC18A DHRS4 C1orf158 CLEC18C C6orf81 DDX19B ST3GAL2 FUK PRAMEF15 IL34 DHRS1 CACNA1D ARSE KIT HYDIN AASDH ZNF19 CACNA2D3 RNF111 CCNB2 FAM81A MYO1E APPL1 MUM1L1 AFAP1L1 TSC22D3 DSCR3 DYRK1A KCNJ6 KCNJ15 ERG ETS2 TSPAN18 LCA5L SLC35B2 TMEM164 MX1 CREB3L1 C2CD2 TAB3 SLC38A10 C9orf43 PALM2-AKAP2 ZNF618 DGKI C9orf91 SVOPL SNX22 UBN2 BRAF SLC34A2 ACAN PSMG3 CABP1 WDR19 SLC37A3 AP3S2 FMNL2 RPS4Y2 FAM59B DPYSL5 C2orf39 RAB28 C1orf93 TNFRSF14 PANK4 CIB4 MEGF11 C12orf43 PEX10 RER1 RADIL SKI SSX2B WIPI2 LDLRAP1 AGAP1 KRTCAP3 ANKRD61 PAFAH2 EXTL1 SLC30A2 BRE TRIM63 WDR66 MRPL17 DUSP2 GRHL3 UBXN11 NLRP14 PTPDC1 GALNT14 NCK1 HPD RHPN1 TPRG1L LRRC43 C9orf21 XDH XKR8 CNNM4 EYA3 DZIP1L TMSB15A FANCC MRAS WASF2 ABHD3 ESYT3 FAIM FAM46B CLSTN2 COLEC12 RNF207 CUL4B GPR153 SLC13A3 GPRASP2 RHBDL2 AUTS2 SHROOM4 HIST1H2BD CDC25C HIST1H4H MITD1 EIF5B RIBC1 TMSB15B C2orf62 C2orf29 KCNB1 TSPAN33 NRG2 AHCYL2 B4GALT5 CD1D CD1A SPATA2 CD1C RUNDC2B FAM86C CD1B DNAH3 CD1E HMHB1 CPA2 NCF1 CPA5 TSR2 PPP1R9A ZC3H18 ZFAND2B POM121L2 GDPD5 DYNC1I1 PFKFB1 ALAS2 TMED4 PPP1R15B COPG2 C11orf30 PAGE5 AGPAT6 PKD1L1 ZSCAN12 TAGLN2 ELK4 SLAMF8 SLC45A3 DUSP23 RNF166 NBL1 HTR6 ITLN2 F11R USF1 PLA2G2F SPATA2L NIT1 DEDD ZNF276 NPM2 EDA FGF17 VWA5B1 CDA PINK1 B4GALT3 EPB49 ADAMTS4 FAM160B2 NDUFS2 SLC5A11 FCER1G APOA2 TOMM40L MPZ WFDC8 KIAA1967 WNT9B CACHD1 CDC42SE2 RAPGEF6 EPB41 C21orf45 ALG8 FBXW5 C21orf59 SYNJ1 GCFC1 IFNAR2 MRPL10 DMRTC1 IFNGR2 GART SON DONSON SV2A LAD1 STC1 TNNI1 CSRP1 PRAC HOXB13 C1QC KCNE2 ATP5G1 RCAN1 UBE2Z C1orf51 SNF8 CLIC6 CCDC24 RUNX1 IGF2BP1 GIP CBR1 CBR3 C2orf81 GJD2 ACTC1 MORC3 CHAF1B CLDN14 SIM2 HLCS GOLGA6A SCUBE1 ARHGAP27 ADPGK PTMS PLA2G4D PADI4 ADIPOR1 CYB5R1 PSMD4 ATP13A2 C2orf65 PSMB4 IRX6 BTG2 CES5A HK2 C1R CELF3 ALDH4A1 STARD9 THEM4 TCHH LCE2B UBR1 AMFR MED8 TGM7 RGL4 SPRR2G PGLYRP3 ISL2 RSPRY1 CCDC17 GPBP1L1 NAE1 TMEM69 GPR114 CCDC135 ACE TEPP UROC1 KIAA0494 SPON2 CHCHD6 CTBP1 LRRC36 TPPP3 ZDHHC1 ATP6V0D1 AGRP ZFYVE28 RLTPR C16orf86 PIP FAM131B RGS12 PSKH1 ZYX ABR LYPD5 CCDC117 ZNF230 CCDC107 ZNF222 NPR2 ZNF230 ZNF233 ZNF235 GNE TNFRSF13C OR3A3 GRLF1 PTGIR CALM3 DFFA CCDC28B IQCC C1orf91 BSDC1 ZBTB8A ATAD3B SSU72 UBE2J2 ZNF362 FNDC5 CPAMD8 NR2F6 ANKLE1 CCDC58 VMA21 KALRN CILP2 ABCG1 TFF3 TFF2 TFF1 TMPRSS3 UBASH3A RSPH1 SLC37A1 PDE9A WDR4 NDUFV3 PKNOX1 CBS U2AF1 CRYAA HSF2BP RRP1B PDXK G6PD CSTB RRP1 AGPAT3 TRAPPC10 GAB3 C21orf33 ICOSLG AIRE C21orf2 LRRC3 ITGB2 C21orf70 RALGDS FTCD C21orf56 LSS VAV2 MCM3AP C21orf58 PCNT DIP2A S100B PRMT2 CLDND2 ZNF208 ADAMTS13 CACFD1 SLC2A6 FCN2 C9orf116 LCN1 ZNF714 GPSM1 C19orf47 HIPK4 C9orf117 TOR2A ST6GALNAC6 SHKBP1 RDH13 ZER1 ZDHHC12 PKN3 SPTBN4 BRSK1 COX6B2 TMEM190 NLRP4 PPAPDC3 TAOK1 MED27 DEDD2 SIK3 MPZL3 AMICA1 NEK8 TLCD1 PCSK7 SAFB CD3G S100A1 C1orf77 CXCR5 ZBTB7B FLAD1 SHC1 NLRX1 ADAR IL6R UBE2Q1 CHRNB2 CRTC2 ANO10 FDPS RUSC1 GBAP1 FAM189B PAQR6 PMF1 SLC25A44 LMNA CCR5 NBEAL2 CCDC12 PTH1R UBQLN4 MYL3 C7orf47 GPATCH4 STAG3L2 C1orf92 GATS FCRL3 AZGP1 FGFR4 CYP3A4 CYP3A7 NACC1 CYP11B1 HK3 LY6K IER2 ZNF394 CPSF4 LY6E VPS28 NFKBIL2 PTGER1 MUM1 LRRC14 ZNF333 EMID2 CUX1 PPP1R16A FOXH1 ORAI2 ALKBH4 CCDC105 SH2B2 C5orf45 SQSTM1 MGAT4B RPL8 MAML1 PGLYRP2 LRWD1 FBXL13 NAPEPLD SCGB3A1 PSMC2 CELF5 C19orf28 USP41 YDJC CCDC116 DVL3 AP2M1 ABCF3 PCYT1A FBXO27 DMKN U2AF1L4 BDH1 NPHS1 THAP8 COX7A1 ZNF382 DUSP14 LRRC56 PLXDC1 PGAP3 IKZF3 GRIN2C FDXR SAP30BP ACOX1 PRPSAP1 CYGB SRSF2 ZNF577 TMEM143 CCL5 LYZL6 CCL16 CCL15 TBC1D3G KLHL10 CCDC155 HCRT ALDH16A1 DCD ITGA5 SIGLEC11 ZNF385A SIGLEC16 MPP3 CD300LG IZUMO2 NAGS LSM12 ASB16 C19orf63 JOSD2 SHANK1 FAM171A2 DBF4B PLCD3 FMNL3 AQP5 RACGAP1 OR7G1 LARP4 GRASP RAVER1 KRT84 KRT82 SYCE2 SPC24 IP6K3 LEMD2 ALOX15 TREML1 ZNF653 MED11 CXCL16 C17orf87 C17orf49 BCL6B ASGR2 TNFSF13 SENP3 FGF11 EIF4A1 RPL26 CCDC42 POLR3K SNRNP25 C16orf11 WDR90 JMJD8 CCDC78 MSLNL SSTR5 SPSB3 C16orf73 HS3ST6 C16orf59 CCNF TBC1D24 AMDHD2 NTN3 CCDC64B PAQR4 FLYWCH2 ZG16B ZNF75A ADCY9 SHANK2 CLPB NEU3 CYBASC3 C11orf66 ASRGL1 GNG3 UBXN1 C11orf48 TTC9C TAF6L NXF1 STX5 SLC25A45 RPL29 ITIH3 SYVN1 ZFPL1 RPS6KA4 LRP5 TPCN2 FGF19 CYP4A22 PDZK1IP1 TAL1 CMPK1 BEND5 ELAVL4 C1orf163 ZYG11B SLC1A7 C1orf123 MAGOH ACOT11 FAM151A PARS2 C1orf177 BSND USP24 PPAP2B NOL9 PRKAA2 KLHL21 ZSWIM5 GMEB1 SLC45A1 SEPN1 AK4 JAK1 RAVER2 CTRC LZIC RBP7 KNCN FBLIM1 TMEM82 SLC25A34 AKR7A3 C1orf187 PDPN LRRC38 DHRS3 MATN1 LAPTM5 SDC3 PEF1 SYNC RBBP4 KIAA1522 TSSK3 TMCO4 UBXN10 CAMK2N1 ALPL WNT4 TTLL10 SCNN1D MXRA8 C1orf86 MEGF6 CCDC27 IL23R DIRAS3 C1orf87 NFIA OMA1 MYSM1 TM2D1 USP1 FUBP1 NEXN DNAJB4 ELTD1 LRRIQ3 LRRC53 TYW3 LHX8 SNX7 B3GALT2 NTNG1 FAM102B C1orf59 AKNAD1 C1orf52 WDR63 GBP2 ATXN7L2 GBP4 ZNF326 HFM1 FAM5C GFI1 KCNT2 AGL VCAM1 EXTL2 SLC30A7 ZNF281 ARPC5 CADM3 NLRP3 ZNF496 TRIM58 SLAMF9 OR2M5 KCNJ9 IGSF8 DDR2 PEA15 PEX19 NCSTN VANGL2 SLAMF6 OLFML2B FCRLB FCGR3B SLC9A11 KLHDC9 C1orf74 LMX1A LRRC52 FLVCR1 FAM71A ATF3 RBM15 DENND2D C1orf125 TDRD5 IER5 SNED1 BPNT1 SPATA17 C1orf115 C1orf58 ACP6 WDR64 KIF26B TFB2M CNST KLRAQ1 KLHDC8A PM20D1 PKDCC OXER1 HAAO B3GALNT2 C1orf147 MAPKAPK2 IL20 IL24 FAIM3 PIGR FCAMR CAPN2 MRPL55 C1orf145 WDR26 REL PUS10 PEX13 KIAA1841 TRIM17 RFTN2 DISC1 CAPN13 LRRTM1 MEMO1 DPY30 C2orf60 C2orf47 KCNF1 PQLC3 ARL5A FAM84A KCNJ3 NEUROD1 C2orf63 FRZB DUSP19 CCDC104 NUP35 CCDC138 C2orf48 ZSWIM2 FBXO41 ACTG2 C2orf44 SMC6 VSNL1 CCDC74A H3F3A ANKRD30BL ADCK3 SLC16A14 TEKT4 EN1 ZNF2 SGCB SPATA18 NOSTRIN CCDC140 SGPP2 INHBB XIRP2 BBS5 BIRC8 SMARCAD1 HPGDS PDLIM5 OTUD7B PDHA2 C4orf37 RPRD2 ANKRD23 CTSS MSX1 PACRGL BNIPL C1QTNF7 TNFAIP8L2 LYSMD1 SCNM1 TMOD4 VPS72 ERCC3 RNF149 IWS1 BOLA3 CDC42EP3 S100A11 LCE3D SMCP IVL SPRR3 DHX57 SPRR2D BMP10 PGLYRP4 ARHGAP25 S100A9 S100A12 TGFA TDRD10 CCNYL1 FZD5 CRYGC DCAF16 C1orf189 NPPC GNPDA2 ALPP GABRG1 ALPPL2 GABRB1 PAQR3 NIPAL1 ALPI ANTXR2 HELQ MRPS18C CGGBP1 FAM175A GPR155 DAPL1 PMVK PBXIP1 CLDN1 PYGO2 HIPK1 LENEP DCST2 DCST1 COL6A3 C1orf106 YY1AP1 KBTBD8 FAM19A4 C3orf64 LMOD3 APOA1BP NBPF10 POGLUT1 SLC22A15 CCKAR IGFN1 ATP1A1 SLC15A2 EIF4E3 PROK2 C3orf30 LRRC58 FSTL1 LMOD1 ELF3 PDCL2 TMEM183A TMEM169 IGFBP7 TRIM46 KRTCAP2 CXCR1 ARPC2 C1orf182 CCT3 TMEM79 SSR2 RNF25 STK36 ADORA1 SRGAP2 NEK10 CCDC141 FEV CRYBA2 IHH KIAA1524 EOMES CWC22 AZI2 TGFBR2 RETNLB ANKZF1 HDAC11 FCRL4 TRAT1 FBLN2 GLB1L STT3B CHCHD4 DPPA2 NFASC FCRL1 SGOL2 SERPINI1 CLASP2 SUCLG1 NUAK2 SPTA1 PRKCI MNDA PYHIN1 IFI16 AIM2 EFHB EIF5A2 SLC2A2 RPL22L1 FABP1 PPM1L ICA1L CTLA4 ICOS RYBP PPP4R2 CD200R1 GTPBP8 C3orf17 SPICE1 KIAA1407 CADPS NKX6-1 CDS1 WDFY3 COX18 PTPN13 SYNPR ALB C3orf49 C4orf36 THOC7 ATXN7 PSMD6 PRICKLE2 ADAMTS9 PPM1K FAM194A CLRN1 GMPS TIPARP CCNL1 PTX3 HESX1 DCLK3 SLMAP RPL9 C4orf34 RPP14 ABHD6 DNASE1L3 C3orf67 RBM47 APBB2 IL17RE IL17RC CRELD1 PRRT3 C3orf24 PCOLCE2 MTMR14 TTC14 CXCL3 CXCL5 PPBP PF4 MTHFD2L CXCL1 RCHY1 PLSCR2 CCDC158 CPA3 GYG1 HPS3 TM4SF18 TOPBP1 RYK SNRK TCF23 DNAJC5G UCN ZNF513 SLC4A1AP PLB1 SPDYA KIAA1143 KIF15 TGM4 WDR43 ZDHHC3 CDCP1 CLEC3B SLC6A20 LZTFL1 FYCO1 CCR1 RTP3 LRRC2 C3orf75 FBXO40 DTX3L ZNF148 NMNAT3 C1orf212 ZMYM6 TPRA1 YEATS2 GRIK3 ZC3H12A MEAF6 SNIP1 DNALI1 POLR2H KLF15 CCDC37 CAMK2N2 LIPH TMEM41A RPN1 SENP2 HEYL IFT122 RHO C3orf65 RFC4 RPL39L BAP1 TKT PRKCD RFT1 SFMBT1 GNL3 PBRM1 KIAA1530 C3orf63 ARHGEF3 SLBP LRPAP1 ZDHHC19 UBXN7 RNF168 PIGX MFI2 OTOP1 S100P ABLIM2 DEM1 CLDN19 C1orf50 ERMAP ZNF691 AIMP1 SGMS2 METAP1 DNAJB14 H2AFZ EMCN NHEDC1 NHEDC2 BDH2 PGRMC2 CDC25A CAMP ZNF589 FBXW12 PLXNB1 CCDC51 ATRIP SHISA5 SPRY1 BSN APEH INTU RNF123 HSPH1 MFSD8 C4orf29 CAMKV MON1A MST1R RAD54L2 TEX264 GRM2 DUSP7 POC1A PPM1M AGXT2L1 WDR82 PITX2 C4orf3 PRSS12 NDST3 HMGB2 SAP30 SCRG1 HAND2 MAD2L1 ANXA5 TMEM155 ADAD1 MAP9 GUCY1A3 FBXO8 KIAA1712 HPGD ASB5 C4orf45 TMEM144 FAM198B NPY1R NPY5R NAA15 IL15 FAM160A1 ARFIP1 KIAA0947 HHIP ANAPC10 ABCE1 OTUD4 LSM6 TMEM184C PRMT10 ITGA2 MOCS2 SLC45A2 EDIL3 TMEM161B ELOVL7 NDUFAF2 ZNF474 LMBRD2 RANBP3L NIPBL RNF180 GPR98 SLC25A46 STARD4 PGGT1B F2RL2 CCDC112 ANKRD33B CMBL C5orf63 PRRC1 F2RL1 AGGF1 WDR41 PRDM9 NDUFS4 SCGB3A2 SPINK1 HTR4 ESM1 GRPEL2 CDC20B ARSK RHOBTB3 GPX8 TIGD6 SPZ1 SERINC5 ENPP6 CAGE1 CASP3 CCDC111 ERAP1 ERAP2 CMYA5 EGFLAM KIAA1430 TMEM174 CARTPT RICTOR PAPD4 EBF3 ANKRA2 UBLCP1 FAM170A UTP15 TLR3 KLKB1 NSA2 GFM2 TERT SLC6A18 CCDC127 FOXQ1 C6orf195 GPR111 ACSL6 IL3 CSF2 8-Sep SHROOM1 GDF9 UQCRQ LEAP2 GJB7 SLC35A1 GRIK2 C6orf150 FABP7 TLX3 TXLNB CITED2 FAM26D T CREBRF DCBLD1 SFXN1 SAMD3 TMEM200A IL22RA2 DACT2 PDSS2 C7orf72 STXBP5 HIST1H2AA IL31RA ANKRD55 RAET1E PI16 TBX20 DAGLB KIAA0895 STK17A TRA2A FAM183B GALNT10 SAP30L RPS14 HCN1 MYOZ3 COG5 NEUROD6 C7orf60 GPR85 SLU7 RP9 PTTG1 CAMLG FBXL21 BMPER RELL2 KCNK5 KIF6 ZNF12 SLC29A4 C7orf62 STEAP1 CDCA7L SP8 MIOS KIAA1324L USP49 SYTL3 IQUB HEY1 ZNF704 FABP5 SHH TAGAP COL1A2 FNDC1 CHMP4C SLC13A4 PGAM2 BRI3 LMTK2 AMAC1 CTSB SOX17 DLC1 ADCY1 C8orf48 SUN3 C7orf57 HNF4G PEX2 RAD21 SLC30A8 MED30 TNFRSF11B C8orf84 PHKG1 EN2 KCNV1 CSMD3 KIAA0146 ORC5 DEFA5 HEATR2 DEFA4 DEFA6 OSGIN2 DEFB1 SUN1 OXR1 TMEM74 GPR146 GPER1 UNCX TMEM184A NOS3 SPAG11B MICALL2 CA3 INTS1 CDK5 SLC4A2 SLC7A13 FASTK TMUB1 C7orf55 GBX1 PHAX ALDH7A1 FOXK1 COX6C OSR2 YWHAZ BAALC FZD6 CTHRC1 SLC25A32 DCAF13 TM7SF4 TP53INP1 INTS8 KIAA1429 FREM1 GEM PDP1 TMEM67 KIAA0196 C9orf23 C9orf25 C9orf24 SNAPC3 KIAA1161 NUDT2 TMEM65 PSIP1 C9orf93 UBAP1 DIRAS2 SYK NIPSNAP3B ABCA1 NFIL3 LETM2 METTL2B PRKACG FXN ZMAT4 NKX6-3 TMEM71 MAMDC2 PRSS37 CPA6 C8orf34 TMC1 ALDH1A1 KDM1B HGSNAT RASEF GKAP1 KIF27 C9orf64 HNRNPK C7orf45 SVEP1 TRPV6 C7orf34 ANKS6 FBP1 C9orf125 ZHX1 CXorf22 CYBB DYNLT3 WBSCR27 MID1IP1 C9orf84 CXorf58 KIAA1958 PTCHD1 RNF183 ASB11 PCDH19 PIGA FIGF OR1Q1 OR1K1 STRBP CLDN3 GAPVD1 C9orf89 WNK2 ATP7A ZNF367 NLGN4Y HDX NDUFB6 AQP7 NOL6 AQP3 RG9MTD3 VCP PIGO STOML2 BRWD3 SLITRK5 MELK ARMC3 OTUD1 ARHGAP12 FAT3 CCDC67 HECTD2 SLC7A3 FBXO33 DDX26B GPR101 CLDN2 LRFN5 LRRC18 ZNF488 C14orf147 ANXA8 WRN 8-Mar TSHR CFL2 SUGT1 GTF2A1 ZCCHC24 PGM2L1 PHYHIPL SLC16A9 FOLR2 INPPL1 PHOX2A MBL2 GJB2 CRYL1 HEPACAM SKA3 EFHA1 C11orf82 PCF11 PKNOX2 RPL10L PPIL5 RPL36AL C14orf104 C10orf10 MAGEC3 C10orf25 ZNF22 KLHDC2 EML5 SDCCAG1 RPUSD4 ARF6 TTC8 TMEM63C NGB C14orf148 CDX2 FAM123A AKR1E2 KBTBD6 SSX5 SSX3 OTX2 FAAH2 DRGX NUDT5 DACT1 OXGR1 UCMA BEND7 ATP5C1 PRPF18 TAF3 C10orf72 VDAC2 SOHLH1 COMTD1 SLC18A2 PDZD8 ZNF503 DACH1 FAM175B QSOX2 C10orf84 NSD1 PRDX3 ENOX2 GHITM CLEC1B SNAPC4 C12orf59 PMPCA SDCCAG3 FRMD7 C9orf98 C9orf9 TSC1 GFI1B HPRT1 LOH12CR1 FAM69B ZMYND19 STOX1 RET DDX21 BMS1 STK32C KIAA1462 OR4K2 FUNDC2 TMEM55B METT11D1 SLC39A2 NDRG2 RNASE7 ARHGEF40 NELF ZNF219 C12orf50 CASP7 C14orf50 BTNL9 C10orf118 VWA2 METTL3 SALL2 PRAP1 TRUB1 FAM194B CYP2C19 ZFYVE1 C10orf82 HSPA12A FAM35B FRAT1 UBTD1 ANKRD2 E2F7 ARHGAP42 ISCA2 C12orf64 GYLTL1B PACSIN3 TTC7B SLC39A13 PSMC3 RAPSN AGBL2 TC2N CPSF2 SMCO2 MOAP1 IFI27L1 IFI27 SERPINA12 CLMN PDZRN4 SLC6A5 CCDC38 NELL1 PTER C1QL3 CACNB2 PTPLA ARL5B C11orf75 KIAA1731 KCNC2 MAGEA9 TAF1D ABTB2 C10orf28 AMOTL1 HTRA1 LIPC CEP57 TCP11L2 PASD1 SPRED1 TMCO5A GPR176 JAM3 IL25 CMTM5 GLB1L3 ADAMTS15 SVOP SPATA19 GPT2 AMN RAB8B IKBIP RPUSD2 HIF1AN NDUFB8 ZFYVE19 PPP1R14D SPINT1 FBN1 AVPR1A C16orf78 DEPDC4 TPTE LRTM2 OPN1MW2 BRD7 CKB TRMT61A BTRC POLL BAG5 POLL LARP6 API5 ASPG ZNF319 HPS6 SENP8 NOLC1 ALKBH3 COPS2 GABRB3 SPIC C10orf27 SGPL1 FRS2 CCT2 PCBD1 ARIH1 C16orf71 SCN3B COX11 ZNF202 C15orf33 STXBP4 CYYR1 CUL5 C12orf28 C10orf26 C10orf32 C2 PLEKHF1 TMEM100 ANAPC16 SMPD1 APBB1 SYNPO2L NUDT13 C11orf65 TRIM44 ILK TAF10 TPP1 DCHS1 NETO1 ZMYND17 CYB5A USP54 RAG1 POTED C11orf74 WDR88 OR10A5 OR2D2 ATP9B PPFIBP2 MOGAT2 CYB5R2 SERPINB7 KIAA0355 SERPINB8 TUB RIC3 LMO1 IDH3A WDR72 CRABP1 PLD4 ZMAT1 XRRA1 TRIM66 RNF169 RPL27A ST5 CDYL2 TMEM130 PRTG CENPN C11orf17 ATMIN C16orf46 TMEM41B PKD1L2 LEO1 ZNF143 TMX3 MFAP4 WEE1 MAPK7 PRKCB NDST2 MCM7 CLEC3A CCDC68 CLEC4E ZNF3 CLEC4D ZSCAN21 RIMKLB A2ML1 BEAN1 TK2 TMED3 SLC38A8 SEC11C CPLX4 GALR1 TMEM135 IQCD NDEL1 CENPV CDH16 RRAD FAM96B WDR16 HSP90B1 MC4R BLCAP SERPINB12 CHRFAM7A ATF7IP2 MMP10 FAM18A NGFRAP1 TMPRSS5 COG1 PLEKHA7 ZNF606 B2M ZNF592 CASC4 HTR3A NNMT ACSM1 AP1G1 AGBL1 SLFN5 CATSPER2 C16orf45 KIAA0430 SAAL1 YPEL4 PPIB LDHC FAM96A LDHAL6A FAM111A KIAA0101 KIF7 LDHD PLIN1 PEX11A TMEM170A MESP1 ANPEP SCNN1G RBPMS2 NAV2 ANKDD1A GLYATL1 C18orf54 DCTN5 TERF2IP PLK1 CLPX GPR182 ZBTB39 CACNG2 TAC3 MYO1A TMEM194A OR4D6 NAB2 VPS39 STAT6 PATL1 XRCC6BP1 ELFN2 STX3 MRPL16 PIP4K2C MTMR10 YWHAB C15orf48 SCG5 GREM1 C7orf51 TSC22D4 MS4A6E MS4A7 MS4A14 MS4A5 DIS3L CCNDBP1 EPB42 TGM6 SMAD3 MS4A8B C18orf34 MS4A15 MAP1A RCCD1 AKTIP MAPRE2 C21orf63 TCP10L2 MARS MBD6 CNPY4 PDIA3 NUDT21 C7orf52 C15orf43 NKX3-1 SGSM1 DUSP18 TEF MEI1 B4GALNT2 PBX3 GNGT2 PHB SNRPD1 TTC16 SUN5 SAMD14 PIP5KL1 BPIL3 TMEM92 FAM102A ACSF2 GOLGA2 TRUB2 COQ4 SLC27A4 URM1 CERCAM DOLPP1 CCDC103 ENDOG TBC1D21 PRRX2 C17orf69 UGT1A6 C15orf39 ISLR2 SP2 PRR15L COQ7 GPRC5B CRK C16orf92 GOLGA6C FBXO22 TBC1D2B NOD2 SNX20 LOXHD1 KATNAL2 HDHD2 C17orf78 ZNF91 CCL23 IGF2 RNF214 CDK12 DPEP2 DUS2L POP5 ENGASE RBFOX3 ATP5L CD3D TBC1D16 C17orf56 MYO5B ART5 ACAA2 STIM1 RRM1 OR51E2 TRIM68 MMP26 OR51I1 OR51Q1 FN3K PRRT2 ZNF23 IRGQ ZNF226 ZNF229 ZNF180 PPP2R3B ZNF668 ZNF646 VKORC1 GNG8 LPO CA4 C17orf71 TPM4 RAB8A GPX4 MIDN JSRP1 FAM129C KLHL26 GATAD2A MVD CDT1 TRAPPC2L ANKRD11 C16orf55 PROCA1 RPL13 ZNF641 LALBA CACNB3 DHRS13 TP53I13 MLL2 CORO6 RHEBL1 TUBA1A TUBA1C ZNF610 ZNF528 ZNF701 SERTAD3 NCKAP5L RAB4B AQP2 GPD1 C19orf55 CYP2S1 AXL NFKBID TMC4 ANKRD33 LAIR1 TTYH1 LENG8 CDC42EP5 LAIR2 TMEM145 ZNF526 TRAPPC9 NLRP7 ZNF146 ZNF230 PPP1R14A SPINT2 C19orf33 YIF1B C19orf51 PSCA ATCAY LY6D DAPK3 EEF2 TMIGD2 CHAF1A UBXN6 PLIN4 SEMA6B ZNF444 NXN FAM57A GLOD4 MFSD3 GPT KIFC2 SLC43A2 RILP SERPINF2 WDR81 SRR TSR1 TRPV3 HSD11B1L CYB5D2 GGT6 NTF4 C19orf48 KLK1 KLK4 KLK2 KLK5 KLK6 KLK11 KLK13 ZNF83 KRT80 KRT1 ACER1 OTUB1 RCOR2 ANGPTL4 NDUFA7 CD320 SPRYD3 IGFBP6 SOAT2 ZNF558 CABP2 NDUFV1 CDK2AP2 NUDT8 TBX10 FDX1L PRDX2 OR8J3 OR5I1 ZNF232 MIS12 CD300C CD300A TEKT1 C17orf28 ICT1 ATP5H TMEM88 EVPL SRP68 MGAT5B TMC8 TK1 TMEM68 CYP7A1 GSDMA KRT24 TMEM99 GHDC ITFG3 SOST PRR25 ZNF598 RAB26 MLST8 E4F1 DNASE1L2 DCI CASKIN1 ABCA3 KCTD5 SRRM2 ZNF597 NLRC3 SDHAF2 DDB1 VPS37C VWCE RAB3IL1 BEST1 FTH1 BSCL2 POLR2G SLC3A2 HRASLS5 C11orf84 ATG16L2 C2CD3 TRANK1 TTC21A RPSA ENTPD3 CTNNB1 ULK4 FADD LTBP3 NAALADL1 SAC3D1 BATF2 SLC22A11 SF1 MAP4K2 C11orf85 CCDC88B SCARA3 PBK SCARA5 PNOC COPS6 PAFAH1B2 ANKS3 NUDT16L1 KIAA1586 RAB4A OR1F1 OR2B2 KCNJ4 SETD5 VASN FAM83B HIST3H3 THAP9 OR2C1 RNF187 HOOK3 MAPK1IP1L DDIT4 RBPJ LMBRD1 ZCCHC4 PTGDR TTC39C GLYCTK HIST1H2BI GNG4 UBTD2 POLR2J3 NKIRAS2 DNAJC7 C14orf183 KCNV2 IRF2BP2 PTF1A NT5DC2 FOXI1 C3orf78 HIST1H2AE C1orf31 KIF5C MGAT2 BMI1 THAP11 MMADHC PDHB PXK HIST1H1E PCMTD1 KCTD6 C7orf11 ACOX2 FAM107A IRF2 MOBP CX3CR1 C8orf22 XIRP1 INSM2 DEGS2 SCN11A ARF4 HLA-DPA1 2-Sep FILIP1L MFSD2A DTYMK TAP1 ING5 ATG4B BDKRB2 MLKL CMAH RFWD3 MTNR1A KCNG4 RHOH KLHL30 COG7 CDC40 STIP1 SCNN1B PPT2 HR TXNDC2 RAB31 REEP4 TNXB LGI3 SFTPC BMP1 ATXN2L PHYHIP CCDC110 POLR3D FEN1 SDPR KIAA0802 GBX2 HFE2 SCGB1D1 HEXIM2 FNTA SERINC2 MYL1 C4orf41 CHRM1 COL3A1 GFRA2 ING2 CDKN2AIP SNRNP48 TMEM223 SLC20A2 CRYGA DYNLRB2 TMUB2 ADAM29 C17orf65 STAT3 ZSWIM1 NBPF9 ADAM9 ADAM18 GDNF DPCR1 WFDC13 AXIN2 NDUFS5 VWA3B ZNF30 UGT3A2 FAM84B C18orf1 KCTD19 SLC16A4 IL7R TMEM208 LRP1B WFDC12 AHCYL1 DNAJC21 PKIG NPNT C20orf62 CA7 FAM178B TSPY2 SEMA4C CNNM3 GSTM4 TET2 CXXC4 TCTN2 SHOX2 PPIP5K1 TSPAN5 OR12D2 ABHD15 ZBTB5 CHTF8 ADAL LCMT2 SNTB2 IL12A ZNF507 STX18 ZBTB49 GFM1 OR13J1 HTR1E FSTL5 DDX19A ATOH8 SOX14 ANKRD49 SFTPB USP39 TNIP2 C2orf68 TMEM150A RNF181 VAMP5 BTNL3 LRRC28 MAT2A PLA2G4F ENHO ZNF608 TMEM22 INPP5D LETM1 CTRB1 CTRB2 TRIM49 TMEM129 PPIC SPRY3 CEP120 STXBP6 TM4SF20 MFF GRM5 LGALS9 JMJD7-PLA2G4B CPLX1 C6orf145 SIGLEC7 NTSR2 E2F6 FEM1B COMMD8 ATP5I UQCRFS1 MFSD7 COL4A3 MAP2K1 KLK7 HNRNPH1 IRS1 MECP2 VCX3A UPF3A ZBBX ACTBL2 ROR2 AR DHRSX C8orf46 HSPBAP1 ASMTL SLC25A6 CHST14 PARM1 CSNK1G1 FAM110B ARMC4 AFAP1L2 ZNF354A ATF5 UBE2V2 GOT1L1 ZBTB43 CPT1C PCSK9 XPO6 GSG1L MN1 APEX2 NSMCE1 CCDC126 IL13 OR10G3 RAB3B OR6F1 CD2BP2 RSPO1 RGS14 TBC1D10B LMAN2 C1orf150 RAB24 PRELID1 THBS3 CA5B RAG1AP1 EFNA1 CXCL10 SH3TC2 CXCL11 ZRSR2 NMD3 ADRB2 B3GALNT1 GPRIN1 ZNF311 HSPB3 KCNAB1 MRPL1 SHE NR0B1 PGM2 STK32A IL1RAPL1 P2RY12 C22orf15 OR5AU1 KIAA1024 PDILT UMOD GP2 SLC33A1 SNUPN CRADD SIN3A ARL13B RNASE2 ELSPBP1 RNASE3 PTK2 RSPH10B2 PTAFR PTPN9 RNASE6 NPR1 KCNK9 IL8 SCN9A RASSF6 COL22A1 SDC2 CD52 MMGT1 SPRR1B SPRR1A OR4K14 OR4K15 TM2D2 HTRA4 PLEKHA2 CLIC4 SLC38A11 GPR183 CRCT1 CCDC8 METT5D1 ZNF280A MUC15 CXorf48 ZEB2 GJB1 PCBP1 HINT1 DTWD2 VPREB1 CLIC3 INO80E BNC1 DFFB NFU1 ANTXR1 GKN1 CKAP2L FAM103A1 PROKR1 APLF BOLA2B RGPD8 HIC2 LUZP1 HEXDC DRD5 BUB1 SPNS1 LRRC45 CHRNA5 MT1B STRA13 AGPAT2 ASPSCR1 GP9 FASN CNBP MT1E ACTRT2 DUS1L GPS1 RFNG DCXR ZNF32 LDB2 RAC3 NRG4 LIMS1 C15orf27 NLGN1 TAPT1 PRYP3 UGP2 TAS2R1 LINGO1 PRY RBMY1F PRY2 HNRNPF BTD CSGALNACT2 TACR3 GSX1 PCDH7 ROBO1 ONECUT1 AVEN P2RY1 IGHV1OR21-1 CTNND2 TRIM56 MUC17 AHSP WNT10B CALML6 REPS2 MUC3A SYAP1 ITGAM PYDC1 TPST1 TM4SF4 TOR1AIP2 S100G TM4SF1 OTUD3 OTUD7A GUSB BRD3 KLF13 FRMPD4 ZFPM2 ZNF764 HSFY2 ZNF747 ZNF768 TAS1R3 TMEM42 MAP3K2 PUSL1 SF3B5 ZNF35 TIGD4 IFFO2 NLGN2 MYO7B CHD3 TMEM154 MYRIP ALCAM YWHAG UBE2E3 CNTROB TRAPPC1 ZPLD1 KCNAB3 SERPINA9 FAM153A GPR37L1 C5orf25 TMEM192 SERPINA6 ZNF778 NIPA1 FOXD4 GPR25 UBE2E1 HNRNPA3 SIK2 RNF150 CCDC144A VGLL2 HOXD4 CHRNB1 HOXD12 GYPA USP38 SLC16A5 NANP ANKK1 ADRA1B FAM27B C17orf48 FABP6 PWWP2A USP50 USP47 PDCD6IP MRGPRX1 ZNF212 MRAP FAM161A ZNF282 GLB1 C14orf142 C5orf4 CRTAP C7orf33 CNGB3 SLN C17orf81 CMTM8 GABARAP LGALS9B STX8 CDK1 UBB NFRKB FABP4 FRMPD2 PRDM10 B3GNT2 FOS TMED10 SETMAR SMAD1 CST5 CST2 EMX2 CST1 SP7 FAM115C SEMA3E LRRN2 SLC30A1 DCLK2 ZNF804A GPRC5C TMEM182 VSTM2A KRT8 KRT78 ADORA2B SDR9C7 MGMT METTL7B KRT86 HARS NFXL1 KRT75 DENND5B CD14 DNAJC18 KRT6C SPATA24 RALGAPB WIBG KRT4 SLC23A1 KRT74 NPAS2 KRT72 KISS1 LONRF2 NUDT9 HSD17B13 PA2G4 COX7B2 ELOVL6 KRT83 PFKFB3 TMC7 ARL6IP1 SERPINB9 SMAGP IRX1 CDH2 IRX2 EMB SIX2 DLGAP1 STAT2 NUDCD2 IRF2BP1 OR9K2 HSPA4 FOXA3 FAM71B SLC26A5 SCRT1 COMMD5 SGCD GTSF1 ZNF16 ARMC10 RNF34 ACYP2 TRABD TMEM133 ATF7 RASA4B SOCS6 MURC OR10A3 ZNF296 HOXB9 TTLL6 BOP1 POLH SYT9 KCNS3 RBMXL2 KIF5B GPR37 AKAP13 TPD52L3 CDCA4 OR10A4 SDR16C5 DYDC1 OR10A2 CHCHD7 HTRA3 FOXN2 OR2AG1 LMOD2 BFSP2 FSHR USP32 CEL PPM1D GPR27 PSG6 KBTBD2 MINA TRIAP1 LSM3 LILRA3 KIAA0232 MTSS1 TMEM43 RNF139 RPS9 PLA2G1B CYTL1 TSEN34 TRH GSTA4 KIAA1826 NDUFA3 OSCAR PAQR8 NUDT6 OR7G3 TANC2 OR7G2 TEX13B PKHD1 OR1M1 NCBP2L DNAJC24 MBD3L1 ZNF160 PGK2 OR8B12 ZNF415 PRKCDBP CEACAM3 DCDC5 HAS2 PDGFD PLAC1 DDI1 S1PR1 HS6ST2 OR4D5 PYGO1 LRRC8E PKIA XKR6 TSNARE1 FPR2 FPR1 PATE1 OR13H1 FEZ2 SOX7 C8orf74 C11orf24 ALK CCBL1 MTM1 OBP2B TRMT61B INSR MFN1 GIMAP8 HSFX1 NRTN KCNMB3 FUT3 KCNG3 HSFX2 ATP6V0E2 PRKCE OR2K2 JAGN1 RLN3 TADA3 SOCS5 C1GALT1C1 C9orf16 MORN4 ZNF672 ZNF692 NAIF1 RBKS OR2M4 GRIK1 MUC7 PROL1 SMR3B TMEM126A TMEM126B TRIM8 NETO2 CSN3 CLDN20 CDC42BPG SCAND1 JUNB C10orf35 TMEM37 UGT2B7 LRG1 SHCBP1 SOSTDC1 NPTX1 FAM98B BAHCC1 ZNF439 ZNF440 GAA CANT1 KCNK3 ZDHHC16 CHST11 EXOSC1 PGAM1 CHD7 ESCO2 KRT19 KRT15 C1orf190 KRT38 CLCN5 TPPP KCND3 APLN KRTAP4-4 KRT13 XAGE3 KRT9 XAGE5 PDE7B MRPL36 ZNF581 NAT1 KRT20 GLOD5 KSR2 ZNF524 MCC KRT27 ZBTB26 CDK5R2 DSEL POLR1C ASXL1 OR1L6 DLK2 ZNF562 ZNF318 ZNF561 MAP1LC3B2 WIPF2 HOPX SPACA5B OR1L3 SSX6 OR1B1 NLRP5 LRRC8C SPACA5 RSL1D1 LRRC8D HEATR7B2 OR1L8 PPID OR1N2 COL24A1 ETFDH OR1N1 RXFP1 LPAR3 PTGER4 TBCA NEUROD2 MAP6 OTP ECEL1 BCL2L1 FGG FGA OR2AT4 FGB PLRG1 EGLN2 ZNF584 DSCAM DNAI2 NMUR1 CLSTN1 CXXC5 ZNF274 PIK3CD PTCRA SLC25A33 ENC1 SPSB1 P2RY6 BPTF S100Z ZIK1 GPR82 GPR34 PLEKHG5 ATF7IP C20orf201 RGS19 TCEA2 DEFB4A ANO5 HDAC3 C1orf111 GPHN VAT1L TMEM51 CAMTA1 LGALS4 LRRC34 PAH SPATA5L1 GATM SYCE1 NXNL1 RASGRP4 NHLH1 SLFNL1 BCL2 RHNO1 CTPS UTF1 KNDC1 WDR87 C1orf156 C10orf93 COL8A2 PWWP2B PCDHB1 ZNF540 ANGPTL7 FBXL14 EXOSC10 ZNF570 NINJ2 MLLT3 FAM90A1 RRM2 TTC15 IFNB1 RPS21 C3AR1 RNMTL1 PTEN RPS7 PRND RNASEH1 PRNP KLF17 ADRA1D FRMD5 AQP4 CYP4F11 TLN2 LGALS9C FAM18B1 FBXW10 OR10H3 ZNF217 OR10H2 OR52A5 SCG2 ATPAF2 CYP4F22 FOXB1 PPIH LRRC48 ZNF57 C20orf196 C11orf40 JMJD1C LDHAL6B SYNPO ZNF556 MAL ZNF554 RAB33B THOP1 ANKRD20A4 REG3A GAP43 REG1B EPHX4 LAMB2 USP19 QARS ORMDL3 SERF1A KLF11 LRRC15 SMN1 SRXN1 EIF2AK3 C2orf51 MOBKL2A KRCC1 NME6 CYCS CD8B SLFN12 CALB2 SLC9A10 OR1A1 OR7A2P OR1A2 OR8I2 LCE1D CCL11 FRMD3 SNTB1 MTBP C17orf42 MRPL13 MALT1 PRL ISG20 OR4C11 MBOAT1 OR8U1 ID4 OR4X2 GPR22 CXCR6 CEBPB AZU1 TPSAB1 ATOH1 PAIP1 CLEC7A C5orf34 C1QTNF4 NEGR1 ZNF131 MACROD2 DPAGT1 BSG HINFP PRYP4 CDY1 OR10V1 LASS6 SPTLC3 C17orf79 TP53RK B3GALT1 OR5A1 CLEC12A OR5A2 BPGM POP7 ALG14 SUCLG2 STARD5 CSDC2 RCAN2 IL16 ABCG4 CDY1B GNB2 CCDC11 OR5B12 OR5B2 MCRIP2 PDZD3 C2CD2L OR9I1 ARNT2 GNG12 OR6Q1 PRSS27 MYOZ2 SYNPO2 DNAJB7 CLP1 INSL5 EFCAB3 TTC36 RSPH9 MYEOV2 GTPBP2 FGGY OR9G4 IL17D OR5AR1 FUT9 OR5AP2 TCEAL1 ZNF24 HSFY1 MANEA RAB40A C2orf54 AGXT OR8J1 OR5T3 AFF1 ACOT12 FIBP CARNS1 OR10H5 TRIM40 BANP PPP1CA HCFC1 FAM170B CTSW NIPAL4 MUCL1 SNTG2 C5orf40 PDE3A RASGRP1 KLHL6 CHCHD1 MRPL52 SMPDL3A RND1 RAD9A EFEMP2 OR10AD1 AGAP5 C17orf66 TAF15 FAM21C TMEM134 ZMAT3 ANUBL1 THEMIS OR13A1 MOS ZNF738 MS4A10 SLFN11 FAM71D CCL19 CORO1B FUT10 LRRC20 MUS81 PURG TMEM217 OR4D9 ZNF596 COL6A5 CFL1 TMCC1 NAA16 OR5B3 C3orf25 OR10W1 OR1S1 FAM192A RAB43 FADS6 CBWD1 HOXC5 RAB37 DCP2 SNX32 RPL38 CYP7B1 OVOL1 RARG CES4A CES3 SSH3 CES2 PDP2 SP3 LSM2 KRT2 DMXL1 METAP1D ZNF621 EGFL7 NADSYN1 DHCR7 NBEA RNASEH2C ANKRD13D MRGPRF MYD88 MRGPRD OXSR1 SLC22A13 PHF8 LCLAT1 ADH6 XKR3 FRG2C KAT5 SH3RF3 GXYLT2 HPSE2 DCAKD ARPP21 TADA2B CCDC96 ADRBK1 RELA EVC2 ZNF680 C12orf51 C17orf63 BNC2 1-Dec RXFP4 HPSE COQ2 C10orf131 CCDC63 HSPA6 TRMT112 LRRN3 KDM2A ADCK5 MRP63 NOC3L ESRRA RHOD ADAMTS20 COMMD1 RAPH1 MTX1 ADCY5 PARP14 CYSLTR1 PARP15 CKS1B ABCD2 AHSA2 ABLIM3 C1orf161 KIAA1919 VANGL1 GLRX IQCB1 SYT12 GOLGB1 C11orf86 LIPM GPR151 DMRT2 ZNF483 PLAC8L1 SLC2A14 GPR137 SNCG MMRN2 MZT2A TNKS ZNF449 ZNF295 PPP1R3B OR10K1 GPR148 STOX2 MAP3K11 TRIB1 CST9 KCNK7 SFT2D3 C1QB C1QA C4orf31 IQCF1 OLR1 GLIPR1L1 DAG1 INSM1 DAB1 ARV1 NAA20 CCDC36 RNASE8 SAA1 C1orf151 EHBP1L1 THAP2 TMEM196 RNF26 PPP1R14B RNASE11 SSSCA1 AGR3 SMARCC1 ZNF417 PTPRM FKBP2 LTA VEGFB TNFRSF10D MST1 TNFRSF10C GMPPB MOBKL1A ZNF622 CSPG4 SNX33 C2orf70 OBFC2A NUDT18 GPR113 NLRP13 CHD2 XCR1 CCDC106 CCR9 CCDC41 SULT1B1 NUDT4 PC UGT2A1 SCAI GPRC6A NMNAT1 LRFN4 BET3L APOBEC4 SLC19A1 HSPB7 RCE1 UQCRH TAS1R1 HES3 EIF1AX SPDYE6 OR1L1 CXorf23 PSMD1 GPR64 SPATA3 MUC13 SUSD5 HEG1 WFIKKN2 C11orf80 TOMM20 C1orf100 AGFG1 STAT5B CD7 C3orf77 CNP JUP HAP1 TDRD12 EIF1 RNF213 TIGD3 KCNH6 10-Mar PLK3 NET1 DPY19L1 MRPL46 PHOSPHO1 ZNF791 PHC3 GPR160 CBX2 SPTBN2 GOLIM4 KRT28 RBM4B USMG5 HOXB2 C1QTNF1 3-Mar C19orf39 SLCO4C1 RBM4 C1orf88 C3orf21 CXorf19 UBXN2A RAX2 LRRC63 TCAP CCS LRRC33 C3orf34 KLHL15 FBXO45 SPERT FAM46D GNG5 SLC25A30 C9orf131 CD34 CTSF MSRB3 MRPL45 LEMD3 C16orf91 SOCS7 TLR10 TLR1 TLR6 FAM174A RGMB FAM53A KIAA1239 CYB561D1 GSTA3 ZDHHC24 RG9MTD1 SELP CTU2 AGAP8 FAM21D MGA C12orf66 ARL13A SNX31 PIGG PRPF8 ADCY6 REP15 PITPNA DDX23 ZNF80 ZNHIT2 EVX2 ZBTB4 TNK1 ZHX3 PHLDA3 DIRC1 SLC16A11 SLC16A13 GLIS1 OR2Y1 CHRNA9 PODN STAG3L3 SLC6A19 C11orf45 EXO1 RALGAPA1 WBSCR16 LIG4 C20orf166 TRHR GTF2IRD2B ABRA ATP2A2 ZWILCH RPL4 SNAPC5 STARD6 GOLGA6L2 VWC2L C12orf76 ZCCHC12 CNTNAP2 GALNTL6 LINGO2 BBS1 DENND4A IGDCC3 GCET2 SLC26A9 MFSD4 PELI3 TTC9B MYO1H TMEM81 MRPL11 KLK15 IL20RB GOLT1A AKIRIN1 NPAS4 MSL2 ZNF497 KLF14 TRAM1L1 CMKLR1 ANGEL2 UGT8 KY IQCK SLCO2A1 ZNF266 OR7D4 SLC29A2 BRSK2 B3GNT1 TMEM167A LEP SH3PXD2B C12orf35 LARP7 FGFBP3 NR1D2 PABPC5 BRMS1 RPL15 C4orf32 HRAS WDR49 SRP72 PCP2 RIN1 C4orf26 THAP6 CEP135 FZD4 CD248 BTC PDZK1 EMR1 FAM116A PDE12 GLMN DNAH12 YIF1A CNIH2 AMY1B NLRP6 NDUFA11 RSRC1 TMEM146 C3orf55 RAB1B OR9G1 PTDSS2 C19orf70 C3orf33 OR5M3 SEZ6L2 ASPHD1 OR5R1 KCTD13 P2RY14 AMZ1 GPR171 GPR149 CD164L2 FUT1 DHX36 OR5J2 ZIC4 OR10AG1 OR4S2 FBXW8 CA5A ZG16 KLC2 SLC22A1 C10orf122 CTBP2 CHST2 ZDHHC14 ATR UBE2C DSG4 GK5 VCPIP1 RTP1 DES PDIK1L SPSB4 RAG2 TRAF6 ZNF654 FAM18B2 MRPS22 PACS1 WFDC5 MARCKSL1 SH3BP5L OR2T1 YPEL2 CADM2 PSMD2 FAM182B PPM1E FAM131A CSRP2 INHBC PARL DDIT3 PCCA HIGD2B DCTN2 NPPA ZNF408 CTDSP2 CKAP5 ARHGAP1 MED16 ATG13 GAL3ST3 C1orf127 CHST1 GOLGA8A VWA3A TP53I11 APITD1 DOLK PHYHD1 CATSPER1 CCNE2 AGXT2L2 ANKS4B CST6 GRAMD2 ZNF519 LSM1 PROP1 ISX BANF1 APOF CHRNA7 TMEM9B NRIP3 PTPN2 SCUBE2 EIF1AD SMAD2 EIF3F OR10A6 ZNF25 OR10P1 ARL10 CLTB PCSK1 LPL RFESD CCDC14 TBC1D10C SART1 PPP2R2D MCTP1 POLD4 OR52W1 LRRC25 DPP10 CLCF1 GPR152 UBQLNL UBQLN3 PNLIP LIPT2 KCNE3 CABP4 ALG10B DRAP1 LONRF3 UCP3 UCP2 C11orf68 PAAF1 MRPL48 RAB6A P2RY2 FOSL1 ERCC4 C7orf10 CCDC85B TMEM70 OR4B1 RPS6KB2 C16orf75 PRM1 TOM1L2 C13orf26 ZNF77 GPR156 C1orf172 B3GNTL1 RBMXL3 MLXIP C11orf44 NR2F1 C15orf54 AURKAIP1 TTLL11 EIF4E1B TOMM5 C15orf53 SLC35E3 PRIMA1 ZNF169 RUVBL1 SFN MSRA ZNF645 C13orf40 CTDNEP1 ETV4 C9orf119 GAPT BAIAP2 CALCB CREG2 WBSCR28 HOXD8 ZDHHC21 C21orf29 PLEKHF2 S1PR2 A2M ARL4D DOK7 LRRN1 UBE2O ORAI3 KLHL38 UNC119B DENND2C C9orf51 ASCL3 TUBB6 AMIGO3 B3GALT6 ZNF613 C11orf16 CXorf59 TMPRSS7 NUPR1 JAKMIP2 MBLAC2 TPRN KCNE1L ZNF683 SLC35A4 AIM1L IP6K1 SSNA1 CSTF3 YES1 CHMP6 DLEU1 UFSP1 MC5R TMEM39A TCP11L1 GPX2 CCDC57 HSF5 FOXG1 SPHK1 BNIP3 ENTHD1 MYPOP CIDEA OR11H4 OR4D11 LRRTM4 ATAD5 C8orf40 OR11H6 ZNF404 RTTN OR4K17 OR10H4 C10orf111 OR51B6 ACBD7 OR4L1 ANAPC2 OR4K13 HMGB4 ZBTB8OS OR4F21 TMEM20 MCART6 OR4K5 ZNF135 OR4N2 OR4M1 FOXR1 OR4H12P COX8A TAC4 ZSCAN2 PRR18 B3GNT4 CDC26 HSD11B2 CRLF3 RNPEP EID2 DMRTA1 EID2B GJC3 RIMS2 KCMF1 DNAJC30 SPRYD4 VPS37D CLEC14A C14orf49 CLK2 LPCAT4 SLCO3A1 ZNF575 WDR25 CCDC101 PLA2G16 DIRAS1 OR5AN1 PHLDB3 PRR15 GNG7 OR4C5 KIAA2018 OR4C3 OR4S1 CNTD1 DCAF4L2 OR4X1 CNBD1 KBTBD11 B3GNT5 YSK4 C14orf177 LMNB2 FAM82B MEX3C HORMAD2 RNF152 NANOGP1 MYO1D C20orf197 FOXL1 TGIF2LY LRRC37A FOXC2 OR4F17 BDNF CCDC121 ACSF3 OR10AB1P BOK ZNF843 C8orf59 PFN4 OR51V1 MAGEB6 CDK5R1 C15orf56 TCERG1L NCKAP5 MAGEB18 DEFB104A RUFY1 OR52E2 BASP1 DEFB103A OR51L1 LRRC37A3 VSIG10 IRX5 METRNL FAM91A1 WSB2 OR51G1 GRIN1 SOX11 TYMS OR51G2 PGAM5 OR51A7 TCEANC OR51T1 PNMA1 OR51H1P C8orf4 MAMSTR C18orf56 ANKLE2 C8G FUT2 OR51S1 OR51F2 EFCAB5 GCNT4 OR52R1 MUC20 THAP4 NFATC2IP LY6H FIBIN FAM89B SHMT1 DPP7 TRIM60 SEC24C FMR1NB SMCR8 MTHFR DEFB104B C19orf18 DEAF1 MTX3 TMEM80 SIX5 IFNW1 FBXO46 ZDHHC13 SLC38A9 ACER2 WDR73 POLE FAM109B SCN4B DSCAML1 RHOG EPS8L2 ZDHHC22 ANO6 ZBTB34 FAM9B CETN1 C18orf19 OR2T35 TALDO1 ULK1 OR14C36 RIMKLA CLVS1 OR2M7 RPS6KA3 B3GNT8 PUS1 CHD9 OR2T12 SPACA4 OR2T33 PDDC1 C10orf85 TRIM72 MAN1B1 DEFB103B DEFB4B KCNA3 OR2AJ1 FZD8 GJD4 FBXO39 CLDN22 KCNA2 TOP3A CASKIN2 ZBTB38 BEND2 C8orf31 CCDC71 C10orf71 LRRN4CL TIMM22 HIC1 PPFIA3 MAGEF1 UMODL1 SAMD9L UBE2U PAWR TGIF1 SMCR7 NAP1L5 CD19 C8orf47 OR2T8 NR2C2 GPR4 ACOT4 OLIG3 PTRF OR2G3 ARIH2 RBM44 ZBTB33 OR2G2 ZBED2 VCX2 IRX3 ST8SIA3 RPRM OR2B11 SLC25A22 RABEP2 NHLH2 ATOX1 FAM187B TBL1XR1 SAMD12 CD163 C18orf32 LRDD ZNF491 RPLP2 GSG2 JUN CSTF2T PGBD5 C12orf54 GBA ACAD9 IL17RA PNPLA2 MBOAT4 C2orf57 AGTRAP CD163L1 SRRM3 THAP5 DEFB114 EFCAB4A SUMO4 MAGEB10 DNAJC28 OR4F5 NAALADL2 CD151 POLR2L FAM20C PVRL3 AMAC1L2 C5orf39 KIAA0195 FLII SOX12 HNRNPA0 YIPF7 ZCCHC3 MYOZ1 TMEM78 KCNJ10 CHID1 ZNF620 TMEM187 CCDC23 ZNF619 C12orf68 AP3S1 GRB2 ZBTB41 UBE2N ARL6IP6 ZNF354C CAPZA3 MAMDC4 CENPBD1 ODF3 BET1L RPS27 RIC8A IMP3 ASB8 LCN15 ODF3B DPY19L2 C9orf79 C2orf73 GPR150 TSPYL6 C22orf36 DMAP1 ADAMTSL1 FAM26E IMPDH2 ALS2CL MLF1 PRSS42 NDUFAF3 C2orf69 GRAMD1C STAP2 FAM7A3 HTR3C TSSK6 BOLA1 PDE4DIP DDX10 LEKR1 LRRC67 NDUFV2 FAM27L DALRD3 ZNF114 ZNF518B FAM123C SPINK6 ZNF366 LCORL PARD6G ZNF454 SH2B1 ZC3H12D VN1R1 KDELC2 PLEC SH2D4B RNF212 PRSS36 ZNF543 TMEM151B GALNT11 SLITRK1 C9orf62 WDR6 PRM3 TNP2 SPAG11A GEN1 TMPRSS9 AQP11 OR4C13 TMEM11 ZNF354B KCNG2 SHISA3 OR2D3 CALML3 CALML5 ZFAND2A PLEKHM3 ZNF223 HTR1A C1orf65 C7orf70 DNAJC22 NEUROG2 BEND3 NT5DC1 GLDC C12orf62 C8orf45 TUBAL3 P4HTM UCN3 DTX3 KLHL11 AMBN CTXN1 SLC25A20 CA8 CD28 EPM2AIP1 ERBB4 MAF CTNNBIP1 OR6B3 DEFB125 PSAPL1 OTOS GTPBP6 ERN1 GPR35 C10orf53 CSRNP3 ZNF713 PARP10 C18orf26 SUZ12 NSUN3 KCTD12 DHFRL1 RPP25 GRINA THBD GP5 COX5A STX19 ERFE C15orf17 ZHX2 CPN2 CPNE7 C5orf46 CD300LB GDPD4 C1orf230 MPI C22orf45 H1FOO TRIM73 OPLAH TMEM52 TMEM139 RNF186 C17orf57 MSC APOLD1 FAM101A EXOSC4 DPY19L3 TAF7 ZNF852 FOXE1 PFAS HYI C17orf62 TPRX1 LGALS7B ZNF552 GAK ZBTB7A TUFM C1orf173 RMI1 C17orf68 FBXO34 SEPW1 EIF3K MRFAP1L1 SNX18 EXD1 AURKB TAS1R2 C14orf39 MRFAP1 C3orf38 KLHDC7A TMEM107 TTC3 RRS1 EXOC3L TRIML2 RCC2 OR13D1 IGSF22 C9orf50 ZFP42 CCDC89 FAM133A DPM3 MGAM C12orf42 CYC1 PER1 HTR1F TMTC2 HES7 FARSA SPTY2D1 C10orf67 SAMD4B CYP11B2 GIMAP7 ALOXE3 EDC3 C3orf23 FUCA1 PXT1 GGN HNRNPCL1 TMEM125 ZNF664 C19orf75 CALR MAGED1 LDLRAD3 CDH4 C12orf69 RAD23A C2orf71 GADD45GIP1 DAND5 TMEM151A C17orf96 PTPN11 NSUN7 ZCCHC5 FAM156B WSCD1 RAB39 CLK3 HLA-DQB1 GATA2 ARID3B TMEM31 PACS2 ELMOD2 EGR3 C1orf101 GPC5 VWA1 DNAJB8 GEMIN4 FJX1 KLHL28 MKRN3 ZNF238 OR9A2 C14orf28 ALOX12B SLC17A8 SHARPIN LBX2 DNHD1 SLITRK4 HTR1D GCC1 C3orf45 RNF151 CIITA ZFPM1 ALOX15B PLD6 GRM8 CDC42EP4 OR2AP1 OR6C4 ZBTB42 C13orf31 MAF1 TPPP2 FCER1A RPRML ARL14 OR6C2 KIAA1875 NLRP8 FAM113B APOBEC3B SYCN PIPOX FOXS1 ATOH7 CDH5 LRRC3B C13orf30 MRGPRX4 MYADM MRGPRX3 HEATR7A SERTAD2 RBM15B C1orf200 AKAP5 NKPD1 GIPC3 CITED4 ABCA13 NLRP11 TIGD5 PDXDC1 PHC1B C1orf194 ZNF154 R3HDM2 B3GNT3 ITLN1 NRXN1 SEPHS2 OR10A7 GPBAR1 ZNF784 ZNF648 C14orf119 CCR8 GOLGA8J BBS10 FIZ1 PUF60 DCTPP1 ZNF771 CRIPAK TSHZ1 PSTK SOCS4 ZADH2 OR1E1 ZNF48 FAM71E2 NKX2-6 TMEM150B C10orf91 ANKRD18A WFDC11 TMEM86B OR3A1 1-Sep TRNAU1AP EXOC3 TDRD6 C12orf40 CSNK1A1L LYNX1 TH MED14 FAHD1 C8orf42 RCC1 WFDC9 MYLPF F2 FAM71C PRKRA ZNRF2 RRH SLC9A4 ZNF816 PRNT FGD6 GPR144 GPR139 PLD5 OAZ2 WFDC10A PNPLA1 ALX1 CCDC43 KCTD4 C17orf104 FZD2 TIGD2 CCDC129 HCLS1 C7orf41 ZNF609 PAK2 CCDC66 DEFB124 KRTAP9-7 ATP5EP2 MCFD2 HARBI1 DEFB123 C11orf71 CYP8B1 OR6K6 TPRXL C13orf36 GAS1 ARHGAP45 OR10Q1 ZNF571 GLIPR1L2 DEFB119 FAM73A KCNE1 C10orf108 NRIP1 ZSCAN4 BHLHA15 RNF182 C9orf139 TSPYL5 FUT7 HIST1H2AC C10orf140 HIST1H2BC C3orf59 GSX2 SSTR2 ZNF594 PCGF5 SLC47A2 PRF1 OR2A4 MAB21L1 YOD1 TMEM64 C3orf22 OR10K2 CHRM4 SHISA2 S1PR5 CLRN3 GPR157 CHST13 AGTR2 SLC36A4 ZDHHC20 ANKRD30B OR51E1 ZFP3 ARSJ HOXC9 MAP3K15 PPA1 HOXC10 PSMG4 BHLHE22 MAP6D1 C19orf34 ZNF443 C1orf180 CXCR2 DEFB112 GREM2 C11orf42 SSR4 CAPS2 ZNF792 CUEDC1 SCRIB KCTD2 D2HGDH OXTR FTSJD1 OR56B4 FAM83H GPR62 OR56A1 ZNF572 ST20 PITPNB TCEAL8 OR52E4 LRRC57 OR52N2 MRPL14 GPR137C C1orf105 OR52N1 BBS12 ZFP82 OR52N5 C17orf47 C7orf53 NQO1 OR56B1 AEN FKRP TRAPPC5 RPH3AL SLC25A42 FCRL6 C17orf95 ANKRD34A SLC26A11 HIGD1A CHRM2 OR52N4 MAPK15 EHMT1 ADIPOQ F2R ZNF707 MUC16 NPM1 PJA1 DHTKD1 PENK C4orf50 HIST3H2A ZNF746 POLR2A TMEM132C SLC25A41 TMEM136 OR5AK2 FRAT2 TMEM102 TMEM132E ZNF322A TXNDC6 SPEM1 HEPHL1 C17orf76 OFCC1 OR5M8 CCL13 CCDC108 DDX60L C19orf46 C17orf101 UTS2R AATK DDN SAGE1 ZNF467 SOX2 ZNF678 TMEM45A RAP2B ZBTB2 RNF135 C5orf23 OR6T1 ACBD4 OR8D4 SGSH MAB21L2 FANCB EDDM3B SETD2 EDDM3A C6orf223 TMIE MEX3D OR52D1 MRPS23 OR52H1 C4orf7 GPR135 SLX1B ANKRD62 P2RY13 TNFSF15 ZFP41 PHLDA2 GPR88 HKR1 OR8K3 PLAG1 OR8H1 OR5T1 YIPF6 OR5T2 ZBTB20 OR2Z1 C3orf58 C5orf30 OR8K5 AMIGO1 OR8H3 OR8H2 GPR3 C9orf71 ODF3L2 RNASE4 OR5AS1 ACTL9 SIAH2 COPG BAI1 C10orf31 OR6S1 SLC9A9 LSM10 RELL1 RFX7 SLC35C1 TIGIT RNF41 SLC2A4 FTMT C1orf69 CLDN7 ZNF329 ZNF101 OR4C6 C5orf24 ADO COA4 OR4P4 PRKAG1 OR4C16 GINS3 OR4C15 OR4A15 OR4A16 OR52K2 NEUROG1 CCDC149 GOLGA8C MRPS11 SNRPE RTKN2 PNMAL1 CHST15 ADIG USH1G MGAT4C IDH2 OR52A1 PTCHD3 OR6B2 C19orf6 WRB TNRC18 FAM181B TMEM30B DEXI ZNF716 NOP10 FAM89A KCNIP1 TDRKH ZNF708 IST1 C9orf102 MRPL41 ENPP7 CREB3L2 P2RY8 UNC5C MRGPRG TSEN54 RGMA ASB18 UBA7 MRPS16 FAM159A RAD51L1 CRYGB LDOC1 ARL6IP4 EXT1 SHMT2 HIST2H4B HHIPL1 ATP6AP2 ZAR1 CYB5D1 FAM153B BACE2 TEX28P1 UBE2E2 SYNM KCNA4 GABRG3 C22orf26 NLRP10 FIGN IZUMO1 TMIGD1 B4GALNT4 AP1S2 C8orf33 DCAF4L1 ZSCAN22 KCNJ14 FBXL6 C1S GLTPD2 PRAMEF8 LIPF OR5P3 DAOA ZNF804B C17orf77 KBTBD3 C21orf57 FAM27A CLN8 PLCXD1 NXPH4 CACNB4 IL29 TRAPPC6B PGBD4 CDY2A NPLOC4 OTOL1 KCNK4 TEX19 TSHZ2 CAPN12 EXOC7 KPNA2 WASH6P XKRX BGN ORAI1 CEP97 LHFPL1 FES GLRX5 FAM104B TBPL2 CAV3 MXRA7 LIMK2 MFSD5 RNASE10 ADI1 RWDD4 SPNS3 CLEC4G SATB1 HIST1H3I NXPH3 CSF1R EPHB3 VCX C20orf134 EPGN KRTAP11-1 C2orf82 HS3ST4 TRAK1 HIST1H2AJ TSPAN10 OR2V2 PLCB1 SKA2 RXFP3 CCNYL2 OR10G7 NDN C10orf96 FAM156A OR4Q3 NTM TTC3 KCNB2 DYSFIP1 C16orf79 GALR2 RESP18 C5orf53 TSKU MTCP1NB ANXA2 RGS6 HOXB4 SLC35D3 PAQR7 PAPPA MAFA NGRN GRID1 HCAR2 OR2T29 CCDC87 GSTA5 C1orf116 MAGEB17 CRIP2 DDX28 KRTAP13-2 ACBD3 C16orf72 PLCXD3 GPIHBP1 VMO1 OR4F15 ALG12 LCK GALNT9 COL18A1 RBM10 GPR97 GLUD2 TMEM95 TCHHL1 RPL35A RGS7 SLC25A18 ZNF721 LENG9 C21orf90 TCEAL7 C11orf54 CEP63 WFDC10B SRPR OTOP3 EWSR1 ODF3L1 HMGN4 SPATA13 GJC1 SOX1 CNOT10 OR4M2 MTA1 ZNF662 CADM1 ZNF320 C12orf60 PYCR1 LSMD1 SPNS2 C19orf59 AP2A2 SLC8A1 OR1G1 SLC25A21 OTOP2 CYLC1 PCP4 GGTLC3 ABAT SLC25A10 CAMK1D RGPD6 LYSMD4 WBP2NL IGSF5 NKX2-5 AFMID GAS6 FREM3 NEB BEGAIN GPC6 LYPD4 ARHGEF37 FAM43B CSMD1 CALHM3 OR2T11 GPR44 CEP57L1 DSCR6 CYorf17 ANKRD20A2 GPR19 GJD3 RABIF TMEM119 FANCF CALN1 POM121L1P C22orf32 GABRR3 C2CD4C CHST6 POTEC RUVBL2 C15orf58 MICA CTNNA3 RIMBP3C C21orf67 OR51B4 PTTG1IP DDX41 C20orf135 OR52E8 CCDC60 PLGLB1 DAZAP2 CCBE1 OR5P2 FAM9A MAGEA2B CECR6 ZNF623 OR2T34 TUBB OR52L1 EPHA10 SPDYE4 CCDC125 C15orf60 BOLA2 BCOR JRKL C10orf107 GBP6 KIAA2026 OVCH2 TMEM90A FHL3 OR56A4 PMCH TMEM89 C19orf71 CCDC159 RIPK4 LRIT3 NPIP SF3A3 TFDP3 TRIM61 GRIN2A XAGE1C PRHOXNB SSTR3 GTF2H2C ASB7 SH2D7 TREX2 GPR132 MX2 EP400 MEX3B FAM46C C2orf64 UTP11L PSMG1 C22orf30 KLRC4 ACSM5 HIST2H2AA3 C10orf120 FOLR4 SERHL2 PCBP3 PGPEP1L RNF5 SETD3 TNFAIP8L3 ZNRF3 FBXL7 C22orf25 HIST2H3D SFXN4 GKN2 TAS2R38 FAM167B MRPL54 ZNF438 C3orf37 CCR3 DGCR6 CXorf64 TP53TG3 RP1L1 KRTAP8-1 C15orf32 C11orf88 ZNF530 NDUFB1 11-Mar KLHL25 FAM19A1 TRMT12 PSG9 GPR1 PTPN20B CTAG1A BMP8A THOC4 FAM101B EFHC2 NOG MRGPRX2 UPP1 OR4N4 IL28A OPCML TRIM52 LHFP CMTM4 TMEM50A NPBWR1 FIGLA ASCL2 TBK1 CBX6 MACC1 ACSM2A MRC1L1 TBL3 BPY2 KREMEN1 TRAIP CHEK2 FOXL2 AIFM3 KCTD16 B3GALT5 ZNF703 SLC35F3 KCTD8 C9orf66 TUBA8 TCEB3C BPY2B EMILIN3 OLFML1 FAM162B RBM12B CCR4 LIN9 BTBD9 NUDT14 ANKRD45 C3orf15 PNMA3 GPR39 FAM3B ZNF730 KIRREL IQGAP3 CNGA2 TOB2 SCN5A ARSI UTY C1orf64 TTC32 LRRC55 DNAH2 SH2D1A SDR42E2 HIST2H4A PRKX SETD8 KCNH8 SMTN NPW C3orf48 CCDC56 NPB ST6GALNAC3 PTP4A2 ACTG1 TMPRSS2 DENND5A OR2T10 DSCR4 KRTAP20-2 CTAG1B FAM23B DIABLO VPS33B TBX1 ADAP2 UQCR10 FAM120C TRIML1 EIF3C CLDN5 NIPSNAP1 OR4F6 CNTN2 SPRR4 LRTOMT OR10J5 KCNQ3 ADRA2C NR2C2AP FAM132A CRELD2 OR1D2 SCFD2 UBE2F KCNJ12 GPR173 PPP1R2 TSPYL2 GOLGA6L4 PGP C22orf46 SNRNP35 DGAT2L6 IRAK1 C3orf26 OLIG1 C11orf72 PCDH9 ACOT1 OAF ALDH1A3 CDR1 HIST2H2AC KCNK12 HIST2H2AB POU6F1 DEFB108B TM2D3 TSSC4 TACSTD2 CLECL1 SIX6 PRKD1 FAM190A ZDHHC23 C1orf175 OR51J1 S100A7A SRPK3 GDF3 IQCF2 SLIT3 HIST1H2AK EFNA5 MRGPRE KRTAP19-1 HIST1H1B C17orf46 PKP3 MAP7D2 CSF1 COLEC10 PLA2G6 MAML2 C21orf128 PABPC1L2B OR4N5 SS18L1 KCND2 TOP1MT COPB2 LRRC19 THAP7 KNTC1 CCR10 C1orf130 BPIL2 WDR27 TXNRD2 C1QTNF8 OR56A3 FOXO4 POU3F2 PTP4A3 FOXD4L1 NEU1 FAM70B PROS1 GAST NUTM1 HDDC3 BEX5 ZFP1 CEND1 C6orf58 DHRS7C DUSP8 SOCS3 C17orf74 SLITRK6 PIWIL3 LPAR5 XPOT TMEM173 PDE4B FAM19A3 C14orf180 SNN C8orf12 KCNH7 NELL2 KRBA2 MED12 ZNF90 9-Sep PRSS55 ODF4 FOXD4L4 CDCA2 RALYL GSTT1 FAM123B ZBTB40 HIST2H2BE C11orf89 CLDN6 OR51M1 5-Sep EIF4ENIF1 LRRC26 SERINC4 RNLS KRTAP6-1 FAM110C DDX53 ATL3 MAGEA2 NDUFA12 RPS17 TCTE3 UBE2G2 SATL1 OSBP2 C21orf88 TUSC5 PRR23B HIST1H2AH ZBTB7C APOO PRR16 TMED9 DRD1 TMEM186 SDR42E1 RBM33 ARMCX2 OR51B2 PIGW BTBD6 SRY H1FX RBM43 SUMO3 IMMP2L TCEAL2 CLCNKB C1orf220 DMRTC1B JAG2 FMNL1 FAM22A C2orf79 LCN12 OR6A2 WT1 ZFP90 AQP12A OR6C70 MUC6 NOC4L USP18 NDUFA6 CHRM5 SORCS2 TMEM121 TMEM106A SIVA1 BRI3BP IFNE SLC22A10 DGAT1 RFX6 ROBO2 AP3M1 F8 NT5C1B CA13 UBOX5 MAFF BRF1 LRRC14B SEMA4B HEATR7B1 CIB1 ANKS1B WHSC2 SLC24A3 SGCZ EFCAB10 C5orf47 GTF2H5 KRT76 FLRT2 INTS5 FAM169B RPS27L MANEAL OR4F16 ADSSL1 ANO9 FAF1 MYADML2 FAM43A NDNL2 HSF1 C6orf120 TBC1D3F PURA HIST1H2BL INPP5J NPY2R MIXL1 MFSD6L LRRC37B DDX51 NOMO2 C17orf55 AQP12B ZNF479 SIGIRR NRBP2 PRSSL1 IFITM2 TNFAIP2 ZNF445 PGBD2 WBP5 MC2R RAB11B PRMT3 GP1BA PRPF39 MAGEA11 PPIL6 ZNF74 TEX28 C5orf36 FAM100B C22orf33 CDNF NOTUM KLHL33 RBM11 WBSCR17 ZBTB37 NUPR2 IL3RA CCDC137 SFTPA2 RGPD2 ARL15 C12orf56 SCN10A CDK10 TMEM105 SOCS1 TCN2 GAS2L1 ATP6V0A2 PARK2 C14orf80 HS6ST3 HGS TNFAIP8L1 OR2V1 RAD51L3 OR7A17 MAPK11 SP140L MRPL30 TARSL2 SMYD3 METTL7A IL28RA SH3BGR FAM174B FAM47A C19orf68 KPNA7 TMEM179B GPRIN3 KRT6B PARPBP STAC3 ROR1 MUC1 C17orf70 IRF7 L3MBTL1 BRCC3 SV2B FAM131C C11orf35 C1orf227 PDE6G PRKG1 NR2F2 NXF2 DLK1 TLCD2 LSAMP AHNAK2 OLFML2A SP1 SPATA8 WASH1 MRPL40 DBX2 C3orf54 PDIA2 PCGF3 LMLN P4HB PSMD13 PBX1 NDUFA4L2 SHC4 KRT79 ZFP36L1 UBE2L3 NTF3 BRWD1 C5orf50 SILV SYN3 POU3F1 SNAI3 ZBTB3 LYG2 MORN5 EP400NL PRAME C6orf201 MYBL1 C16orf52 DRG1 ANKFY1 ZNF696 ADARB2 NRG3 SRL C11orf87 IFIT1 XAGE2 CXorf38 CLDN24 KCNQ5 ADAMTSL5 KCNIP4 FAM75A6 MORF4L1 NLRP9 WDR53 DMWD GPR172A PIGP IKZF1 PCYT2 NAT8L OR6C76 C15orf2 BCAP31 ARL17A GNB1L DNAH14 C1orf110 EVI2B TMEM210 ZNF829 TMPRSS11B THNSL1 TRIM69 ATP6V0C IFITM1 PRSS38 BPY2C LAMP1 FFAR3 TAS2R60 C16orf54 KLHDC8B KLHL34 SETD4 PTCH1 RTN4RL1 OR4C46 C16orf53 CALHM1 KRTAP5-5 NKAIN3 NXF2B RNPC3 ZNF267 IRS2 C7orf61 FAM186A SHOX LCE3A BICD2 LCE3E CCIN TMLHE GRK1 H2AFB3 DEFB128 SLITRK2 PLK5 RASA3 F8A3 LRCH3 LEMD1 ATP4B NDUFA13 ZNF566 ZNF224 ZNF529 ZNF230 FMN1 HTR3E DLEU7 KRT73 TAL2 AIDA C15orf41 CD300LF ZPBP2 KRT5 NBPF6 PION HTR3D OR4F4 AGBL4 ARGFX CYP2R1 LRRC70 ANKRD46 PIP5K1C OR5D14 CYP4F2 OR5L1 TEX38 OR5D18 ZBTB6 C2orf76 TAS2R42 POLR3C C2orf53 DEFB131 UBL4B WWOX CYP4Z1 CCDC84 BCL9L POLR1D KIF18B ZNRF1 GPR120 C20orf185 C20orf186 C9orf140 EDARADD CYP4F12 MOSC1 LCE5A ANKRD56 CNO LCE1E ZNF749 KLHL32 MKL2 BTLA ZNF17 NBPF12 KDM4D GPAT2 TOR3A PABPC1L2A GABRA5 PPP1CC ZNF555 OR10T2 NAP1L3 PRELID2 BACE1 RGS9BP TMEM212 SLC36A3 SLC36A2 THBS2 RXRA ANKRD37 C9orf47 NUDT17 KIAA1024L ZNF75D CYP4X1 KRT26 KRT10 OR10X1 CD300E CCDC30 NKRF GLDN FCAR KPNA4 TRDN OR6P1 KRT3 ZNF501 ZNF197 SPATA12 TMPRSS12 C2orf84 DEFB132 NAP1L2 RPS23 GNG2 BTN3A2 AKAP14 PCLO KLK12 RGS7BP INSIG1 MYT1L C5orf38 ZNF396 TMEM222 OR9Q1 CLCNKA OR9Q2 ARHGAP30 10-Sep FAM86B1 CYP4F8 CYP4F3 SMYD4 DEFB105A FOXD2 GPATCH8 CEACAM19 DEFB107A NF2 C6orf1 DEFB106A SPATC1 UBE2H DEFB105B HPDL KATNA1 FSD2 ARAP1 KIF24 PDE2A LRRC16B PRG2 PRR5 ZFP91 C17orf58 BCDIN3D MAGEE2 CYP27C1 LYRM7 CCDC42B CCDC73 BCR OR10H1 MPPED1 FSCN2 FOXI2 SPIN4 ZNF732 SPIN2B FOXE3 HYAL3 KCNK18 IFNA10 VSIG10L ANXA8L2 CXCR3 ZNF397 ZSCAN30 TPCN1 LILRB4 C2orf27B TNFRSF4 KRT16 HEXIM1 LCE1A KRT14 C2orf89 KRTAP17-1 PDZD7 POFUT2 QRFPR ERCC6L OR13F1 TMEM17 TNFRSF18 FGF3 C1QL4 RTN4RL2 ZDHHC17 SERPINA11 P2RY4 ZNF395 ZACN KRTAP22-1 KRTAP19-6 KRTAP6-2 OR13C8 PPARA TMEM232 C14orf23 KRTAP19-2 KRTAP19-4 KRTAP15-1 KRTAP13-4 FAM183A EFCAB6 KRTAP19-5 KRTAP23-1 KANK3 EMID1 ACTL7A KRTAP21-1 RHD C17orf82 ESPN PNLIPRP1 PTRH1 KRTAP21-2 SAMD7 GPR141 TMPRSS6 CYP4A11 TMEM216 RPS19BP1 TMPRSS11A C3orf70 TEAD1 OR2AK2 DEFB106B PLCD1 CCK ENTPD5 MITF HEATR4 NAP1L1 LILRA5 CMC1 SLIT1 LYPD6 AKR1C1 VSTM2B FOXD3 SPATA21 MRPS21 RNF220 ANGPTL5 KIAA1598 H1FNT LCE4A LCE2A KRTAP12-1 LCE2C ZNF546 TSPYL4 DAZ3 MT1X GCNT1 LCE2D SESTD1 LCE3B FNBP1 DYNC2H1 KRT12 MAGED4B BCAM RSBN1L NPSR1 WDR86 EPOR FAM9C KRTAP9-8 CIDEC DCC TAF9B PCDHB13 MAGI2 LUZP2 RDM1 C6orf114 FPR3 HIST1H1T C11orf96 KCNJ11 CDHR4 COL4A1 PLEKHG7 GJA4 PTMA CXorf27 HSPA14 ATP13A5 SIRT7 C4orf40 IFT140 POTEM PRAMEF10 TMEM195 SBK2 CYP26C1 TLR5 USP7 NANOS3 FOXD4L3 NHLRC1 DPPA3 COX8C PLEKHN1 ZNF385C MAGEH1 TET3 ZNF286A ISG15 EXD3 OR5W2 TMEM8C C17orf97 ZKSCAN4 RGPD1 DHRS4L2 SAMD11 C1orf170 VMAC TMSL3 C5orf52 HAPLN4 ERC2 B3GALTL SPRY4 ERAS TRPV2 AMTN CXorf67 C2orf88 OR2T27 TMEM203 SLC18A3 KBTBD12 THSD4 DNAJB13 GABRD AMY1C TCEA1 NHEJ1 FANCA SECISBP2 OR52B6 C9orf153 SSX7 ADH1A SEMA4D KRTAP10-8 LIN28B FAM69C DNAH17 MCRS1 TMEM72 SCXB FANCM ZNF70 CARD9 PEAR1 ZNF643 TMEM202 ANKRD58 ZNF642 HELT ZCCHC16 TMEM220 C2orf78 HIST1H1C TMEM256-PLSCR3 EIF4EBP1 P2RX2 ASCL4 OR6C75 CCDC157 TTC24 FAM122B PALM3 GFRAL C1orf168 SHISA7 DMBT1 CLEC17A OR51I2 LCN10 DOC2B LDLRAD2 C2orf66 OVCH1 ARHGAP11B CYHR1 COL14A1 DNER CPSF4L KLHL17 ZCCHC13 PLA2G2C ZSCAN23 HIST1H2BJ RINL C17orf99 OR7D2 TPRG1 C1orf204 MORN2 C2orf85 S100A3 UBQLN2 RILPL1 C19orf67 ZNF490 CLCN1 NRN1L NWD1 ARL4C RNF133 TMEM221 TREML4 RAB42 WNT7B OR51F1 C11orf95 SCGB1C1 PRSS45 PLA2G4E GPR89B MESP2 FAM25A EYS C6orf132 DAZ1 OR2AG2 MYO15B MAPK12 TMEM215 FAM22G COL4A5 KRTAP10-6 AGRN NHS OTOG FAM166A TMPPE ZNF626 HEPACAM2 SMTNL2 ZC3H6 C7orf59 PRKAR1B FAM22B DCUN1D3 POTEE LIN37 ZNF793 TUBB2C AGAP4 COMMD6 PLA2G2A IL17REL AGPHD1 OR7A5 C15orf62 FAM25C RUFY4 ZNF383 HES4 IGFL1 ZNF669 C19orf35 LRRIQ4 CENPP PLSCR1 C3orf62 ENO4 ZNF559 SBK1 OR6C6 BSPH1 OR6N2 GTF2F2 FAM92A1 KIAA1797 PRR19 ZP3 C10orf99 H3F3C IFNA2 JAKMIP3 PPP3R2 PDCD1 CLEC2A GPR21 TCTEX1D4 VSIG7 SELL MAGEB5 CHM NANOS2 BLOC1S5 CERKL SLC24A5 IER5L H2AFX INSC SERPINA5 C19orf54 LCTL NCCRP1 KRTDAP C22orf34 COL25A1 FAM83G C9orf171 SRSF10 HBA2 DUSP28 C15orf52 NBR1 OR2G6 RALGAPA2 NDOR1 NKAIN2 KRTAP1-1 PAQR9 C12orf63 CLN3 FAM72B ASAH2 SUMO2 NANOS1 HMX3 IGFL3 ZNF177 LDOC1L DPYD S100A16 PTAR1 CC2D2B RNASE9 FAM154B RHCE C2orf80 PARVB DCDC1 SCXA SLC4A5 UROS KRTAP24-1 ZDHHC9 C7orf29 QRFP DUPD1 C5orf43 OSTN VWC2 C7orf46 TMEM120B FSIP2 RBM34 NOXA1 TMEM198 BCL2L15 FZD9 SPRED3 OPTC C11orf34 ADRB3 SKOR1 CATSPER4 PRELP PLA2G2E ZNF548 MTF1 TMCO2 ZNF322B SHISA6 TMEM201 NHLRC3 HMX2 SNTN ZDHHC11 FAM26F CNR2 SLX4 GLRA4 ENTPD8 RPL14 BEND4 FAM78B ZNF563 TMC3 FBF1 KLRG2 ASTL GPR179 MSL1 LRRK2 BSX GJB3 FAM196A TRMT2B PTPLAD2 C1orf192 NYX FAM120AOS UTS2D C9orf152 NOC2L C4orf44 AADACL3 COBRA1 HIST1H4D SLC15A5 LIPI LRRC66 ZNF292 HUS1B KCTD21 SBSN ADAT2 KIR2DL4 MAGEB16 VHLL DUSP21 ZNF567 NDUFA4 ANKDD1B ALKBH2 RNFT1 RNF222 CGB5 RELN FAM111B APOD H1F0 GAGE2A LITAF VSTM1 TMEM120A ARID2 FAM25B SF3B3 PRSS48 IL1RAPL2 BLOC1S3 SP6 ANKRD34B PLAC9 FAM47B NKAPL FSCB CLDN4 ZNF573 GRAPL FAM47E HN1 ZNF527 ZAR1L KRTAP10-12 S100A13 ZNF33B OR14I1 KRT77 PCDH18 DCAF8L2 ZNF600 BTBD8 TMEM179 MAOA C15orf61 C8orf80 TSPYL1 SPANXN3 TRIM64B PNRC2 C22orf43 GJB5 FHIT FAM150B ZKSCAN3 FOXR2 RRP7A LIN54 FAM53B FAM180A C6orf222 SPANXN4 S100A14 SLC35E2B FAM179A TMEM194B ALG1L KIAA0408 GSPT2 TBC1D28 C8orf76 CXCL17 OTUD6A HMGB1 MMP23B SH2D5 ZFP92 NCR1 GJB4 OR2L13 BLOC1S2 SYCP2 ZNF724P IL1RAP PTPRT MYBPC1 PAX5 OR5K4 OR6M1 HLA-DRB3 SPOCK3 ZNF676 ZNF699 TDRD7 CCDC189 OR8A1 KIAA0895L HLA-DRB1 VN1R2 MYT1 SERPINA3 AKR1C3 SPATS2L OR11H12 ZNF250 WDSUB1 ZNF79 S100A4 PLEKHG4 KRTAP4-3 FAT4 C8orf86 C11orf92 KIF19 OR6K2 ZNF681 ACADSB STK40 OR10J1 TMEM63A CTSE SEMA4A HRCT1 MPHOSPH8 GREB1 SIRPB2 ZNF766 RYR1 SRGAP3 KRTAP5-3 HIST1H2BB C20orf177 SULT1C3 TUBB OR2J2 LCOR SUPT5H XPNPEP3 OR2T2 OR2C3 C12orf37 ZNF107 OR10S1 SFTA2 PPIA ZNF471 OR10J3 ZNF836 ZNF493 C14orf70 GTF2IRD2 GRM7 SUPT3H NIF3L1 ATP2A1 IARS HIATL2 POM121 ZBTB44 AKR1CL1 GIMAP5 HIST1H2BO STK31 CGB7 NLGN3 OR8D1 ADH7 ZNF167 ZNF729 CD55 CPNE4 ZNF565 NTNG2 ELAVL3 WDR5 PRSS29P LONP1 C9orf163 TRRAP NUDT11 FUT4 ASB13 HIST1H2BM SLC35F1 ZNF34 ZNF781 ZNF140 INCA1 ZNF774 PTPN1 EVL SPANXD THEM5 NOXO1 ZNF658 EPHB4 PRTN3 ZNF765 ZNF124 XRCC6 S100A5 KIAA0649 NBPF4 TSC22D2 CRYBA4 ASMT NPIPL2 ZNF569 ARMCX4 YRDC ZNF777 PIK3R4 ZNF775 ZNF605 TRAPPC2 RFX8 MYL6B ZNF799 FGF16 SIAH1 GK2 C20orf96 ESRRG IPO4 NCOR2 SULT1A1 ARL9 PRPF40A GDAP2 TCEAL3 ANAPC7 TPK1 SLC6A9 AFAP1 NACA C1orf186 MYO18A OR2T3 C3orf57 C17orf59 MAN2A2 MME FAM72A CACNA1H C11orf55 SULF2 HBG2 LAMA2 PFN3 PLXNB2 OR5AC2 AJAP1 XRCC2 MYO6 MKL1 HDAC2 ZNF782 SLC22A25 POTEF ZNF846 HLA-DQB2 MMP1 ADH1B UGT2B15 RIMBP3 RAB44 TCF4 WNK3 ACN9 HRH1 C9orf86 GPR89C ZNF136 ZKSCAN5 ZNF502 TRAPPC4 TTC30B SLC30A10 OR8B3 TECPR2 TLR7 FAM180B ZFP62 ERI2 TOMM7 HSH2D TRPV1 ZNF33B ZNF512B AMZ2 ZNF431 FAM150A NF1 VKORC1L1 ZNF418 DAPK1 LCE1B HLA-DQA1 COL27A1 CXorf24 GM2A HIST1H2AI C6orf126 S100A2 ZNF700 POU3F4 OR14A16 ANKRD20A1 CD47 OR52K1 TLE1 MAML3 HIST1H2AG STRN3 ZNF239 SPINK14 SPRR2B C4orf42 CHRNG ZSCAN16 FAM125B C6orf106 OR11G2 POTEI ADA ARID5A PATE2 PPTC7 KRT39 TOMM20L RGPD4 NHLRC2 HIST1H2AD ZFP28 C2orf55 CBWD3 SCN8A LAMB3 HIST3H2BB C5orf48 KPNA5 ARHGEF12 GPR81 ZNF252 PDLIM7 FLNA TMEM26 RIMBP3B SRGAP1 OR2L8 FAM3C C14orf21 OR2T4 ZNF705A SLC39A10 CASP4 AP2A1 PCDHB16 HIST1H3E ZNF585A FUT11 ANXA4 LAGE3 WDR5B FAM163B WDR45 METTL9 ZNF138 ZNF429 ZNF470 SERTAD1 ZNF100 CXorf40B ZNF398 ZNF498 ANXA6 ZNF441 GMFB SIGLEC15 ZNF420 ZNF763 ZMYM1 DTHD1 HIST1H4C MAFG ARRDC1 KIAA1671 KRT35 IGF2R LCE1C GAL3ST4 DYNC1H1 SLC6A17 IL28B PCBP2 ZGPAT SLC25A29 PGAP1 SRC ZNF679 ZNF682 OR8B8 ZNF772 ZNF257 PCNXL3 ADAM32 ACSL5 LRRC8B ABCB8 HIST1H3J SND1 OR4C45 ZNF785 SULT1A2 NEK5 PSMD12 MAGEA6 GPR123 PIWIL2 C20orf112 C9orf169 SLC22A4 ZSCAN5B ENTPD4 C1D TBC1D9B OR1J2 HIST1H4J SLC2A7 GRRP1 SERPINA1 TPSB2 KANK2 C6orf141 CCL4L2 OR8D2 GTF2E2 IL27 GUCA2A RAD54B ZNF165 SYNGAP1 FITM2 BLM ZNF720 OR10D3 DDI2 SVIL C17orf102 TRIM33 LRP10 PELI1 ZNF655 MRPL21 LYPD2 UAP1L1 ZNF98 FBXL22 ZNF786 ZNF517 S100A7L2 ZNF675 SLC22A5 OR8S1 DACT3 ADARB1 ZNF860 HTT OR6N1 C5AR1 DIO3 CYP2B6 HIST1H3D DCHS2 VEPH1 FABP12 SHPK OR51D1 IPP OPALIN OR13G1 MAP3K5 OGDHL C16orf47 CYP2F1 GSTK1 HNRNPAB OR2L5 STMN3 HIST1H2BH PDGFA GYPE COL13A1 SPN ZNF695 PCDHB11 ZNF628 GALP SLC2A10 ZNF665 RPF2 SLC28A3 FAM177B MIB2 OR6Y1 MYO5A C5orf56 GZMM ATG7 SIPA1L1 TTC30A ELANE RAB40C PIGN COL4A6 ZNF624 HHLA3 HOXA4 TOPORS BCO2 KCNMB2 ENTPD6 DMBX1 OR11L1 ENPP1 C13orf35 CCDC154 FAR1 C5orf42 ZNF841 MFAP5 MYH6 ZNF615 CXorf40A CDC42SE1 MPEG1 SERPINB2 DPP4 SERPINB13 PDCD1LG2 ZNF433 C12orf12 DNAH10 SLC22A24 OR51C1P TBC1D3 KRTAP26-1 TBC1D29 SPTAN1 NMB HIST1H2BE PARVA KLHL14 OR6C74 FAM114A1 RPE ZNF460 CR1L HSPB9 PHF2 RPS26 C14orf178 SCGB1D4 PSAP S100A10 C10orf79 LHFPL5 RPL37A HOXC6 TXNRD3 CFD C9orf173 MAP1LC3C C10orf119 EME2 C14orf167 KLHDC1 ZNF81 TAF13 ZNF780A ATAD3A OR5B17 OR52M1 FAM118B ZNF461 C9orf174 SLC9A8 OCLN C4orf22 HIST4H4 CYP2A13 ZNF181 HIST1H2BF C1orf183 ZNF44 GPAA1 ADAMTSL2 SGTB ZNF790 PRB3 FAM49A MYO1C MDS2 NKIRAS1 OR1S2 UGT2B17 MEIG1 SLC22A12 KIF13B NRAP ADH5 SLC22A6 HIST1H2BK TEAD4 FAM25G SPG7 HIST1H4K HRNR IFNA1 HES5 C2orf27A ZNF677 ERO1L F8A1 ZNF823 ZNF311 ZNF347 OR5H2 PLCG2 FCHSD1 ZNF71 AADACL2 S100A6 RPL12 DNM3 ZNF121 MPZL1 VPS13A MBP AKAP17A ELOVL2 GOLGA6L9 C1orf122 PCDH20 CLEC9A KEL NOL8 IRAK4 CCDC151 DLGAP2 MRPL42 ENTPD7 FCGR1B SPANXA1 ZNF335 ZNF560 TUBA3C RPS4X AGAP9 ZNF273 ZNF84 MAK16 ZNF667 AVPR1B SIRPA DSCR8 GRK6 PRIM1 5-Mar POTEH AKR1B10 SULT1C4 CYP2A7 ZFP161 H2AFB1 KRTAP9-9 CD2AP NUP62CL SFI1 KRTAP4-6 TMPRSS11F ZNF649 ADH4 OR2T6 ZNF248 RUNDC2C CHSY3 C9orf167 LPAR1 MB OR2L3 DEFB107B HIBCH ZNF544 TMEM229B ANKRD57 ZNF770 ZNF676 HMGN5 MIER1 PPIAL4C MAN1A2 SVIP ZNF251 DDRGK1 FAM47C TFDP1 CLEC4C ZNF607 PLUNC ZNF334 HSD17B11 KIAA0467 SULT1C2 ZXDA RPS6KL1 TUBB3 CACNA1E QRICH1 CSF2RA FKBP1C DDX42 RPL23A SLC29A3 STYX UBL5 HELZ TMEM116 KRTAP4-5 UCKL1 OR5B21 CARD11 ZNF485 ZIM2 SDAD1 H2AFB2 ZNF192 FAM109A HIST1H4F HYLS1 MYL4 HIST1H4I ZNF442 ZNF813 HOXC4 DCAF12L2 PIM3 ASNA1 ASPH HIST1H3A SPRED2 WWP2 HIST1H2AL GFPT1 UVRAG KRTAP13-1 ZNF26 TMEM207 ITSN2 NTRK1 MGEA5 MT1F FAM115A ZNF69 TXNRD1 NRARP ZFP14 KRTAP4-1 F8A2 CCT8L2 ZNF568 C9orf141 ZXDB CYP21A2 ZNF480 ZNF587 TPM2 RTP2 ZNF280B SH3BGRL2 ZNF808 ANKRD35 B3GNT6 YTHDF2 NBR2 C4orf43 HLA-DRB5 ATL1 CNGA1 MAFK HIST1H4E C1orf228 ZNF43 GPN1 PLN C2CD4A ZNF28 ITGBL1 PRAP1 ZNF627 KCNRG WDHD1 ZNF789 HIST1H4L CTNND1 BAT1 SLC34A3 RD3 SPANXC SH2D1B ARC NUDT16 TLK1 LRBA C3orf35 ZNF536 MMP17 OR2M2 BAZ1A AKR1C4 COPS8 CCDC69 MDM4 RYR2 ZNF534 KLHL9 FAM3D NCOA6 STK39 TAT OR8B4 C6orf89 CALM1 LPA FAM19A2 TTC37 TUSC1 MAGEA1 PAPSS2 C3orf27 SLC9A6 FAN1 ABCA4 EIF1AY MT-ND6 IPO9 GPX6 CEP290 C1orf191 MT-CO2 C1orf85 FAM179B DLL1 ANKRD13B PECI UNC13B C19orf45 MT-CYB LDB1 PPP1R14C CTR9 SMOC1 F5 SEPX1 FAM165A LRRTM3 ZNF652 SMURF1 SLC5A3 GPATCH3 GATSL2 CDC42BPB PLXNB3 OXCT2 RPL10A GLT25D2 EPS8L3 EGFL6 MT-ND2 SYCP1 APCDD1L RCSD1 RASSF9 FAM169A ZNF830 GRIN3A MT-ND5 MUC2 CNOT7 TMEM184B MTOR SCAMP5 ZNF521 ALPK2 FAM5B MAGEB3 LRIG2 MT-CO1 PNP PAX9 LRRC10 GK FOXJ3 ZNF358 SFT2D1 CD247 GRM3 ZNF828 INPP5F ARHGAP11A SUCNR1 HMGN2 UBE2J1 GJC2 OPA1 DENND4B RYR3 ZNF277 MT-ND3 KTI12 DUSP27 ARHGEF15 TOX CES1 CD3E RUSC2 C1orf68 FICD OSTC C19orf22 TSEN15 LTN1 RUNDC1 CCDC152 C9orf96 GRK5 TYW1 DCAF12 OR5D13 SFMBT2 ASB12 PNMA5 ITPRIPL1 MT-ND4 SMC5 MT-ND1 DCAF12L1 PRMT6 SHISA4 KIAA1737 CAPZA2 MT-ATP6 TOP1 PRC1 BHLHB9 MAP3K3 L1CAM SREBF2 C1orf174 POU3F3 RASGEF1A C9orf114 RPL39 DZIP3 KIAA0753 DCLRE1A ATG9A NOS1AP CSAG1 APRT GPRASP1 TBKBP1 MAGEE1 C6orf129 MT-CO3 ZFP2 ANKRD43 L3MBTL3 SSX4B DMD MFAP3L NAGA SMG5 KIAA1279 TGM2 ARMCX6 PJA2 RORB SGMS1 OR10R2 OR10Z1 ZNF525 INF2 GP1BB C6orf47 MRPS18B OR2T5 OR2L2 EFCAB2 FAM36A CHML C1orf148 C1orf95 TCP10 CAPN8 TATDN3 C1orf133 C1orf132 CR1 C6orf99 C1orf98 RAET1G C1orf53 SAMD5 TEDDM1 GJE1 ECT2L GPR52 METTL11B FCGR3A C6orf191 OR6K3 CENPW SPRN C6orf225 FANK1 LOR PRR9 LELP1 SPRR2E KPRP METTL10 FAM24A DDO C1orf138 PPAPDC1A C6orf112 C6orf220 HIST2H3C HIST2H2AA4 HIST1H3H HIST2H2BF FAM72C HIST2H3PS2 NBPF16 NBPF20 NBPF24 PNLIPRP3 HIST2H3A HSD3B1 HSD3B2 C1orf137 RBM20 C6orf164 C6orf163 RIPPLY2 GDI1 PCMTD2 SOX18 LIME1 PNMA6B OOEP C6orf221 DPPA5 C1orf146 SPANXN1 SPANXN2 SPANXA2 CXorf66 C10orf62 SAMD13 FAM127B CCDC160 C1orf141 EFCAB7 DEFB110 GLYATL3 LDLRAD1 RHOXF2B C9orf37 ZYG11A LCN8 LCN6 C1orf185 GLT6D1 IFIT1B C9orf104 CXorf61 LIPN LIPK LIPJ LRIT2 C6orf154 FOXO6 TCEAL5 SYS1 TCEAL6 INPP5B RPA4 NEU4 MAFB TRAF3IP1 BMP2KL CHIC1 NAP1L6 GIGYF2 C2orf72 RUFY2 PHACTR4 C6orf127 ASAH2B AGAP6 TIMM23B ZDHHC18 C10orf128 CXorf65 AGAP7 AGAP10 C9orf29 PPYR1 GPRIN2 SYT15 TMEM57 PTPN20A GDF5OS ZDBF2 C10orf136 GGNBP1 TXNDC8 AWAT1 KIFC1 DAXX BMPR2 TCEA3 PFDN6 WDR46 RING1 HSD17B8 RXRB C17orf90 OR13C3 COL11A2 C9orf107 HLA-DOA BRD2 HLA-DMA COL5A2 PSMB8 TAP2 SPIN3 HLA-DQA2 PAGE3 HLA-DRA BTNL2 COL15A1 OR8B2 C6orf10 TMEM225 NOTCH4 PBX2 AGER RNF5 AGPAT1 DFNB59 PRRT1 FKBPL MRPL38 SP5 C9orf118 STK19 CD300LD BTBD17 DOM3Z SKIV2L C9orf129 RDBP CFB FAM55B SPANXN5 C2 C10orf126 ZBTB12 SDHD EHMT2 XAGE1E XAGE1D C1orf134 XAGE1A LAYN XAGE1B SLC44A4 NEU1 C6orf48 HSPA1B HSPA1A HSPA1L LSM2 VARS C6orf27 CARD16 CASP12 MBD5 MSH5 CSHL1 C6orf25 LY6G6C LY6G6F BAT5 LY6G5C CSNK2B BAT4 C6orf47 FAM155A APOM C9orf170 TRIM49L2 BAT3 C1orf195 BAT2 AIF1 NCR3 PRAMEF20 PRAMEF17 PRAMEF14 LST1 PRAMEF21 LTB PRAMEF16 TNF PRAMEF18 PRAMEF13 NFKBIL1 PRAMEF9 PRAMEF5 PRAMEF3 PRAMEF9 PRAMEF22 PRAMEF7 MCCD1 PRAMEF11 ZNF814 MICB AADACL4 ZNF551 ZNF805 HLA-C DUXA POU5F1 ZSCAN5C CCHCR1 PSORS1C2 CDSN PSORS1C1 C6orf15 MUC21 DEFB121 DHX16 FAM75B C6orf136 C10orf115 MRPS18B PPP1R10 KRTAP5-11 KRTAP5-10 ABCF1 PRR3 LILRB3 DDR1 GNL1 HLA-E DPRX TRIM39 ZNF468 TRIM15 ZNF616 FOXB2 TRIM10 TRIM40 TRIM31 RNF39 PPP1R11 PTCHD2 GNB2L1 HLA-G TBC1D8 NMS HLA-F ZFP57 SSX4 SSX9 ASPDH MOG OR2H2 CBY3 C5orf60 C9orf57 IL31 AKT1S1 FAM153C GABBR1 C10orf114 C10orf113 MAS1L OR2H1 OR10C1 OR12D2 OR12D3 OR11A1 OR14J1 OR2J2 OR2J3 OR2B3 OR2W1 SPDYC C9orf135 TRIM27 C10orf112 RANBP17 FAM196B FOXD4L5 CBWD6 FOXD4L6 FAM27E2 TTC25 MRPL53 FOXD4L2 C8orf73 ATXN2 DCTN1 FAM75A2 FAM75A1 PNMAL2 TCTN1 C12orf24 ZBTB48 FAM201A IGFL2 IGFL4 KRTAP9-2 KRTAP4-8 GPR20 KRTAP1-4 KRT40 KRT25 MZT1 CXorf31 SPINK9 PRR20B PRR20A ZNF155 C11orf83 FBXO48 GRXCR2 C9orf128 CD177 PSG5 ZNF783 ZNF425 LRRC10B FBXO47 C12orf73 PCDHGA1 BLACE PCDHA9 PCDHA8 PCDHA7 PCDHA5 PCDHA4 PCDHA2 PCDHA1 TRIM13 C19orf69 MS4A13 PRSS1 SPIRE2 C8orf85 CCL4L1 CCL3L3 PABPN1L OR5D16 OR5L2 C16orf85 PKHD1L1 SLFN12L CLLU1 CLLU1OS SLC35B4 LGALS7 SYCE1L CXorf30 TMEM231 FAM71F2 CCNI2 C1orf70 FRG2 CDKL4 TMEM88B ACCSL C4orf47 C8orf83 SDHAF1 ARID3C PSENEN CCDC125 C7orf66 REXO1L1 C11orf91 FABP9 ZBTB10 C4orf46 SCGBL CCDC144NL LGR4 FAM106B PSMB10 VIT UPK3BL SPDYE2 RPSAP58 E2F4 PDE7A TMEM170B MUC12 CTXN3 GOLGA6L10 SNX2 NT5M GCNT6 SARNP OR6C68 OR6C65 OR6C3 OR6C1 GPR56 IPO7 PRR13 TECPR1 MT1H SLCO6A1 MT1CP MT1A C15orf59 MT1M CFI OR52E6 SAMD9 KRT6A TMEM188 KRT81 C14orf73 KRTAP12-3 KRTAP10-7 IZUMO3 KRTAP10-2 TP53TG3D ATP6AP1L CCDC85C OR52J3 OR51A2 OR51A4 C2CD4B RGL3 NAP1L4 TMSB4X C17orf61 C9orf92 CPT1B SMN2 SERF1B DYNLL1P1 HMGN1 STAG3L1 MUC19 FAM116B AREGB EIF3CL LCMT1 C9orf146 MFSD2B VCX3B C22orf40 HTN3 LIN52 ARSH ACOT6 FAM165B TECRL DPF3 LYRM5 C17orf107 ITSN1 ITPRIPL2 DENND1C SLCO1B7 CRLF2 CRYZL1 C5orf51 GAGE2E GAGE1 ARRDC5 LOH12CR2 CYS1 PPAPDC2 KLRC2 KLRC3 TTC23L CLEC6A RFPL3S C22orf42 NANOGNB KRTAP5-6 KRTAP5-2 KRTAP5-1 DEFB134 DEFB135 DEFB136 BHLHA9 DAZ4 ONECUT3 CEMP1 OLIG2 C21orf62 C21orf49 RNPS1 DAZ2 NYNRIN DNAJC19 IFITM5 C18orf62 DEFA1 DOK6 HN1L TMEM211 SERPINB11 SERPINB4 SERPINB5 KRTAP19-8 KRTAP20-3 KRTAP20-4 KRTAP22-2 KRTAP27-1 RNASE13 GYG2P1 RNASE12 HBA1 HBM TCEB3B ATP10A C3orf16 TSSK2 DAXX TAPBP TAP2 HLA-DQB1 HLA-DRB1 C6orf10 PPT2 TNXB PRR23A C3orf72 RDBP DAXX ZBTB22 TAPBP RGL2 PFDN6 WDR46 B3GALT4 VPS52 RING1 SLC39A7 RXRB COL11A2 HLA-DPA1 HLA-DOA TAP1 PSMB8 TAP2 HLA-DQA2 HLA-DQB1 HLA-DQA1 HLA-DRB1 HLA-DRA C6orf10 NOTCH4 GPSM3 PBX2 AGER AGPAT1 PPT2 PRRT1 CYP21A2 C4A STK19 DOM3Z SKIV2L CCHCR1 RDBP ZBTB12 C2 EHMT2 SLC44A4 FLOT1 C6orf48 HSPA1L COL6A6 CLIC1 DDAH2 C6orf25 LY6G6C LY6G6E LY6G6D BAT5 LY6G5C CSNK2B BAT4 APOM GNL1 RAB12 LRRC30 BAT2 AIF1 NCR3 TMEM200C LST1 HLA-C LTB TNF NFKBIL1 ATP6V1G2 MCCD1 MICB HLA-B HLA-C POU5F1 TCF19 CCHCR1 PSORS1C1 PSORS1C2 CDSN C6orf15 SFTA2 GABBR1 OR2H2 UBD MAS1L OR2H1 OR11A1 OR10C1 IER3 FLOT1 MDC1 TXNRD3IT1 NRM KIAA1949 DHX16 C6orf136 C6orf134 PPP1R10 ABCF1 PRR3 GNL1 HLA-E TRIM39 RNF39 PPP1R11 ZNRD1 HLA-A HLA-A HLA-G HLA-F ZFP57 GABBR1 OR2H2 UBD MAS1L OR2H1 OR11A1 OR2J3 OR2B3 OR2W1 C6orf100 PTPLB WDR52 CD200R1L LNP1 OR5K3 VGLL3 PRSS50 TRIM71 ZCWPW2 ANKRD28 COLQ METTL6 XKR4 GPX3 DIO2 C11orf31 GNRHR2 DIO1 AKR7L STK38L SACM1L TSN SLC48A1 IGKC IGKV4-1 IGLV1-40 IGLC1 IGLC2 IGLC3 IGLC7 TRGV3 TRGV1 TRBC2 IGHA2 IGHE IGHG4 IGHG2 IGHA1 IGHG1 IGHM IGHV@ TSSK1B PRR22 TAS2R19 TAS2R50 TAS2R14 TAS2R13 NCRNA00246 ZRSR1 KRTAP16-1 KRTAP29-1 KRTAP9-6 CTAGE1 C17orf51 KRTAP4-11 KRTAP4-9 KRTAP2-3 KRTAP2-1 C17orf100 FAM127C OR2A42 RNF208 HSPA1B KRTAP3-3 KRTAP3-2 KRTAP3-1 MT-ND4L KIAA1383 KRTAP12-4 KRTAP10-3 KRTAP6-3 POU5F1B C8orf39 ZNF580 ZNF611 KLK9 SYT3 NUP62 SPHAR CGB8 DENND1B C1orf220 SFT2D2 FGFR1OP FAM106A RBM16 CCDC19 DARC ZNF254 TCTEX1D2 CRYGS CRIP1 KLHL23 LINGO4 FAM24B TRIM59 MLLT11 ACCN3 GIMAP1 C6orf165 KIAA1984 ARHGEF35 OR2F1 CSH2 DNLZ TCL1B NOTCH2NL SUPT4H1 TSGA13 NRAS ZNF625 LTC4S ANKRD39 QTRT1 CHUK MXD3 GSTM2 COG8 SLIT3 HAUS7 LCAT MAGEA12 PTPRCAP PVRIG KRTAP4-12 KRTAP2-4 GPC2 KRT222 SIPA1 ERV3 SYNJ2BP ARL2 TTLL13 GBP7 RBMXL1 SRA1 TMEM110 DNAJC9 C8orf82 CPLX3 VDAC1 ZBTB9 TMX2 SULT1A3 HEXA NDUFS3 LEPROT LBH ADAT3 PPP1CB SULT1A4 GPSM3 LAT NCKIPSD ATF6B TREX1 S1PR3 C2orf18 C20orf107 CLIC1 DDAH2 RPS29 UGT2B11 ATP6V1G2 ZNF132 GTF2H4 DDX47 ZNF845 ZNF160 KLRK1 CEACAM18 EMP2 KCTD11 C8orf44 UBD PPM1N CEACAM16 SLC23A3 LTB4R LTB4R2 CYP2A7P1 DNASE1 MDP1 LEUTX CSNK1E CCL27 IRF9 GALT HBE1 HBG1 CLDN9 ITGA1 NUDT19 ZNF726 ZNF99 TAX1BP3 AP1G2 ZNF90 CARKD TM6SF2 MEF2B GANC OVCA2 TTLL3 REPIN1 MRPL23 ZNF891 IFNA7 C19orf42 FBXO16 TSPAN4 CPNE1 ARL16 C3orf43 WEE2 MAGEB1 LYRM4 MYCBP TMEM213 PRCD ALG3 ST7OT4 ZNF788 C1orf113 C19orf38 C12orf74 IQCJ C17orf67 FIS1 ANKRD36BP1 SNURF ANG NPS C11orf93 SPDYE3 MBLAC1 C3orf56 KIAA0408 NEURL1B EFCAB9 HAUS3 C11orf90 LCNL1 NCRNA00081 GNAT3 AS3MT FAM187A PLIN5 SPINK13 HIGD1C NOTO PPME1 KRTAP2-2 STARD10 C17orf98 FAM22D CPEB1 EML6 IGHV2OR16-5 VPRBP DEFB113 DEFB133 ZNF727 KIAA0913 IQCF5 IQCF6 C10orf105 ARHGEF33 C12orf71 IFRD2 CAPN14 ZBED1 TOMM6 HNRNPUL2 METTL12 MS4A4E FER1L6 CDRT15L2 MTCP1 RAD51AP2 EVPLL DCDC2C SMTNL1 TRIM64C C17orf84 C14orf182 FAM75D1 ZSWIM7 GPR33 TBC1D26 LRRC69 ISPD ACSM4 C22orf29 COL28A1 PHB2 NEURL4 GRID2IP HLA-DPB1 BRD2 UBXN2B CBWD7 C16orf90 MUC5AC MSMP GOLGA6B FAM166B PEX26 GRXCR1 C9orf144 C5orf49 UBE2QL1 FASTKD5 GOLGA6B KCNU1 GAGE12G GAGE10 C14orf164 DDX3X FAM7A1 VPS16 HSPA1A ZNF705D ZNF705B ZNF705G MYL5 C14orf17 SCRT2 GOLGA6L6 ZNF407 SNORD84 HMCN2 NPEPL1 KRTAP10-4 KRTAP10-1 RPL17 SKOR2 SIAH3 DDR1 EFCAB8 DEFB116 DEFB115 GAB4 C20orf202 HMX1 TRIM27 GCGR RSC1A1 CELA2B C6orf35 TMEM167B KIR3DS1 FAM72D TNFRSF25 SLC35E2 TSTD1 RPTN CYB5RL ZBTB8B LACTBL1 C1orf167 TTC34 ATAD3C KRT19P2 IFI30 GAGE12E CCNYL3 CCDC7 FNIP1 SP9 C22orf41 CKLF PAM16 C1orf196 ODZ3 PAPOLB FAM138C ZNF579 CELA3B RNASEK C11orf20 FAM19A5 PPP1R3G LINGO3 ZGLP1 VAMP2 OR10C1 OR6B1 EBF2 C16orf3 C6orf226 PPP3R1 PSG3 FANCG OR9A4 OR2A5 KRTAP10-9 AP4M1 OR4A5 C2orf16 C7orf65 KRTAP1-5 TAS2R41 FXYD1 OR2A12 KRTAP10-10 KRTAP12-2 PLXNA4 MAGEA3 CEBPD CXorf1 PSG7 KRTAP1-3 OR3A2 C3orf71 C5orf54 HMSD OR1C1 NPTXR C14orf181 POM121L12 FAM200A OR2F2 PPP2R2A C19orf73 ZNF880 TRIM16 OR6X1 HEPN1 OR2A25 TAS2R40 OR2A14 TIGD1 FXYD7 XKR9 C12orf61 C1orf229 OR4C12 SLC12A8 KIR2DS4 PRR21 TMEM14E APOL6 FADS3 OR2A1 C3orf36 GTF2H4 OR4E2 CCNL2 UBA52 MYBPHL PPT2 OR2A2 C5orf55 ZNF630 TIAF1 OR52B4 C7orf71 BTBD19 FAM185A RAB6C PSMB11 POTEG POTEJ KRT8P11 ADRA2B DCDC2B C10orf55 NOTCH4 RPS18 USP17L2 LTB LST1 TAP2 SKIV2L EXOSC6 VPS52 CDRT15 REXO1L2P C1orf84 TRIM31 HLA-B CCHCR1 ZNF844 TMSL4 CKMT1A HBD VPS52 RFPL4A CLIC1 FLOT1 FKBPL DDR1 ZNF311 COL11A2 C6orf134 C6orf27 PRR3 RNF5 MRPS18B HLA-DQA2 LASS1 NCR3 ZFP57 ZFP57 HLA-DPB1 PRR3 OR11A1 LTA BAT4 TNF NEU1 HLA-A GLTPD1 CT47A10 HLA-DPA1 C6orf15 C6orf136 EHMT2 TRIM15 TUBB TRIM31 CCHCR1 FKBPL PNMA6A TAP1 TBC1D3B OR10C1 MRRFP1 BTNL2 SFTA2 VARS APOM HLA-DQB2 DOM3Z OR2H2 HLA-A MICB TCF19 C17orf72 C4B C6orf25 OR2H1 CSNK2B SLC39A7 C19orf76 VPS52 ATXN1L TCF19 OR12D3 TRIM40 HSPA1B SMIM13 TRIM31 PSORS1C2 BAT5 GPX5 MDC1 HLA-B UBD GAGE12J ZNF812 LY6G6E FLOT1 TAP1 BTNL2 CSNK2B PFDN6 RGL2 C9orf53 ZNRD1 C17orf89 GAGE12H APOC2 PRRT4 TCF19 PBX2 INE1 LSM2 TMEM233 TRIM39 KIAA1949 SNORD84 HLA-DQA2 TRIM31 PRRT1 BAT2 PLEKHM1 HLA-E NCR3 MCCD1 OR12D2 OR14J1 HSD17B8 ZNF311 CT62 BTNL2 RNF5 SFTA2 ARHGAP23 C6orf15 OR2J2 PHF1 C2CD4D MDC1 VPS52 FAM74A1 ZNF469 DDAH2 FAM195B DOM3Z HLA-C SLC26A6 OR2B3 SKIV2L BAT2 DHRS4L1 OR6V1 HLA-DQB1 FAM229A ERCC6 BTNL2 SNORD84 HLA-DQA1 FRG2B NOL7 CTAGE4 TAP2 ELFN1 PBX2 ABCF1 LY6G6D LSM2 OR2J2 CT47A6 STK19 TRIM26 PRSS44 C6orf47 MRPS18B BTNL2 HLA-DQB2 DHX16 TAP1 LST1 LY6G6E PSMB8 APOM RPS18 CLIC1 STK19 HLA-DRA HLA-DMB OR2J3 LTA OR52I2 OR2J2 DCAF8L1 GTF2H4 C12orf77 TRIM31 LY6G5C CLIC1 TRIM39 OR2W1 AGPAT1 TMEM185B CUTA C6orf47 C2 VARS CT47A9 LY6G6D SLC39A7 BAT2 DDAH2 KIF4B CLIC1 HSPA1L C6orf48 HSBP1L1 TAS2R46 SRRM5 KIAA0125 PGAM4 RING1 C19orf29OS HLA-DPB1 OR2B3 MCCD1 ATP6V1G2 ZFP57 GNL1 C6orf10 TMPRSS11BNL UBD CT45A6 WDR46 MCCD1 CT47A11 OR2J1 B3GALT4 RBMY1J COX6A1P2 LTA OR2H2 DAXX WDR46 ANHX C6orf26 PRRT1 ZNF717 NEU1 OR5V1 USP17L5 C6orf27 TRIM15 PRR20D RNF39 EPPK1 TRGC2 DHX16 IER3 SPANXB2 PSORS1C2 RNF5 MSH5 NEU1 DDAH2 RXRB EHMT2 PARG HLA-DRB4 SLC39A7 MRPS18B OR12D2 TRIM40 SYNGAP1 AKR1B15 TRIM10 DUX4L5 GAGE12D SCAMP4 LTB NFKBIL1 APOM ATP6V1G2 PPT2 SNRPEL1 OR2W1 AGPAT1 VARS HLA-A PPP1R11 RD3L TUBB C4A BAT3 MICB ZBTB22 RPS18 COL11A2 PPP1R10 TAP1 HLA-DRB4 ZFP57 C6orf26 C1orf234 DUX4L2 C9orf35 HLA-DRA TRIM40 C14orf144 POLR2J2 BOD1L2 HLA-DRB1 IFNA14 C6orf25 DUX4L3 PPT2 DDAH2 NMNAT1 HLA-DPA1 C6orf47 PRR3 DUX4L6 OR2M3 C1orf143 LY6G6C HLA-DQB2 SLC44A4 C4B ORM2 HLA-DQA1 HLA-C C19orf24 TNF RXRB HSD17B8 MAS1L RNF5 C20orf61 VPS52 C6orf47 CXorf28 OST4 MAS1L CT47A7 RING1 VN1R4 FAM22E MDC1 GNL1 TAP2 BAT4 CLDN25 OR2W1 MCCD1 NEU1 ARL17B HSD17B8 DHFR C6orf26 RGL2 BAT3 HLA-DQB2 CT45A4 TNF NRM LY6G6C NRM CSNK2B TRIM26 LY6G5C AGPAT1 SKIV2L RNF5 UBD TSPY3 HLA-B OR2W1 TNF HLA-DRA TRIM27 AGER C6orf134 PRRT1 HLA-DRB1 SLC44A4 C21orf54 POU5F1 RPL41 OR2H1 C6orf26 PGA5 OR2H2 PRR3 HLA-A HLA-E ZBTB22 DPCR1 HLA-DPB1 C6orf48 ORM1 OR2W1 TNXB TRIM10 TNXB RDBP FAM132B TRIM10 OR2H1 OR10C1 SFTA3 C6orf15 SPINK8 GNL1 PATL2 PRRT1 HLA-DQB2 SNORD84 BAT3 NKX1-2 TSPY8 BTNL2 NAMPTL PRR20C ZNF492 OR2H2 TUBB HLA-DPA1 HLA-F BTNL2 DDR1 SLC39A7 ZNF688 PGA3 MRPS18B OR2J3 TRIM39 PRPS1L1 IQCF3 KIAA1949 PSMB8 C6orf27 CISD3 C6orf25 ANKRD66 SFTA2 TNF ACBD6 IER3 HLA-DOA FLOT1 OR4F3 C9orf147 TRIM26 HLA-E LTA MSH5 OR5H6 TRIM39 RNF39 POU5F1 KIAA1949 CT47A8 HLA-G ANKRD18B DDR1 HLA-DRB3 RNF39 BAT5 OR10C1 AGER MBD3L2 C8orf30B CT47A4 SNORD84 PRB4 PSMB8 HLA-DQB2 BRD2 CLIC1 CSNK2B TAP1 HLA-DPB1 HLA-DRA HLA-DPB1 ZNF100 OR11A1 SPRNP1 LST1 YY2 OR2J3 STMND1 MOG ATP6V1G2 FKBPL COL11A2 MSH5 HSBP1 PPP1R10 RAB42P1 TRIM26 C6orf25 HLA-DRB4 C6orf100 RDBP LST1 KRTAP21-3 PSORS1C1 RING1 VARS ABCF1 MDC1 MICB OR5H1 PLSCR5 MICA KIAA1949 C17orf105 C6orf134 AGER HLA-DQB1 LTB OR2B3 RXRB LY6G5C BAT2 MICB DHX16 HLA-DPA1 LTA SLC44A4 BAT5 RPS18 LSM2 HLA-DQA2 C2 HSPA1B HLA-DOA TNXB DAXX PPT2 C6orf15 PSMB8 TRIM26 DNAH17 DIRC3 OR2J2 HLA-DRB3 PPP1R10 TSPAN19 FAM74A2 HLA-DQA2 BAT2 HLA-A GAGE2B CYP21A2 OR5K2 PRH1 PSG1 TAPBP HLA-DQB1 VARS UBD APOM MCCD1 PBX2 SCAND3 EHMT2 HLA-DQA1 C14orf176 ZFP57 C6orf10 CCDC72 MCTS1 DYTN HLA-B PSORS1C2 GNL1 ABCF1 OR2J3 SLC44A4 C1orf201 ASCL5 DPCR1 TMEM114 KRTAP25-1 USP17 OR52I1 FLOT1 OR11A1 DPCR1 BAT4 TAP2 NOTCH4 HSD17B8 TAP1 ZNF878 OR5K1 SKA2L OR10C1 CYP21A2 CT45A3 TUBB PRAMEF6 PRR24 C9orf172 CT45A1 COL11A2 C21orf37 GABBR1 TUBB SKIV2L HLA-DQB2 GABBR1 MOG HSPA1B TNF TRIM39 C17orf108 OR2J2 DEFB130 C7orf40 HLA-DOA CSNK2B HLA-DOA OR2H1 PHGR1 OR5V1 DHX16 MICA OR2B3 DDAH2 HLA-G MAS1L GTF2H4 CYP21A2 C6orf136 OR2B3 HLA-DQA2 HLA-DQB1 BAT4 HIST1H2AM NPIPL1 GPX1 PPP1R11 TNXB MSH5 BAT3 OR5H15 DHX16 BTBD18 PSORS1C1 KIFC1 OR12D2 PPP4R1L GPSM3 DHX16 PRR3 C6orf100 TRIM31 TRIM15 TWIST2 OR2J3 FAM138F OR2J3 C6orf136 PIRT OR2B3 PRR23C PSORS1C1 FAM75A5 ZNRD1 RDBP TSPY4 MRPS18B IFNA13 HIST1H2BN ZNF311 HLA-C TCF19 HLA-E POU5F1 POTEB RPS28 TRIM40 CTXN2 TRIM27 UQCRHL KIAA1949 MDC1 TRIM26 PPP1R11 PAGE2 DDR1 MOG OR14J1 OR2W1 CCHCR1 TRIM26 HLA-DMB OR14J1 ZBTB12 FAM75A4 MICB TMEM229A GPSM3 HSPA1L PRR20E C6orf10 ZNF879 TCEB3CL NEU1 OR11A1 GTF2H4 RBMY1A1 BOD1L C6orf27 KBTBD13 LY6G6D ZNF736 PINLYP HSPA1A HLA-F TRIM27 BRD2 GPSM3 C5orf58 LST1 NFKBIL1 FAM133B C6orf134 OR10G8 PSORS1C2 MOG BAT3 ATP6V1G2 ZFP57 TCF19 BRD2 C6orf48 AGER FAM75A7 HLA-B OR2J2 WASH4P C11orf94 HLA-DRA DOM3Z NRM IFNA17 AIF1 NEU1 ZBTB12 BSCL2 NOTCH4 APOC2 ATP6V1G2 STK19 C6orf26 MAS1L SHISA8 TBC1D3C C2 RNF39 TRIM10 IER3 TUBB POU5F1 ANKRD65 RING1 ZNF323 NFKBIL1 OR2H1 CYP21A2 B3GALT4 TMEM30C C12orf75 SMIM1 C8orf30A ZNRD1 ZNF311 HLA-F MSH5 MICA OR4F29 TRIM15 KDM4DL PPP1R10 LY6G6D BRD2 SLC44A4 HLA-G C6orf47 CSPG4P5 NOTCH4 SNORD84 OR10C1 ZNRD1 LY6G6C PSORS1C1 NFAM1 MSH5 AIF1 ZNF311 SPANXB1 NKX1-1 RNF148 RPS18 HLA-A C6orf134 BAT5 HLA-G PFDN6 C2 COL11A2 ANKRD34C RXRB PSMB8 MFRP HLA-DOA KIAA0040 APOM AGPAT1 LY6G6E NRM HLA-DPA1 B3GALT4 C9orf31 TRIM15 LST1 LY6G6C C10orf40 HSPA1A LCE6A PRRT1 TRIM15 OR12D2 AIF1 GNL1 BAT4 VPS52 PATE3 OR5H14 BAT5 ZBTB22 CT47A3 ABCF1 HLA-DPA1 LY6G6C NFKBIL1 LY6G6E TNXB WDR46 BRD2 TNXB LTB GAGE2C STK19 HSPA1L FLOT1 CLEC2L ZBED5 C11orf36 NCR3 SLFN14 PPIAL4G ABCF1 NFKBIL1 PBX2 GAGE12F CT47A1 AMAC1L1 TAS2R39 TRIM40 HLA-DQA1 TSPY10 KIAA1949 FAM157A PSMB8 CT47B1 TAPBP ZBTB9 PPP1R11 MOG ZNF853 CCDC163P C4B HLA-E IFNA4 PPT2 C6orf10 HLA-DPB1 GPSM3 ARHGEF38 GAGE12B C10orf103 EHMT2 CTAGE9 DOM3Z B3GALT4 ZNRD1 LSM2 NRM AGPAT1 C5orf27 HLA-DRB1 GTF2H4 LY6G6D LTB OR14J1 C8orf56 ZNRD1 RNF39 NCR3 C3orf84 OR10G9 C6orf136 C20orf181 HLA-C TRIM40 GABBR1 GPSM3 ZBTB22 TRIM27 MDC1 C6orf136 NCR3 TAAR9 GABBR1 CDSN CDSN C4orf51 NCRNA00245 IER3 CDSN B3GNT9 CDKN2AIPNL TRIM10 HLA-G OR11A1 ANO7L1 MAS1L CKMT1B C6orf100 MSH5 PFDN6 PBX2 PATE4 OR4A47 GINS4 PPP1R11 AGER DPCR1 ZNF90 RGL2 C6orf25 TRIM27 LY6G6E LY6G5C HLA-F SHISA9 OR7E24 HLA-DQA2 POU5F1 GAGE13 TAP2 FAM138A C6orf100 KIFC1 C2orf74 GAGE12C C20orf90 IRGM TRIM10 HLA-DPB1 HSPA1A AIF1 RNF39 AMY1A FAM200B OR14J1 C3orf79 NCR3 SFTA2 RGL2 PPP1R11 MOG C6orf10 BAT1 ZBTB12 C6orf26 CT47A5 PRRT1 LRRC37A2 PPP1R10 LTB LTA EHMT2 NOTCH4 C6orf27 C9orf69 MCCD1 GABARAPL3 PAGE2B MICB TXNDC5 GATSL3 LY6G5B RNF103 RBM14 HLA-DMB ALKBH6 ASB14 PCDHA13 TRIM34 HLA-DOB HLA-DMA KBTBD10 LY6G5B POM121L7 GATS OR1J4 C2orf61 NME1 TNFSF12 CDRT4 APOBEC3G TLR9 LY6G6F CFB WBP1 MRPS17 PSMB9 DEFA3 GET4 RPP21 KRTAP9-2 C1orf226 ADSL RPP21 LILRA4 EGFL8 LILRA2 LY6G6F C1orf49 AMY2B LY6G5B PSMB9 PSMB9 PCDHGC3 SMKR1 TRBV25OR9-2 UGT1A5 COX19 DEFA1B GAGE2D ACAD11 PPIL3 LCE1F EGFL8 KIR3DL2 KRTAP13-3 LY6G5B TNFRSF13B PSMB9 KRTAP9-1 L1TD1 AQP1 EGFL8 C1QTNF9 ISY1 PNMA2 KRBOX1 PCDHGC5 ARHGEF25 TMEM189 RDH14 KRTAP4-7 PLCXD2 LY6G6F MIF TIGD1L2 NSUN6 HLA-DOB UGT1A9 KRTAP10-5 C7orf36 OR14A2 LY6G5B KRTAP5-8 CFB CRCP HLA-DMB RPL36A PDXP RPP21 HLA-DOB HLA-DMA CD302 EGFL8 GAGE12I ATP5J2 SSX2 ARHGAP8 UBE2J1 CFB ARPC4 CORT KRTAP9-4 KRTAP5-3 UGT1A1 INMT HLA-DMB ARPC1A C20orf141 TMEFF1 LY6G5B RPP21 SPRR2A LY6G6F ATP5O PLEKHO2 C8orf58 RPP21 PISD HLA-DOB DHDPSL PWP2 C2orf15 PI4KA AKAP2 KIR3DL3 OR12D3 C15orf63 EGFL8 HLA-DMB AMACR MTFP1 ARHGDIG OR51B5 CT45A2 TCP10L PSG2 ARFGAP3 BGLAP C22orf39 PEG10 CT45A5 CFB HLA-DMA CT47A2 UGT1A8 EIF6 TBC1D3H HLA-DMB RBMY1E PCDHGC4 GTF2A1L MRPL20 C15orf38 UGT1A10 SERPINB10 HLA-DMB DECR2 GNG10 HLA-DMA CNTF PSMB9 C13orf38 RPP21 RGAG4 KIAA0415 ZNF709 STRC RBMY1B TRIM6-TRIM34 ERVWE1 LY6G6F RPP21 EIF4EBP3 PSMB9 PRAMEF4 PSG11 UGT1A3 PSG4 MRPL33 MICAL3 HLA-DMA PPAN-P2RY11 HLA-DMA PCDHAC2 STON1 PGBD3 PRAF2 VSIG8 KCTD7 EFNA4 TICAM2 OR5V1 PALM2 C4orf48 NBPF15 IGKV1-5 NAT6 AMY2A KRTAP10-11 HLA-DOB KHDC1 TNFRSF6B WFDC6 UPK3B CFB PSMB9 HLA-DOB IL10RB CFB ZNF487P WDR92 NME1-NME2 MUSTN1 PLA2G4B LEFTY1 WDR65 HLA-DMA TTC4 OR5V1 KIR2DL3 JMJD7 LY6G6F APOBEC3D OR2A7 EGFL8 MRPS6 ZNF512 GSTA1 PSMB9 RGAG1 ACY1 NFS1 KRTAP19-3 DDOST TMEM199 LCE3C GSTA2 SPRR2F DNAJC25-GNG10 UGT1A7 P2RY11 TMEM141 C4A DBNDD2 C7orf13 LY6G6D KRTAP19-7 RBMY1D ETV5 KRTAP5-7 CFHR1 EGFL8 RBM12 UGT1A4 LILRB3 SCARF2 APOBEC3C KRTAP4-2 RAD21L1 CCDC13 ASPRV1 OR2AE1 KRTAP20-1 LY6G5B FCGR2C UBE2V1 CTAGE8 C6orf138 C4A HBB CRYBB2 N4BP2L2 C5orf25 ZNF585B CEBPA CCNL2 H2AFJ UBAP1L PGAM5 C14orf184 ZCCHC3 TWF2 MARS2 USP51 BCKDHA INSL3 ADH1C PCDHAC1 TARM1 PRR5-ARHGAP8 POU5F2 PCP4L1 ABHD14A SCAND3 CCDC153 ACTN3 TNFSF12-TNFSF13 C5orf17 FMN1 OR52A4 HAUS5 PCDHA11 ATP5L2 TMEM150C MANF NAIP ZNF286B ZNF324B SPATS1 TAF8 CLRN2 THEGL ZNF564 ECSCR HS3ST5 MTRNR2L5 LGALS14 PDCD6 GBA3 TMEM158 YJEFN3 PCDHA10 PTTG2 C8orf79 SMIM20 GYPB OR12D3 KIAA1210 CHCHD10 C4orf39 CDK3 GPR162 ATP6V1E2 GLI4 IQCJ-SCHIP1 RFK SEPP1 C8orf17 PRODH2 IGKC COX7A2L ZNF674 GYG2P1 TMED7-TICAM2 GNL3L ZNF345 RFPL4B C4orf38 ZNF550 C5orf20 OR12D3 FOXD1 APITD1 CDRT1 IGKC PRB1 PCDHA12 PTX4 RGS21 PCDHGA12 HOXA10 TMEM200B PCDHGB6 C1orf210 NCRNA00255 PCDHGA5 NACA2 PCDHGA7 PYDC2 SLC10A5 EIF5AL1 ALG11 ATXN7L3B PRKDC PCDHGA6 PCDHGA8 UTP14C ETV3L PCDHGA10 PCDHGA11 PCDHGB2 PCDHGB4 CLDN23 ZNF260 LYSMD3 LYN PINX1 PCDHGB7 PCDHGB1 PCDHGA3 LRRC24 PBOV1 HSPB2 AP5B1 STK11IP CHMP4A SIGLEC12 OMP MAGEL2 CSNK2A3 ARMS2 INS RTL1 FPGT MEX3A OR10G4 EEF1G TRPC7 SLC22A18AS OR5M10 BAG1 C1QTNF5 DPP3 ANKHD1-EIF4EBP3 KRTAP5-9 BRK1 OR5M1 KIAA0754 CHMP1B EID3 MSH5 CCDC166 CARD17 OR5M11 C14orf169 EID1 OR52B2 CCDC179 TAS2R43 C8orf49 GPR109B PCDHA3 CARD18 GRINL1A LY6G6E C8orf77 GOLGA6L9 OR10G2 RAB44 VTN ANKRD32 AADACL2 OR4D2 GAGE1 KRT31 OR13C5 MTRNR2L8 CERCAM TIFAB PYCR1 TAS2R20 HSF1 BEND3 CRABP1 AGTPBP1 PEX26 BLID CYP2A7 SMTN AP1S3 KCNMA1 MT1G GPSM1 GPATCH4 EPPK1 CTSO MTRNR2L10 KLC1 CCPG1 LCN8 ZNF615 RECQL4 SLC27A4 MYC MED22 TOR1AIP2 SMLR1 KRT33B TAS2R30 DHRS11 NRBP2 PSMA1 MTRNR2L3 ZNF268 ZNF486 PDXK HMBS ZNF230 GGNBP2 BBS1 OPLAH PPIAL4D ASIC5 CYB5RL CDK10 PRR16 ACACA TAS2R50 DND1 SALL3 ZNHIT3 ADRA1A SNRPD3 CCL3L3 DND1 POLG2 OSBPL1A OR13A1 TCF20 RNH1 MTRNR2L1 PSMA2 TWIST1 CLEC12A ITGAD ZNF615 TTLL12 PGA5 C17orf59 STH ZNF90 NFYC C1orf198 KLRF2 CAPNS1 INF2 CIRH1A SLC5A8 NOL12 MTRNR2L7 GAPDH INTS3 CCL3 GLB1L3 LIMS3 KHDC1L ZZEF1 KIF19 HP GPR179 MT1X KIAA1147 LSM14A C16orf11 OR11H12 CLLU1 TAS2R38 GATC ZBED6 MGAM FNTB ZNF878 ZNF625 GALNT4 INAFM1 CNPY2 MGAM2 CUX1 TEN1 OR9A4 MAP1LC3B2 PRSS58 CLEC5A CHURC1 C17orf49 RTEL1 ZNF578 PDF RNASE12 SPESP1 TRIM34 C20orf141 OR4C13 RNASE4 MC1R DUXA CEP95 TUBB3 TMEM179 TSPY1 SMIM6 ITGB3 SLC35G6 GH1 THTPA MRPL46 BLID SLC22A31 RBM15B TGFBR3L HOXB7 FRRS1L TBC1D3G MRC1 HSPB9 C16orf95 ANKRD20A1 XKR7 CCPG1 SULT1A3 TMEM178B EPPK1 CLEC19A ZNF865 BOP1 MUC22 TUBB8 TP53TG3B TMEM249 TPBGL PRSS46 GAN C15orf65 SCRT1 HPR TCF24 MIA CORO7 OVCA2 MRPL12 GTF2I ZNF234 MYZAP PPIAL4A PPIAL4C IKBKE MSMB GDF2 C1orf186 ANXA8L1 NOTCH2NL DYNLL2 MYH4 OTUD7B GJA5 ANXA8 RBP3 RBM8A TIMM23 RNF115 RPL17 ZNF488 FSBP TXNIP RASSF5 STRADA KLF14 NBPF15 NCOA4 MRPS21 GDF10 TBC1D29 FXYD1 AARSD1 ZNF850 PTGES3L LCN6 UPK3BL APOC4 ZNF285 S1PR2 CGB1 FDX2 ZNF224 SMIM22 LIN37 NDUFA7 CCDC177 MAGEA9B SSX4 GABRQ SLC6A14 SMIM17 OPN1MW ARL14EPL FAM156A SSX2B MAGEA2 CTAG1A HSFX2 CT45A1 SPANXN2 CALR3 ZNF728 CT45A3 TRABD2B FBXO17 MAGIX IKBKG ZNF587B SPIB NXF2 NXF2B DMRTC1 TMEM185A ZIM2 SLC25A53 SSX4B EGLN2 HIST2H4B PRAMEF5 TAF15 GAS2L2 C17orf50 HIST2H4A RASL10B SRXN1 CTAGE6 NBPF10 MMP28 CT45A2 CCL5 LIX1L ANKRD34A GTF2H5 HIST2H2AA4 NUDT3 KMT2B POM121C MUSTN1 C2orf15 GRIN2B LYPD4 SNURF ZBTB8B FOXD4L6 HIST1H4K CWC25 C17orf96 ZNHIT3 HIST1H2BM LHX1 CYFIP1 HIST1H2BG TAF9 NOL12 GOLGA6L1 HIST1H3G GATSL2 H2AFB1 SOCS7 TBC1D3H HIST1H3B ADRA2B HIST1H2BE ZNF658 TPTE SEBOX RIMBP3B TBC1D3 HIST1H4F HIST1H2BO CCL23 TCEB3CL2 HIST1H3E F8A2 TBC1D3B HIST1H2AH ZNF280B MLLT6 SYNRG ZNF2 HIST1H4L CCL16 LENG9 HIST1H2AK CCL4 HIST1H3I CCL18 FCGBP HNF1B C17orf98 TCEB3CL HIST1H4G AATF HIST1H2BH HIST1H3A CCL15 LYZL6 RIMBP3 ARHGAP23 TUBGCP5 TBC1D3F SPATA31A3 DUSP14 SPATA31A7 ORAI1 CCL4L2 CCL3L3 HIST1H4I ANKRD20A3 TADA2A PIP4K2B HIST1H2AJ UBE2NL CCL14 HIST1H2BB FAM25C SPATA31A5 DACH1 HIST1H2AL HIST1H4E HIST1H2AE F8A3 HIST1H4D PIGW F8A1 HIST1H2BF PCGF2 GOLGA6L6 SRCIN1 GPR179 MARCKS ZNF670 PKD1L3 GPIHBP1 NEFL CCL3 H2AFB3 HIST1H3F PSMB3 H2AFB2 CISD3 RDM1 DDX52 TEX28 ZNF8 SSTR3 PRICKLE4 MYO19 HIST1H3C CT45A6 TBC1D3C GGNBP2 ZNF229 HIST1H2AB C17orf78 DHRS11 ACACA HIST1H2BI MRM1 HIST1H4A GOLGA6L10 HIST1H2AM HIST1H4B HIST1H3H MRPL45 PRAMEF18 PCDH20 PAGR1 RPS4Y2 ADORA3 -------------------------------------------------------------------------------- /data/hypergraphProteins.out: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/floklimm/hypergraph/ba901f9c54e9848c9405eff2a7c54d07ef98afa8/data/hypergraphProteins.out -------------------------------------------------------------------------------- /data/proteinInteraction/proteinHyperedges.pkl: -------------------------------------------------------------------------------- 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/python/__pycache__/newHypergraphFunctions.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/floklimm/hypergraph/ba901f9c54e9848c9405eff2a7c54d07ef98afa8/python/__pycache__/newHypergraphFunctions.cpython-37.pyc -------------------------------------------------------------------------------- /python/hypergraph.py: -------------------------------------------------------------------------------- 1 | ''' 2 | An object of class hypergraph is a list of tuples on a specified node set, which can be implicit. 3 | It has various methods for returning quantities of interest. 4 | These include: 5 | 6 | 1. Degree sequence of nodes. 7 | 2. Degree sequence of hyper-edges. 8 | 3. Induced graph of simplices, with edges weighted according to dimension of incident faces. 9 | 4. Simplicial complex representation. 10 | 11 | This would also be a convenient class for implementing Metropolis-Hastings. 12 | ''' 13 | 14 | import numpy as np 15 | import networkx as nx 16 | from collections import Counter 17 | from itertools import accumulate 18 | from bisect import bisect 19 | import random 20 | import itertools 21 | from scipy.special import binom 22 | import random 23 | 24 | 25 | class hypergraph: 26 | 27 | def __init__(self, C, n_nodes = None, node_labels = None): 28 | self.C = [tuple(sorted(f)) for f in C] 29 | 30 | self.nodes = list(set([v for f in self.C for v in f])) 31 | self.n = max(self.nodes) + 1 #assumes first node is 0 32 | 33 | if node_labels is not None: 34 | self.node_labels = node_labels 35 | self.m = len(self.C) 36 | 37 | # node degrees 38 | D = np.zeros(self.n) 39 | for f in self.C: 40 | for v in f: 41 | D[v] += 1 42 | self.D = D 43 | 44 | K = np.array([len(f) for f in self.C]) 45 | self.K = K 46 | 47 | self.MH_rounds = 0 48 | self.MH_steps = 0 49 | 50 | def node_degrees(self, by_dimension = False): 51 | ''' 52 | Return a np.array() of node degrees. If by_dimension, return a 2d np.array() 53 | in which each entry gives the number of edges of each dimension incident upon the given node. 54 | ''' 55 | if not by_dimension: 56 | return(self.D) 57 | else: 58 | D = np.zeros((len(self.D), max(self.K))) 59 | for f in self.C: 60 | for v in f: 61 | D[v, len(f)-1] += 1 62 | return(D) 63 | 64 | def edge_dimensions(self): 65 | ''' 66 | Return an np.array() of edge dimensions. 67 | ''' 68 | return(self.K) 69 | 70 | def dual_graph(self): 71 | ''' 72 | Return a networkx Graph() in which each node corresponds to a hyperedge 73 | and two nodes are linked if the corresponding edges intersect in the primal hypergraph. 74 | ''' 75 | H = nx.Graph() 76 | 77 | counts = Counter(self.C) 78 | d = {v : counts[v] for v in counts} 79 | 80 | H.add_nodes_from(d.keys()) 81 | nx.set_node_attributes(H, values = d, name = 'm') 82 | 83 | node_list = list(H.nodes()) 84 | n_nodes = len(node_list) 85 | for u in range(n_nodes): 86 | for v in range(u+1, n_nodes): 87 | j = len(set(node_list[u]).intersection(set(node_list[v]))) 88 | if j > 0: 89 | H.add_edge(node_list[u],node_list[v], weight = j) 90 | return(H) 91 | 92 | def get_edges(self, node): 93 | ''' 94 | Return a list of edges incident upon a specified node. 95 | ''' 96 | return([f for f in self.C if node in f]) 97 | 98 | def remove_degeneracy(self, verbose = True): 99 | ''' 100 | Use pairwise reshuffles to remove degenerate edges, as may be generated in stub-matching. 101 | ''' 102 | m_degenerate = self.check_degeneracy() 103 | while self.check_degeneracy() > 0: 104 | for i in range(len(self.C)): 105 | while is_degenerate(self.C[i]): 106 | j = np.random.choice(range(len(self.C))) 107 | f1, f2 = self.C[i], self.C[j] 108 | self.C[i], self.C[j] = pairwise_reshuffle(f1, f2, True) 109 | if verbose: 110 | print(str(m_degenerate) + ' degeneracies removed, ' + str(self.check_degeneracy()) + ' remain.') 111 | 112 | def MH(self, n_steps = 1000, sample_every = 5000, sample_fun = None, verbose = True, label = 'edge', n_clash = 1, message = True, **kwargs): 113 | ''' 114 | Conduct Metropolis-Hastings Monte Carlo in order to approximately sample from the space of appropriately-labeled graphs. 115 | n_steps: number of steps to perform 116 | sample_every: if sample_fun is provided, evaluate it every sample_every steps. 117 | sample_fun: sampling function. Should take a hypergraph as its first argument. 118 | verbose: if True, print a finishing message with descriptive summaries of the algorithm run. 119 | label: the label space to use. Can take values in ['vertex' , 'stub', 'edge']. 120 | n_clash: the number of clashes permitted when updating the edge counts in vertex-labeled MH. n_clash = 0 will be exact but very slow. n_clash >= 2 may lead to performance gains at the cost of decreased accuracy. 121 | message: if True, print a message every sample_every steps. 122 | **kwargs: additional arguments passed to sample_fun 123 | ''' 124 | if (label == 'edge') or (label == 'stub'): 125 | self.stub_edge_MH(n_steps = n_steps, sample_every = sample_every, sample_fun = sample_fun, verbose = verbose, label = label, message = message, **kwargs) 126 | elif label == 'vertex': 127 | self.vertex_labeled_MH(n_steps = n_steps, sample_every = sample_every, sample_fun = sample_fun, verbose = verbose, n_clash = n_clash, message = message, **kwargs) 128 | else: 129 | print('not implemented') 130 | 131 | def stub_edge_MH(self, n_steps = 1000, sample_every = 50, sample_fun = None, verbose = True, label = 'edge', message = True, **kwargs): 132 | ''' 133 | See description of self.MH() 134 | ''' 135 | 136 | C_new = [list(c) for c in self.C] 137 | m = len(C_new) 138 | 139 | proposal = proposal_generator(m) 140 | 141 | def MH_step(label = 'edge'): 142 | i, j, f1, f2, g1, g2 = proposal(C_new) 143 | a = acceptance_prob(f1, f2, g1, g2, label = label) 144 | if np.random.rand() > a: 145 | return(False) 146 | else: 147 | C_new[i] = sorted(g1) 148 | C_new[j] = sorted(g2) 149 | return(True) 150 | 151 | # main loop 152 | sample = sample_fun is not None 153 | if sample: 154 | v = {} 155 | 156 | 157 | n = 0 158 | n_rejected = 0 159 | 160 | while n < n_steps: 161 | if MH_step(): 162 | n += 1 163 | if n % sample_every == 0: 164 | if sample: 165 | new = sample_fun(self, **kwargs) 166 | v.update({n:new}) 167 | if verbose: 168 | print('Current value: ' + str(new)) 169 | elif verbose: 170 | print('Current iteration: ' + str(n) + '. Steps rejected: ' + str(n_rejected)) 171 | else: 172 | n_rejected += 1 173 | if message: 174 | print(str(n) + ' steps taken, ' + str(n_rejected) + ' proposals rejected.') 175 | self.C = [tuple(sorted(f)) for f in C_new] 176 | self.MH_steps += n 177 | self.MH_rounds += 1 178 | if sample: 179 | return v 180 | 181 | def vertex_labeled_MH(self, n_steps = 10000, sample_every = 500, sample_fun = None, verbose = False, n_clash = 0, message = True, **kwargs): 182 | ''' 183 | See description of self.MH() 184 | ''' 185 | 186 | rand = np.random.rand 187 | randint = np.random.randint 188 | 189 | sample = sample_fun is not None 190 | if sample: 191 | v = {} 192 | 193 | k = 0 194 | done = False 195 | c = Counter(self.C) 196 | 197 | epoch_num = 0 198 | n_rejected = 0 199 | 200 | m = sum(c.values()) 201 | 202 | while not done: 203 | # initialize epoch 204 | 205 | l = list(c.elements()) 206 | 207 | add = [] 208 | remove = [] 209 | 210 | end_epoch = False 211 | num_clash = 0 212 | 213 | epoch_num += 1 214 | 215 | # within each epoch 216 | 217 | k_rand = 20000 218 | k_ = 0 219 | IJ = randint(0, m, k_rand) 220 | A = rand(k_rand) 221 | while True: 222 | if k_ >= k_rand/2.0: 223 | IJ = randint(0, m, k_rand) 224 | A = rand(k_rand) 225 | k_ = 0 226 | i,j = (IJ[k_],IJ[k_+1]) 227 | k_ += 2 228 | 229 | f1, f2 = l[i], l[j] 230 | while f1 == f2: 231 | i,j = (IJ[k_],IJ[k_+1]) 232 | k_ += 2 233 | f1, f2 = l[i], l[j] 234 | if A[k_] > 1.0 /(c[f1] * c[f2]): 235 | n_rejected += 1 236 | else: # if proposal was accepted 237 | g1, g2 = pairwise_reshuffle(f1, f2, True) 238 | if (f1 == g1) or (f1 == g2): 239 | n_rejected += 1 240 | else: # if proposal was not for an identical state 241 | 242 | # check these simplices against the remove list 243 | num_clash += remove.count(f1) + remove.count(f2) 244 | if (num_clash >= n_clash) & (n_clash >=1): 245 | break 246 | else: 247 | remove.append(f1) 248 | remove.append(f2) 249 | add.append(g1) 250 | add.append(g2) 251 | if k % sample_every == 0: 252 | if sample: 253 | new = sample_fun(self, **kwargs) 254 | v.update({k:new}) 255 | k += 1 256 | if n_clash == 0: 257 | break 258 | 259 | add = Counter(add) 260 | add.subtract(Counter(remove)) 261 | 262 | c.update(add) 263 | done = k>=n_steps 264 | if message: 265 | print(str(epoch_num) + ' epochs completed, ' + str(k) + ' steps taken, ' + str(n_rejected) + ' proposals rejected.') 266 | self.C = [tuple(sorted(f)) for f in list(c.elements())] 267 | self.MH_steps += k 268 | self.MH_rounds += 1 269 | if sample: 270 | return(v) 271 | 272 | 273 | def check_degeneracy(self): 274 | ''' 275 | Find the number of degeneracies in self.C 276 | ''' 277 | return np.sum([is_degenerate(f) for f in self.C]) 278 | def choose_nodes(self, n_samples, choice_function = 'uniform'): 279 | ''' 280 | Utility function for choosing pairs of nodes from self.C, used in assortativity calculations. 281 | ''' 282 | D = self.node_degrees() 283 | 284 | def uniform(x): 285 | i = np.random.randint(len(x)) 286 | j = i 287 | while i == j: 288 | j = np.random.randint(len(x)) 289 | return(np.array([x[i],x[j]])) 290 | 291 | def top_2(x): 292 | ind = np.argpartition(D[x,], -2)[-2:] 293 | y = np.array(x)[ind] 294 | random.shuffle(y) 295 | return(y) 296 | 297 | def top_bottom(x): 298 | top = np.argmax(D[x,]) 299 | bottom = np.argmin(D[x,]) 300 | y = np.array(x)[[bottom, top]] 301 | random.shuffle(y) 302 | return(y) 303 | 304 | choice_functions = { 305 | 'uniform': uniform, 306 | 'top_2' : top_2, 307 | 'top_bottom' : top_bottom, 308 | 'NA' : uniform 309 | } 310 | 311 | n = 0 312 | v = [] 313 | while True: 314 | edge = self.C[np.random.randint(self.m)] 315 | if len(edge) < 2: 316 | continue 317 | x = choice_functions[choice_function](edge) 318 | v.append(x) 319 | n+=1 320 | if n > n_samples: 321 | break 322 | return(v) 323 | 324 | def assortativity(self, n_samples = 10, choice_function = 'uniform', method = 'pearson'): 325 | ''' 326 | Compute the approximate degree assortativity of a hypergraph using the specified choice_function and method in ['spearman', 'pearson'] 327 | ''' 328 | D = self.node_degrees() 329 | arr = np.array(self.choose_nodes(n_samples, choice_function)) 330 | arr = D[arr] 331 | 332 | if method == 'spearman': 333 | order = np.argsort(arr, axis = 0) 334 | arr = np.argsort(order, axis = 0) 335 | elif method == 'pearson': 336 | arr = arr - 1 337 | 338 | return(np.corrcoef(arr.T))[0,1] 339 | 340 | is_degenerate = lambda x: len(set(x)) < len(x) 341 | 342 | def proposal_generator(m): 343 | ''' 344 | Propose a transition in stub- and edge-labeled MH. 345 | ''' 346 | def proposal(edge_list): 347 | i,j = np.random.randint(0,m,2) 348 | f1, f2 = edge_list[i], edge_list[j] 349 | g1, g2 = pairwise_reshuffle(f1, f2, True) 350 | return(i, j, f1, f2, g1, g2) 351 | return(proposal) 352 | 353 | def acceptance_prob(f1, f2, g1, g2, label = 'stub', counts = None): 354 | ''' 355 | Compute the acceptance probability for a given proposed transition 356 | ''' 357 | if label == 'stub': 358 | if (g1 == f1) or (g1 == f2): 359 | J = len(set(f1).intersection(f2)) 360 | return(1.0 - 2.0**(-J)) 361 | elif label == 'edge': 362 | if f1 == f2: 363 | return 0 364 | elif (g1 == f1) or (g1 == f2): 365 | J = len(set(f1).intersection(f2)) 366 | return(1 - 2.0**(-(J+1))) 367 | elif label == 'vertex': 368 | if (f1 == g1) or (f1 == g2): 369 | return(0) 370 | else: 371 | return(1.0 /(counts[f1] * counts[f2])) 372 | return(1.0) 373 | 374 | 375 | 376 | def pairwise_reshuffle(f1, f2, preserve_dimensions = True): 377 | ''' 378 | Randomly reshuffle the nodes of two edges while preserving their sizes. 379 | ''' 380 | 381 | f = list(f1) + list(f2) 382 | s = set(f) 383 | 384 | intersection = set(f1).intersection(set(f2)) 385 | ix = list(intersection) 386 | 387 | g1 = ix.copy() 388 | g2 = ix.copy() 389 | 390 | for v in ix: 391 | f.remove(v) 392 | f.remove(v) 393 | 394 | for v in f: 395 | if (len(g1) < len(f1)) & (len(g2) < len(f2)): 396 | if np.random.rand() < .5: 397 | g1.append(v) 398 | else: 399 | g2.append(v) 400 | elif len(g1) < len(f1): 401 | g1.append(v) 402 | elif len(g2) < len(f2): 403 | g2.append(v) 404 | if len(g1) != len(f1): 405 | print('oops') 406 | print(f1, f2, g1, g2) 407 | return (tuple(sorted(g1)), tuple(sorted(g2))) 408 | 409 | def line_graph(C, weighted = False, as_hyper = False, multi = True): 410 | ''' 411 | Compute the line graph corresponding to a given hypergraph. Can be slow when many high-dimensional edges are present. 412 | ''' 413 | if not as_hyper: 414 | if multi: 415 | G = nx.MultiGraph() 416 | else: 417 | G = nx.Graph() 418 | G.add_nodes_from(C.nodes) 419 | for f in C.C: 420 | if weighted: 421 | if len(f) >= 2: 422 | G.add_edges_from(itertools.combinations(f, 2), weight = 1.0/(len(f) - 1)) 423 | else : 424 | G.add_edges_from(itertools.combinations(f, 2)) 425 | return(G) 426 | else: 427 | G = [f for F in C.C for f in itertools.combinations(F, 2)] 428 | return(hypergraph(G, n_nodes = len(C.nodes))) 429 | 430 | 431 | -------------------------------------------------------------------------------- /python/newHypergraphFunctions.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python3 2 | # -*- coding: utf-8 -*- 3 | """ 4 | 5 | Some additional functions for computing on hypergraphs 6 | 7 | 8 | """ 9 | 10 | import numpy as np 11 | import random 12 | from hypergraph import * 13 | import scipy.stats as stats 14 | 15 | 16 | def read_edge_data(filelocation): 17 | ''' 18 | Read the data from the supplied .txt, returning it as a list of tuples. 19 | ''' 20 | with open(filelocation, 'r') as f: 21 | F = f.read() 22 | L = F.split('\n') 23 | L = [tuple([int(v) for v in g.split(' ') if v is not '']) for g in L] 24 | return L 25 | 26 | def representing_graph(C): 27 | ''' 28 | Compute the representing graph of a hypergraph, i.e., the graph with all hyperedges replaced by cliques of 2-edges. 29 | ''' 30 | 31 | G = nx.Graph() # empty graph 32 | G.add_nodes_from(C.nodes) # nodes are the same as in the hypergraph 33 | 34 | for hyperedge in C.C: # go over all edges 35 | G.add_edges_from(itertools.combinations(hyperedge, 2)) 36 | return(G) 37 | 38 | 39 | def randomHypergraph(C): 40 | ''' 41 | Random hypergraph that keeps only the number of hyperedges of each cardinaility 42 | The Erdos-Renyi-type hypergraph 43 | ''' 44 | 45 | # 1) Create a random edge list 46 | hyperEdgesList = list() 47 | indexThisEdge=0 48 | for hyperedge in C.C: # go over all edges 49 | edgeCardinality = len(C.C[indexThisEdge]) # number of nodes in this hyperedge 50 | randomNodes = random.choices(C.nodes, k=edgeCardinality) # choose random without replacement 51 | hyperEdgesList.append(randomNodes) # add this hyperedge to list 52 | indexThisEdge = indexThisEdge+1 53 | # 2) Construct the hypergraph 54 | R = hypergraph(hyperEdgesList) 55 | # if C.node_labels is not None: 56 | # R = hypergraph(hyperEdgesList,node_labels = C.node_labels) 57 | # else: 58 | # R = hypergraph(hyperEdgesList) 59 | 60 | return(R) 61 | 62 | 63 | def hierarchyHypergraph(hypergraph): 64 | # Compute the hierarchy coefficient of a hypergraph 65 | 66 | # compute degree and local clsutering coefficient 67 | degrees = hypergraph.D 68 | localClusteringThisHypergraph = localClusteringHypergraph(hypergraph) 69 | 70 | # log of degree and clustering (ignore those with degree zero because their clustering is not defined) 71 | 72 | #nonzeroDegree = ~ np.isnan(localClusteringThisHypergraph) 73 | print(degrees) 74 | print(localClusteringThisHypergraph) 75 | 76 | nonzeroDegree = np.where(degrees >0) 77 | 78 | logHypergraphDegree = np.log10(degrees[nonzeroDegree]) 79 | logHypergraphClustering= np.log10(localClusteringThisHypergraph[nonzeroDegree]) 80 | 81 | 82 | correlationResult = stats.pearsonr(logHypergraphDegree,logHypergraphClustering) 83 | 84 | 85 | return(-correlationResult[0]) 86 | 87 | 88 | def returnNeighbours(hypergraph,node): 89 | # return the neighbours of a single node in a hypergraph 90 | # returns a TUPLE of nodes 91 | 92 | neighbours = tuple() # empty set 93 | # go over each hyperedge the node is incident to 94 | for hyperedge in hypergraph.get_edges(node): 95 | # add them (elements already in there wont be added again) 96 | neighbours = neighbours + hyperedge 97 | return(tuple(set(neighbours))) # this removes all duplicate entries 98 | 99 | 100 | 101 | def returnAllNeighbours(hypergraph,nodeSet): 102 | # retuns the set of neighbours of a set of nodes 103 | # returns a TUPLE of nodes 104 | 105 | neighbours = tuple() # empty set 106 | 107 | # go over each node and get all neighbours 108 | for node in list(nodeSet): 109 | # add them (elements already in there wont be added again) 110 | neighbours = neighbours + returnNeighbours(hypergraph,node) 111 | return(tuple(set(neighbours))) # this removes all duplicate entries 112 | 113 | 114 | # This is the straightforward implementation. It would be faster (but use more memory) to save the extra overlap for all pairs of edges first 115 | # or alternatively to save the extra overlap for pairs of edges that have been already computed and then just use this. 116 | def localClusteringHypergraph(hypergraphIn): 117 | # local clustering for a hypergraph 118 | nodes = hypergraphIn.nodes # vector with nodes 119 | nNodes = len(nodes) # number of nodes 120 | 121 | localClustering = np.zeros(nNodes) # output for the local clustering 122 | 123 | # go over each node 124 | for i in range(nNodes): 125 | edgesThisNode = hypergraphIn.get_edges(i) # edges incident to this node 126 | degreeThisNode = len(edgesThisNode) 127 | if (degreeThisNode==0): 128 | localClustering[i] = float('nan') 129 | elif (degreeThisNode==1): 130 | localClustering[i] = 0 131 | else: 132 | totalEdgeOverlap = 0 133 | # go over all pairs of edges pairwise 134 | 135 | for edgeNumber1 in range(degreeThisNode): 136 | e1 = edgesThisNode[edgeNumber1] 137 | for edgeNumber2 in range(edgeNumber1,degreeThisNode): 138 | e2 = edgesThisNode[edgeNumber2] 139 | # set differences for the hyperedges 140 | D1 = set(e1) - set(e2) 141 | D2 = set(e2) - set(e1) 142 | # if edges are the same by definition the extra overlap is zero 143 | if len(D1.union(D2))==0: 144 | extraOverlap=0 145 | else: 146 | # otherwise we have to look at their neighbours 147 | # the neighbours of D1 and D2, respectively. 148 | neighD1 = set(returnAllNeighbours(hypergraphIn,tuple(D1))) 149 | neighD2 = set(returnAllNeighbours(hypergraphIn,tuple(D2))) 150 | # compute the extra overlap [len() is used for cardinality of edges] 151 | extraOverlap = (len( neighD1.intersection(D2) ) + len(neighD2.intersection(D1) )) /len(D1.union(D2)) # add it up 152 | # add it up 153 | totalEdgeOverlap = totalEdgeOverlap + extraOverlap 154 | 155 | # include normalisation by degree k*(k-1)/2 156 | localClustering[i]=2*totalEdgeOverlap/(degreeThisNode*(degreeThisNode-1)) 157 | 158 | return(localClustering) 159 | 160 | -------------------------------------------------------------------------------- /python/testHypergraphFunctionsSmall.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python3 2 | # -*- coding: utf-8 -*- 3 | """ 4 | 5 | Testing the new hypergraph functions on the email network 6 | 7 | 8 | """ 9 | 10 | 11 | from hypergraph import * # library by P Chodrow 12 | import numpy as np 13 | import seaborn as sns 14 | import pickle 15 | 16 | from newHypergraphFunctions import * # new functions 17 | 18 | 19 | # load the hypergraph 20 | 21 | 22 | 23 | 24 | L = read_edge_data('./../data/smallExampleHypergraph.txt') # read the data 25 | smalllHypergraph = hypergraph(L) # construct a hypergraph from the data 26 | 27 | 28 | # construct an ER-like random hypergraph 29 | ERlikeRandomHypergraphSmall = randomHypergraph(smalllHypergraph) 30 | 31 | # compute degree 32 | smalllHypergraphDegree = smalllHypergraph.D 33 | # compute local clustering (this can be slow for large graphs) 34 | smallHypergraphLocalClustering= localClusteringHypergraph(smalllHypergraph) 35 | 36 | 37 | 38 | 39 | 40 | 41 | 42 | L = read_edge_data('./../data/hypergraphProteins.out') # read the data --------------------------------------------------------------------------------