reference	set	genes
RNA Atlas cell type	Alveolar_macrophage_4	"C3orf84, FAM3B, C20orf85, CAMP, FOLR3, C8B, AGRP, CALHM1"
RNA Atlas cell type	Alveolar_macrophage_7	"AVPR1B, ACTRT2, CFAP100, TAS2R50, CARTPT, AC137834.1, HDGFL1, RTP2, SLC25A31"
RNA Atlas cell type	CB_CD34+lin-_2x10e6c/via_(hematopoietic_stem_cells)	"CLEC9A, IGLL1, SPINK2, SMIM24, PRSS57, PRG2, MS4A2, HTR1F, HEMGN"
RNA Atlas cell type	CD14+_2x10e6c/vial_(monocytes_from_PBL)	OR2B11
RNA Atlas cell type	CD19+_1x10e6c/vial_(B_cells_from_PBL)	"FCRL5, FFAR1, COL19A1"
RNA Atlas cell type	CD56+_1.6x10e6c/vial_(NK_cells_from_PBL)	"GHSR, KIR2DL1, KIR2DL3, KIR3DL1, KLRF1, NMUR1, C9orf172, KIR3DL2, SH2D1B"
RNA Atlas cell type	H1_(hES_cellline)	"NODAL, PRDM14, FGF4, CCDC172, TDGF1, POU5F1, LIN28A, VRTN, NANOGP8, ZSCAN10"
RNA Atlas cell type	Human_Amniotic_Epithelial_Cell_tRNA	"XAGE2, PLSCR5, GABRP, VTCN1, HAND1, WNT6, KRT24, SPINT3, ENDOU"
RNA Atlas cell type	Human_Aortic_Endothelial_Cell_tRNA	"GAGE12F, GAGE12G"
RNA Atlas cell type	Human_Aortic_Smooth_Muscle_Cell_tRNA	TMC3
RNA Atlas cell type	Human_Bronchial_Epithelial_Cell_tRNA	"CEACAM7, CEACAM5, AC243967.1, KRT78, CEACAM6, CAPN14"
RNA Atlas cell type	Human_Calvarial_Osteoblast_tRNA	"PPDPFL, LMLN2"
RNA Atlas cell type	Human_Cardiac_Myocyte_tRNA	FAM163A
RNA Atlas cell type	Human_Dermal_Lymphatic_Endothelial_Cell_tRNA	LYZL1
RNA Atlas cell type	Human_Epidermal_Keratinocyte-adult_tRNA	"FLG2, LCE6A, LCE1A, WFDC12, KPRP, ASPRV1, LCE1D, LCE3D, PYDC1, AADACL2"
RNA Atlas cell type	Human_Epidermal_Keratinocyte-neonate_tRNA	"KCNK16, CXorf66, TMEM88B, OR4E2, AL021546.1, SPACA7, CDH22, CCER1, ZAR1L"
RNA Atlas cell type	Human_Esophageal_Epithelial_Cell_tRNA	KRTAP4-3
RNA Atlas cell type	Human_Hepatocyte_tRNA	"APOA2, F2, SERPINA4, A1CF, FGA, SERPINA7, FGB, APOB, ISX, SMLR1"
RNA Atlas cell type	Human_Mammary_Epithelial_Cell_tRNA	MROH2A
RNA Atlas cell type	Human_Neuron_tRNA	"GPR26, CLVS1, SPPL2C, NEUROD1, NHLH1, NEUROD6"
RNA Atlas cell type	Human_Ocular_Choroid_Fibroblast	"SERPINE3, RAX"
RNA Atlas cell type	Human_Oligodendrocyte_Precursor_Cell_tRNA	"HELT, ARHGAP36"
RNA Atlas cell type	Human_Pancreatic_Stallate_Cell	NPFF
RNA Atlas cell type	Human_Prostate_Epithelial_Cell_tRNA	PRAC1
RNA Atlas cell type	Human_Splenic_Fibroblast	"NKX2-5, TLX1, FHL5"
RNA Atlas cell type	Human_Thyroid_Fibroblasts	TPO
RNA Atlas cell type	Human_Villous_Trophoblast_tRNA	REN
RNA Atlas cell type	iDCs_D6	"ALOX15, F13A1, GFRA2, CD1E, CD1C, CCL24, MAFA, ADORA3, CD200R1"
RNA Atlas cell type	JY_2x10e6c/vial_(B_cellline)	"HMX2, UNC13C, MAGEB4, UGT2B17, MAGEA6, TLR10"
RNA Atlas cell type	mDCs_D7_LPS	"CCL8, ACOD1, IL2RA, IL12B, C15orf48, IDO1, RSAD2, BCL2L14, CCL5"
RNA Atlas cell type	Monocytes	LGALS2
RNA Atlas cell type	YTS_3x10e6c/vial_(NK_cellijn)	"SLC6A13, TUBA3C, LGALS16, MS4A6E, TGIF2LX, CXorf51B, TPH2, CA10, GZMB"
Tabula Sapiens cell type	acinar cell of salivary gland/myoepithelial cell	"CA6, HTN1, PRB2, ETNPPL"
Tabula Sapiens cell type	b cell	"FCER2, CD19, STAG3"
Tabula Sapiens cell type	basal cell	"S100A7, DLX3"
Tabula Sapiens cell type	cardiac muscle cell	"ACTN2, MYH6, MYL3, TNNI1, ENO3, FBN2, CSRP3, MYL7, TTN, COX6A2, EPHA7, TNNT2, TNNC1, TRDN, ALPK2, MYL4"
Tabula Sapiens cell type	ciliated cell/lung ciliated cell	"EPPIN, DNAH2, DNAH3, LDLRAD1, ANKFN1, APOBEC4, CFAP100, MAP3K19"
Tabula Sapiens cell type	ciliated epithelial cell/epithelial cell of uterus	PAEP
Tabula Sapiens cell type	club cell/type i pneumocyte	"AGER, GGTLC1"
Tabula Sapiens cell type	duodenum glandular cell	"KCNE2, MUC6, C6orf58"
Tabula Sapiens cell type	endothelial cell	"NOS3, FAM110D, ADCY4, CLEC14A"
Tabula Sapiens cell type	enterocyte of epithelium of large intestine/enterocyte of epithelium of small intestine/intestinal crypt stem cell of large intestine/large intestine goblet cell/mature enterocyte/paneth cell of epithelium of large intestine/small intestine goblet cell	SPINK4
Tabula Sapiens cell type	erythrocyte/erythroid progenitor	"HBB, ALAS2, SLC4A1"
Tabula Sapiens cell type	hematopoietic stem cell	"PRTN3, AVP, ELANE, AZU1, MPO, DEFA4, DEFA3"
Tabula Sapiens cell type	hepatocyte	"AFP, MAT1A, APOA2, AGXT, C9, HPX, ABCB11, APOC3, CYP2E1, SERPINC1, APOA1, PLG, ORM1, ITIH3, CYP2C9, CYP3A4, SLCO1B3, TF, ITIH4, TAT, ANGPTL3, HAMP, KNG1, ABCG5, CPS1, SLC22A1"
Tabula Sapiens cell type	intestinal enteroendocrine cell/paneth cell of epithelium of small intestine/transit amplifying cell of small intestine	"PYY, GAST, SCT, MUCL3"
Tabula Sapiens cell type	intestinal tuft cell	"SH2D6, ITPRID1, CCSER1, B4GALNT4, TREH, BMX, AVIL"
Tabula Sapiens cell type	intrahepatic cholangiocyte	CHST4
Tabula Sapiens cell type	ionocyte/luminal epithelial cell of mammary gland	SCGB2A2
Tabula Sapiens cell type	keratinocyte	"KRT4, KRT78, SPINK7, SLURP1, CSTA, LY6G6C, SPINK5, SPRR3, KRT13, SPRR1A, RHCG, CRCT1, KRT1, MUC21, CRNN, CYSRT1, KRTDAP, GJB6, IL20RB, CNFN, IVL, TGM3"
Tabula Sapiens cell type	kidney epithelial cell	PDZK1
Tabula Sapiens cell type	luminal cell of prostate epithelium	"NEFH, OR51E2, CHRM1, SLC30A4, FOLH1, COL9A1"
Tabula Sapiens cell type	macrophage	"FPR3, CLEC10A, CCL18"
Tabula Sapiens cell type	mature conventional dendritic cell	"SCN11A, NIM1K, GPR157"
Tabula Sapiens cell type	melanocyte	"DCT, TYRP1, PMEL, TRPM1, GAPDHS, SLC6A17, OCA2, BCAN, MFSD12, CAPN3, TYR"
Tabula Sapiens cell type	neutrophil	"FCGR3B, TNFRSF10C, CMTM2, RPH3A, CXCR2, ZDHHC19, PROK2, MMP25, CSF3R, MGAM, AQP9, VNN2, ADGRG3, BCL2A1, FCAR, PYGL"
Tabula Sapiens cell type	nk cell	SH2D1B
Tabula Sapiens cell type	pancreatic acinar cell	"CLPSL1, CELA3B, CTRB2, PRSS2, CELA2B, AMY2A, PRSS3, KLK1, PRSS1, CLPS, CTRC, CPA2, CTRL, RBPJL, PTF1A, PNLIPRP2"
Tabula Sapiens cell type	pancreatic alpha cell/pancreatic beta cell	"GCG, TTR"
Tabula Sapiens cell type	pancreatic delta cell	SST
Tabula Sapiens cell type	pancreatic pp cell	"PPY, PIP5KL1, CREG2, AMER3, SULT4A1, TMEM178B"
Tabula Sapiens cell type	pancreatic stellate cell	TAC1
Tabula Sapiens cell type	pericyte cell	"CCL21, DMRT3"
Tabula Sapiens cell type	platelet	"TUBB1, PPBP, PTCRA, ACRBP, NRGN, GP9, GP6, CLEC1B, PF4, PF4V1, NAT8B, RUFY1, ITGB3, LGALS12, MPIG6B, SMOX"
Tabula Sapiens cell type	pulmonary ionocyte	"ATP6V1G3, NNAT, GABRB2, FAM131C, DDX4, LRRTM3, CLCNKA, CLDN25, STAP1"
Tabula Sapiens cell type	schwann cell	"MT3, ADAMTS16"
Tabula Sapiens cell type	smooth muscle cell	ACAN
Tabula Sapiens cell type	stromal cell	"MMP1, SERPINE2, PTGES, AKR1C1"
Tabula Sapiens cell type	tendon cell	"TNMD, ANGPTL7, COMP, MYOC, THBS4"
Tabula Sapiens cell type	thymocyte	"SLAMF1, ANKRD55, EPGN"
Tabula Sapiens cell type	type ii pneumocyte	SFTPC
GTEX tissue	Adipose Tissue	"FABP4, ADGRL4, PLIN1, ADIPOQ, C4orf32, TUSC5, PPARG, LIPE"
GTEX tissue	Adrenal Gland	"CYP11B1, CYP11A1, CYP17A1, CYP21A2, AS3MT, AKR1B1, CYP11B2, FDX1, KCNK3, MC2R, SOAT1, MGARP, HSD3B2, STAR, MAP3K15, GSTA4, FDXR, CYB5B, GNPTG, CREBL2, ZNF275, C2CD2, SCARB1, ABCB1, SLC16A9, LONP1, ALAS1, FAM43B, RDX, ADGRV1, ZBED6CL, HDAC8, ASB4, ABCF3, KLHL4, PORCN, C8orf33, DHCR24, TMEM138, WHRN, GSTA3, SEMA6A, ST8SIA5, GRAMD1B, NR0B1, RMDN2, KCNJ5, BABAM2, ZSWIM5, NXPH1, MPV17, FADS2, MRAP, ELP1, TBX3, C3orf33, CTNNAL1, RIMS2, KCNN2, CYB561A3, FAM166B, TRAPPC2L, DLK1, RBBP7, MAP3K5, PLBD2, ATR, CCDC134, UROD, KCNQ1, LRMDA, VWA5B2, AMHR2, TRIM24, PEX3, ICK, FAM198B, SLC23A2, SLC47A1, MRPL49, SMIM10L2A, NR5A1, NLK, SLC8B1, COX7A2L, ALDH3A2, BORCS7, CYP2W1, TM7SF2, RUNDC3B, INTS9, HS2ST1, GALM, IFITM10, KCNK2, DDB1, TRUB1, PEG10, UNG, ALKAL2, FBXO9, KLHDC8B, SNTB1, SCAP, MYO7A, SGSH, CTSA, TBC1D8B, SREBF1, FNDC10, MCF2, RARRES2, FAM19A4, HDHD3, ACP1, RGN, AKAP7, QPCT, PEBP1, PAPSS2, KIAA1024, PPIF, ALG14, AADAC, NOV, SLC35F5, LRRN3, RARS2, DNER, TXN2, EPHX1, TPD52L1, SERPINA5, GNS, CAMK1, HMBOX1"
GTEX tissue	Bladder	"UPK2, DHRS2, MSX2, UPK1A, PLA2G4A, UPK1B, PLA2G2F, PADI3, ABCC4, UPK3A"
GTEX tissue	Blood	"LCP1, RAC2, MYO1G, CYTIP, MOB3A, IL2RG, DOCK2, LAT2, STK4, PLEK, WIPF1, SH3KBP1, CD53, LYN, LAPTM5, CD48, NCF1, SP110, SASH3, GRB2, ANP32A, CDC42, PTPN6, ARID3A, CORO1A, SRGN, ICAM3, USP4, NIN, RILPL2, SNX20, CYTH1, PTK2B, RINL, FERMT3, CSK, PIK3CD, BID, IFNAR2, UNC119, GPR132, MOB1A, MX2, RAB8A, PLCG2, ADAR, LSP1, PFN1, CD300A, LMNB1, ARHGAP30, NCKAP1L, ST8SIA4, CXorf38, ARID3B, NDE1, P2RY8, ARPC2, STK10, PSMB10, PTPN22, ARHGDIB, CXorf21, PSME1, IFI30, PSMB9, NFKBID, TACC3, IRF2, RHOG, LPXN, ZNF586, APBB1IP, HLA-A, ELF4, TYK2, TMSB4X, APOBEC3G, C18orf8, DOK1, SORL1, ARPC1B, ZC3HAV1, ADAM8, TAP1, MICB, RNASET2, TRPV2, RBM22, BATF, ACAP1, TOP3A, TRIM25, ARL11, STK17A, TREML2, SAMSN1, EVI2B, ARHGAP15, PIAS1, ARPC4, CHFR, UBALD2, ANKRD44, ARPC5, PTPN7, LIMD2, CD37, RAB8B, GPSM3, SEMA4A, GRK6, CHST11, TNIP1, DOK3, CWF19L1, PFKFB4, BTK, HCST, IRF7, IL16, CEACAM21, BCL2A1, VAV1, CYB5R4, PIK3R5, ARPC3, SLC15A4, CBL, SRPK1, MSL3, CCNK, HSH2D, PGK1, WAS, MAN2B1, S1PR4, NRROS, CRLF3, CLIC1, HLA-B, ST3GAL2, BAX, TLR6, IL27RA, B2M, ADORA2A, CD86, HCLS1, C15orf39, VTI1A, NRM, TRIM21, TRAF3IP3, TMEM131L, RALY, PLAC8, SP100, INPP5D, TRIM38, TRAPPC1, PTPRC, PDK3, ITGAL, RPS6KA1, FCHO1, SMAP2, DENND1C, SPN, SHKBP1, PLXNC1, PREX1, TGFB1, C16orf54, IRF5, SYK, ISG20, PSD4, TLR1, MAP4K2, CCDC88B, MB21D1, RGS19, GMIP, TBC1D22A, XPO6, RNF113A, PPP4C, TNFRSF8, MYO9B, C17orf49, LRMP, UBA52, LCK, ITGB2, PPP1R18, LITAF, PAK1, DEF6, MFNG"
GTEX tissue	Blood Vessel	"IGFBP7, FBLIM1, BGN, TBXA2R, FOXC2, MCAM, LTBP1, ITGA8, COL14A1, AEBP1, PLS3, MYH10, TBX18, FOXC1, CCDC3, FOXL1, COL8A1, EDIL3, MYO1D, PRKG1, MFGE8, NTRK3, SUSD5, NTF3, HTR1B, PPP1R14A, FMOD, EFEMP1, FAM26E, ANTXR1, ATL3, HAUS7, KCNA5, LTBP2, ITGBL1, HEY2, CYB5R3, NOTCH3, ITGB5, KCTD10, SULF1, FOXS1, ARHGEF17, CHSY3, ACAN, STK38L, MYH9, PRELP, TMEM47, MRVI1, RASL12"
GTEX tissue	Brain	"C1orf61, ATP6V1G2, ELAVL3, KCNJ9, PSD2, CACNG7, CNTNAP4, AMER2, CTNND2, STMN4, KIF5C, VSTM2B, TTC9B, GRM3, FEZ1, OPALIN, FAIM2, APC2, KIF5A, CSPG5, BEND6, GFAP, TMEM235, BCAN, OLIG2, MOBP, MAP1A, ANKS1B, MOG, TNR, DNM3, SYT11, ENHO, CEND1, 37865, NCAN, LRRTM2, CORO2B, RIT2, FAM131B, OLIG1, BAALC, TPPP, KIF1A, GPM6A, MT3, RAB6B, MTURN, GNAO1, FAM168A, CADM2, GPR137C, DPYSL2, SNCB, GABRG1, HCN2, HAPLN2, TRIM9, SLCO1A2, PRKACB, ASPHD1, NRXN2, STX1B, DPF1, APBA2, BRINP1, HGNC:24955, GABRA1, ASIC1, NTSR2, ACBD7, KCNIP1, TMEFF1, DNAJC6, TUBB2B, FAM181B, ADGRB2, PTPRA, LSAMP, DIRAS2, FSD1, OPCML, CACNA1A, PHYHIPL, CASKIN1, SLC24A2, MLC1, C12orf76, CNTN2, SYNPR, ZDHHC22, WASF3, ABI2, PHACTR3, GRIA4, HPCAL4, DPYSL5, OMG, CERS1, 38231, PAQR6, TMEM151A, LINGO1, CPNE6, PPP2R2C, NAP1L3, TMEM151B, HPCA, ARNT2, NAPB, CA11, IGIP, KIRREL3, GPR85, LRRC4B, KLHL32, ATP1B2, GNG3, SLC12A5, C1QL2, JPH3, RGS7, SLAIN1, NCDN, SLC1A3, TRIM2, TMEM257, HRH3, BRSK1, SNAP25, GNG7, LGI3, ERMN, KCNJ10, KBTBD11, 39692, MAP6D1, SLC1A2, ALDOC, GALNT13, APBA1, CLEC2L, CRB1, BEX4, GAP43, GRIN1, TTYH1, LHFPL3, THRA, KCNN1, SOX1, KIF3C, SV2A, APBB1, NAP1L2, FAM171B, PACSIN1, SCN2B, SNX32, CDH10, PTPRZ1, CACNG3, SMIM13, MAPK8IP2, C3orf14, NPAS3, SYT3, ATP9A, ZNF365, CLIP2, CACNG8, EFR3B, FBXL16, ATP6V0E2, MTSS1L, FAM107A, TMEM59L, DLG2, TCEAL7, JAKMIP2, PAX6, ZIC2, CDIP1, RAB11FIP4, SEZ6L, PPFIA2, TAGLN3, MAP2, HEPACAM, KCTD8, CPLX2, ADGRA1, SHISA7, PDZD4, RIPPLY2, STMN2, RPH3A, STMN3, ENOPH1, C2orf80"
GTEX tissue	Colon	MAB21L2
GTEX tissue	Esophagus	NKX6-1
GTEX tissue	Fallopian Tube	ZCCHC12
GTEX tissue	Heart	"TNNT2, MYBPC3, TNNI3, MYL7, LRRC10, PXDNL, NKX2-5, SCN5A, TECRL, RD3L, ACTC1, RYR2, MYH6, ANKRD1, POPDC2, NEBL, NMRK2, CRIP2, MYOZ2, FABP3, HSPB3, GJA3, DAND5, CASQ2, MYL4, NPPB, TNNI3K, MYLK3, CCDC141, MYH7B, CSRP3, SLC4A3, DIRAS1, ITGB1BP2, PLA2G5, C14orf180, HHATL, TENM2, HRC, FAM155B, NPPA, SPHKAP, TBX20, TBX5, SMCO1, ADPRHL1, CDK18, CDH2, FITM2, HSPB7, FGF12, PDE1C, S100A1, XIRP1, NDUFA8, TMEM182, CORIN, TSPAN9, FBXO40, SLC25A4, TRIM55, KLHL31, MYL3, KCNJ4, PKP2, UQCC2, SLC41A1, NES, SGCG, CKMT2, SMPX, MYOM2, NDUFA1, TPM1, RBM20"
GTEX tissue	Kidney	"CDH16, SLC12A1, FXYD2, SLC4A9, UMOD, KCNJ1, SLC22A2, ATP6V1G3, CLCNKB, MCCD1, TMEM52B, PAX2, FXYD4, TMEM213, ATP6V0D2, AQP2, AQP6, TMEM174, CYS1, ATP6V0A4, EMX1, SLC22A12, BSND, SLC22A8, SLC22A11, TMEM72, DMRT2, FOXI1, TMEM27, SLC12A3, SLC22A6, KCP, DUSP9, MIOX, PTH1R, SLC16A4, DCDC2, NAT8, SLC5A10, PTH2R, HOXB8, C14orf105, HOXD8, PKHD1, SIM1, SPP1, KIF12, PAQR5, GALNT14, LYG1, PDZK1, SLC47A2, CLDN16, TINAG, CLCNKA, PRR35, SLC17A1, SLC13A1, CLNK, CLEC18B, CALB1, ATP6V1B1, PRKAB1, SULT1C2, CA12, NPHS2, POU3F3, PARD6B, HOXB6, RHBG, SLC6A13, AGRN, BBOX1, OGDHL"
GTEX tissue	Liver	"APCS, PLGLB2, ITIH1, HGFAC, F12, AMBP, C8G, F2, SERPINA10, VTN, ASGR1, APOC2, A1BG, ITIH3, APOC4, MASP2, C8B, C8A, CYP8B1, CPN1, HPX, SLC13A5, APOH, ITIH4, SAA4, APOA2, SERPINC1, ORM2, ASGR2, SLCO1B1, F9, MBL2, CA5A, TFR2, AHSG, CFHR2, CFHR5, F7, SLC17A2, SLC27A5, GCKR, FGA, INHBC, ITIH2, CPB2, ALB, GC, SERPINA7, SLC25A47, PROC, APOF, APOA5, AGXT, SERPINA11, C9, HP, HABP2, FGB, FGG, F13B, THPO, HRG, MAT1A, SPP2, NPC1L1, HAO1, ASL, CFHR4, SERPINF2, BAAT, MST1, CYP2E1, SLC22A1, UGT2B4, ABCG5, ABCB4, ANGPTL3, ANG, C4BPB, LPA, ORM1, AKR1C4, PLG, SLC22A25, RBP4, LEAP2, SERPIND1, C5, APOC1, ATF5, TDO2, PON3, INHBE, AGT, GOLT1A, CPN2, C2, UGT1A4, LIPC, CPS1, SLC10A1, SERPINA6, RDH16, APOA1, XYLB, DHODH, UGT2B10, TTPA, CYP4F11, GGCX, C4BPA, APOC3, SLC17A9, ADH1A, CYP2D6, LBP, PON1, SLC22A9, ACOT12, DECR2, TTC39C, COLEC10, NR1I3, SPRYD4, AFM, CFB, PROX1, TAT, OAF, STEAP3, HPR, HSD11B1, SDS, AMDHD1, HSD3B7, GLTPD2, TMPRSS6, TMEM176B, TMEM176A, TF, KNG1, ADH4, PGLYRP2, CP, ABCC6, ABCG8, SEPHS2, SMLR1, C19orf66, ABCB11, G6PC, HPN, CFI, ALDH8A1, UROC1, A1CF, ST6GAL1, HPD, DNAJC22, SERPINA1, SLC38A4, GBP7, PPP2R1B, SLC27A2, CRP, ABCC2, APOB, F11, APOM, CYP2C9, CES1, HGD, TTR, RTP3, PAH, SLC25A13, LECT2, EVA1A, CYP4F3, NAGS, IGFALS, FMO3, NAT2, KMO, DEPDC7, CLDN14, CYP2C8, UPB1, TTC38, PROZ, SLC22A7, KLKB1, F10, CYP2A6, FGF21, PNKD, SLC30A10, GCH1, HMGCL, NADK2"
GTEX tissue	Lung	"MS4A15, SFTPC, SFTPA1, SFTPA2, AGER, SFTPB, SFTPD, SCGB3A2, SFTA2, FCN3, TBX4, NKD2, NAPSA, ACVRL1, A2M, RGCC, EGFL6, GGTLC1, SCGB1A1, INMT, SLC6A4, EMP2, COL6A5, RSPO4, OLR1, ADAMTS8, TMEM100, DOCK4, WNT3A, SLC34A2, CASS4, EPAS1, TBX2, GPRC5A, ROS1, WNT2, RBMS2, SHROOM4, CALCRL, NDNF"
GTEX tissue	Muscle	"RYR1, MYBPC1, KLHL30, NEB, KLHL41, RAPSN, JPH1, FXR1, LBX1, IDI2, PCNT, PPP1R27, JSRP1, CACNG1, LRRC47, UTP11, KCNJ11, BIN1, STK25, KIAA0368, CHRNB1, SMTNL2, ANKRD23, TRIM72, UCP3, ART1, MAPK12, KLHL40, CACNA1S, FHL3, IP6K3, OBSCN, CLTCL1, TMOD4, UBAC1, ADSL, MYOZ1, CAP2, RPUSD4, TNNC2, POPDC3, PYGM, DCAF6, VGLL2, TMEM38A, DUSP13, USO1, YBX3, SPTB, AMPD1, CHRND, ABLIM2, STAC3, MYBPC2, ASB8, CUL4A, CACNG6, TTN, MYF6, TMEM233, LINGO4, CACNB1, CMYA5, USP13, KCNA7, RAD23A, EEF1A2, CKM, MYLPF, DUPD1, MYOD1, NFE2L1, TRDN, OPTN, PRKAG3, ENO3, ASB16, CAPN3, MYLK2, ANKRD39, COQ8A, RAB12, BTBD1, UBE3A, UBFD1, YIPF7, KPNA1, CSDE1, PGM1, CUTC, RTN2, SYPL2, TRIM54, CASQ1, C8orf22, PFKM, MYL1, SGCA, TNNT1, BEST3, NAA50, TNNT3, CNBP, MYOT, KPNA3, PDLIM3, SMTNL1, UBE2D4, KEAP1, DVL1, MRLN, TNNI2, SCN1B, CAND2, C22orf39, CHRNG, CCDC43, PSMD3, PRKAR2A, EYA4, RNF123, EGLN1, UBR3, CYB5R1, PHKG1, MNAT1, ATP2A1, VPS4A, CORO6, MYO18B, PROB1, AIMP2, GNPAT, TBX15, TPT1, CLIP1, MAFA, CIPC, PDE4DIP, CHRNA1, MYPN, TNNI1, IPO13, MYOG, DNAJB6, MYH1, FEM1A, CUL5, NRAP, FAF1, SLC8A3, HIF1AN, SCN4A, PSMC1, ATP1B4, SAMM50, PITX3, MRPL14, ASB2, MACROD1, ZYG11B, C19orf47, XIRP2, ABCF1, PGPEP1L, COPS3, TMEM11, BCL2L13, KPNA4, ALDOA, SH3BGR, HECTD1, TACC2, HBS1L, PSMD7, KARS, PSMD1, DDIT4L, UBE2G1, PHKA1, EPM2A, ALPK3, PRKRA, ALKBH5, KANSL2, SIX4, DUSP26, CA3, PSMD11, PSMC2, MYH2, ADSSL1, TRIM63, CHRNA10, HFE2, GRSF1, PACSIN3, LMOD3, RRAGD, NPLOC4"
GTEX tissue	Nerve	"MPZ, ANGPTL7, GAS2L3, PMP22, PLEKHA4, NEK1, CLDN19, APOD, LCTL, ARHGEF10, BMP8B, PRX, FOXD3, EGFL8, LGI4, DRP2, HSPA12A, ITGB8, SHC4, NGFR, SOX10, SORCS1, TMPRSS5, CNTF, AATK, MIA, BIRC7, CDH19, ITGA6, DCLK3, EHBP1, SLC25A48, SECISBP2L, NCMAP, KCNK12, PTPDC1, DHH, WNT6, ARHGAP19, INF2, KIF19, KANK4, S100B, GLI1, EBF2, CDH7, SFRP5, CHL1, RELN, FIGN, PRIMA1, SEMA3B, INSC, IL17B, COL28A1, FOXD2, ZNF536, CADM4, EXTL1, AHR, PMP2, ARHGAP39, EPB41L2, STARD13, PRRG3, SLC2A1, EXOSC10, SOX8, ABCA8, RHBDF1, FAM19A5, USP53, FGFBP2, POU3F1, ZDHHC8, GRIK3, VIT, FMNL3, ITGB4, ADD3, CNP, SBSPON, ABCA2, GFRA3, ENPP6, ST6GALNAC2, TMEM132B, SCN7A, RASGEF1C, GAL3ST1"
GTEX tissue	Ovary	"LHX9, CLSTN2, ARX, WFIKKN2, CPZ, MUM1L1, HS3ST1, GREB1, KLHDC8A, ECEL1, PROK1, GLI2, RBP1, SIGLEC11, BST2, IGSF10, PEG3, FOXL2NB, LRRC17, NRK, NR2F2, FKBP7, C6orf48, ADRB3, FOXL2, HNRNPA1, SYTL4, ACSM3, GSTM5, PPT2, VLDLR, ASIP, TMEM98, MCC, ROBO3"
GTEX tissue	Pancreas	"SPINK1, CFTR, PTF1A, KIRREL2, CELA3A, ERP27, CTRB1, GP2, RBPJL, AQP12A, CUZD1, PNLIPRP1, PRSS3, CPA2, AQP12B, PRSS1, CEL, CLPS, CTRC, SERPINI2, CPB1, CPA1, CTRB2, PLA2G1B, CELA3B, CTRL, KLK1, SYCN, CELA2A, PNLIP, CELA2B, SCTR, AMY1B, AMY2A, IL22RA1, PDIA2, REG1A, LHFPL5, PPY, BHLHA15, FBXW12, SEL1L, SLC30A8, AMY2B, PDX1, ANXA4, NR5A2, PRSS16, GCG, G6PC2, SLC4A4, TECPR1, EPB41L4B, INS, BACE1, AQP8, ERICH5, ERO1B, XPNPEP1, PDCD4, REG1B, MNX1, EEF1AKMT3, SLC30A2, ARPIN, ENKD1, GLP1R, REG3G, RRBP1, SLC38A5, GUCA1C, TPST2, TBC1D30, SLC43A1, IFT20, CLDN10, ZNF33B, LGR4, FKBP11, TC2N, PRDX4, ICA1, TMEM97, HOMER2, COMTD1, TRPV6, P4HB, NAA16, BCAT1, GRPR, GMNN, SLC39A5, PLPP5, MAP3K21, MATN4, NRG4, LMF2, SRPRA, CLPSL1, IAPP, FAM136A, UBA5, ALG5, TMED6, SRPRB, GRB10, ZSCAN2, SERP1, TPRN, DAP, PIGM, BICDL2, NEURL3, SND1, EIF4EBP1, SEC61A1, GATM, CATSPERB, ALDH1L2, SMPDL3B, FAM3B, XBP1, BRSK2, SLC33A1, EXD2, N4BP2, SPSB4, GPR150, PSEN2, GPHA2, FAIM, KIAA1549, SSFA2, RNF186, HDLBP, LEFTY1, SEC63, SUCO, PSMD6, C1orf27, GCAT, QTRT1, CASR, TMEM52, TTC17, FSCN2, GNMT, TMEM39A, NLE1, TEX11, SH3YL1, DLG3, EEF1B2, HID1, KSR1, TRHDE, PYCR1, ONECUT1, RPH3AL, SEC61B, NOMO1, TMEM125, C2CD4B, HSD17B8, FANCF, REG3A, ALG2, MYO5C, DNMT3B, SSR3, ZNF710, SLC38A10, DHRS12, SPAG4, SSR4, FBXL8, THAP12, PGM3, ANGEL1, GOLGA8B, MPV17L, TIFA, SST, PGGHG"
GTEX tissue	Pituitary	"SIX6, PRL, POMC, GH1, LHX3, POU1F1, GHRHR, CGA, FSHB, GPR50, TSHB, LHB, NEUROD4, BAIAP3, GAL, GH2, ARHGAP36, NNAT, TRPC3, CHST8, PCSK1N, COL22A1, GNB3, MYO15A, ASIC4, RIMBP2, INSM1, BPIFB4, ZBTB9, IGSF1, ZFR2, SCG5, FBXO16, SIX3, TGFBR3L, COL9A2, OTOS, CHGB, RTBDN, PHF21B, DRD2, WDR17, AVPR1B, SLC17A6, TBX19, NPTX2, PTPRN, P4HTM, AHI1, SLC25A14, TP53BP1, UNC79, GCK, PLD3, VGF, COL11A2, SCG2, KSR2, FAM155A, XKR7, TMEM179, C14orf39, REC8, CELF3, FAM163A, HRK, GPR173, CALY, ZSCAN1, SLC10A4, CHD5, ARMCX2, UNC80, PRR36, JAKMIP3, RTL5, CSH1, ATP8A2, TMEM63C, GPR19, CELSR3, HGNC:18790, BEX1, QSOX2, ADGRD2, TCEAL6, GNAS, UNC13A, SYT14, CPT1C, SYNGAP1, MAATS1, MAP6, ZNF667, TTC3, AP3B2, NAT16, CITED1, CNGA3, IRS4, ZNF10, CDK5R2, COG7, BSCL2, ARFGAP1, RNF224, FNDC9, SLC22A17, GPR61, DZIP3, LINC00094, SLC7A14, ASCL1, GJD2, FFAR4, RIC3"
GTEX tissue	Prostate	"KLK2, KLK3, KLK4, HOXB13, PAGE4, TGM4, PRAC1"
GTEX tissue	Salivary Gland	"OTX1, SLPI, CRISP3, STATH, FUT2, PAX3, MUC7, ELF5, LRRC26, TCN1, EHF, ZG16B, FDCSP"
GTEX tissue	Skin	"SERPINB7, HOXC13, XG, FAM57A, HOXC11, TMEM45A, DEGS1, EN1"
GTEX tissue	Small Intestine	"DEFA5, DEFA6, FABP2, SPINK4, RBP2, SI, APOBEC1, CCL25, MYO1A, GUCA2A, TM4SF20, CLCA1, CDH17, ALPI, MS4A10, MUC17, PHGR1, SLC10A2, ATOH1"
GTEX tissue	Spleen	"SPIC, STAB2, EXOC3L1, TLX1, CCM2L, CD5L, FAM26F, CD72, GDPD2, GDPD5, ITGAD, P2RY6, GPR182, SLC9A5, CABP4, FGD2, CXCL13, NOS3, MS4A7, CXCL6, LILRB5, KAZN, STAB1, VCAM1, TMEM26, HYAL2, LILRA4, CR2, AP2A2, FCRL2, CNR2, SIGLEC12, FAM129C, P2RX5, SNX8, PITPNM3, FCRL3, CD8A, CD19, BANK1, MAFB, CD1C, EMID1, C1QA, HLA-DOB, PDLIM2, FCRL5, NOX5, CD180, FCRL1, CD79B, FHOD1, LILRB1, CERKL, GRAP, PARP15, BTN3A3, CD163L1, PCDH17, TMEM156, SEMA7A, DNASE1L3, SP140L, CCL24, CETP, MS4A1, UBASH3B, PDE2A, KLRF1, PRR5L, SEMA3D, CEPT1, IRF8, FCRLA, FLI1, GIMAP7, GZMK, LDLRAP1, RENBP, PAX5, CCR6, ZKSCAN4, TNFRSF13B, FES, PSTPIP2, POU2AF1, FCER2, ABI3, MPEG1, NOL9, CARD8, BLK, KAZALD1, NLRC3, CPLX3, DLL1, GIMAP1, PNOC, CD84, TLR10, SCIMP"
GTEX tissue	Stomach	BARX1
GTEX tissue	Testis	"DAZL, TOPAZ1, TSPYL6, ASZ1, DCAF4L2, STK31, DMRT1, CST9L, TAF7L, ESX1, RBMXL3, DEFB123, DEFB119, TRPC5OS, MAGEB1, MAGEC2, FATE1, PASD1, ANHX, EPPIN, VCX3A, SSX3, MAGEB2, CCDC172, DDX4, FMR1NB, PRDM9, VCX2, OOSP2, FKBP6, MAGEB4, SLC25A31, PAGE1, SPO11, ZNF560, PRAME, ACTL8, MAGEA4, DMRTB1, DCAF4L1, MAEL, PAGE5, DDX53, TERB1, DSCR8, TUBA3C, SMC1B, RNF17, SYCP3, HDGFL1, INSL6, VCX3B, MAGEA3, C5orf47, COX7B2, ADAD1, SPATA31D1, SOX30, DMRTC2, RBM46, TEX37, SYCP1, C18orf63, ZPBP, RBMXL2, PRND, PAPOLB, BRDT, EXD1, CCDC54, COX8C, MAGEC1, SIGLECL1, EID3, MORC1, TDRD1, MAGEA6, DNAJC5G, USP29, ANKRD7, ARL13A, NUTM1, BHMG1, HSF2BP, CCER1, CTCFL, NAA11, PSMA8, ZPBP2, C1orf167, CXorf67, CCDC27, ZBED9, PDCL2, SPATA8, RTL9, TEX14, GK2, MEIOB, C19orf84, KRBOX1, OOEP, TPTE2, CETN1, PPP1R2P9, 41883, TEX101, CCNB3, C9orf43, MAGEA11, TKTL2, NLRP4, ADAM18, SLCO6A1, SAGE1, TCP11, POTEC, TMEM202, RPL10L, RNF113B, SPATA22, SUN3, PIWIL2, LIN28B, SPACA1, ZCWPW1, KCNV2, CCDC155, ADAD2, TXNDC8, SYCE1, KDM4D, KIAA1210, C16orf90, PIWIL1, DCAF12L1, GLUD2, AURKC, GTSF1, CCDC73, PRR19, TSACC, DDX43, PFN4, GOLGA6L2, SPESP1, RGPD4, GOLGA6L7P, CCDC42, PRPS1L1, HSF5, DYDC1, MOV10L1, DPEP3, TRIML1, C2orf78, GAB4, MAJIN, RAD21L1, OR2H1, REC114, SHCBP1L, PDHA2, MEIOC, LIN28A, TRIM71, CCDC83, ZNF541, KCTD19, SYNGR4, SPINK2, WDR87, DKKL1, PAGE2B, HORMAD1, WFDC6, C10orf53, NUP210L, TTLL8, SYCE3, CABYR, NR6A1, LDHC, ZNF728, GDPD4, AUNIP, H1FNT, RAD9B, MEX3B, ADAM2, BTG4, SPDYA, CALR3, HORMAD2, FOXN4, GOLGA8G, TKTL1, CCDC169, SSMEM1, PHF7"
GTEX tissue	Thyroid	"COL23A1, INPP5J, TPO, CRYGN, TSHR, IYD, TG, FOXE1, SLC26A7, SLC26A4, PAX8, NKX2-1, PBX4, PRTG, ZNF804B, HIRA, PLEKHH1, RGL3, EPOR, SLC5A8, SLC25A29, LIPG, PKHD1L1, KIAA1456, LCN12, GOLGA8M, PDE8B, MROH1, HOOK3, TMEM267, SLC12A8, GAL3ST3, SFTA3, ZBED2, C16orf89, ATP13A4, FAM189A2, ZNF486, RCBTB1, IQCA1, DNAAF4, BMP8A, SLC4A5, MPPED2, SNX22, ZMAT4, SALL4, FRMPD3, DGKI, KCNJ16"
GTEX tissue	Uterus	"HOXA11, EMX2, HOXD10, LINGO2, HOXD3, HOXD9, SLC37A3"
HPA-RNA Atlas tissue	adipose tissue	"LIPE, TUSC5, ADIPOQ, PLIN4, GYG2, CIDEA, PNPLA2, LEP, PLIN1"
HPA-RNA Atlas tissue	adrenal gland	"CYP11B2, CYP11B1, HSD3B2, CYP21A2, TH, NOV, DBH, CHGB, CYP17A1, MC2R, ARHGAP36, PHOX2A, STAR, KIAA1024, ADGRV1, DRGX, CYP11A1, SLC18A1"
HPA-RNA Atlas tissue	breast	"SULT1C3, DCD, ACSM1, MUCL1, SLCO1B7, UGT2B11, ANKRD30A, CSN3, OXTR, AKR1B15, UGT2B28, SERHL2"
HPA-RNA Atlas tissue	cerebral cortex	"SLC17A6, NEUROD6, OPALIN, GFAP, OMG, OLIG2, GRIN1, CREG2, SLC17A7, TMEM235, NEUROD2, KCNJ9, C1orf61, ZDHHC22, SLITRK1, OLIG1, CACNG7, POU3F2, NCAN, LRTM2, TTC9B, SNCB, GPR37L1, CAMKV, NR2E1, CSPG5, AMER2, PMP2, SEZ6, HAPLN2, DLL3, HPCA, GABRA1, NKAIN2, PCDHGC5, ELAVL3, GABRA5, GRM3, SLC32A1, CACNG8, TNR, FEZF2, GAP43, KCNV1, GPM6A, SULT4A1, FXYD7, TRIM67, KCNF1, CASKIN1, PACSIN1, HS3ST2, SLC39A12, SNAP25, TBR1, SLC1A2, PLP1, SYN2, MBP, PSD2, SOX8, C2orf80, KIF5A, NPTX1, CACNG3, NTSR2, TTYH1, ERMN, SYNPR, SCN2A, GRIN2B, SYN1, STMN4, TMEM151A, CORT, C1QL3, SHANK1, BCAN, MOBP, FBXL16, VGF, SV2B, STX1B, CNTNAP4, SLC4A10, FAM181B, JPH3, BTBD17, CYP46A1, APC2, C11orf87, VSTM2B, GDAP1L1, CMTM5, ACTL6B, HRH3, CTNND2, GABBR2, SOX11, GPR158, KCNK12, GAD2, GABRG1, MT3, GPM6B, NRGN, GNG3, TMEM59L, ERC2, CEND1, SLC1A3, SVOP, GPR62, BAALC, UNC13A, NETO1, PTPN5, STX1A, RASL10A, DPF1, LY6H, CHRNB2, ENC1, OLFM3, C1QL1, TMEM88B, NRSN1, C8orf46, MGAT5B, SLIT1, KIF3C, DNM1, VSNL1, ADGRB2, SYT11, KCNQ3, CADM2, RGR, KIF1A, LINGO1, NPTXR, GABRB1, SHISA7, SYT1, APLP1, CACNG2, IL1RAPL1, SCG3, GABRD, GABRG2, NCDN, DSCAM, ATCAY, TMEM132D, HTR5A, RPRML, SLC35F1, ENHO, RAB3A, PNMA2, GABRB2, NRXN1, ATP6V1G2, PCDHGB1, MAST1, PCDHGC4, CNIH2, SCN3B, TRIM9, CPLX1, MYT1L, POU3F4, PCDH9, B3GAT1, CNP, SYP, LHX2, HPCAL4, 37865, B3GAT2, SLC8A2, LGI1, ICAM5, KCNC2, KIRREL3, KCNN1, MAP2, RTP5, LHFPL3, SLCO1C1, DCLK2, DNAJC6, ADGRB3, SYT5, SERPINI1, TMEM151B, CDK5R2, RLBP1, SYT3, GRIA4"
HPA-RNA Atlas tissue	esophagus	"MUC22, KRT6C, MUC21, CAPN14, KRT4, IGFL1, KRT13, CRNN, UGT1A7, TGM3, SPRR1A, EPGN, TGM1, KRT6A, KRT6B"
HPA-RNA Atlas tissue	fallopian tube	"OVGP1, IMPG2, LDLRAD1, STOML3, WDR38, DCDC2B, CCDC17, C22orf15, TUBA4B, FAM183A, ANKRD66, LRRC10B, SNTN, PRR29, KCNRG, CCDC78, GAS2L2, DYDC2, CAPSL"
HPA-RNA Atlas tissue	heart muscle	"NPPB, NPPA, MYL7, MYBPC3, TNNT2, TNNI3, ANKRD1, RD3L, MYH6, BMP10, LRRC10, SBK2, MYL4, SCN5A, TECRL, CASQ2"
HPA-RNA Atlas tissue	kidney	"SLC6A18, TMEM174, UMOD, SLC12A1, SLC22A8, SLC22A12, SLC34A1, KCNJ1, SLC12A3, NPHS2, TMEM207, SLC22A2, SLC22A6, SLC22A13, MIOX, FXYD4, SLC5A10, OR2T10, TMEM52B, SLC4A9, CTXN3, NAT8, SOST, TMEM27, ATP6V0D2, CALB1, SLC6A13, NOX4, ATP6V1G3"
HPA-RNA Atlas tissue	liver	"CFHR2, MBL2, SLC22A25, F9, SPP2, AHSG, F2, APOA2, CFHR5, SERPINC1, FGB, HPX, ITIH1, SLC10A1, CFHR4, A1BG, HAO1, SERPINA7, APOA5, APOH, CFHR3, SLC22A1, SLCO1B1, FGA, ALB, ITIH2, SLC25A47, HP, CYP1A2, CYP2E1, PLGLB2, CYP2C8, CYP2A7, CFHR1, UROC1, ADH1A, APOC4, C9, SLC22A10, APOF, FGG, GDF2, F13B, APOC4-APOC2, SLC17A2, CCL16, GBP7, ORM2, SERPINA10, UGT2B10, RDH16, HRG, UGT2B4, F12, ITIH4, PON1, ORM1, CYP2A6, FGF21, CYP7A1, C8A, APOC2, AGXT, C8B, ITIH3, F7, KLKB1, INHBC, SAA4, SLC38A4, SLC22A9, AKR1D1, UGT1A4, SERPINA11, HSD17B13, CPB2, INHBE, VTN, ANG, TTR, LPA, APCS, FMO3, RTP3, HPR, GYS2, SLC27A5, AMBP, CPN1, C5, CFB, SERPINA1, ACOT12, MASP2, SDS, CYP2B6, TDO2, TTPA, PGLYRP2, FETUB, SERPIND1, BAAT, LECT2, ADH4, CYP3A43, CYP3A7, HGFAC, TF, CYP8B1, LIPC, ABCB11, ASGR1, PZP, HAMP, PROC, ASGR2, TFR2, GLS2, MAT1A"
HPA-RNA Atlas tissue	lung	"SFTPA1, SFTPB, SFTPC, SFTPA2, SCGB3A2, AGER, SFTPD, NAPSA, MS4A15, LRRN4, SFTA2, SLC34A2"
HPA-RNA Atlas tissue	ovary	"ECEL1, WFIKKN2, CRYGD, KLHDC8A"
HPA-RNA Atlas tissue	pancreas	"SYCN, CTRB2, CTRB1, PNLIPRP1, CELA2A, CPA1, CTRC, CELA3A, PNLIP, PRSS1, AMY2A, CPB1, CELA3B, CLPS, CELA2B, PLA2G1B, CTRL, GP2, CUZD1, RBPJL, CPA2, CEL, AQP12A, AMY2B, PRSS3, AQP12B, PRSS2, SERPINI2, INS"
HPA-RNA Atlas tissue	placenta	"PSG1, CSHL1, PSG2, CSH1, GH2, CSH2, PSG3, XAGE3, HBG2, ERVV-2, PSG9, ISM2, PSG5, CGB8, KISS1, PSG11, CGB5, PSG6, LGALS16, ERVV-1, HBG1, LGALS14, NOTUM, LGALS13, XAGE2, EGFL6, PRG2, HLA-G, SIGLEC6, TFPI2, TAC3, CGA, GCM1, PLAC1, CGB3, HTRA4, IGF2, ADAMTS18, HGF, FCGR2B, CYP19A1, VGLL1, HSD17B1, PSG8, HSD3B1, INSL4, LIN28B, ERVW-1, SLC13A4"
HPA-RNA Atlas tissue	prostate	"TGM4, KLK3, KLK2, ACPP, KLK4, SLC45A3, MSMB, SP8, STEAP2, NKX3-1"
HPA-RNA Atlas tissue	skeletal muscle	"MYH1, NEB, ATP2A1, MYLPF, LBX1, TNNC2, TNNT3, ANKRD23, MYLK2, YIPF7, IDI2, JSRP1, TNNI2, PPP1R27, MYOZ1, KCNA7, CACNA1S, CASQ1, PYGM, MYBPC1, MYL1, RYR1, DUPD1, TMOD4, SMTNL1, CACNG1, STAC3, ART1, KLHL41, MYOT, CHRNG, UCP3, TRIM72, PRKAG3, ENO3, CKM, MYF6, KLHL40, ASB12, FHL3, KBTBD13, VGLL2, CHRND, CDH15, AMPD1, MYOZ3, LRRC30, RAPSN, JPH1, MYOD1"
HPA-RNA Atlas tissue	spleen	"CD5L, SPIC"
HPA-RNA Atlas tissue	stomach	"PGA4, GIF, GKN1, PGA3, PGA5, ATP4A, ATP4B, LIPF, MUC5AC, GKN2, TFF1, KCNE2, PGC, DPCR1"
HPA-RNA Atlas tissue	testis	"MAGEC2, SPO11, LUZP4, ZNRF4, HDGFL1, SPACA1, SLC25A2, CCDC70, IRGC, CST8, BPIFA3, SCP2D1, ADAM30, C4orf17, RNF113B, KIF2B, HIST1H2BA, AKAP4, ACTL7B, LRIT1, OOSP2, C20orf144, LYZL2, SLC25A31, GOLGA8F, TGIF2LX, ASZ1, MAGEC1, TRIM42, SHCBP1L, POM121L2, BIRC8, PDHA2, ADAD1, SPZ1, PRKACG, C12orf50, PASD1, CCDC182, SUN5, TBC1D21, ADAM18, ACTRT2, RBMY1F, FAM71B, RBMXL2, TPD52L3, DDI1, MROH2B, FAM170B, IQCF1, TOPAZ1, ZNF645, HMGB4, DCAF4L2, TGIF2LY, MAGEB6, CETN1, ODF3, SPATA31E1, TSPYL6, TNP2, H1FOO, DNAJB8, FAM71E2, FAM71C, PRNT, C3orf22, SPEM1, ACTL9, FTMT, CYLC1, TFDP3, CTAG1B, TRIML1, IQCF2, ODF4, DDX53, TCTE3, FAM47A, PRR30, SPATA31D3, ACTL7A, TMEM202, C2orf78, ZCCHC13, PPP3R2, CATSPER4, MAGEB16, FAM47B, FSCB, SPANXN4, OR10J1, SPANXD, GK2, RGPD4, CCER1, SPANXA1, CCT8L2, SPANXC, MAGEA1, FAM24A, SPANXA2, PAGE3, TMEM225, SPATA31A1, FBXO47, MS4A13, IZUMO3, SMIM21, CTAGE1, IQCF5, SPATA31D1, C16orf90, PAPOLB, POM121L12, DCAF8L1, KIF4B, ANHX, BOD1L2, PRPS1L1, PPP1R2P3, C16orf82, CXorf51B, C3orf84, BHMG1, OR14A2, TSPY1, TEX13A, SPATA31A3, PRM1, PRM2, LELP1, TUBA3C, TNP1, ODF1, SPATA8, C10orf62, CMTM2, GAGE1, 41153, SPATA16, TMCO2, TEX33, PGK2, LYPD4, TEX37, CYLC2, CABS1, ACSBG2, RNF151, UBQLN3, SPATA19, C16orf78, ANKRD7, PRSS54, PPP1R2P9, GAGE13, GAGE2A, FNDC8, DDX4, LYZL1, SPATA3, TSACC, TKTL2, SMCP, C10orf120, TXNDC2, C3orf30, CCDC179, TXNDC8, PHF7, FMR1NB, C1orf185, LDHC, CCDC42, SPANXB1, ASB17, ADAM2, FAM205A, C5orf47, TMEM239, H1FNT, GSG1, TCP11, PDCL2, MS4A5, FATE1, TTLL2, TSSK1B, WDR87, TSSK2, SYCP3, SSMEM1, ZPBP, IZUMO2, FKBP6, VCX3A, TPTE, TEX19"
HPA-RNA Atlas tissue	thyroid gland	"TG, TSHR, TPO, IYD, SLC26A4, SLC26A7, BMP8A, OTOS, FOXE1"
TCGA cancer tissue	ACC	"CYP11B1, STAR, NR5A1, CYP11A1, GSTA3, AMHR2, SULT2A1, MGARP, CYP21A2, CYP17A1, NR0B1"
TCGA cancer tissue	ALL	"GH1, VPREB1, SH2D4B, FFAR1, PAX5, LILRA2, HMHB1, LAPTM5, SSH2, VPREB3, DNTT, C12orf79, C1orf228"
TCGA cancer tissue	AML	"RTF1, TRA2B, USH2A, CHURC1, SPATA4, RP11-1035H13.3, CTC-487M23.8, HIST1H4C, C8orf44-SGK3, TNRC6B, KLLN, SON, ZFAND2B, TMA7, MTPAP, CHURC1-FNTB, AAK1, SRRM1, ANKRD36C, ARHGAP19-SLIT1, NDUFC2-KCTD14, LRTM1, ZNF668, TAOK3, UTP23, H3F3B, UBE2B, DEFA1, RPS28, PRAM1, HYPK, MTRF1L, RP11-849F2.7, MIXL1, SNRPA1, ZCCHC10, NOL7, DEFA3, NSRP1, PTPRE, EEF2, H3F3C, KIAA1024L, RP11-297N6.4, STK4, RNASE3, ATP5L2, MXD1, PCDHB1, RP11-701P16.2, ZNF292, HIST1H3D, KCNA7, FOXP1, CDADC1, SPINK2, RPL34, PSTPIP1, NMT1, SPATA21, XRN1, LYPD4, CHD9, TSPAN16, PADI4, MTRNR2L7, ING3, AZU1, FNIP1, AC112218.1, BCDIN3D, PPM1N, MPO, ANKRD13D, ATP5D, KDM5A, APPL1, RBL1, MTF2, RP11-487E13.1, SLC25A36, PSME1, ANKRD12, FAM19A2, TMEM78, LUZP1, DKFZP779L1853, ARID4B, KMT2E, RHOXF2B, MAP3K8, CNST, FAM76A, CEP152, TSPAN32, RFC1, NBEAL1, C10orf40, PRSS57, PKD2L2, RBX1, HBG2, RAB44, FAM151B, MS4A3, CA1, JMJD1C, FCAR, DEFA4, FP885535.1, TERF1, ANKRD49, CEACAM8, HBM, NFE2, ARID4A, AHSP, TFAM, SLC36A3, CFP, RP11-599B13.6, GYPB, RHD, INO80D, CUL5, CTD-3214H19.4, ZIM3, RP11-1021N1.1, ADAMTSL4-AS1, ELANE, RP11-770J1.4, U2SURP, C9orf96, MED30, PHF20, MIS18BP1, ARRDC5"
TCGA cancer tissue	CCSK	"PCDH11X, FAT3, HIST1H1T, DOK6, FAT4, KIAA2022, HIST2H2AB, TMTC1, BCOR, ZNF460, PCDH11Y, TACR3, HIST2H2AC, PTPRG, HIST1H2BL, HIST1H4H, HIST1H3J, HIST2H2BF, HIST1H1B, AFF2, VWC2, ZNF124, TMEM132B, FBN2, HIST1H4J, HIST1H2AI, MDGA2, LHX4, HIST1H1A, ARHGAP20, TULP4, CRHR1, OR13G1, LPHN3, AC074389.6, MGA, FLRT2, RP11-386G21.1, HIST4H4, ST8SIA6, HIST1H2BJ, TRHDE, KCNG3, CSNK2A3, HIST2H3D, AC064874.1, TCF24, POMK, TAS2R50, XKR4, TAS2R30, NLGN1, MTRNR2L1, CDH23, TENM4, PCDH7, HIST1H2BN, ZNF221, SLITRK5, TAS2R13, HIST1H1E, PDE10A, EPHA6, EPHA7, DGKH, HIST1H4A, PPM1L, RP11-613M10.8, PDGFRA, TAS2R46, HIST1H2AD, OVCH1, DLGAP2, HIST1H2AG, HIST2H2BE, HECW2, PTCH1, HOOK3, GRM7, ADAMTS19, ZNF728, GRID2, KCTD12, FOXP2, USP17L11, ZBED6, MKX, FUT10, FREM2, MTRNR2L11, ZPBP, OR14A16, ERCC6L2, NETO1, BMP6, SHISA6, ARHGAP42, ISM1, ZNF536, MTRNR2L12, HMGB4, RP11-861L17.3, TAS2R3, VSTM2B, N4BP2, USP17L2, NOTCH2NL, MAFA, TENM3, PCDH17, C17orf102, ZNF805, HIST1H2BC, LRFN5, CDH8, TMEM132E, B3GALT1, EBF2, ADAMTS17, ZNF208, HIST2H3A, HIST2H3C, DACH2, NTRK3, TAS2R31, SHISA9, DAB1, HIST1H1D, PYGO1, AJAP1, BPIFA3, OR6F1, EBF3, ZNF484, SPATA6, ZBTB20, GXYLT2, ZNF730, HOMER1, CNTN4, ZNF676, CHST8, GRM8, RP11-386G21.2, PTPN13, NPY5R, CRYBG3, SESN3, C14orf37, NFIA, LRP1B, SDK2, DDHD1, CCDC7, ECEL1, EVI5, TCEB3B, HIST1H2BD, GFRA2, C10orf113, COLEC12, AL355390.1, TMEM132D, OR1C1, OR52H1, STXBP4, GRM4, ROR1"
TCGA cancer tissue	CHOL	CRP
TCGA cancer tissue	DLBC	"CORO1A, MAP4K1, LIMD2, IL21R, SPIB, PTPRCAP, CD79B, TLR9, SP140, HCLS1, CD72, FERMT3, IKZF3, CD80, WDFY4, POU2AF1, MS4A1, TFEB, BATF, CD19, ARHGAP25, CD79A, CYB561A3, CXCR5, LTA, PLA2G2D, RP11-1070N10.3, CSK, LPXN, SLC25A19, MEF2B, GTSF1L, ARHGAP30, CD27, CD53, WAS, CD48, RELB, NCF1, IRF8, BCAS4, IL16, TLR10, BCL2A1, NFKBIE, BTK, 37135, COTL1, SIT1, FCRLA, CD40, CCDC88B, VAV1, AC023590.1, EBI3, FCRL3, SASH3, RGS13, MCOLN2, HMHA1, C7orf72, BLK, RAC2, DUSP2, CD37, PTPN6, P2RX5, IL4I1"
TCGA cancer tissue	ESCA	ZBTB7A
TCGA cancer tissue	GBM	"PSRC1, AQP4, RFX4, SLC1A3, CNN3, GDF1, PTPRZ1, MT3, NR2E1, FABP7, DBX2, SCRG1, POU3F2, PTN, FAM181A, CNGA3, BAALC, TIMP4, C21orf62, SLC39A12, NDP, ADORA3"
TCGA cancer tissue	HNSC	"KRT14, KRT6A, KRT6B, KRT5, SFN, KRT16"
TCGA cancer tissue	KICH	"TMEM213, PVALB, ATP6V0A4, ATP6V0D2, BSND, CLCNKB, TBC1D1, FOXI1, CLCNKA, DUSP15, KLK15, TRIM50, ATP6V1B1, ATP6V1G3, CA12, CLDN8, SIM1, CCDC151, CHCHD10, TMEM72, SLC39A13, RHCG, ESRRA"
TCGA cancer tissue	LGG	"AMER2, KCNJ10, PEA15, NDRG2, CDH20, SOX8, OLIG2, ZDHHC22, ENHO, SCD5, MMD2, PAQR6, THRA, GPM6A, OLIG1, GPRC5B, CMTM5, FAM181B, MTSS1L, DSCAM, BCAN, GPM6B, CTNND2, TMEM257, RFTN2, IL17D, SLC1A2, RAB41, ADCYAP1R1, PHYHIPL, TNR, TSC22D4, CADM4, ALDOC, GRIK4, GRIA3, MRO, PLEKHB1, SLAIN1, 39692, CSPG5, SFXN5, DCLK2, QKI, CRB1, ZCCHC24, ATP1A2, TRIM9, RND2, ATP1B2, CADM2, C1orf61, GFAP, NCAN, PLP1, SNN, ARNT2, PMP2, PCDHGC3, BTBD17, FEZ1, GRM3, GPR37L1, OMG, NLGN3, SLC6A1, C8orf46, CACNG7, FAM168A, PPP2R2B, B3GAT1, PSD2, FXYD6, KCNJ9, DNER, COLGALT2, HEPN1, SIRT2, ROM1, RTN3, NTRK2, FAM107A, DTNA, TTYH1, LRRTM3, ZBTB47, NAT8L, PHLPP1, GRIA4, SLC25A18, LPPR1, NACC2, C2orf80, FUT9, ADCY2, KLHL32, GABRG1, HAPLN2, B3GAT2, TTYH2, SOX2, ASIC1, CYP46A1, FAM19A5, HEPACAM, MAP1A, GPR17, RASGEF1C, TMPRSS5, FMN2, LHFPL3, MTURN, NOVA1, FRMPD3, SAMD8, GABBR1, CERS1, ATP6V1G2, MLC1, NKAIN4, SPARCL1, SHISA4, LRIG1, KAT2B, ABAT, SH3GL2, LIX1, NIM1K, NTM, SOX3, RAP2A, SCHIP1, RASSF2, MOBP, LUZP2, NTSR2, SERP2, PRR18, ETNPPL, TSPAN7, P2RY12, LSAMP, SHISA7, PHACTR3, CNP, POU3F4, NLGN2, SLITRK2, ACSBG1, SLCO1C1, FAM69C, BBS2, AC007375.1, NKX2-2, KCNA2, SCG3, NAP1L3, HES6, C1orf94"
TCGA cancer tissue	LIHC	"CFHR2, APOA2, ITIH1, APOC3, AMBP, ALB, APOB, GC, F2, APOH, FGA, AHSG, APOA5, SERPINC1, HAO1, C8B, RBP4, C8A, F13B, UGT2B10, ADH1A, CPB2, ORM2, FGB, KNG1, CFHR5, UGT2B4, SERPIND1, ITIH2, VTN, MBL2, AKR1C4, FGG, FGL1, AFM, AGXT, TF, BAAT, HPX, SMLR1, APOA1, ITIH3, ORM1, HFE2, SERPINA6, F11, SLCO1B1, CFHR1, ITIH4, MAT1A, ANGPTL3, PLG, ASGR1, KLKB1, CREB3L3, APOC1, SERPINA10, F9, APCS, ANG, ASGR2, C8G, G6PC, SERPINA1, PROC, C4BPB, SLC2A2, IGFBP1, APOC4-APOC2, LBP, HP, PAQR9, TAT, HPR, A1CF, APOC2, ALDOB, F7, CFHR4, PON1, TTR, SLC22A9, LEAP2, AGT, PGLYRP2, TM4SF5, SERPINA11, PLA2G12B, GLYCTK, SERPINF2, PAH, C5, HRG, SLC17A2, SAA4, SERPINA7, UGT1A4, APOC4, F5, APOM, TFR2, CYP4A11, INHBC, C19orf80, SLC22A7, ABCC6, F10, ADH6, AADAC, ARG1, C4BPA, CHST13, CYP4A22, DAO, KLB"
TCGA cancer tissue	LUAD	"SFTPA1, SFTPB, NAPSA, SFTPA2"
TCGA cancer tissue	MESO	"HAS1, CALB2"
TCGA cancer tissue	NB	"RNF165, PHOX2B, SAMD14, ELAVL4, LRRC16B, HMX1, MAST1, KCNH4, ACTL6B, ISL1, STMN2, GPC2, BRSK2, SRRM4, GPRIN1, ANKRD13B, KIAA0895L, FAM57B, TTBK1, TMEM169, RIMBP2, DPYSL5, TRIM46, TTC9B, YPEL1, GARNL3, FSD1, EML5, C16orf92, ELAVL3, RPS6KL1, ZFP90, AP3B2, P2RX3, KIF5C, CACNA1B, HCN3, TSTD2, MLLT11, MYT1L, GPR173, GPR137C, INSM2, CRMP1, PARP6, CELSR3, XKR7, ARVCF, MTMR4, TMEFF1, STMN4, CELF3, SOGA3, LRRC24, 40603, TMEM151B, CHRNA7, IGFBPL1, NRSN1, NOVA2, AMER3, UNK, TLX2, RUFY2, KIF3C, PRRT2, KRTAP5-1, DPYSL4, SNAP91, ZNF382, TTL, FRS3, ZNF512, KIAA0408, TUBB3, MPP3, MAB21L1, NYAP2, DUSP8, SBF2, SMIM17, NBEA, MYT1, CASKIN1, FBXO41, SULT4A1, FAM171A2, FBLL1, TRIM3, GGT7, DOC2B, KLC1, ZNF804A, ELAVL2, CLASP2, RPAIN, QRICH2, MADD, ALK, 38596, SARM1, INA, NTN3, GPRASP2, GDAP1L1, PCBP4, LPPR3, DCX, RIMS3, GLCCI1, CTD-2368P22.1, RBFOX2, TBKBP1, AC006547.14, ABCG4, APBB3, KIAA1211, UBE2O, ARL10, DCLK3, NACAD, SCRT1, SRRM3, PURG, CAMSAP1, CCDC112, RADIL, SLC26A10, ARHGAP33, CACNB1, BRSK1, TRO, RBM4B, CBX8, CDK5R1, RUNDC3B, MAPT, PAK7, TUB, MAP3K12, TUBB2B, CTC-260F20.3, SYN3, BHLHB9, PTBP2, C17orf70, TMSB15B, DQX1, MPP2, WDR27, MAP6, NOL4, EPHA10, TMEM196, RALGDS, CCDC136, ZNF596, ZNF821, ADAM11, SGSM1, LUC7L3, SGIP1, GDAP1, SCN9A, ADRBK2, CPSF4, DCHS1, GDPD1, YJEFN3, KCNQ5, ZKSCAN2, ZFHX2, RAP1GAP2, RTN1, TRIM67, KIF5A, HFM1, ZNF793, LINGO2, ZNF337, CHRNB4, PPM1E, ATAT1, ZNF286A, PDZD4, ZFP28, STAC, SCN3B, ZNF286B, SUPT7L, PRPH, MEIS3, GSE1, COX11, ZNF248, NMNAT2, KIDINS220, DBF4B, ZNF789, GPRASP1"
TCGA cancer tissue	PCPG	"CHGA, CHGB, C18orf42, DBH, NEUROD4, PTPRN, TH, CARTPT, SCG5, DDC, SCG2, BSCL2, PENK, SYP, CPLX2, CYB561, CDK5R2, PRLHR, QDPR, INSM1, DRD2, FAIM2, ST8SIA3, APLP1, SYT4, SLC18A2, SLC18A1, CHRNA3, P4HTM, BEX1, DRGX, PCSK1N, SEZ6L2, SLC35D3, TPBGL, DISP2, DUSP26, TAGLN3, TMEM179, EEF1A2, RTL1, FAM162B, SHF, RIPPLY2, VWA5B2, RTBDN, RGS5, NAP1L5, DLK1, BEGAIN, TERF2IP, GNAS, GCH1, TTC8, SYT5, CDH18, DMRTC1B, LIN7B, B3GNT1"
TCGA cancer tissue	PRAD	"KLK2, KLK3, NKX3-1, SLC45A3, HOXB13, STEAP2, KLK4, ACPP, OR51E2, SPDEF, TRPM8, LMAN1L, MSMB, SLC30A4, FOLH1, CHRNA2, TRPV6, CPNE4, PRAC1, TMPRSS2, RDH11, CREB3L4, TTC6, NWD1, STEAP1, TRPM4, ZNF613, ADRB1, ABCC4, ANO7, FOXA1, TMEM210, PDE9A, NAAA, OAZ3, PPP3CA, CHRM1, 36951, AP001816.1, FAAH, PNPLA7, PPAP2A, ARHGAP6, SLC2A12, LRRC26, POTEH, DHRS7, ALDH1A3, DEFB132, DNASE2B, VIPR1, ERGIC1, CAB39L, TIGD6"
TCGA cancer tissue	READ	"CDX2, TRABD2A, CDX1, CDH17, GPA33, NOX1, AC106876.2, MEP1A, EPCAM"
TCGA cancer tissue	TGCT	"GDF3, DPPA3, VRTN, KHDC3L, DPPA5, L1TD1, TRIM71, LIN28A, GIP, OTX2, NODAL, NANOG, DPPA2, RPL10L, NLRP7, SALL4, SPSB2, PHC1, HYAL4"
TCGA cancer tissue	THCA	"TG, TSHR, TPO, NKX2-1, SFTA3, IYD, MUC15, FOXE1, CRYGN, OTOS, LCN12, ATP13A4, KCNJ16, RSPH6A, LMO3, DAPK2"
TCGA cancer tissue	THYM	"PAX1, TBATA, CCL25, FOXN1, PSMB11, AC131097.4, PAX9"
TCGA cancer tissue	UVM	"GAPDHS, FAM53B, TBC1D16, LRRN4CL, CCDC140, TYRP1, TMEM200C, CABLES1, MLANA, PNMA6C, C10orf11, OCA2, RAB38, PAX3, CLCN7, ACCSL, GPR143, SLC7A8, TRPM1, ABCB5, AP5B1, LGI3, RGS20, CAPN3, EFHD1, PMEL, SOX10, ILVBL, CRTAC1, SLC7A4, CITED1, ST6GALNAC2, TRIM63, ST3GAL4, C1orf85, ASB11, ABCC11, PNMA3, SOX1, ALX1, HSPB2-C11orf52, SLC24A5, KCNAB2, SPACA1, C10orf90, HSPB2, GYG2, SLC6A17, RENBP, MLPH, CA14, CDK2, TYR, KCNJ13, EXOC3, MITF, LRRC39, ITPKB, SLC45A2, FAM210B, TPCN2, TFAP2A, KLHL38, PIP4K2A, RASGRP3, SLC3A2"
TCGA cancer tissue	WT	"UNCX, PAX2, RP11-1102P16.1, AC012123.1, EYA1, FGF8, SMIM2, FOXC2, NREP, MEOX1, SIX2, ZNF516, CDH7, NR2F2, TMSB15A, RP11-527L4.2, FZD7, C1QTNF7, KLHL14, SHISA3, NKAIN3"