Korean, Edit

Cell Type Marker Genes

Higher category: 【Bioinformatics】 Bioinformatics Index


1. Overview

2. Type 1. Epithelial Cell

3. Type 2. Endothelial Cell

4. Type 3. Immune Cell

5. Type 4. Stromal Cell

6. Type 5. Others


a. Gene Library

b. Gene Score Library



1. Overview

⑴ The human body consists of more than 400 different types of cells

⑵ Notation rule

① When referring to a gene, italics are expressed, and when expressing the protein product of a gene, italics are expressed

② However, here, I will unify it by plain text

Homo sapiens (human)

① Genes are all capital letters

② 36601 genes based on GRCh38 reference (ENSG)

Mus musculus (mouse)

① Only the first letter of the gene is uppercase and the rest is lowercase

② 32285 genes based on mm10 reference (ENSMUSG)

Homology between human and mouse

⑹ Indeed, it is common to distinguish between only high expression and exclusive expression (+).

Data 1. Tabula Spaiens: Basically, the following list of cell types is based on Tabula Sapiens (file)



Figure. 1. Tabula Sapiens


Data 2. Tabula Muris (ref, file)

Data 3. Tabula Microcebus (file)

Data 4. Refer to the sc-type algorithm for how to extract the applicable marker genes (file)

Data 5. PanglaoDB: PanglaoDB Total DB

Data 6. SCEVAN: SCEVAN Supplementary Data

Data 7. Relative cell distribution by tissue (Reference)

Data 8. CellMarker 2.0: CellMarker_All.xlsx

Data 9. HCA (Human Cell Atlas)

Data 10. CCLE (ref, file)

Data 11. cellxgene database: You can find information such as CL:0001061 in the following file or link.

Data 12. For other information, see https://typeset.io/, https://www.scinapse.io/ which curated billions of papers.



2. Type 1. epithelial cell

⑴ Overview: pan-epithelial cell

① (+) EPCAM, KRT19, Epcam, Krt8, ANKRD30A, MUC6, MYBPC1

② (+) PATE4, SEMG1, PRPS2, SEMG2, ENPP3, FADS2, GSTM3, ABCG2, ELF5, PNMT (Tabula Sapiens)

③ (+) 4833423E24Rik, Krt33b, Cryba2, Bnc1, Krtap3-2, Sox21, Nmu, Gabrp, Clca4, Krt75 (Tabula Muris)

④ (+) CD24, CEACAM1, AGR2, GPA33, CEACAM5, SFN, TSTD1, PIGR, MUC13, SELENBP1, ELF3, TSPAN1, GUCA2A, PHGR1, LGALS4, TSPAN8, VSIG2, EPCAM (PanglaoDB)

⑵ adrenal cortex epithelium 

class 1. zona glomerulosa epithelial cell

○ (+) Akr1b7, Star

⑶ basal cell

① (+) KRT5, KRT14, KRT19, TP63

② (+) PTPRZ1, TP63, DSC3, KRT14, S100A2, CLCA2, MIR205HG, KRT15, EXPH5, DENND2C (Tabula Sapiens)

③ (+) KRT5, KRT17, ANXA11, PLAU, SRSF4, KRT23, ITGA2, RAB13, LAMB3, ACADVL, HEBP2, KRT15, PLP2, MT1X, S100A14 (PanglaoDB)

⑷ brain epithelium

class 1. brain cancer cell epithelium

○ (+) CD44, MBTPS2, PARP1 (sc-type)

class 2. brain cancer stem cell

○ (+) FUT4, MSI1, NES, PROM1, SOX2, THY1 (sc-type)

class 3. choroid plexus cell

○ (+) Clic6

class 4. anterior pituitary gland cell

class 5. ependymal cell

○ (+) Ccdc153

○ (+) FOXJ1, ENKUR, FAM216B, DNAH12, IQCG, SPEF2, ODF3B, TEKT1, LRRC23, PIFO, DYNLRB2, RSPH1, CCDC153, ZMYND10, CFAP44 (PanglaoDB)

class 6. meningeal cell

class 7. tancyte

class 8. cerebral cortex layer

8-1. white matter

○ (+) MOBP

8-2. gray matter

○ (+) SNAP25

8-3. L6

○ (+) KRT17

8-4. L5

○ (+) PCP4

8-5. L4

○ (+) RORB

8-6. L3

○ (+) RORB, CUX2, HPCAL1

8-7. L2

○ (+) RORB, CUX2

8-8. L1

○ (+) RELN

class 9. corpus callosum

○ (+) Car2

⑸ cancer epithelium

① (+) CD44, EPCAM, ERBB2, FOLH1, KRT18, PROM1, KIT, CLDN4

② CCRCC(clear cell renal cell carcinoma)

③ ovarian cancer

④ endometrial cancer

⑤ B16F10

○ (+) DCT, PMEL, TYRP1, MLANA

⑥ EMT6

○ (+) RBP1, CRABP2

⑦ LL2

○ (+) RPL29, KRT18

⑧ CT26

○ (+) BAIAP2L1, RPL39L

⑨ MC38

○ (+) FAM159B, SNHG9

⑩ SA1N

○ (+) ITIH3

⑪ brain cancer cell epithelium

○ (+) CD44, MBTPS2, PARP1 (sc-type)

⑫ brain cancer stem cell

○ (+) FUT4, MSI1, NES, PROM1, SOX2, THY1 (sc-type)

⑬ breast cancer epithelium

○ (+) ABCC11, APOBEC3B, AR, CAV1, CCND1, CDH1, CEACAM6, CENPF, CXCL12, EGFR, ERBB2, ESR1, FOXA1, GATA3, KIT, KRT7, LDHB, LRRC15, MDM2, MKI67, PCLAF, PGR, PTGDS, RUNX1, S100A4, SCD, SFRP1, SNAI1, TACSTD2, TCF4, TOP2A, ZEB1, ZEB2

⑹ ciliated epithelial cell

① (+) FOXJ1, PAEP, UCA1, SCGB1D2, RP11-519G16.5, DCDC2, C2orf88, LAMC2, SCGB2A1, OCLN (Tabula Sapiens)

⑺ eye epithelium

class 1. corneal epithelial cell

○ (+) KRT3, KLF6 (sc-type)

○ (+) KRT12, MUC22, MGARP, CTSV, ERICH5, RP11-96L14.7, CRTAC1, KRT3, RAET1L, CREG2 (Tabula Sapiens)

class 2. corneal keratocyte

○ (+) LEPR, LCN1, LACRT, FOXL2, NTRK2, OGN, BOC, CHRDL1, OMD, NECAB1 (Tabula Sapiens)

class 3. eye photoreceptor cell

○ (+) RBP3, RS1, KCNV2, IMPG1, RDH8, RTBDN, RP11-442N1.1, PDC, CPLX4, RP11-6E9.5 (Tabula Sapiens)

3-1. rod photoreceptor cell

○ (+) Rho, Pdc, NRL, ROM1, CRX, ARR3, CABP4, CACNA1D, DYNLRB2, EDN2, FRMPD2, GJD2, KCNQ5, KCNA4, LRIT1, LRIT2, MAF, MED1, RORB, RP1L1, TSPAN10, TTC8, Gcap2, Samd7, Cerkl, SAMD11, SLC24A1, RP1, PDE6B (sc-type)

3-2. cone photoreceptor cell

○ (+) Arr3, Opn1sw, NRL, ROM1, CRX, ARR3, OPN1LW, OPN1MW, CABP4, CACNA1D, EDN2, GJD2, GNB3, KCNQ5, LRIT1, MED1, RP1L1, THRB, TSPAN10, TTC8, Opmw, SLC24A1, RP1, PDE6B (sc-type)

class 4. ocular surface cell

class 5. retinal pigment epithelial cell

○ (+) EZR, RPE65, BEST1, ANO2, BMP2, BMP4, CLU, EFEMP1, IL4, KCNJ5, MED1, RDH5, RGR, SBSPON, TGFBR1, TMEM98, TTC8, TRAF1, Cerkl (sc-type)

○ (+) AC067969.2, RPE65, ITGAV, LINC00276, TMEM98, BEST1, FHIT, RBP1, RLBP1, ITGB8 (Tabula Sapiens)

class 6. cancer cell

○ (+) EPCAM (sc-type)

class 7. uveal tract cell

class 8. Schwalbe line cell

⑻ gland 

class 1. acinar cell of salivary gland

○ (+) BPIFA2, LPO, PRB2, CA6, PRB1, MUCL1, PRH1, PRB4, PRH2, HTN1 (Tabula Sapiens)

class 2. duct epithelial cell

○ (+) TFCP2L1, ANKRD36C, FOLR1, SCGB3A1, CALML5, DMBT1, LRRC26, AZGP1, CCL28, TCN1 (Tabula Sapiens)

class 3. duodenum glandular cell

○ (+) TFF2, LIPF, C6orf58, GOLM1, A4GNT, KCNE2, FUT9, PGC, AGR2, SCG5 (Tabula Sapiens)

class 4. epithelial cell of lacrimal sac

○ (+) SMR3A, PROL1, DCT, LCN1, LINC01474, LACRT, ANGPTL7, KRT12, RP11-54H7.4, PLCB4 (Tabula Sapiens)

class 5. lacrimal gland functional unit cell

class 6. luminal epithelial cell of mammary gland

○ (+) SERPINA3, EGLN3, PRSS8, ANGPTL4, HILPDA, ITGB6, RP5-857K21.6, EFHD1, SERINC2, DSG2 (Tabula Sapiens)

○ (+) KRT18, SLPI, KRT19, CD74, AGR2, SERPINB3, WFDC2, LCN2, BTG1, CLDN4, ANXA1, HMGA1, TNFSF10, HIF1A, CEBPD, KRT8, CD9, AQP3, CDH1, MUC1 (PanglaoDB)

class 7. mucus secreting cell

○ (+) MUC5AC, BPIFA1, MUC5B, ANKRD36C, BPIFB1, LINC00342, SLC5A8, MUC4, SLC26A4, TMC5 (Tabula Sapiens)

class 8. salivary gland cell

○ (+) Gstm1, Wfdc18

○ (+) CENPF, NEK2, DEPDC1, TOP2A, MKI67, ANLN, IQGAP3, HMMR, MUC7, KLK5 (Tabula Sapiens)

class 9. secretory cell

class 10. stratified squamous epithelium from the oral mucosa

○ (+) Krt5, Krt15

class 11. mammary epithelial cell

○ (+) SERPINB5, KRT5, CLDN4, KRT17, NEDD9, KRT19, KRT7, KRT8, KRT18 (PanglaoDB)

class 12. parathyroid gland

12-1. oxyphil cell

12-2. parathyroid chief cell

class 13. breast glandular cell

○ (+) ADAM9, AGR3, ALDH1A3, AQP3, BACE2, C15orf48, C5orf46, CCDC6, CD9, CDC42EP1, CLIC6, CTTN, DAPK3, DMKN, DNTTIP1, DSC2, EIF4EBP1, ENAH, FASN, FLNB, HMGA1, HOOK2, HPX, JUP, KRT23, LYPD3, MLPH, MYO5B, OCIAD2, OPRPN, PIGR, PTRHD1, QARS, S100A14, SCGB2A1, SDC4, SERHL2, SERPINA3, SH3YL1, SLC25A37, SLC5A6, SMS, SQLE, SRPK1, SVIL, TCIM, TMEM147, TOMM7, TPD52, TRAPPC3, USP53, ZNF562

⑼ hepatic epithelium

class 1. cholangiocyte: bile duct

○ (+) SSTR2, SLC4A2, KRT7, KCNN2, ITGB4, GGT6, CFTR, AQP4, AQP1, PIGR, GGT1, JAG1, GPBAR1, GGT7, KRT19, ONECUT2, ALPL, HNF1B, ALB, AGR2, TFF3, TFF1, SOX9, EPCAM, CLDN4, MMP7, TFF2, SCGB3A1, FXYD2, DEFB1, CD24, LCN2, CXCL1, CXCL6, LGALS2, TACSTD2, ELF3, SPP1, MUC5B, LGALS4, KRT8 (sc-type)

○ (+) CHST4, FGFR2, GC, TM4SF4, APCS, AMBP, AGT, SLC17A4, SEMA3E, CXCL6 (Tabula Sapiens)

○ (+) PIGR, KRT19, AGR2, TFF3, EPCAM, CLDN4, CD24, LCN2, ELF3, LGALS4 (PanglaoDB)

class 2. cancer stem cell

○ (+) ANPEP, CD44, EPCAM, POU5F1, PROM1, THY1

⑽ intestinal epithelial cell

① (+) TRDC

② (+) UNC5CL, C1orf177, TRIM31, LINC00955, RP3-417L20.4, HMGN1P20, ALPI, RP11-395B7.2, EGFR-AS1, RP11-462G2.1, DEFB1, CA7, RP11-468N14.13, ARL14, AC024592.9 (sc-type)

class 1. enterocyte of epithelium of large intestine

○ (+) 2610528A11Rik

○ (+) MUC12, NXPE1, CLDN3, PHGR1, CDX1, MUC13, RP11-357H14.17, FXYD3, LGALS4, CDH17 (Tabula Sapiens)

class 2. enterocyte of epithelium of small intestine

○ (+) RBP2, CCL25, MUC17, PRAP1, CGN, SI, ARL14, FABP2, EPS8L3, CDHR5 (Tabula Sapiens)

class 3. paneth cell of epithelium of large intestine

class 4. paneth cell of epithelium of small intestine

○ (+) GOLM1, CTSE, ANXA10, ONECUT2, CDHR5, TSPAN8, CDHR2, KRT20, MUC3A, SLC5A1 (Tabula Sapiens)

class 5. paneth cell of colon

○ (+) CA7, OTOP2, BEST4, GUCA2A, FRMD1, SPIB, CLDN3, HEPACAM2, KRT20, SDCBP2 (Tabula Sapiens)

class 6. serous cell of epithelium of bronchus

○ (+) C6orf58, CXCL17, CCDC129, LINC01482, PRR4, BPIFB1, DMBT1, ATP12A, TCN1, GLYATL2 (Tabula Sapiens)

class 7. serous cell of epithelium of trachea

○ (+) GLYATL2, BPIFB1, PROM1, MUC5B, BPIFA1, TMC5, SCGB3A1, AGR2, DMBT1, FCGBP (Tabula Sapiens)

class 8. mesothelial cell

○ (+) AP000705.7, HAS1, TNNT1, BNC1, DSC3, WT1, WNT10A, C21orf62, PTPRQ, CEMP1, C3, CRB2, KLK11, PHYHIP, TGM1 (sc-type)

class 9. BEST4+ cell

Region 1. villus tip

○ (+) CREB3L3, KLF6, ATF3, JUN, ACE2, MEP1A/B, DEFB1 (antimicrobial peptide), chylomicron assembly (MTTP, APOB, DGAT2), BMP molecules (BMP8A, BMP8AB), non-canonical WNT ligand (WNT5A), gene markers of γδ T/NK (TRDC, GZMA, GZMB)

1-1. villus tip in mouse

○ (+) Sct, enterocyte purine metabolism gene (Enpp3, Ada, Nt5e, Slc28a2), Ido1 (goblet cell gene), immuno suppressive genes

○ (-) Il18

1-2. villus tip in human

○ (+) MHC-I (HLA-A, HLA-B), MHC-II (HLA-DRA, HLA-DRB1, CD74), IL18, pro-inflammatory macrophage genes (C1QC, NLRP3, ADAMDEC1)

Region 2. mid-villus region

○ (+) PPARD, HNF1B, TG resynthesis enzyme (MOGAT2, MOGAT3, DGAT1)

Region 3. villus bottom

○ (+) GSTA2, most classic tuft cell marker (TRPM5, IL17RB, PLCG2, SH2D6, LY6H), SLC11A2 (iron import), AQP1, SCTR, IL11RA, antimicrobial proteins (REG3B, REG3G), TMEM159, BSCL2

Region 4. crypt

○ (+) MYC, HES1, TFRC (iron import), AQP1, SCTR, IL11RA, defense response (REG3A, DMBT1), TMEM159, BSCL2, BMP4, BMP-inhibiting molecules (GREM1, GREM2), WNT ligands (WNT2, WNT2B, WNT10A/B)

4-1. crypt in mouse

○ (+) Sst, Chgb

⑾ kidney epithelial cell

① (+) NAT8, AC093326.1, SLC13A1, MIOX, TMEM27, GLYAT, PDZK1, TINAG, BBOX1, AC009014.3 (Tabula Sapiens)

class 1. loop of Henle cells

○ (+) UMOD, AQP1, IRX1, IRX2, IRX3, MECOM, POU3F3, TBC1D4, SLC12A1, DEFB1, GEM, RGS5, CYP4B1, DRAM1, NEK6, CDKN1C, CALCRL, CLCNKA, CRYAB, SPP1, PPP1R1B, LRRC66, IGF1, CLDN1, CLDN10 (sc-type)

○ (+) CXCL1, GEM, THBS1, PTGS2 (PanglaoDB)

1-1. loop of Henle ascending limb epithelial cell

○ (+) Slc12a1, Umod, Egf, Wfdc15b, Gpx6, Nccrp1, Clcnka, Ppp1r1a, Kng2, Cldn19 (Tabula Muris)

1-1-1. loop of Henle thick ascending limb epithelial cell

○ (+) KNG1, FXYD2, UMOD, LOC109729779, ATP1B1, ATP1A1, LOC105865250, SLC12A1, DNASE1, LDHB (Tabula Microcebus)

1-1-2. loop of Henle thin ascending limb epithelial cell

○ (+) SPP1, FXYD2, WFDC2, ZC3H10, KNG1, UMOD, CTSD, S100A6, RPS18, TMEM176B, (Tabula Microcebus)

1-2. loop of Henle descending limb epithelial cell

1-2-1. loop of Henle thick descending limb epithelial cell

1-2-2. loop of Henle thin descending limb epithelial cell

○ (+) SPP1, CLU, ZC3H10, PTGDS, FXYD2, RPS18, AQP1, RPL26, CTSD, S100A6 (Tabula Microcebus)

class 2. collecting duct cell

○ (+) Slc12a3, Rhcg, Calb1, Spink8, Pgam2, Uroc1, D630042F21Rik, Hsd11b2, Slc26a4, Emx1 (Tabula Muris)

2-1. α-intercalated cell

○ (+) ATP6V1G3, ATP6AP2, RHBG, ATP1B1, LOC109729779, RHCG, LOC105879013, FOXI1, AQP6, AU129_gr01 (Tabula Microcebus)

○ (+) FOXI1, OXGR1, ATP6V1G3, AQP6, CA2, NR1I4, SLC4A1, RHCG, ATP6V1B1, AVPR1A, P2RY14, FXYD2, TMEM213, CA2, DMRT2 (sc-type)

2-2. β-intercalated cell

○ (+) FOXI1, OXGR1, ATP6V1G3, SLC26A4, CA2, NR1I4, RHCG, ATP6V1B1, AVPR1A, INSRR, FXYD2, TMEM213, CA2, AP1S3 (sc-type)

2-3. principal cell

○ (+) KCNE1, APELA, AQP2, AQP3, GATA3, ELF5, STC1, TBX3, CLDN4, KCNJ1, AVPR2, FXYD4, HSD11B2, SCNN1G (sc-type)

2-4. inner Medullary cell

○ (+) S100A4, PLEKHB1, ALDH1A3, TM6SF1, SLC14A2 (sc-type)

class 3. renal tubular cell

○ (+) Dach1, Calb1

3-1. renal distal tubule cell

○ (+) KLK1, KCNJ1, KL, EGF, TMEM213, TMEM52B, SOSTDC1, SLC12A3, EMX1, CLDN3, CLDN8, UMOD, PCOLCE, CDC42EP3, CLCNKB, FXYD2, POU3F3 (sc-type)

3-2. renal proximal tubule cell

○ (+) 0610005C13Rik

○ (+) FXYD2, ATP1B1, SLC3A1, CUBN, PDZK1, LRP2, POU3F3, AGXT2, GSTA2, CYP2E1, CRYL1, GLYAT, SORD, UPB1, SOD3, HNF4A, CDKN3, NAPSA, SLC7A13, SLC17A3, HGD (sc-type)

○ (+) DPP4, ENPEP, LRP2, PDZK1, SLC34A1, ASS1, PCK1, SLC4A4, GLYAT, FBP1, FOLR1, AK4, SLC5A8, FAH, CRYL1, SLC13A1, TMEM27, APOE, HGD, SERPINF2 (PanglaoDB)

3-2-1. kidney proximal straight tubule epithelial cell

○ (+) Spink3, Slc34a1, Slc39a5, Miox, Slc13a1, Rdh16, Ugt2a3, Lrrc19, Pck1, Slc22a8 (Tabula Muris)

○ (+) ALDOB, FXYD2, GPX3, MIOX, SMIM24, APOC3, LOC105867418, SPP1, AQP1, AU129_gr01 (Tabula Microcebus)

3-2-2. kidney proximal convoluted tubule epithelial cell

○ (+) GPX3, ALDOB, FXYD2, MIOX, APOC3, LOC105866477, SMIM24, AU129_gr01, SLC34A1, LOC105867418 (Tabula Microcebus)

3-3. connecting tubule cell

○ (+) CALB1, TRPV5, FXYD2, ATP6V1B1, SLC8A1 (sc-type)

class 4. ureteric bud cell

○ (+) GFRA1, RET, WNT9B, CLDN6, LAMA1, NMU, Wnt11, Etv4, WNT7B (sc-type)

class 5. conjunctival epithelial cell

○ (+) AQP5, POLR2J3, FAM83A, PAX6, GJB4, SYT8, SOX15, FGFBP1, SERPINB2, FAM110C (Tabula Sapiens)

⑿ lung epithelium

class 1. airway epithelial cell

○ (+) ADH7, AQP1, CDH1, SEC14L3 (sc-type)

class 2. epithelial cell

○ (+) ANPEP, EPCAM, IL10, IL6R (sc-type)

class 3. alveolar epithelial cell

○ (+) T1a, AQP5

class 4. bronchial epithelial cell

○ (+) MUC5AC

class 5. Typei pneumocyte (alveolar Typei, AT1)

○ (+) GPRC5A, AGER, RTKN2

○ (+) AGER, AKAP5, AQP3, AQP5, CCN2, CLDN18, CLIC5, COL4A3, COL4A4, CRLF1, CYP4B1, EGFL6, EMP2, FSTL3, GPRC5A, HOPX, ICAM1, IGFBP6, KRT7, MEX3B, MMP11, P2RX7, PDPN, PXDC1, RTKN2, SCNN1A, SCNN1B, SCNN1G, SEC14L3, SEMA3B, SEMA3E, SMARCA1, VEGFA (sc-type)

○ (+) AGER, GGTLC1, MS4A15, CEACAM6, ANKRD29, AQP4, C4BPA, KAL1, ATP13A4, ARHGEF26 (Tabula Sapiens)

class 6. Type ii pneumocyte (alveolar Typeii, AT2)

○ (+) SFTPB, SFTPC, MUC1, SLC34A2, Foxp2, Nkx2-1, Tmem213, LYZ, ALPL

○ (+) ABCA3, ADGRF5, AGER, CD36, CD3G, CEBPA, CLDN18, CRLF1, CTNND1, CXCL2, CXCR2, DDX3Y, EGFL6, ETV5, GRK2, IL1B, INMT, IRX1, LAMP3, LPCAT1, LRG1, MUC1, NAPSA, NKX2-1, NRN1, PGC, PIGR, PPBP, PPP1R14C, RUNX3, S100G, SDC1, SFTA2, SFTPA1, SFTPB, SFTPC, SFTPD, SLC34A2, SOAT1 (sc-type)

○ (+) GKN2, SFTPA1, SFTPA2, SLC22A31, SFTPC, SFTPD, ROS1, NAPSA, ABCA3, CACNA2D2 (Tabula Sapiens)

○ (+) SFTPC, LOC105870139, LOC105873688, LOC105883485, SFTPB, TMSB4X, LOC105879971, SFTPD, CTSH, CXCL17 (Tabula Microcebus)

○ (+) NKX2-1, MUC1, CLDN18, LAMP3, SFTA2, SFTPD, SLC34A2, SFTPB, SFTPA1, SFTPC, ADGRF5, LPCAT1, NAPSA, ABCA3, PGC, CXCL2, PIGR (PanglaoDB)

class 7. cycling epithelial cell

class 8. ECM-high epithelial cell

class 9. tuft-like

class 10. club cell

○ (+) Scgb3a2, S100a6, Aqp5

○ (+) CYP2B7P, FOLR1, NEDD4L, KIAA1244, SCGB3A1, AGR3, OCLN, SHROOM3, ERBB2, CXCL17 (Tabula Sapiens)

10-1 airway club cell

class 11. trachea double-positive, alpha-beta thymocyte

class 12. mesothelial cell

○ C2, CALB2, CD44, CDH1, DES, EFEMP1, EPCAM, GSTA3, KRT5, KRT7, KRT72, LGALS7, LRRN4, ME1, ME2, MSLN, MUC16, OSR1, RSPO1, THBD, UPK3B, WT1 (sc-type)

class 13. tracheal goblet cell

○ (+) MUC5AC, RP11-412H8.2, BPIFA1, BPIFB1, MUC5B, ATP12A, CXCL17, AGR2, VMO1, LCN2 (Tabula Sapiens)

⒀ myoepithelial cell

① (+) KRT1

② (+) FBXO2, MYLK, ACTG2, SYNM, TFAP2C, KCNMB1, FAT1, SAA1, MIR143HG, KRT17 (Tabula Sapiens)

class 1. breast myoepithelial cell

○ (+) ACTG2, C6orf132, DSP, DST, GLIPR1, KARS, KLF5, KRT5, KRT6B, MYLK, NARS, OXTR, PTN, TRAF4, TUBB2B

⒁ neuroepithelial cell

① (+) NES, SOX2, NOTCH1, HES1, HES3, CDH1, OCLN, SOX10 (sc-type)

⒂ pancreatic epithelium

class 1. cancer stem cell

○ (+) CD24, CD44, FLOT2

class 2. pancreatic ductal cell

○ (+) CFTR, HNF1B, KRT20, MUC1, ONECUT1, AMBP, HHEX, ANXA4, SPP1, PDX1, CFB, GDF15, AKR1C3, MMP7, DEFB1, SERPING1, TSPAN8, CLDN10, SLPI, SERPINA5, PIGR, CLDN1, LGALS4, PERP, PDLIM3, WFDC2, AQP1, ALDH1A3, KRT19, TFF1, TFF2 (sc-type)

○ (+) SLC4A4, CFTR, CLDN10, RP11-528G1.2, SCTR, PKHD1, SFRP5, DCDC2, ANXA4, RP11-680F8.1 (Tabula Sapiens)

○ (+) GDF15, MMP7, SLPI, PERP, WFDC2, KRT19, KRT7, CLDN4, TACSTD2, CTSH, S100A10 (PanglaoDB)

⒃ prostate epithelium 

class 1. basal cell of prostate epithelium

○ (+) HCAR2, HCAR3, CYP4F8, RMST, HOXB8, SLC16A12, SPINK2, TNS4, GATA3-AS1, PIK3C2G (Tabula Sapiens)

class 2. club cell of prostate epithelium

class 3. glandular cell

④ class 4. hillock cell of prostate epithelium

⑤ class 5. hillock-club cell of prostate epithelium

⑥ class 6. luminal cell of prostate epithelium

○ (+) KLK3, KLK2, ACPP, LINC01297, KLK4, NEFH, RP11-356O9.1, RPL7P16, RP11-388N2.1, NKX3-1 (Tabula Sapiens)

⒄ squamous epithelial cell

⒅ stomach epithelial cell

class 1. ciliated epithelial cell

○ (+) CCDC37, C11orf88, FAM216B, LDLRAD1, TUBA4B, KIF19, DYDC2, ANKRD66, C9orf117, C10orf67, AC013264.2, LRRC71, CAPSL, TSPAN19, STOML3 (sc-type)

class 2. squamous epithelial cell

○ (+) KRT6B, CAPNS2, KRT6C, FGFBP1, KRT6A, KRT17, ADH7, SERPINB10, KRT16, S100A3, CLCA2, LY6D, KRT4, AC019349.5, GPR87 (sc-type)

class 3. mesothelial cell

○ (+) RP11-74M11.2, AP000705.7, BNC1, SPHKAP, PTPRQ, NPHS1, TNNT1, TFPI2, BDNF, PDZRN4, LRP2, GFPT2, HAS1, WT1, COL8A1 (sc-type)

⒆ surface ectodermal cell

① (+) CCL21, RELN, MMRN1, PKHD1L1, ANGPT2, WFS1, SCN3B, SEMA3A, PIEZO2, PROX1 (Tabula Sapiens)

⒇ thymic epithelial cell

① (+) Tcrg-C1, Tbata

② (+) RP11-81F13.2, KCNJ5, RP11-153K16.1, RP11-81F13.1, LL22NC03-75H12.2, RP11-112J1.2, RP11-114G22.1, RP6-24A23.6, C11orf16, SLC46A2, CACNA1I, PTPRT, NPFFR2, RP1-223B1.1, C12orf56 (sc-type)

class 1. DN3 thymocyte

○ (+) TRBV25-1, TRAC, BCL11B, AP3M2, CD48, RPL22, TRBC2, RRN3P1, CD3D, TCF7 (Tabula Sapiens)

class 2. DN4 thymocyte

○ (+) CENPF, TOP2A, KIFC1, KIF14, CEP55, FAM72B, NUSAP1, UBE2C, KIF15, TPX2 (Tabula Sapiens)

class 3. double-positive, alpha-beta thymocyte

class 4. medullary thymic epithelial cell

⒇ bladder epithelium

class 1. bladder cell

○ (+) Asz1, Tgm5, Car3, Cck, Pitx1, Cntn4, Krtdap, Prss35, Hoxa11, Cpz (Tabula Muris)

class 2. bladder urothelial cell

○ (+) DHRS2, BTBD16, UPK1A, TRIM31, PADI3, ATP1A4, PSCA, APOL1, VSIG2, UPK3A (Tabula Sapiens)

○ (+) Krt39, Muc15, Sprr2b, Ugt2b35, Gpa33, Upk1a, Sprr1a, Ivl, Gjb6, 1110032A04Rik (Tabula Muris)

○ (+) ZC3H10, RPS27, RPS18, RPLP1, RPS28, S100A6, RPL37, LOC105857397, RPL36, RPL37A (Tabula Miceocebus)

⒇ uterus epithelium

class 1. epithelial cell of uterus

○ (+) LINC01541, ASRGL1, UCA1, SCGB2A1, PAEP, STX18, SEMA3B, DLX5, PAPSS1, ITGB8 (Tabula Sapiens)

⒇ mesothelial cell

① (+) SERTM1, SYT4, ITLN1, GALNT9, MGAT4C, UPK3B, PTPRQ”, RP11-826N14.4, TMTC2 (Tabula Sapiens)

② (+) INS, REG3G, RPS18, S100A6, ZC3H10, TMSB4X, LOC105875474, RPS27, PRSS2, S100A4 (Tabula Microcebus)

③ (+) CALB2, MUC16, KRT5, KRT7, MSLN, WT1, PKHD1L1, SULF1, MIR22HG, COBLL1, GBP2, MEDAG, CRLS1, EFEMP1, RSPO1, RARRES2 (PanglaoDB)

class 1. lung mesothelial cell

○ (+) C2, CALB2, CD44, CDH1, DES, EFEMP1, EPCAM, GSTA3, KRT5, KRT7, KRT72, LGALS7, LRRN4, ME1, ME2, MSLN, MUC16, OSR1, RSPO1, THBD, UPK3B, WT1 (sc-type)

class 2. intestine mesothelial cell

○ (+) AP000705.7, HAS1, TNNT1, BNC1, DSC3, WT1, WNT10A, C21orf62, PTPRQ, CEMP1, C3, CRB2, KLK11, PHYHIP, TGM1 (sc-type)

class 3. spleen mesothelial cell

○ (+) QRFPR, SLPI, LHX9, PLA2G2A, CGN, NPHS1, KRT5, LRRN4, KLK11, OLR1, PTPRQ, COL8A1, PDZK1IP1, HAS1, SFRP2 (sc-type)

class 4. stomach mesothelial cell

○ (+) RP11-74M11.2, AP000705.7, BNC1, SPHKAP,P TPRQ, NPHS1, TNNT1, TFPI2, BDNF, PDZRN4, LRP2, GFPT2, HAS1, WT1, COL8A1 (sc-type)

⒇ tongue epithelium

class 1. taste receptor cell

class 2. salivary mucuous cell

○ (+) KRT14, THBS1, KRT17 (PanglaoDB)

class 3. acinar cell of salivary gland

○ (+) BPIFA2, LPO, PRB2, CA6, PRB1, MUCL1, PRH1, PRB4, PRH2, HTN1 (Tabula Sapiens)

⒇ olfactory epithelial cell

⒇ skin epithelium

class 1. keratinocyte

○ (+) KRT4, IGFL1, LGALS7, SPINK5, RHCG, GBP6, IVL, CYSRT1, THEM5, SULT2B1 (Tabula Sapiens)

○ (+) CALML5, CD24, KRT5, KRT14, KRT17, AQP3, KRT15, S100A14, SFN, KRT10 (PanglaoDB)

1-1. spinous cell (prickle cell)

○ (+) Krt1, Krt10

1-2. basal cell

○ (+) Krt14, Krt5

1-3. proliferating basal cell

○ (+) Mki67, Krt14, Krt5

class 2. melanocyte

class 3. merkel cell

class 4. sebocyte

class 5. trichocyte

class 6. hair follicle (HF)

6-1. hair follicle associated cell

○ (+) Krt15, Krt17, Krt79

6-2. HFSC (hair follicle stem cell)

○ (+) Lgr5, Cd34

6-3. infundibulum

region 1. epidermis

○ (+) Krt5, Krt14

region 2. dermis

○ (-) Krt5, Krt14



3. Type 2. endothelial cell

⑴ overview: pan-endothelial cell 

① (+) CD31(PECAM1), CD34, VWF, PLVAP, CDH5, TIE-2, Axin2, WARS, AQP1, TIFA, Cyyr1, Hspa1b, NCOA7, DUSP23

② (+) PECAM1, CD34, KDR, CDH5, PROM1, PDPN, TEK, FLT1, VCAM1, PTPRC, VWF, ENG, MCAM, ICAM1, FLT4, SELE (sc-type)

③ (+) TM4SF18, PLVAP, WWTR1, MKL2, SOX18, CD320, S1PR1, NOTCH4, RAPGEF5, LIMS2 (Tabula Sapiens)

④ (+) Tlx1, Gm694, C1qtnf9, Kcna5, Rbp7, Fabp4, Aqp7, Glycam1, Apold1, Sele (Tabula Muris)

⑤ (+) PECAM1, VWF, CLEC14A, EMP1, RNASE1, CTGF, HYAL2, CALCRL, EMCN, ADGRL4, CLDN5, ECSCR, CDH5, TGFBR2, ENG, EGFL7, FLT1, EPAS1, CD34, SRGN, S100A10, IGFBP7, SPARC, SLC9A3R2, MGP, SPARCL1, TM4SF1, ID1, CD9, ID3, CAV1, GNG11, S100A13,IFI27, PCAT19, TIMP3 (PanglaoDB)

⑥ (+) CLDN5, TIE1, VWF, KDR, ROBO4, EMCN, MYCT1, HYAL2, TEK, ACVRL1, FLT4, MMRN2, ANGPT2, ARHGEF15, CD93 (SCEVAN)

⑵ adrenal vascular endothelial cell

① (+) CCL23, FGF23, SMIM9, RP13-1016M1.2, RP11-100L22.1, RP11-327L3.3, RP1-149A16.12, GPR182, DLL4, GALNT15, CALCRL, CD300LG, FLT4, FCN3, GPIHBP1 (sc-type)

⑶ angiogenic endothelial cells

① (+) CD105, VEGFR2, KIT, NRP2, COL15A1, PCDH17, ITGA6 

⑷ pericyte cell: Fibroblast-like cells that wrap around endothelial cells

① (+) NG2, Rgs5, Abcc9

② (+) GUCY1A2, COX4I2, NDUFA4L2, RGS5, NOTCH3, GJA4, GUCY1B3, FHL5, STEAP4, C2orf40 (Tabula Sapiens)

③ (+) PDGFRB, NOTCH3, COX4I2, HIGD1B, MCAM, NDUFA4L2, VIM, MFGE8 (PanglaoDB)

tissue 1. cardiovascular system

class 1. artery endothelial cell

class 2. capillary aerocyte

class 3. capillary endothelial cell

○ (+) FCN3, CA4, GPIHBP1, CD300LG, CDH5, PODXL, ROBO4, EMCN, BTNL9, HYAL2 (Tabula Sapiens)

○ (+) LOC105857591, B2M, LOC105855951, RAMP2, CD74, LOC105867540, MFGE8, CALCRL, RAMP1, LOC105856764 (Tabula Microcebus)

class 4. cardiac endothelial cell

○ (+) H19, CLIC5, F8, SLC14A1, TNNT3, MCF2L, KANK3, TMEM88, TCF15, TSPAN18 (Tabula Sapiens)

class 5. endothelial cell of artery

○ (+) IGFBP3, SEMA3G, MECOM, HEY1, CLEC14A, KIAA1462, JAM2, EFNB2, PIK3R3, SHE (Tabula Sapiens)

class 6. endothelial cell of vascular tree

○ (+) SELE, IL6, RND1, CNKSR3, STC1, SELP, ACKR1, SOX7, ADAMTS9, OLFM1 (Tabula Sapiens)

class 7. vein endothelial cell

○ (+) CCL14, OLFM1, ACKR1, DOC2B, PLVAP, FAM110D, RAMP3, SELP, LPCAT4, SLCO2A1 (Tabula Sapiens)

○ (+) TMSB4X, ZC3H10, ACKR1, RPS18, LOC105857591, ADIRF, SELE, B2M, RPS12, RPL37A (Tabula Microcebus)

class 8. endothelial cell of lymphatic vessel

○ (+) LYVE1

○ (+) MMRN1, CCL21, PKHD1L1, PROX1, FLT4, SMAD1, TFF3, NR2F1, RHOJ, LAYN (Tabula Sapiens)

○ (+) CCL21, B2M, ADIRF, VIM, RAMP2, TMEM176B, PLAC9, MMRN1, TIMP3, LOC105855951 (Tabula Microcebus)

class 9. lymphatic endothelial cell of heart

○ (+) GPR182, GPR97, STAB2, HOXD9, TBX1, CCL21, HOXD10, TSPEAR, ABCA4, PGM5-AS1, TFF3, LINC00636, RP11-341G23.4, HOXD4, RP11-451M19.3 (sc-type)

class 10. vascular endothelial cell of heart

○ (+) ESM1, SLC9C1, OPN5, QRFPR, MIR4454, AC007743.1, PKD1L1, TM4SF18, APLNR, CLRN1-AS1, CD300LG, C1QTNF9, AC019100.3, MADCAM1, RP11-298O21.5 (sc-type)

class 11. blood vessel endothelial cell

○ (+) EPHX4, POSTN, CCL14, TMEM255B, LCN6, CYTL1, NOS3, ACKR1, RILPL1, HSPA12B (Tabula Sapiens)

region 1. tunica intima

region 2. tunica media

region 3. tunica adventitia

class 12. vasa recta ascending limb cell

○ (+) LOC105855951, B2M, HYAL4, LOC105869179, LOC105871594, LOC105870764, LOC105870765, S100A6, RAMP2, CD74 (Tabula Microcebus)

class 13. vasa recta descending limb cell

○ (+) S100A6, AQP1, TIMP3, S100A4, TMSB4X, LOC105855951, HSPB1, MGP, B2M, JUN (Tabula Microcebus)

tissue 2. digestive system

class 1. endothelial cell of hepatic sinusoid

○ (+) OIT3, CRHBP, CLEC4G, IL33, INSR, DNASE1L3, HECW2, BMPER, FAM167B, NTN4 (Tabula Sapiens)

class 2. gut endothelial cell

○ (+) PCAT19, GPR126, FOXC1, JAM2, NRN1, CLDN5, SLCO2A1, THBD, PTPRB, ICAM1 (Tabula Sapiens)

class 3. liver endothelial cell

○ (+) FLT1, APPBP2, ARGLU1, ATP10D, BNIP1, BST2, BTNL9, C11orf96, CCDC85B, CCL14, CD4, CDC73, CDKL1, CHD4, CLEC1B, CLEC2B, CLEC4G, CLEC4M, CRBN, CRHBP, CTSL, DCLRE1C, DIPK2A, DLC1, DLG1, DLK1, DNASE1L3, DOCK1, DUSP5, EFNB2, ENG, F8, FCN2, FCN3, FILIP1, FOSB, FXYD6, GBP4, GGA2, GNG11, HES1, HYI, IL1R1, IL33, KDR, KIF1B, KLHL28, LDB2, MCAM, MCM3AP, MEF2C, MFN1, MGAT5, MPZL3, MRC1, OIT3, PIK3C2A, PPWD1, PTPRC, RASGEF1B, RASGRP3, RELN, RIN2, SECISBP2L, STAB1, STRN3, TCF12, TEX264, TFRC, TRAPPC11, TSPAN7, USP48, VWF, ZNF286B, STAB2, CD34, PECAM1 (sc-type)

class 4. vascular endothelial cell of intestine

○ (+) SOX17, GPIHBP1, PRND, CLEC3B, FLT1, MMRN2, BTNL9, APLNR, LHX6, NOTCH4, RP11-3K16.2, ESAM, RP11-328D5.1, ESM1, GJA5 (sc-type)

class 5. lymphatic endothelial cell of intestine

○ (+) RP11-474N8.5, TBX1, STAB2, CCL21, LINC00636, TSPEAR, ART5, CTC-236F12.4, GPR1, RP11-322E11.5, MPP7, Y_RNA, ABCA4, PLIN5, TP63 (sc-type)

class 6. vascular endothelial cell of stomach

○ (+) SELE, PRND, APLNR, ARHGEF15, PLVAP, FLT1, PCDH12, MADCAM1, GPIHBP1, GALNT15, RP4-601K24.1, MEOX1, A2M, CCM2L, CLEC14A (sc-type)

class 7. lymphatic endothelial cell of stomach

○ (+) NTS, STAB2, CCL21, RADIL, RP11-444A22.1, TFPI, RP11-142C4.6, TNFAIP8L3, LY86-AS1, PTGS2, RP11-554D15.1, EFCC1, MMRN1, Y_RNA, NFATC1 (sc-type)

class 8. portal vein

○ (+) Adgrg6, Gja5

tissue 3. excretory system

class 1. kidney endothelial cell

○ (+) F8, AU021092, Emcn, Fam167b, Rsad2, Plvap, Esm1, Cldn15, Bhlhe22, Ppap2a (Tabula Muris)

○ (+) TGFBR2, NOTCH4, ADGRL4, EMCN, ENG, PECAM1, PLAC8, PLVAP, TEK, KDR, VWF, MMRN1, CD93 (sc-type)

1-1. renal vesicle cell

○ (+) NCAM1, EMX2, LHX1, BMP2, DKK1, DLL1, GREB1, PAPSS2, PCSK9, POU3F3, TMEM100, WT1 (sc-type)

class 2. bladder endothelial cell

○ capillary endothelial cell

○ endothelial cell of lymphatic vessel

○ vein endothelial cell

tissue 4. muscle endothelial cell

class 1. lymphatic endothelial cell

○ (+) NTS, TFF3, CCL21, STAB2, PTX3, PCLO, IL7, P4HA3,C 6orf141, PIK3C2G, ASGR2, ANKRD36BP2, NALCN, FAM26F, NHLRC1 (sc-type)

class 2. vascular endothelial cell

○ (+) MIR4454, SLC5A4, AL118508.1, CA4, RP11-206M11.7, PRSS51, NOS3, GRIN2A, GFRAL, CD300LG, MADCAM1, RP11-327L3.3, C1QTNF9, ANO2, AP001597.1 (sc-type)

tissue 5. nerve system

class 1. retinal blood vessel endothelial cell

○ (+) LCN1, LACRT, SELP, ELOVL7, SELE, SYT15, MYRIP, CXorf36, THSD7A, CD200 (Tabula Sapiens)

class 2. eye endothelial cell

○ (+) PECAM1, VWF, CDH5, BMP2, BMP4, CD34, CD55, FLT1, MED1, TGFBR1, TMEM98, TNFSF12, CD93, SLCO1A4, CLDN5, ICAM1, GNG11 (sc-type)

class 3. brain endothelial cell

○ (+) PECAM1, VWF, A2M, APOLD1, FLT1, TM4SF1, CD34, MCAM, ENG, PTPRC, VCAM1, CDH5 (sc-type)

tissue 6. prostate endothelial cell

① (+) PECAM1, CD34, MCAM, CDH5, VWF, ENG, KDR, PDPN, SELE, A2M (sc-type)

tissue 7. respiratory system

class 1. lung endothelial cell

○ (+) Cldn5, Hpgd, Rasgef1a, Tmem100, Lyve1, Adrb1, Clec14a, Prx, Ripply3, Sox11 (Tabula Muris)

○ (+) CD34, EGFL7, EMCN, ESAM, FLT1, KDR, MCAM, PECAM1, RAMP2, TEK, VWF (sc-type)

class 2. bronchial vessel endothelial cell

class 3. arterial endothelial cell

class 4. capillary endothelial cell

class 5. inflamed endothelial cell

class 6. pulmonary venous endothelial cell

class 7. systemic venous endothelial cell

class 8. lung microvascular endothelial cell

tissue 8. vascular endothelial cell of placenta

① (+) RP11-1028N23.4, RP11-297H3.3, AC007743.1, RP11-327L3.3, CD34, ARHGEF15, CXorf36, LRRC36, SOX7, RP11-328D5.1, NTS, CDRT1, LINC01049, ROBO4, HS3ST3A1 (sc-type)

tissue 9. vascular endothelial cell of spleen

① (+) RP11-189E14.5, ODF3L2, RP4-765C7.2, AC019100.3, RP11-172F10.1, CTD-2207L17.2, RP1-154K9.2, AC010084.1, SLC5A4, OR5G5P, HOXD3, SNTG1, EEF1A1P31, ADAMTSL1, MYRIP (sc-type)

tissue 10. vascular endothelial cell of thymus

① (+) ADAMTS9, PROX1, MET, AC011526.1, MEOX2, ANO2, CTD-3179P9.1, NOVA2, AOC3, CXorf36, GPR116, PODXL, NRN1, PTPRB, LINC00472 (sc-type)

tissue 11. tumor-associated endothelial cell (TEC)

① (+) CD144

tissue 12. lymphovascular

① (+) TFF3, CCL21, TFPI, FABP5, PROX1, RGS16, PPFIBP1, EPHB4, ITGA9, MMM1, PDE2A, IGF1, CD9, LYVE1, FLT4, MAF, NRP2



4. Type 3. immune cell

⑴ immune cell

① (+) LCP2, LSP1, FYB, PLEK, HCK, IL10RA, LILRB1, NCKAP1L, LAIR1, NCF2, CYBB, PTPRC, IL7R, LAPTM5, CD53 (SCEVAN)

state 1. ISG (interferon-stimulated gene) expressing immune cell

○ (+) IFIT1, IFIT2, IFIT3, IFIT5, ISG15, CCL3, CCL4, CCL3L3, RSAD2, OASL, CXCL10, IFI15, ISG20 (sc-type)

Category I. leucocyte (leukocyte, white blood cell)

① (+) CD45

② (+) SPRR2D, S100A7, SPRR2E, TIPARP, RUNX3, CD3G, GLIPR1, GPR183, RGS1, SPRR2A (Tabula Sapiens)

category A. lymphoid cell

○ (+) NK1.1, B220, CD4, CD8

○ (+) CCL5, TMSB10, RPS27, LOC105874071, RPL13A, RPLP1, IL32, RPS11, GZMA, RPS15A (Tabula Microcebus)

state 1. innate lymphoid cell

○ (+) TCF7, CD69, TAGAP, AREG, TRAC, PIK3IP1, IL7R, CXCR4 (Tabula Sapiens)

category B. myeloid cell

○ (+) CD68, CD14, CD11b, ITGAX (CD11c), ADGRE1, MHC-II, Ly6G, Ly6C, CD86, HLA-DRA, F4/80, CST3, LYZ, Lamp3

○ (+) GPR34, CCR1, HLA-DRB5, C3AR1, CD68, CSF1R, SLC1A3, CLEC7A, MAFB, SIGLEC10 (Tabula Sapiens)

A-1. B cell (B lymphocyte)

① pan-B cell

○ (+) CD19 (almost exclusively in B cells), CD20 (MS4A1), CD79A, CD79B, BLK, PTPRC, CD24, CD40, CD72, CD220, APOBEC3A, PELI1, ANKRD28, C2orf42, CCPG1, CLECL1, DNAAF1, DUSP5, ERN1, FAM107B, ITM2, LGALSL, RAB30, SLAMF1, TRIB1, VOPP1, TNFRSF5, CLEC2C, FCRL4, HAVCR1, CR2, IL35, LILRB1, SPN, TLR9, TNFRSF13C, TNFRSF17, XBP1, MME, Btla, LAT2, BASP1

○ (+) LINC01781, BLK, TNFRSF13B, CD19, VPREB3, LY9, GNG7, BANK1, MS4A1, LINC02397 (Tabula Sapiens)

○ (+) Ms4a1, Cd79a, Crisp3, Faim3, Cd79b, Fcer2a, Tnfrsf13c, Cr2, Bank1, Cd19 (Tabula Muris)

○ (+) CD74, RPS27, RPL12, RPS15A, RPS28, RPL37, LOC105855163, RPL23A, RPL27A, RPS11 (Tabula Microcebus)

○ (+) CD69, CD79A, CD79B, IGHM, HLA-DRA, LTB, MZB1, VPREB3, CXCR4, IGLC2, IGKC, BCL11A, CD74, CD52 (PanglaoDB)

○ (+) HLA-DOB, HLA-DQA1, MS4A1, CD79B, BLK, GNG7, SPIB, TCL1A, FCRLA, HVCN1, NCF1, BANK1, CD79A, CD19, VPREB3 (SCEVAN)

class 1. pre-pro-B cell

○ (+) Cd19, Cd43, Cd45r, Cd127, BP-1, cµ, λ5

○ (-) Cd19, Cd2

class 2. pro-B cell

○ (+) CD19, CD20, CD34, CD38, CD45R, CD22

○ (+) CD27, IgD, CD24, PTPRC, PAX5, CD24, CD38, CD79A, DNTT, C10orf10, VPREB1, ARPP21, CD99, IGLL1, CD9, CD79B, TCL1A, IGLL5, HLA-DQA1, HLA-DQB1, VPREB3, IGLL5 (sc-type)

2-1. large-pro-B cell (mouse)

○ (+) Cd19, Cd43, Cd45r, Cd127, BP-1, HSA, λ5

○ (-)  Cd2, Cd22, Cd117, cµ

class 3. pre-B cell

○ (+) CD19, CD20, CD38, CD40, CD45R, CD34, CD79A, CD79B, Pou2af1, Cd93, Elk3, Satb1, Tox

○ (+) CD19, CD27, IgD, CD24, PTPRC, PAX5, CD24, CD38, CD79A, NSMCE1, PCDH9, ACSM3, CCDC191, TCL1A, CD79B, TCL1A, IGLL5, HLA-DQA1, HLA-DQB1, VPREB3, IGLL5 (sc-type)

3-1. large-pre-B cell (mouse)

○ (+) Cd19, Cd45r, Cd127, BP-1, cµ 

○ (-) Cd2

3-2. small-pre-B cell (mouse)

○ (+) Cd2, Cd19, Cd127, B220, cµ

○ (-) Cd43, sµ

class 4. immature B cell 

○ (+) CD19, CD20, CD40, CD45R, IgM, CD38, CD5, CD53

class 5. transitional B cell 

○ (+) CD10, CD19, CD20, CD25, CD30 

○ (-) CD27

5-1. transitional 1 (T1) B cell

○ (+) B220, Cd19

○ (-) Cd23

5-2. transitional 2 (T2) B cell

○ (+) Cd23, Cd93, B220, IgD

class 6. marginal zone B cell

○ (+) CD1, CD19, CD20, CD21, CD27, Notch2, Cd1d, Cd21, Cd93, HSA, CD1D

○ (-) Cd35, 

class 7. follicular B cell / B2 cell

○ (+) IgD, CD21, CD22, CD23, Cd19, Cd21, Cd35, Cd93

class 8. B1 cell

○ (+) Cd11b, CD19, CD20, CD27, CD43, CD70, IgM, CD5

○ (-) Cd23, CD38

8-1. B1 precursor 

○ (+) Cd19, Cd45ra

○ (-) B220

class 9. plasma B cell

○ (+) CD27, CD38, CD40 CD78, CD95, CD138, CD319, IL-6, CXCR4, IGHG3, IGKC, IGHM, IGHG2, IGKV4-1, IGLV3-1, IGHA1, IGHG1, JCHAIN, Cd19, Cd138, IGKC, BCMA, BCL2, BCL6, XBP1, FKBP2, SELM, SSR3, VIMP, SPCS3, ERLEC1

○ (+) CD27, IgD,CD38, CD24, CD20, MS4A1, PTPRC, PAX5, CD24, CD79A, JCHAIN, SSR4, FKBP11, SEC11C, DERL3, PRDX4, IGLL5, CD79B, TCL1A, IGLL5, HLA-DQA1, HLA-DQB1, CD138, VPREB3, IGLL5 (sc-type)

○ (+) IGHG1, IGJ (JCHAIN), IGHG3, MZB1, TXNDC5, IGHG2, DERL3, IGLC2, IGHG4, IGLC3 (Tabula Sapiens)

○ (+) LOC109729893, LOC105882024, JCHAIN, LOC105877808, LOC105862709, MZB1, HERPUD1, B2M, RPLP1, RPS18 (Tabula Microcebus)

○ (+) SDC1, CD38, CD27, CYCS, CD74, TNFRSF17, CD79A, EAF2, GNG7, IGKC, MZB1, IGLC2, IGHG1, IGHG2, IGHG3, IGHGP, IGLC3, JCHAIN, IGHA1, IGHG4, IGHA2, SSR4 (PanglaoDB)

○ (-) CD20, CD79A, CD79B, BLNK, MS4A1, IgM, Cd21, Cd22, Cd23, IgD, IgM

○ (-) CD20, MS4A1 (sc-type)

class 10. memory B cell

○ (+) CD19, CD20, CD27, CD40, CD80, PDL-2, CXCR3, CXCR4, CXCR5, CXCR6, IgA, IgG, IgE, B220, MHC class II, BCL2, CD53, CD21, FAS

○ (+) CD19, CD27, IgD, CD24, CD20, MS4A1, PTPRC, PAX5, CD24, CD79A, JCHAIN, SSR4, FKBP11, SEC11C, DERL3, PRDX4, IGLL5, CD79B, TCL1A, IGLL5, HLA-DQA1, HLA-DQB1, CD138, CD27, VPREB3, IGLL5 (sc-type)

○ (+) AIM2, ADAM28, TLR10, CD19, TNFRSF13B, CD22, P2RX5, RP5-887A10.1, SCIMP, MS4A1 (Tabula Sapiens)

○ (-) CD38, CD150

class 11. regulatory B cell

○ (+) IgD, CD1, CD5, CD21, CD24, TLR4, IL-10, TGFβ

class 12. NF B cell

○ (+) B220, Cd2, Cd19, HSA, IgM

○ (-) Cd21, Cd23, Cd35

class 13. activated germinal B cell

○ (+) B220, MHC class II 

class 14. Breg

○ (+) CD1D, CD27, CD5

class 15. mature B cell

○ (+) CD22, CD21

state 1. naïve B cell

○ (+) CD19, CD20, CD23, CD40, CD150, IgD, IgM, CD22, CD53, CD21

○ (+) CD19, IgD, CD38, CD24, CD20, MS4A1, PTPRC, PAX5, CD24, CD79A, JCHAIN, SSR4, FKBP11, SEC11C, DERL3, PRDX4, IGLL5, CD79B, TCL1A, IGLL5, HLA-DQA1, HLA-DQB1, CD138, VPREB3, IGLL5 (sc-type)

○ (+) TCL1A, IGHD, LINC00926, FCRL1, STAG3, RP11-693J15.5, FCER2, PAX5, FAM129C, CD22 (tabual sapiens)

○ (+) BANK1, CD37, CD69, CD79A, CD79B, IGHD, IGHM, IGKC, LTB, MS4A1, SELL, TCL1A, VPREB3, FOXP1, CD52, HLA-DQB1, TNFRSF13C, LINC00926, BIRC3, CD74 (PanglaoDB)

○ (-) CD27

state 2. switched B cell

○ (+) CD27

○ (-) IgD

state 3. unswitched B cell

○ (+) CD27, IgD

state 4. activated B cell

○ (+) CD80, CD86, FAS

state 5. functional B cell

○ (+) CD27, CCR7, CD197

A-2. T cell (T lymphocyte) 

① pan-T cell

○ (+) CD2, CD3 (CD3D, CD3E, CD3G), KLRC1, TUBA4A, TENT5C, CD274, CYTIP, GPR183, RHOH, SMAP2, ICOS, LAG3, CD47, CCR10, CD58, ITGAE, ITGAL (LFA-1), PTGDR2, IL10, IL13, IL17A, IL2, IL21, IL22, IL25, IL26, IL5, IL9, IGFB1, FOXO4, FOXP1, TBX21, PTPRC (CD45)

○ (+) CD96, SYTL3, RORA, IL7R, CD7, CD2, LEPROTL1, CNOT6L, TRACRUNX3 (Tabula Sapiens)

○ (+) Lcn4, Il7r, Folr4, Cd3d, Tnfsf8, Ms4a4b, Cd3g, Cd40lg, Vipr1, Cxcr6 (Tabula Muris)

○ (+) CCL5, TMSB10, IL32, LOC105874071, GZMA, LOC105858493, LOC105881712, S100A4, NKG7, CRIP1 (Tabula Microcebus)

○ (+) CD3D, CD3G, CD3E, LTB, IL7R, TRBC1, TRBC2, CD7, TRAC, IL32, CXCR4, CD2, CLEC2D, S100A4, LCK, JUNB, CD52 (PanglaoDB)

○ (+) HLA-B, PTPRC, SH2D1A, CD3E, LCK, CD48, ACAP1, GIMAP7, SEPTIN1, CD69, LINC00861, CDC42SE2, CD96, TSTD1, GIMAP4 (SCEVAN)

class 1. helper T cell (Th)

○ (+) CD4

○ (+) LEF1, TCF7, BCL11B, CAMK4, ITK, IPCEF1, INPP4B, CD6, SCML4, PRKCQ-AS1 (Tabula Sapiens)

○ (+) AC092580.4, OXNAD1, KLRB1, STAT4, CRIP1, SYTL3, PDE4D, RCAN3, CD3G, RORA (Tabula Sapiens)

○ (+) LOC105855976, IL32, RPS27, LOC105874071, IL21, CGA, LRRC31, FOXP3, LOC105873674, GABBR2 (Tabula Microcebus)

1-1. Th1 (helper T cell 1)

○ (+) CD4, CXCR3, IFNγ, IL-2, IL-12, IL-18, STAT4, STAT, TNF, T-Bet, IFNG, GZMB, Tbx21

○ (-) CD8A, CD8B, FOXP3, IL2RA

1-2. Th2 (helper T cell 2)

○ (+) CD4, CCR4, IL-2, IL-4, GATA-3, Gata3

○ (-) CD8A, CD8B, FOXP3, IL2RA

1-3. Th9

○ (+) PU.1, IL-9

1-4. Th17

○ (+) RORγt, IL-17, RORA, RORC, RBPJ, BHLHE40, CCR6, IL23R, Rorc

○ Th17 chemoattraction

○ (+) CXCL16, CCL20

1-5. Th22

○ (+) AHR, IL-22

1-6. Tfh (T follicular helper cell)

○ (+) BCL6, CXCR5, IL-21

○ (+) AL135905.2, CD28, CD5, PBX4, KCNA3, CD7, CCR7, CD6, LSR, RP4-765C7.2 (Tabula Sapiens)

1-7. Effector CD4+ T cell

○ (+) CD4, CD2, CD3D, CD3E, CD3G, CD3Z, CD25, CD45RA, CD62L, CD27, CD127, FOXP3, CCR7, CD45, CCR6, CD11b, CD30, CD6, CTLA4, IL2RA, GZMB, PTPRC, Trac, Ltb, Cd52, Trbc2, Shisa5, Lck, Thy1, Dapl1 (sc-type)

○ (+) TCF7, LEF1, ITK, BCL11B, CITED2, CD3E, CAMK4, IL7R, CD69, SPOCK2 (Tabula Sapiens)

○ (-) SELL,CCR7 (sc-type)

1-8. Memory CD4+ T cell

○ (+) CD4, CD2, CD3D, CD3E, CD3G, CD3Z, CD25, CD45RA, CD62L, CD27, CD127, FOXP3, CCR7, CD45, CCR6, CD11b, CD30, CD45RO, CD6, CTLA4, IL2RA, GZMB, SELL, CCR7, S100A4, Trac, Ltb, Cd52, Trbc2, Shisa5, Lck, Thy1, Dapl1 (sc-type)

○ (+) TRAT1, TRAC, LCK, BCL11B, TCF7, ITK, PIK3IP1, SPOCK2, IL7R, CD3G (Tabula Sapiens)

1-9. metallothionein-expressing T cell: metallothioneins protect cells from oxidative stress and cytotoxicity

○ (+) MT1, MT2

1-10. SRRM2-T cell 

○ (+) PNISR, SRRM2

1-11. naïve CD4+ T cell

○ (+) CCR7, LEF1

○ (+) CD4, CD2, CD3D, CD3E, CD3G, CD3Z, CD45RA, CD62L, CD27, CD127, FOXP3, CCR7, CD45, CCR6, CD11b, CD30, CD6, CTLA4, IL2RA, GZMB, PTPRC, SELL, CCR7, Trac, Ltb, Cd52, Trbc2, Shisa5, Lck, Thy1, Dapl1 (sc-type)

○ (+) PRKCQ-AS1, CCR7, TXK, TRAC, NOSIP, LCK, TCF7, CCDC109B, BCL11B, PIK3IP1 (Tabula Sapiens)

○ (-) CD25, CD44, CD69, HLA-DRA, CD95 (sc-type)

class 2. cytotoxic T cell (Tc)

○ (+) CD8

○ (+) AC092580.4, CD8A, CD8B, CCL5, GZMA, KLRD1, SYTL3, CD2, CD3G, CD96 (Tabula Sapiens)

○ (+) CCL5, IL32, LOC105881712, LOC105874071, TMSB10, LOC105881288, GZMA, LOC105866296, NKG7, LOC105858493 (Tabula Microcebus)

○ (+) CD2, CD5, CD69, GZMB, TRAC (PanglaoDB)

2-1. cytotoxic T cell (killer T cell)

○ (+) IFNγ (IFNG), TNF, CD8, EOMES, CD8A, CD8B, Thy1.1, KLRG-1, GZMH, PRF1

○ (+) GZMK, CD8A, CD8B, MATK, DUSP5, GZMM, PTPRCAP, CTSW, ZAP70, DUSP2 (Tabula Sapiens)

○ (-) CD4

2-2. CD8-positive alpha-beta effector t cell

○ (+) CD8, CD2, CD3D, CD3E, CD3G, CD3Z, CD25, CD45RA, CD62L, CD27, CD127, FOXP3, CD45, CD8A, CD8B, CCR6, CD11b, CD30, CD6, CTLA4, IL2RA, GZMB, PTPRC, GNLY, Trac, Ltb, Cd52, Trbc2, Shisa5, Lck, Thy1, Dapl1 (sc-type)

○ (+) GNLY, CEP78, KLRF1, NKG7, PTGDR, RP11-489E7.4, HIST1H1E, HIST1H1D, SAMD3, GZMM (Tabula Sapiens)

○ (+) GZMK, CD8B, CD8A, DUSP2, GZMM, CCL4, CMC1, CD3E, CCL5, CD69 (Tabula Sapiens)

○ (-) SELL,CCR7 (sc-type)

2-3. memory CD8+ T cell

○ (+) CD8, CD2, CD3D, CD3E, CD3G, CD3Z, CD25, CD45RA, CD62L, CD27, CD127, FOXP3, CD45, CD8A, CD8B, CCR6, CD11b, CD30, CD45RO, CD6, CTLA4, IL2RA, GZMB, SELL, GNLY, S100A4, Trac, Ltb, Cd52, Trbc2, Shisa5, Lck, Thy1, Dapl1 (sc-type)

○ (+) GZMK, SH2D1A, CD8A, CD8B, GZMM, DUSP2, CCL5, GZMA, CTSW, CMC1 (Tabula Sapiens)

2-4. naïve CD8+ T cell

○ (+) CCR7

○ (+) CD8, CD2, CD3D, CD3E, CD3G, CD3Z, CD45RA, CD62L, CD27, CD127, FOXP3, CD45, CD8A, CD8B, CCR6, CD11b, CD30, CD6, CTLA4, IL2RA, GZMB, PTPRC, SELL, GNLY, Trac, Ltb, Cd52, Trbc2, Shisa5, Lck, Thy1, Dapl1 (sc-type)

○ (+) LYAR, FGFBP2, GZMH, MYBL1, KLRD1, GZMA, CD8A, CCL5, KLRG1, GNLY (Tabula Sapiens)

○ (-) CD25, CD44, CD69, HLA-DRA, CD95 (sc-type)

class 3. Treg cell (regulatory T cell)

○ (+) CD4, CD25, CD127, CD152, TGFβ, IL-10, IL-12, FOXP3 (FoxP3), STAT5, IL2RA, CTLA4, TIGIT, IL1RL1, ICOS, TNFRSF9

○ (+) FOXP3, RTKN2, TIGIT, CTLA4, IL2RA, IKZF2, BATF, TRBV25-1, SPOCK2, CD28 (Tabula Sapiens)

○ (-) CD8A, CD8B

3-1. naïve regulatory t cell

○ (+) TIGIT, CTLA4, CD5, ABCC1, PTPRCAP, ITK, SPOCK2, IKZF2, LEF1, RP4-765C7.2 (Tabula Sapiens)

class 4. gamma delta T cell (Tgd cell, γδ-T cell): Compared to alpha beta T cell, a typical cell Typeof T cell. One of innate-like T cells

○ (+) CD2, CD3D, CD3E, CD3G, CD3Z, CD25, CD45RA, CD62L, CD27, CD127, FOXP3, CD45, CCR6, CD11b, CD30, CD6, CTLA4, IL2RA, GZMB, PTPRC, TRDV2, TRGV9, TRGC1, Trac, Ltb, Cd52, Trbc2, Shisa5, Lck, Thy1, Dapl1 (sc-type)

○ (+) GNLY, GZMB, FGFBP2, NKG7, PRF1, KLRF1, HOPX, CST7, KLRD1, CTSW, SPON2, GZMA, CD247, CD7, CCL5, TRDC (PanglaoDB)

○ (-) SELL, CCR7 (sc-type)

class 5. pro-T cell

5-1. DN1 thymic pro-t cell

○ (+) GZMK, CCL4, SOCS1, PRDM1, TRBV25-1, CD2, KLRB1, CCL5, IL7R, TRAC (Tabula Sapiens)

class 6. DN T(double-negative T cell)

class 7. MAIT(mucosal-associated invariant T cell): One of innate-like T cells

○ (+) SLC4A10

state 1. activated T cell

○ (+) CD69, CD25

1-1. early activation

○ (+) GZMK, GZMM, GZMA, NKG7

state 2. cytotoxic

○ (+) granzyme, perforin

state 3. naïve

○ (+) CD45RA, CD62L, CCR7, LEF1, SELL, TCF7, IL7R

○ (+) CD3D, SELL, CCR7 (PanglaoDB)

state 4. memory

○ (+) SELL, CD69, CD247, IL7R, CD3E, GIMAP4, CD2, PTPRC, TCF7, LTB, LCK, TRAC, CD3G, CD3D, TRBC2, CD7 (PanglaoDB)

4-1. effector memory (EM)

○ (+) CD45, CD3, CD4, CD44, CD45RO

○ (-) CD62L, CCR7

4-2. central memory (CM)

○ (+) CD45, CD3, CD4, CD44, CD62L, CD45RO, CD62L, CCR7

state 5. effector

○ (+) CD45RA

○ (-) CD62L, CCR7

state 6. experienced

○ (+) INPP5F, GPR25

state 7. progenitor exhausted

○ (+) TCF1/TCF7, PD-1, TIM-3

state 8. terminally exhausted

○ (+) Tox/Tox2, PDCD1 (PD-1), TIGIT, HAVCR2, LAG3, CTLA4, ENTPD1

state 9. immature

○ (+) Rag2, Arpp21, Rag1, A930003A15Rik, Dntt, Syt13, Capn3, Cd8a, Ccr9, Cd8b1 (Tabula Muris)

A-3. NKT cell (natural killer T-cell)

① (+) CD56, CD3

class 1. TypeI NKT (iNKT)

○ (+) TCR, Va24, Vβ11

○ (+) CMC1, KLRB1, HIST1H1D, DUSP2, TXK, CD69, CD3E, CITED2, HIST1H1E, AREG (Tabula Sapiens)

class 2. TypeII NKT

class 3. mature NKT cell

○ (+) KLRF1, PRF1, FGFBP2, GNLY, IL2RB, GZMB, NKG7, SAMD3, CTSW, PYHIN1 (Tabula Sapiens)

○ (+) CCL5, IL32, LOC105874071, RPS27, RPL13A, GZMA, TMSB10, RPS11, LOC105881712, CST7 (Tabula Microcebus)

class 4. CD4+ NKT-like cell

○ (+) CD4, CD56, CD2, CD16, CD94, CD3D, CD3E, CD3G, CD3Z, NKp46, CD11b, CD161, CD314, CD69, NKG7, CD122, NKG2D, GZMB, GZMA, GZMM, COX6A2, ZMAT4, KIR2DL4 (sc-type)

class 5. CD8+ NKT cell 

○ (+) CD8, CD56, CD2, CD16, CD94, CD3D, CD3E, CD3G, CD3Z, NKp46, CD11b, CD161, CD314, CD69, NKG7, CD122, NKG2D, GZMB, GZMA, GZMM, GNLY, COX6A2, ZMAT4, KIR2DL4 (sc-type)

A-4. natural killer cell (NK)

① pan-NK cell (general NK cell)

○ (+) NCAM1, NCAM2, FCGR3A, CD56, CD94, NKp46, KLRB1, KLRC1, KLRD1, KLRF1, KLRK1, NCR1, FCGR3B, KLRG-1, GNLY, CD244, PRF1, FCER1G, CD247, NK1.1, CCL3, SLAMF6, NCR2, TNFRSF18, LAG3, CD7, NCR3, KIR3DL1, XCL1, CD160

○ (+) Klra8, Gzma, Klra23, Ncr1, Klra18, Ccl5, Gzmb, Cma1, Klra9, Klre1 (Tabula Muris)

○ (+) CCL5, GZMA, LOC105874071, IL32, TMSB10, NKG7, LOC105881712, CST7, LOC105881899, LOC105855163 (Tabula Microcebus)

○ (+) CD56, CD2, CD16, CD94, NKp46, CD11b, CD161, CD314, CD69, NKG7, CD122, NKG2D, GZMB, GZMA, GZMM, FCGR3A, GNLY, COX6A2, ZMAT4, KIR2DL4 (sc-type)

○ (+) CD69, KLRD1, GNLY, NKG7, IL32, GZMH, CTSW, CCL4, CD2, CCL5, GZMA, GZMB, DUSP2, CST7, CXCR4, S100A4, IL2RG, HOPX (PanglaoDB)

○ (-) CD3D, CD3E, CD3G, CD3Z, CD4, CD8 (sc-type)

class 1. PB mature NK cell

○ (+) CD16

○ (-) CD56

1-1. cytotoxic

○ (+) Granzyme, Perforin

class 2. PB immature / regulatory NK cell

○ (+) CD56, NCR

○ (-) CD16

class 3. CD3-negative NK cell: more general

○ (-) CD3

class 4. CD3-positive NK cell

○ (+) CD3

state 1. activated

○ (+) CD69

state 2. immature

(+) SCN1B, SNORD3B-1, RUNX2, CIDEB, TMIGD2, STAC, TNFSF4, BCAS1, PCDH9, TSIX (Tabula Sapiens)

A-5. nuocyte

B-1. granulocyte

① pan-granulocyte

○ (+) CD203c, CD15, CD11b, CD63, CD66b, CD123, CD16, CD33, CD117, CD45, Fc-epsilon RI-alpha, CD125, CD13, CD14, CD25, CD44, CD69, CD9, HLA-DR, CCR3, CD116, CD11c, CD193, CD24, CD32, CD43, CXCL8, FCGR3B, MNDA, SIGLEC8, AZU1, MPO, CTSG, LYZ (sc-type)

○ (+) MPO, AZU1, PRTN3, ELANE, MS4A3, CLEC11A, RNASE3, MKI67, TOP2A, UHRF1 (Tabula Sapiens)

○ (+) S100a8, S100a9, Krt81, Ngp, Camp, Lcn2, 1100001G20Rik, Ceacam10, Mmp8, Retnlg (Tabula Muris)

class 1. basophil: dispersed form of granules

○ (+) MS4A2, FcεR1α, Hgf

○ (+) CD22, CD63,CD203c,CD123,CLC,MS4A3,TCN1,CPA3,HDC,GATA2,MS4A2,IL4,GCSAML,GATA2,TPSAB1 (sc-type)

○ (+) VWA5A, LTC4S, C1orf186, MS4A2, CPA3, TPSB2, HPGDS, TPSAB1, SLC18A2, KIT (Tabula Sapiens)

○ (-) CD19, CD45, CD117

1-1. activated

○ (+) CD63, CD203c

class 2. eosinophil: granules form two clumps

○ (+) CD45, CD125, CD193, F4/80, Siglec-8, CD16

○ (+) CD11b, CD193, CD123, CD125, CD15, SIGLEC8, CLC, GATA1, CEBPE, SEMG1, ALOX15, CCL23, PRSS41, PRSS33, THBS4, FOXI1 (sc-type)

class 3. neutrophil: granules form three clumps

○ (+) CD11b, CD16, CD18, CD32, CD44, CD55, Ly6G, S100A8, S100A9, CSF3R, CD66b, CD15, SSEA1, NEAT1, CEACAM8

○ (+) CXCR1, CMTM2, MMP25, MGAM, CD177, PADI4, FCGR3B, MMP9, CXCR2, PROK2 (Tabula Sapiens)

○ (+) S100A12, S100A9, S100A8, CAMP, ACTB, LTF, TMSB4X, LCN2, RETN, PGLYRP1 (Tabula Microcebus)

○ (+) CD66b, CD11b, CD15, CD16, CXCL8, FCGR3B, MNDA, CXCR2, MPO, ELANE, PRTN3, MPO, AZU1, LYZ, S100A8, S100A9, PI3, CHI3L1, ANXA3, CXCL1, TGM3, BTNL3, C4BPA, MMP9, CD24, BPI, LTF, GCA, Camp, Ngp, Chil3, Ltf (sc-type)

○ (+) MPO, LYZ, ELANE, S100A8, PRTN3, AZU1, CTSG, SERPINB1, S100A4 (PanglaoDB)

3-1. cd24 neutrophil

3-2. nampt neutrophil

class 4. mast cell

○ (+) CD32, CD33, CD117, CD203c, FcεR1α, MS4A2, Tryptase, C5ar1

○ (+) CD117, CD203c, CD25, KIT, SLC18A2, CD33, CD32, FCER1A, TPSD1, HPGDS (sc-type)

○ (+) HDC, TPSAB1, TPSB2, CPA3, MS4A2, C1orf186, HPGDS, KIT, SLC18A2, VWA5A (Tabula Sapiens)

○ (+) KIT, CPA3, TPSAB1, IL1RL1, RGS1, HDC, TPSB2, RGS13, MS4A2, VWA5A, HPGDS, DUSP1 (PanglaoDB)

○ (+) CPA3, CMA1, CTSG, SIGLEC6, MS4A2, HDC, PRG2, SLC18A2, TAL1, TPSAB1, SIGLEC8, HPGDS, AMHR2, LAX1, NDST2 (SCEVAN)

4-1. activated

○ (+) CD203c

class 5. granulocytopoietic cell

○ S100a8, S100a9, Camp, Ngp, Fcnb, Lcn2, Chi3l3, 1100001G20Rik, Cebpe, Ltf (Tabula Muris)

B-2. dendritic cell (DC)

① pan-dendritic cell

○ (+) IL3RA, CD1C, BATF3, THBD, CD209, CD11C, HLA-DR, CLEC4C, NRP1, FCER1A, CD14, ETV6, CD80, CD86, ADGRE5, IL2RG, LILRA4, CMRF-44, IFNa, BTLA, CADM1, ITGAE, LY75, CLEC4K, CD1B, ITGAM

○ (+) CD86, CPVL, HLA-DPB1, HLA-DPA1, HLA-DQB1, HLA-DMB, HLA-DMA, CXCL16, HLA-DRA, YWHAH (Tabula Sapiens)

○ (+) TMSB4X, CD74, LOC105869751, LOC105872012, CST3, LOC105876793, TMSB10, RPS27, IFI30, LOC105869753 (Tabula Microcebus)

○ (+) S100A9, HLA-DRA, HLA-DQA1, HLA-DMA, HLA-DQB1, HLA-DRB1, HLA-DPA1, HLA-DPB1, S100A4, CLEC7A, AIF1, LST1, CTSS, PTPRC, FTL, ANXA1, LGALS3, H2AFY, HLA-A, HLA-B, HLA-C (PanglaoDB)

class 1. activated dendritic cell (aDC)

class 2. immature dendritic cell (iDC)

class 3. liver dendritic cell

○ (+) HLA-DRB5, SNRPGP14, HLA-DQA1, FCER1A, P2RY6, HLA-DQB1, S100B, RAB7B, CLEC10A, RP11-242C19.2 (Tabula Sapiens)

class 4. mature conventional dendritic cell

○ (+) IDO2, FSCN1, CCL22, GPR157, TVP23A, IDO1, WFDC21P, TBC1D8, LAMP3, EBI3 (Tabula Sapiens)

class 5. myeloid dendritic cell

○ (+) ITGAX, CD83, CD1C, NRP1, CLEC4C, CD86, IL3RA, CD80, CD1A, ITGAX, CD40, HLA-DQA1, CD11c, HLA-DR, HLA-DPB1, HLA-DPA1, CLEC10A, CST3, GPR31, ODF3L1, PRB2, CD207, ARSE, CLEC141, MRC, EBLN1, CRIP3 (sc-type)

5-1. cd1c-positive myeloid dendritic cell

○ (+) MRPS6, C15orf48, KYNU, HLA-DQA2, VMO1, EPB41L3, IL4I1, TFRC, GK, AGPAT9 (Tabula Sapiens)

5-2. cd141-positive myeloid dendritic cell

○ (+) LGALS2, WFDC21P, CPVL, C1orf54, EBI3, BATF3, CLIC2, ADRBK2, HLA-DQA1, FLT3 (Tabula Sapiens)

class 6. oligodendrocyte

class 7. plasmacytoid dendritic cell (pDC): A DC subTypethat is rare. This cell is involved in the immune system in blood and produces an excess of interferon 1. pDC secretes IFN-α to activate T cells, but secretes granzyme B to inhibit T cell expansion.

○ (+) SIGLECH, KLK1, HLA-DR, IL3RA (CD123), IRF8, TCF4 (E2-2), SPI1 (PU.1), FLT3L

○ (+) ITGAX, CD83, CD1C, NRP1, CLEC4C (BDCA-2), CD86, IL3RA, CD80, CD1A, ITGAX, CD40, HLA-DQA1, CD11c, HLA-DR, HLA-DPB1, HLA-DPA1, CLEC10A, CST3, TPM2, LRRC26, ASIP, GPM6B, KRT5, NTM, SCT, SHD, KCNA5, SCARA5, EPHA2, MYMX (sc-type)

○ (+) IRF7, SLC15A4, PLD4, LAMP5, IRF4, RUNX2, GZMB, BCL11A, CHAF1A, ADA (Tabula Sapiens)

○ (+) LILRA4, GPR183, PTCRA, FAM129C, SPIB, GZMB, CXCR4, IRF7, IRF8, JCHAIN, SERPINF1, ITM2C, TCF4, BCL11A, MZB1, DERL3, NRP1 (PanglaoDB)

7-1. activated

○ (+) CD83

class 8. conventional DC (cDC): One of the innate immune cells.

○ (+) CD11c, HLA-DR, LY75

8-1. cDC1 (excel at cross-presentation)

○ (+) XCR1, CLEC9A

8-2. cDC2

○ (+) CD1C, SIRPα, CLEC10A

state 1. activated

○ (+) CD83

class 9. functoinally defective DC

class 10. regulatory DC(regDC; tolerogenic DC; tDC)

○ (+) MHC II, CD11b, CD11c, PD-1, B7-H1

10-1. CD83highCCR7+ IL-10DC

10-2. CD83lowCCR7- IL-10DC

currently, no clear surface markers are found

class 11. langerhans-like DC (LanghDC)

class 12. migratory DC (migDC)

class 13. AXL+SIGLEC6+ DC (ASDC)

B-3. macrophage

① pan-macrophage

○ (+) CD11b, CD68, CD163, ADGRE1, ITGAM, CSF1R, CD14, FCGR3A, Cd74, Arg1, CD80, CD86, CXCL5, APOC1, BASP1, FAM49A, GJB2, LPXN, LY86, MAP3K8, MNDA, PLD4, PPARG, SEC24A, SERPINB9, IL1a, IFNb2, CDF, BSF1, BCGF1, TGIF, CSIF, IL13, P600, CSFR, CLEC13D, M130, PDL2, B7DC, RETNLB, CCR2, CSF1, CLEC6A, ITGB2, PDCD1LG2, CSF2, LYZ, PLAUR, LST1

○ (+) MARCO, ACP5, OLR1, PLTP, SLCO2B1, MS4A4A, C1QC, MSR1, FBP1, MRC1 (Tabula Sapiens)

○ (+) Cd300c, Siglech, Apol7c, Gm8221, H2-M2, Cox6a2, Lilra5, Atp2a1, Cd209g, Cd209f (Tabula Muris)

○ (+) FTL, FTH1, LOC105882215, CD74, TMSB4X, APOE, CST3, LOC105869751, C1QA, SPP1 (Tabula Microcebus)

○ (+) CD68, CD163, CD14, CD11b, CD206, CD80, CD86, CD16, CD64, CCL18, CD115, CD11c, CD32, HLA-DR, MRC1, MSR1, GCA, Pf4 (sc-type)

○ (+) ITGAM, FCGR3A, LILRB4, TREM2, CXCL16, CD83, RBPJ, GPNMB, VSIG4, MS4A4A, C5AR1, CCL2, S100A4, NRP2, CD36, MS4A7, CLEC7A, CD74, CSF1R, LGALS3, CYBB, ITGAX, TYROBP, DAB2, MAF, AIF1, CYP27A1, SLC7A7 (PanglaoDB)

○ (+) CD68, CD163, MS4A4A, CYBB, FCER1G, CLEC5A, MS4A6A, HK3, MSR1, IGSF6, CHIT1, DNASE2B, FDX1, SLAMF8, VSIG4 (SCEVAN)

○ (-) CD56, CD11c

class 1. M1 macrophage

○ (+) iNOS, IL-6, CD86, CD80, CD68, MHCII, IL-1R, TLR2, TLR4, SOCS3, ITGAX (CD11c), CD16, FCN1, HLA-DR, pSTAT1, IL-12, MHC-II, CD80, 27E10, CCL2, S100A8, S100A9, CXCL9, CXCL10

class 2. M2 macrophage

○ (+) MRC1, CD163, CD204, CD206, VEGF, cMAF, ARG1, YM1, CCL20, CCL22, 1IDO1

2-1. M2a

○ (+) CD163, SR, CD206, CD200R, TGM2, DecoyR, IL-1R II, Fizz1, Arginase-1, MHCII

2-2. M2b

○ (+) CD86, MHCII

2-3. M2c

○ (+) CD163, TLR1, TLR8

2-4. M2d

○ (+) VEGF 

2-5. TAM

○ (+) CCL2, CD3, CD31, CD68, CD163, HLA-DR, iL-10, iNOS, PCNA, VEGF

2-6. TCR-positive

○ (+) CD68, Fyn, LAT, Lck, ZAP70

2-7. CD169-positive

○ (+) CD11b, CD11c, CD68, F4/80, MHCII

class 1. bone-marrow-derived macrophage (BMDM)

class 2. dust cell

⑥ class 3. Kupffer cell

○ (+) CD14, CD68, TNF, LYZ, MPO, VSIG4, PROK2, STARD5, MSR1, PPARA, TREM1, SLC11A1, MMP13, VDR, CHIT1, OSM, PPARD, CLEC4F, ADGRE1, IL1B, SLC40A1, G6PD, TIMD4, MNDA, SLC15A3, DNASE1L3, MARCO, HFE, CD38, CD163, CCR5, CLEC1B, CLEC4G, GPIHBP1, FOLR2, PLTP, FTL, IRF7, SPIC, CSF1R, C1QC, C1QA, C1QB, CLEC4E (sc-type)

○ (+) CLEC4F, ID3, ZEB2, LXRα

class 4. microglial cell

○ (+) BHLHE41, SLC2A5, HAMP, FCGR1A, SLC1A3, AP1B1, B3GNT5, HAVCR2, LILRB4, CSF1R (Tabula Sapiens)

○ (+) NAIP, CX3CR1, P2RY12, CCR1, FGD2, FCGR2A, DOCK8, TREM2, FOLR2, ADAM28, C1QC, P2RY13, C1QA, CD68, C1QB (SCEVAN)

4-1. eye microglial cell

○ (+) P2RY12, ITGAM, CD40, PTPRC, CD68, AIF1, CX3CR1, TMEM119, ADGRE1, C1QA, NOS2, TNF, ISYNA1, CCL4, ADORA3, ADRB2, BHLHE41, BIN1, KLF2, NAV3, RHOB, SALL1, SIGLEC8, SLC1A3, SPRY1, TAL1, CX3CR1, CX3CL1 (sc-type)

4-2. brain microglial cell

○ (+) P2RY12, ITGAM, CD40, PTPRC, CD68, AIF1, CX3CR1, TMEM119, ADGRE1, C1QA, NOS2, TNF, ISYNA1, CCL4, ADORA3, ADRB2, BHLHE41, BIN1, KLF2, NAV3, RHOB, SALL1, SIGLEC8, SLC1A3, SPRY1, TAL1 (sc-type)

○ (+) IBA1, Cd68, TMEM19, P2RY12, SALL1

⑧ class 5. splenocyte

class 6. immunosuppressive macrophage

○ (+) CD163, MSR1

class 7. TIM4+ perivascular macrophage

○ (+) TIM4, LYVE1, FOLR2, cMAF

○ (-) MHCII

class 8. MHCII+ Perivascular Macrophage

○ (+) MHCII, cMAF

○ (-) TIM4, LYVE1

state 1. aged macrophage

○ (+) Cd274, Clec4d

○ (-) Coro1a

B-4. monocyte

① (+) CD14, FCGR1A, CD68, S100A12, NR4A1, CD4, CD11C, HLA-DR, SPI1, NCF2

② (+) FOLR3, TCIRG1, RP11-1143G9.4, RNASE2, SULT1A1, FCN1, CD300E, PRAM1, ARHGAP4, C19orf38 (Tabula Sapiens)

③ (+) Lyz2, Lyz1, Galnt9, Ms4a8a, Apoc2, Gm9733, Ms4a6c, Ccr2, Ccl9, Ccl6 (Tabula Muris)

④ (+) FTH1, SOD2, TMSB4X, CCL15, LGALS1, CD74, S100A4, PGLYRP1, CXCL8, FTL (Tabula Microcebus)

⑤ (+) OAS1, IRF7, PLSCR1, MX1, HLA-DRA, IFIT1, IFIT3, TNFSF10, S100A9, S100A4, CD44, PTPRC, PSAP (PanglaoDB)

⑥ (-) CD206, CD86

class 1. classical monoctye (C monocyte)

○ (+) CD14, S100A8, S100A9

○ (+) CD14, CD11b, CD68, HLA-DR, CD33, CD11c, CD123, CD15, CD3D, CD3G, CD3Z, CD66b, VCAN, S100A12, CXCL8, S100A8, S100A9, LYZ, CST3, Elane1 (sc-type)

○ (+) FLT3, TMEM170B, IFI30, RNASE2, FCN1, ADAMTS2, EMILIN2, CD33, SH3BP2, SLC43A2 (Tabula Sapiens)

○ (-) CD56, CD16 (=FCGR3A) (sc-type)

class 2. non-classical monocyte (N monocyte)

○ (+) FCGR3A (CD16), CDKN1C, MTSS1

○ (+) CD16, CD11b, CD68, HLA-DR, CD33, CD11c, CD123, CD15, CD3D, CD3G, CD3Z, CD66b, FCGR3A, CDKN1C, LST1, FCER1G, MS4A7, RHOC, S100A8, S100A9, CST3, C1QC, Elane1 (sc-type)

○ (+) LRRC25, CSF1R, LILRB2, FCGR3A, CD86, LST1, MS4A6A, CLEC7A, C3AR1, MS4A4A (Tabula Sapiens)

○ (-) CD14

○ (-) CD56 (sc-type)

class 3. intermediate monocyte (I monocyte)

○ (+) CD14, CD16, CD11b, CD68, HLA-DR, CD33, CD11c, CD123, CD15, CD3D, CD3G, CD3Z, CD66b, IL1B, S100A8, S100A9, CST3, C1QC, Elane1 (sc-type)

○ (+) FBXL5, BID, CD300E, FGL2, MPEG1, RNASE2, C3AR1, LILRB2, CYBB, MS4A6A (Tabula Sapiens)

○ (-) CD56 (sc-type)

B-5. class 1. MDSC(myeloid-derived suppressor cell)

① (+) Gr-1, CD11b

class 1. eMDSC(early-stage MDSC)

○ (+) CD33

○ (-) HLA-DR, Lin

class 2. PMN-MDSC (polymorphonuclear MDSC)

○ (+) ITGAM (CD11b), CD33, CD15, CEACAM8 (CD66b), Ly6G

○ (-) CD14, Ly6C, HLA-DR

○ (low) Ly6C

class 3. M-MDSC (monocytic MDSC)

○ (+) ITGAM (CD11b), CD33, CD14

○ (-) HLA-DR, CD15, Ly6C, Ly6G

○ (low) HLA-DR

○ (high) Ly6C

B-6. Monoblast

B-7. Promonocyte

⒂ Category II. erythrocyte (erythroid, red blood cell)

① (+) Hbb-bt, Hbb-bs, Hba-a2, Hba-a1, Car2, GATA1, E2f2, Fam46c, Slc25a37, Tfrc, Tmod1

② (+) ALAS2, HBQ1, HBM, EPB42, HBB, HBD, HBA1, HBA2, SLC4A1, TRIM58 (Tabula Sapiens)

class 1. erythroblast

class 2. erythroid-like and erythroid precursor cells

○ (+) ALAS2, HBB, HBA1, HBA2, GYPB, AHSP, HBM, FECH, BPGM, HBD, HEMGN, HMBS, NCOA4, SLC4A1, SLC25A39, SLC25A37, EPB42,GYPC, SNCA (PanglaoDB)

class 3. reticulocyte

⒃ Category III. megakaryocytes: platelet production in bone marrow

① (+) CD61, CD41, CD42b, CD41a, CD42a, CXCR4, CD110 (sc-type)

class 1. platelet

○ (+) CD41, CD42b, CD61, CD31, PPBP, PF4, GNG11, SDPR, CLU, CD41, CD110 (sc-type)

○ (+) RUFY1, NRGN, LY6G6F, PRKAR2B, MTURN, MMD, TSPAN33, PF4, CTSA, GP9 (Tabula Sapiens)

○ (+) CCL5, ITGA2B, PF4, F13A1, GP9, NCOA4, RGS18, PPBP, TREML1, CD9, NRGN, OST4, SPARC, GPX1, CAVIN2, PPDPF, MYL9, MAP3K7CL, GNG11, GRAP2, MPIG6B, ARHGDIB, CDKN2D, HLA-A, PDLIM1, SRGN (PanglaoDB)

⒄ Category IV. progenitor

① common lymphoid progenitor (CLP)

○ (+) CD34, CD38, CD10, CD45RA 

② common myeloid progenitor (CMP)

○ (+) CD34, CD38, CD135 

○ (+) RP11-620J15.3, PRSS57, DPPA4, CYTL1, GATA1, KLF1, RP11-354E11.2, AC002454.1, MYB, SPTA1 (Tabula Sapiens)

○ (-) CD7, CD10, CD45RA, CD90/Thy1

③ early progenitor

○ (+) Epha5, Tcf4, Erbb4  

④ erythroid lineage cell

○ (+) GMPR, SLC25A39, HBA2, HBA1, HBB, HBQ1, SNCA, HBD, ALAS2, CA1 (Tabula Sapiens)

○ (+) LOC105883507, LOC105856254, AHSP, GPX1, PRDX2, LOC105856252, CA2, LOC105856255, RPS12, BLVRB (Tabula Microcebus)

⑤ erythroid progenitor

○ (+) Ter119, Abcb4, Ammecr1, Myh10, Podxl, Tmem56

○ (+) FAM178B, RHAG, KLF1, SPTA1, GATA1, GFI1B, KCNH2, KEL, RP11-620J15.3, CA1 (Tabula Sapiens)

○ (+) LOC105883507, RPS18, RPS12, ZC3H10, RPLP1, RPL13, RPS20, RPS5, RPL10, RPS14 (Tabula Microcebus)

○ (+) PTPRC, GYPA (CD235a), RUVBL1, TFRC (CD71), FOLR1, CD36, ITGA4, HBB, CD235a, HBD, CA1 (sc-type)

⑥ granulocyte-monocyte progenitor (GMP) 

○ (+) CD34, CD38, CD45RA, CD123, CD135

○ (-) CD10  

⑦ hematopoietic stem cell (HSC)

○ (+) CD34, CD45, CD49, CD90/Thy1, Cd150, Vcam1 

○ (+) PRSS57, AVP, CRHBP, DPPA4, PINK2, CYTL1, MYB, KIAA0125, MLLT3, RP11-620J15.3 (Tabula Sapiens)

○ (+) Ctsg, Mpo, Prtn3, Elane, Nkx2-3, Ms4a3, Kcnk12, Prss57, Muc13, Bex6 (Tabula Muris)

○ (+) CD105, CD34, CD44, CD73, CD45, CD29, STRO-1, NANOG, SOX2, CD133, CD166, CD146, CD31, Nestin, OCT4, CD117, KDR, CXCL8, AVP, CRHBP, ALDH1A1, CD49, CD90, CD69, CD24, CD45RA, Keratin-19, ASPM, CD10, CD123, ABCG2, CD135, CD49f, EpCAM, Keratin-7, SCA-1, CD14, CD150, CD271, HLA-DR (sc-type)

○ (-) CD45RA, Cd127, Cd135, PTPRC, CD38

⑧ megakaryocyte–erythroid progenitor (MEP)

○ (+) CD34, CD38

○ (-) CD7, CD10, CD45RA, CD135, IL3Rα

⑨ mesenchymal stem cell (MSC)

○ (+) VIM (vimentin), Vim

○ (+) THBS4, SMOC2, LINC01088, BMPER, GFRA1, PQLC2L, CILP, LAMA2, NEGR1, VGLL3 (Tabula Sapiens)

○ (+) Ifi205, Ptx3, Ccl11, Lrrn4cl, Saa1, Tnfaip6, Scg3, Stmn4, D630033O11Rik, Mt2 (Tabula Muris)

○ (+) GSN, DCN, LOC105866476, APOD, IGFBP3, JUNB, LOC105866554, EGR1, FOS, CHIT1 (Tabula Microcebus)

Class 1. mesenchymal cell

○ (+) Hao1, 3110079O15Rik, Ucma, Col9a1, Wif1, Mia1, Hapln1, Lect1, Clec3a, Acan (Tabula Muris)

⑩ multi-potent progenitor (MPP)

○ (+) CD34

○ (+) CD105, CD34, CD44, CD73, CD45, CD29, STRO-1, NANOG, SOX2, CD133, CD166, CD146, CD31, Nestin, OCT4, CD117, KDR, CXCL8, AVP, CRHBP, ALDH1A1, CD49, CD90, CD69, CD24, CD45RA, Keratin-19, ASPM, CD10, CD123, ABCG2, CD135, CD49f, EpCAM, Keratin-7, SCA-1, CD14, CD150, CD271, HLA-DR (sc-type)

○ (-) CD45RA, CD90/Thy1, PTPRC, CD38

⑪ plasmablast

○ (+) Cd38, MHC class II, CD27, CD38, CD80,

○ (+) ZNF587P1, CTD-2031P19.4, MTND5P11, AC074289.1, ZWINT, RP11-380M21.2, CDC42P6, PHTF1, RNU4-1, CEP128 (Tabula Sapiens)

⑫ progenitor cell

○ (+) CD105, CD34, CD44, CD73, CD45, CD29, STRO-1, NANOG, SOX2, CD133, CD166, CD146, CD31 (PECAM1), Nestin, OCT4, CD117, KDR, AVP, CRHBP, ALDH1A1, STMN1, CD38, PTPRC, CD135 (sc-type)

tissue 1. PBMC(peripheral blood mononuclear cell)

tissue 2. BALF(bronchoalveolar lavage fluid)

tissue 3. tumor

① tumor infiltrating lymphocyte (TIL)

○ (+) CD45, CD3

tissue 4. pancreatic immune cell

① immune system cell

○ (+) MS4A1, CD19, CD4, CD8A, CD7, CTLA4, CD27, CCR7, CYTIP, IGHD, CD38, IL2RA, ISG20, SELL, IL7R, FOXP3, IGKC, IGLC3, IGLC2, CD79A, CD68, CD163, CD14, ITGAM, MRC1, MS4A7, CD3D, CD3E, CD3G (sc-type)

② mast cell

○ (+) KIT, ENPP3, IL2RA, ISG20, SLC18A2, CD9, FCER1A, TPSB2, FCER2 (sc-type)

③ mesenchymal cell

○ (+) ITGB1, NT5E, THY1, ENG, KIT, ALCAM (sc-type)

④ pancreatic progenitor cell

○ (+) ONECUT1, PDX1, PTF1A, CXCR4, ISL1, NKX2-2, EPAS1, ARX, NEUROG3, SOX9, RPL23A, CTNNB1, YAP1, RGS16, MFNG (sc-type)

⑤ pancreatic stellate cell

○ (+) TIMP1, RGS5, SPON2, GEM, DYNLT1, PDGFRB, KRT10, CYGB, CCN2, MMP14, NDUFA4L2, PDGFRA, INHBA, TGFB1 (sc-type)

○ (+) SNRPE, FAM162B, CDK4, NGFR, SEPT4, PTH1R, HEYL, ARHGAP42, ARHGEF17, SYDE1 (Tabula Sapiens)

○ (+) TIMP1, SPON2, GEM, DYNLT1, PDGFRB, KRT10, MMP14, NDUFA4L2, COL6A1, FN1, COL4A1, COL6A2, MGP, COL3A1, SPARC, COL1A1, TIMP3, TNFAIP6, COL1A2, SFRP2, COL6A3, THY1 (PanglaoDB)

⑥ peri-islet Schwann cell

○ (+) MPZ, EGFL8, GFRA1, OLFML2A, GULP1, SLITRK6, VGLL3, GFRA3, INSC, SLITRK2, FIGN, LRRTM1, SEMA3B, NGFR, PNLIPRP1, GFRA2 (sc-type)

○ (+) MPZ, OLFML2A, GULP1, GFRA3, INSC, SLITRK2, FIGN, SEMA3B, NGFR (PanglaoDB)

tissue 5. liver immune cell

① immune system cell

○ (+) CD19, MS4A1, IL2RA, PTPRC, CD4, CD8A, CD3D, CD3E, CD3G, CD11c, CD14, CD16, CD56, CD16, CD42b, CD7, CD8, IgD, CD38, CD24, CD20, CD14, CD16, HLA-DR, CD11b, CD11c, CD123, CD15, CD33, CD66b, CD27, CD94, CD45 (sc-type)

② Kupffer cells

○ (+) CD14, CD68, TNF, LYZ, MPO, VSIG4, PROK2, STARD5, MSR1, PPARA, TREM1, SLC11A1, MMP13, VDR, CHIT1, OSM, PPARD, CLEC4F, ADGRE1, IL1B, SLC40A1, G6PD, TIMD4, MNDA, SLC15A3, DNASE1L3, MARCO, HFE, CD38, CD163, CCR5, CLEC1B, CLEC4G, GPIHBP1, FOLR2, PLTP, FTL, IRF7, SPIC, CSF1R, C1QC, C1QA, C1QB, CLEC4E (sc-type)

○ (+) CLEC4F, ID3, ZEB2, LXRα

③ liver progenitor cell

○ (+) KRT7, KRT19(sc-type)

④ mast cell

○ (+) KIT, ENPP3, IL2RA, ISG20, SLC18A2, CD9, FCER1A, TPSB2, FCER2 (sc-type)

⑤ mesenchymal stem cell

○ (+) CD44, ENG, NT5E, ITGB1, THY1 (sc-type)

⑥ monocyte

○ (+) FCGR3A, FCGR3B, CD14, Elane1 (sc-type)

⑦ macrophage

○ (+) Abcc3, Adgre1, Itgam, Mertk, Mrc1, Sdc3

⑧ myeloid

○ (+) Cd34, Rassf4

⑨ neutrophil

○ (+) Arsb, B4galt6, Gca, Olr1, Sgms2

tissue 6. eye immune cell

① microglial cell

○ (+) P2RY12, ITGAM, CD40, PTPRC, CD68, AIF1, CX3CR1, TMEM119, ADGRE1, C1QA, NOS2, TNF, ISYNA1, CCL4, ADORA3, ADRB2, BHLHE41, BIN1, KLF2, NAV3, RHOB, SALL1, SIGLEC8, SLC1A3, SPRY1, TAL1, CX3CR1, CX3CL1 (sc-type)

② eye immune cell

○ (+) CD25, CD69, CD4, CD3, ITGAM, C1qa, Fcer1g, CD19, CD20, Trac, Ltb, Cd52, Trbc2 (sc-type)

tissue 7. kidney immune cell

① immune cell

○ (+) CD19, IGHA2, IGHG3, IGHM, IGKC, JCHAIN, CD40, CD79A, CPNE5, FCRL5, HLA-DRA, IGHA1, IGHG1, IGHG2, IGKV1-12, IGLC2, IGLC3, IGLC7, IGLL5, MS4A1, MZB1, PKHD1L1, PNOC, POU2AF1, TNFRSF13C, CD3D, TRAC, IL7R, CD3E, CD8A, TRBC2, CD52, FCGR3A, IL32, KLRD1, CD68, CXCL8, FCGR3B, MNDA, KIT, PTGS2, SLC18A2, Trac, Ltb, Cd52, Trbc2, Shisa5 (sc-type)

② hematopoietic cell

○ (+) CORO1A, MNDA, SRGN, HLA-DPA1, LST1 (sc-type)

tissue 8. brain immune cell

① immune system cell

○ (+) MS4A1, CCR6, CXCR3, CD4, IL2RA, ISG20, TNFRSF8, Trac, Ltb, Cd52 (sc-type)

② microglial cell

○ (+) P2RY12, ITGAM, CD40, PTPRC, CD68, AIF1, CX3CR1, TMEM119, ADGRE1, C1QA, NOS2, TNF, ISYNA1, CCL4, ADORA3, ADRB2, BHLHE41, BIN1, KLF2, NAV3, RHOB, SALL1, SIGLEC8, SLC1A3, SPRY1, TAL1 (sc-type)

○ (+) IBA1, Cd68, TMEM19, P2RY12, SALL1

tissue 9. lune immune cell

① alveolar macrophage

○ (+) HLA-DR, CD169, CD206, SIGLECF, CD11c, PPARγ, C/EBPβ

○ (+) FTH1, FTL, TMSB4X, TYROBP, C1QA, RPLP1, LGALS3, CTSD, ACTB, RPS18 (Tabula Miceocebus)

○ (+) ABCG1, CCL3, CD36, CLEC7A, CSF2RB, CXCL2, G0S2, GAL, GDA, GNGT2, GPNMB, IL18, IL1B, ITGAX, KLHDC4, MARCO, MCEMP1, MPP1, MRC1, OLR1, PLET1, S100A4, TLR2, TNFAIP2, TRIM25 (sc-type)

② interstitial macrophage

○ (+) HLA-DR, CD206

○ (-) CD169

③ immune system cell

○ (+) ADGRE1, ARG1, BIRC5, CCL17, CCL18, CD14, CD163, CD19, CD22, CD3D, CD3E, CD3G, CD4, CD44, CD5, CD68, CD74, CD80, CD83, CD86, CD8A, CD8B, CDCA3, CDK1, CEBPE, CR2, CSF1R, EAF2, FCER2, FCGR3A, FLT3, GIMAP3P, HLA-DRA, HMMR, IGHM, IL2RA, ITGAE, ITGAM, ITGAX, LAX1, MS4A14, MZB1, NRP1, NUSAP1, PAX5, PRG2, PTPRC, SLPI, THBD, TNFRSF17, TRBC1, XCR1 (sc-type)

tissue 10. adrenal immune cell

① myeloid cell

○ (+) MS4A14, LILRA1, RP11-554D14.6, AC007040.8, MS4A7, RP11-489O18.1, CLEC10A, MS4A4A, RN7SL138P, CD163, CD14, SIGLEC1, VSIG4, CLEC7A, LILRA2 (sc-type)

② erythroblast

○ (+) TPSAB1, CTD-2008P7.9, RP11-85G21.3, CTSE, CTA-392E5.1, EIF5AP2, CTA-363E6.6, C17orf99, SLC4A1, TRIM10, MIR144, ART4, AHSP, GYPA, HBM (sc-type)

③ lymphoid cell

○ (+) GZMH, XCL1, KLRC3, RP11-94L15.2, GZMA, IL2RB, TRAT1, SH2D1A, DTHD1, CD3E, ZNF831, GNLY, PRF1, IGHD, THEMIS (sc-type)

tissue 11. heart immune cell

① lymphoid cell

○ (+) GZMB, FCRL2, KLRC2, XCL1, LINC00861, PRF1, CD3G, SH2D1B, ANTXRLP1, VPREB3, SH2D1A, CRTAM, CXCR6, RP11-94L15.2, GZMK (sc-type)

② myeloid cell

○ (+) XCR1, TMPRSS4-AS1, TIMD4, PRTN3, MMP9, CD86, CLEC5A, SIGLEC1, CLEC7A, C1QC, P2RY13, FCN1, CSTA, CD300LF, MS4A6A (sc-type)

③ erythroblast

○ (+) RP5-857K21.7, CENPW, SLC46A1, GSPT2, RHCE, SLC7A11, P2RX6, SKA1, FARSA, ZNF90, TMCC2, RP11-225B17.2, TMEM161A, ZNF583, ENPP4 (sc-type)

tissue 12. intestine immune cell

① erythroblast

○ (+) AHSP, SPTA1, HBG2, HBA2, HBM, HBG1, HBA1, SLC4A1, HBB, GYPA, HEMGN, HBZ, ALAS2, MIR144, MYL4 (sc-type)

② myeloid cell

○ (+) VSIG4, RPL32P1, CD207, AP000439.1, HCAR3, C5orf20, AC010492.4, P2RY13, LILRB2, LILRB5, IL1B, C1QB, CD163, C1QC, DNASE1L3 (sc-type)

③ lymphoid cell

○ (+) IL17A, ICOS, SH2D1A, GZMK, RP11-553L6.2, TRGC1, RP11-104L21.3, TRDC, GZMA, VPREB1, CCR4,LTA, NCR2, CD247, RP11-94L15.2 (sc-type)

tissue 13. muscle immune cell

class 1. erythroblast

○ (+) RHAG, GYPA, AHSP, GYPB, HBZ, ALAS2, SLC4A1, SLC14A1, EIF5AP2, HBM, HBA1, EPB42, RP11-57H12.2, ALS2CR12, SLC25A37 (sc-type)

class 2. myeloid cell

○ (+) FCN1, MS4A4E, TMPRSS4-AS1, CD86, FLT3, P2RY13, IL10RA, FOLR2, MNDA, HLA-DQB1, MS4A4A, AMICA1, CYTH4, MS4A6A, CFP (sc-type)

class 3. lymphoid cell

○ (+) IL7R, CD8A, NKG7, CD247, NCR1, RP11-61O1.1, TRAC, CD3E, ITK, CD2, MATK, RP11-444A22.1, SYTL1, IL2RB, GZMA (sc-type)

tissue 14. placenta immune cell

class 1. lymphoid cell

○ (+) IGJ, IGHM, KLRC3, GZMH, PTGDR, IGHGP, IKZF3, IFNG-AS1, TIGIT, KLRC2, LCK, ANKRD36BP2, TNFRSF18, IGHG3, LINC00861 (sc-type)

class 2. myeloid cell

○ (+) SIGLEC10, RP11-1143G9.4, LYZ, ADAMDEC1, LILRB2, HLA-DRB5, SDS, HLA-DOA, SIGLEC1, MMP9, LILRB4, C1QB, TLR2, TLR7, S100A8 (sc-type)

tissue 15. spleen immune cell

class 1. lymphoid cell

○ (+) RN7SL337P, KLRC4-KLRK1, RP11-553L6.2, RP11-861A13.4, RP11-38J22.6, ZNF860, RP11-693J15.5, RP11-61O1.1, FCRL3, CTD-2215E18.1, RP5-1028K7.2, IKZF3, LINC00861, IL9RP3, VAV3-AS1 (sc-type)

class 2. myeloid cell

○ (+) CLEC9A, RP11-489O18.1, RP3-522P13.3, RP11-807H22.7, RP11-1080G15.1, FCN1, EMR4P, TMPRSS4-AS1, RP11-157G21.2, CSF2RA, OSCAR, RP3-522D1.1, CD163L1, RUFY4, DLEU7-AS1 (sc-type)

class 3. erythroblast

○ (+) HDC, PRSS57, EIF5AP2, PPAPDC1A, MTL5, CTA-392E5.1, ACSBG1, RP5-964N17.1, GYPA, SLC25A21, RP11-146I2.1, MIR144, SLC2A14, CTA-363E6.6, SLC4A1 (sc-type)

class 4. white pulp macrophage

○ (+) CD68

○ (-) F4/80

class 5. marginal zone macrophage

○ (+) SIGN-R1, LXRα

class 6. red pulp macrophage

○ (+) VCAM1, Spi-C

○ (-) CD11b

tissue 16. stomach immune cell

class 1. erythroblast

○ (+) KLF1, SLC4A1, HBM, NFE2, HBZ, GYPB, HBG2, HBB, ALAS2, SPTA1, HBA1, HEMGN, RNF224, HBG1, HBA2 (sc-type)

class 2. myeloid cell

○ (+) C1QC, HLA-DQB1, MS4A6A, CD14, C1QB, CD163L1, IGSF6, CCDC26, C1QA, NCF2, HLA-DRB1, HLA-DRB5, CLEC7A, MS4A7, HLA-DPA1 (sc-type)

class 3. lymphoid cell

○ (+) ICOS, CD27, NKG7, CD28, CD3D, CHI3L2, TRAT1, THEMIS, CD52, KLRB1, CD79B, CCL5, TRBC2, SIRPG, CD3E (sc-type)

tissue 17. thymic immune cell

class 1. antigen presenting cell

○ (+) IL1RN, EBI3, FGD2, MCOLN2, MMP9, TLR10, LINC00996, CD80, CXCL10, SLAMF7, P2RY13, SLC24A4, HCK, C1QB, LYZ (sc-type)

tissue 18. bladder immune cell

class 1. B cell

class 2. macrophage

class 3. mast cell

class 4. NK cell

class 5. plasma cell

class 6. plasmacytoid dendritic cell

class 7. T cell



5. Type 4. stromal cell

⑴ pan-stromal cell

① (+) Slc7a10, Slc38a5, Slc36a2, Adrb3, Scn3a, C7, Prkg2, A330076H08Rik, Inmt, Foxf2 (Tabula Muris)

② (+) DCN, PAPPA, SFRP4, THBS2, LY86, CXCL14, FOXF1, COL10A1, ACTG2, APBB1IP, SH2D1A, SULF1, MSR1, C3AR1, FAP (SCEVAN)

tissue 1. connective tissue

① Overview

○ (+) ADAMTS5, COL5A2, GPSM2, ITGBL1, TNXB, GPR133, CHRDL1, NBL1, SEMA3C, ELN (Tabula Sapiens)

class 1. adipocyte

○ (+) ADH1B, ADIPOQ, ANKRD29, CAVIN2, CLEC14A, EGFL7, HOXD8, HOXD9, KDR, LPL, MMRN2, NOSTRIN, PDCD1LG2, PDE4A, RAMP2, RAPGEF3, SOX18, TFAP2A, TIMP4, UCP1

○ (+) STAT6, TFE3, APPL2, APOL6, PXMP2, CAVIN1, MMP2, COL6A2, MT2A, TIMP1, METRN, METRNL, MYO1C, NQO1, SYAP1, CRNDE, TSPO, LRP1, HOXC9 (PanglaoDB)

class 2. preadipocyte

class 3. chondrocyte

○ (+) Sox9, Col2a1

3-1. columnar chondrocyte

○ (+) Sulf1, Robo1

3-2. early hypertrophic chondrocyte

○ (+) Runx2, Ibsp

3-3. late hypertrophic chondrocyte

○ (+) Spp1, Mmp9

3-4. nucleus pulposus cells

○ (+) Pax1, Fmod

3-5. prehypertrophic chondrocyte

○ (+) Prrx1, Fbxl7

3-6. round chondrocyte

○ (+) Sox5, Sox9

class 4. fat cell

○ (+) GABRA4, SCD, CIDEA, PNLIPRP3, AWAT2, ACSBG1, KRT79, LCN1, GLDC, FAR2 (Tabula Sapiens)

class 5. fibroblast

○ (+) DCN, PRELP, RGS5, ACTA2 (α-SMA), PDGFRB (PDGFRβ), CD29, FAP, FSP1, CAV1(caveolin 1), Apod, Apoe, IGF1, MMP1, MMP12, PIM1, TAC1, TCEAL7, FBLN2, Fgr, Ccr2, Ccbe1, MMP11, COL12A1

○ (+) CD248, SFRP2, COL1A1, GAS1, CCDC80, PCOLCE2, ISLR, COL5A1, PLA2G2A, FBN1 (Tabula Sapiens)

○ (+) DCN, APOD, CFD, MGP, GSN, APOE, FBLN1, LGALS1, MMP2, LUM (Tabula Microcebus)

○ (+) LUM, COL6A2, MMP2, IGFBP6, CDH11, COL6A3, C1S, RARRES2, SPON2, CTGF, COL1A2, COL3A1, VIM, FSTL1, GSN, SPARC, S100A4, COL1A1, MGP, SERPINH1, DCN, EGR1, FOSB, KLF6, STAT3, CXCL14 (PanglaoDB)

○ (+) AMOTL2, DPT, ISLR, SVEP1, FGF7, ELN, TCF21, ASPN, COL14A1, PRDX4, S1PR2, C7, COL6A3, MMP2, VIM (SCEVAN)

5-1. activated fibroblast

○ (+) COL1A1, COL1A2, COL3A1, COL22A1, FAP, NOX4, POSTN, THBS4, NNMT, COL5A1, SPP1, FN1, CTHRC

5-2. alveolar fibroblast

○ (+) MGP, APOD, APOE, DCN, JUN, CTGF, FOS, MFAP4, SELENOP, JUNB (Tabula Microcebus)

5-3. cancer-associated fibroblast (CAF)

○ (+) FAP, THY1, FST1, BGN, DCN, COL1A1, COL1A2, COL3A1, COL5A1, COL6A1, COL6A2, COL6A3, CD90.2, FSP1

○ (-) CD45

5-3-1. CAF-S1 (immunosuppressive function)

5-3-1-1. myCAF (myofibroblastic)

○ (+) NDUFA4L2, MAP1B, SPARCL1, RGS5, TPPP3, MCAM

○ (+) HSD17B2, TCF21, FOXF1, NR2F1, PDPN, PLAT, EMILIN1, PDGFRA, APCDD1, CYGB (Tabula Sapiens)

○ (+) APOD, APOE, MGP, COL1A2, LGALS1, DCN, COL1A1, TAGLN, FBLN1, CFD (Tabula Microcebus)

Type 1. ecm-myCAF

○ (+) LRRC15, GBJ2

Type 2. TGFβ-myCAF

Type 3. wound-myCAF

Type 4. IFNαβ-myCAF

Type 5. acto-myCAF

5-3-1-2. iCAF (inflammatory)

Type 1. detox-iCAF

○ (+) ADH1B, GPX3

Type 2. IL-iCAF

Type 3. IFNγ-iCAF

5-3-2. CAF-S2

5-3-3. CAF-S3 (abundant in healthy tissue)

5-3-4. CAF-S4 (pro-metastatic function)

5-3-5. CAFap (antigen-presenting CAF)

(+) ACTA2, HLA-DRA, CD74

5-4. fibroblast of breast

○ (+) ARSG, THBS2, JHDM1D-AS1, CLMP, RSPO3, TWIST1, MMP3, LOX, FRMD4A, SLC7A2 (Tabula Sapiens)

5-5. fibroblast of cardiac tissue

○ (+) CDH19, CRLF1, FMOD, FAIM2, ADAMTSL2, ABCA6, PRELP, MATN2, PLEKHH2, FIBIN (Tabula Sapiens)

5-6. myofibroblast

○ (+) ACTA2, CDH11, CTHRC1

class 6. goblet cell

○ (+) TFF3, FCGBP, STARD10, TSPAN1, CKB, MUC4, GOLM1, TMC5, PIGR, SLC26A2 (Tabula Sapiens)

class 7. limbal stromal cell

class 8. melanocyte

○ (+) MIA, TYR, SLC45A2, CDH19, PMEL

○ (+) TYR, MITF, TRPM1, MLANA, TYRP1, DCT, BCAN, PMEL, CHCHD6, GPR143 (Tabula Sapiens)

class 9. spindle cell

tissue 2. muscle cell

① (+) CMSS1, MT1A, AXL, SLC7A2, PHLDB2, ADAMTS4, KCNE4, VASN, TWIST1, MTHFD2 (Tabula Sapiens)

class 1. bronchial smooth muscle cell

○ (+) ENAH, PDLIM7, NTRK3, RASL12, DES, AOC3, GUCY1B3, C2orf40, CASQ2, ACTG2 (Tabula Sapiens)

class 2. cardiac muscle cell (cardiomyocyte)

○ (+) Myh6, Myh7, Tnnc1

○ (+) MYH6, TECRL, COL2A1, AC020909.2, NKX2-5, FBN2, TNNT2, MYL4, MYL7, ACTC1 (Tabula Sapiens)

○ (+) RP11-439H8.4, RNA5SP327, CTD-2552K11.2, Y_RNA, AC018464.3, HHATL, BMP10, RP11-461A8.4, UGT2B4, PRSS42, WI2-1896O14.1, FABP2, EPN3, RP11-406O23.2, AC009878.2 (sc-type)

class 3. skeletal muscle cell

○ (+) RP11-755O11.2, ASB15, RP11-456H18.2, RPL7P3, PVALB, RN7SL365P, RP11-432J24.5, C8orf22, ASB10, RP5-921G16.2, CLDN9, RP5-1039K5.13, AC137723.5, RP11-255G21.1, AC093063.2 (sc-type)

3-1. myoblast

3-2. myocyte

3-3. satellite cell

○ (+) Sds, Myod1, Chrdl2, Asb5, Fam132b, Popdc3, Chodl, Ank1, Gdnf, Des (Tabula Muris)

class 4. fast muscle cell

○ (+) MYH2, MYL1, KLHL40, TNNC2, TNNI2, MYLPF, RPL3L, ATP2A1, FHL3, MYBPC2 (Tabula Sapiens)

class 5. slow muscle cell

○ (+) MYL1, RP11-451G4.2, RPL3L, MYL6B, MYL2, ANKRD2, MYOZ1, TNNC2, CKM, NRAP (Tabula Sapiens

class 6. smooth muscle cell

○ (+) AKR1C1, AVPR1A, CCL8, CRISPLD2, CTH, FOXC2, FSTL3, LARS, MYH11, PDGFRB, PDK4, SSTR2, THAP2, TAGLN, Myh11, Pde8b

○ (+) OR51E2, AC131025.8, ADORA2B, MYH11, SLC38A11, MIR143HG, MIR145, RP11-1101K5.1, P2RX3, GPR176, ANO1, OR51E1, CORIN, CACNA1C-IT3, TMC4 (sc-type)

○ (+) MYH10, ITGA8, NOV, SUSD5, SORBS1, MYH11, BGN, CNN1, SMTN, LTBP1 (Tabula Sapiens)

○ (+) ACTA2, CNN1, NOTCH3, MYH11, ACTG2, SOD3, LMOD1, MSRB3, BGN, MYL9, MYLK, SNCG, PLN (PanglaoDB)

6-1. airway smooth muscle cell

6-2. myoepithelial cell

○ (+) CNN1, MYH11, ACTG2, MYLK, MYL9 (PanglaoDB)

6-3. myofibroblast

6-4. pulmonary vascular smooth muscle cell

6-5. vascular smooth muscle cell

○ (+) S100A6, ADIRF, TAGLN, TPM2, ACTA2, MUSTN1, CRIP1, C5H11orf96, TPM1, DSTN (Tabula Microcebus)

class 7. tendon cell

○ (+) FMOD, THBS4, TNMD, MYOC, XG, ITGA10, FIBIN, CDO1, GEM, CILP (Tabula Sapiens)

class 8. tongue muscle cell

○ (+) PHACTR3, PAX7, TLN2, CHRNA1, KLHL41, MAP1A, MUSK, H19, HTRA3, NPTX2 (Tabula Sapiens)

class 9. vascular associated smooth muscle cell

○ (+) RERGL, FHL5, ACTA2, CNN1, MRGPRF, MYLK, ACTG2, TBX2, AOC3, PTP4A3 (Tabula Sapiens)

class 10. megakaryocyte

○ (+) PF4, ITGA2B, LIPH, ELOVL7, GP6, ITGB3, PTGS1, RP11-480G7.1, RP11-170N16.2, C3orf55, RP4-655J12.4, TUBB1, DCLRE1A, TMEM40, GNAZ (sc-type)

class 11. Schwann cell

○ (+) UGT8, POU3F1, PMP2, GFRA3, KCNC2, MPZ, SOX10, PTPRZ1, COL20A1, LINC01037, BCAN, C2orf72, C10orf82, RP11-946L20.2, MAG (sc-type)

class 12. stromal cell

○ (+) WSCD2, C13orf45, LINC00645, RP1-300G12.2, RP11-217C7.1, RP11-332E3.2, RP11-473E2.4, CTD-2555C10.3, RP11-342A23.1, WNT10B, ACKR4, DIO3, CCDC129, ZCCHC5, RP11-38H17.1 (sc-type)

class 13. satellite cell

○ (+) AC004014.3, MYEOV, TACR3, GDPD4, USP44, RGR, RP11-320P7.2, FAM132B, GPR123, CTB-175P5.4, ENPP7P10, CHRDL2, PAX7, RP11-706J10.1, MAPK15 (sc-type)

class 14. myometrial cell

○ (+) C16orf45, ACTG2, FHL5, KCNMB1, DES, CNN1, RRAD, HILPDA, LMCD1, PPP1R14A (Tabula Sapiens)

tissue 3. stem cell

① (+) DMRTA2, FGFR3, RASSF6, COL17A1, PAX6, CHL1, TNS4, KRT12, COL7A1, SYT8 (Tabula Sapiens)

class 1. brain neural stem cell

○ (+) SOX2, PROM1, NES, SOX9 (sc-type)

class 2. cancer stem cell

2-1. kidney cancer stem cell

○ (+) EPCAM

2-2. pancreas cancer stem cell

○ (+) CD24, CD44, FLOT2

2-3. liver cancer stem cell

○ (+) ANPEP, CD44, EPCAM, POU5F1, PROM1, THY1

2-4. lung cancer stem cell

○ (+) ABCG2, ALCAM, ALDH1A1, BMI1, CD24, CD44, KIT, NANOG, NES, PDPN, POU5F1, PROM1, SOX2, THY1

2-5. brain cancer stem cell

○ (+) FUT4, MSI1, NES, PROM1, SOX2, THY1

class 3. immune system stem cell

3-1. pancreas immune system stem cell

○ (+) MS4A1, CD19, CD4, CD8A, CD7, CTLA4, CD27, CCR7, CYTIP, IGHD, CD38, IL2RA, ISG20, SELL, IL7R, FOXP3, IGKC, IGLC3, IGLC2, CD79A, CD68, CD163, CD14, ITGAM, MRC1, MS4A7, CD3D, CD3E, CD3G (sc-type)

3-2. liver immune stem cell

○ (+) CD19, MS4A1, IL2RA, PTPRC, CD4, CD8A, CD3D, CD3E, CD3G, CD11c, CD14, CD16, CD56, CD16, CD42b, CD7, CD8, IgD, CD38, CD24, CD20, CD14, CD16, HLA-DR, CD11b, CD11c, CD123, CD15, CD33, CD66b, CD27, CD94, CD45 (sc-type)

3-3. brain immune stem cell

○ (+) MS4A1, CCR6, CXCR3, CD4, IL2RA, ISG20, TNFRSF8, Trac, Ltb, Cd52 (sc-type)

3-4. lung immune stem cell

○ (+) ADGRE1, ARG1, BIRC5, CCL17, CCL18, CD14, CD163, CD19, CD22, CD3D, CD3E, CD3G, CD4, CD44, CD5, CD68, CD74, CD80, CD83, CD86, CD8A, CD8B, CDCA3, CDK1, CEBPE, CR2, CSF1R, EAF2, FCER2, FCGR3A, FLT3, GIMAP3P, HLA-DRA, HMMR, IGHM, IL2RA, ITGAE, ITGAM, ITGAX, LAX1, MS4A14, MZB1, NRP1, NUSAP1, PAX5, PRG2, PTPRC, SLPI, THBD, TNFRSF17, TRBC1, XCR1 (sc-type)

class 4. mesenchymal stem cell

4-1. liver mesenchymal stem cell

○ (+) CD44, ENG, NT5E, ITGB1, THY1 (sc-type)

class 5. skeletal muscle satellite stem cell

class 6. limbal stem cell

class 7. epidermal stem cell

○ (+) ITGA6, ITGB1

tissue 4. bone stroma

class 1. osteoblast

○ (+) BGLAP, COL1A1, IBSP, Bglap, Alpl

class 2. osteoclast

○ (+) TRAP, calcitonin receptor (CTR), cathepsin K, NFATC1, SMAD2/3, RXR

class 3. osteocyte

class 4. osteoclast precursor cell

tissue 5. hepatic stroma (liver stroma)

class 1. hematopoietic cell

○ (+) CD34, PTPRC

class 2. hepatic stellate cell (HSC): These cells play vital roles in liver fibrogenesis. They interact with endothelial cells and hepatic epithelial cells.

○ (+) Desmin, Cd48, Ddx4, Flt3, Kit, Mecom, Procr, Runx1, Slamf1

○ (+) CYGB, PPARG, PDGFRA, RGS5, PPARA, FOXF1, ALB, NR1H4, CCN2, SEMA7A, WT1, FGF10, GFAP, NGFR, VEGFA, ACTA2, MYB, DES, FAP, SLC8A1, RELN, SYP, VCL, TIMP1, COL1A1, TAGLN, COL1A2, COL3A1, SPARC, RBP1, DCN, MYL9, TPM2, MEG3, BGN, IGFBP7, IGFBP3, CCN1, OLFML3, IGFBP6, CCL2, COLEC11, HGF (sc-type)

○ (+) PPARG, ALB, CTGF, ACTA2, VCL, TIMP1, COL1A1, COL1A2, COL3A1, SPARC, RBP1, DCN, MYL9, TPM2, MEG3, BGN, IGFBP7, IGFBP3, CYR61, OLFML3, IGFBP6, CCL2, COLEC11 (PanglaoDB)

class 3. hepatoblast

○ (+) AFP, ALB, CEBPA, KRT14, DLK1, CDH1, FOXM1, GGT1, HNF4A, PROX1, MAP2K4, SMAD5, KRT18, KRT8, HNF1B, HHEX, MET (sc-type)

class 4. hepatocyte: Accounts for 60-80% of liver composition.

○ (+) ALB, Apoc4, Uox, Tat, Slc25a47, Cxadr, Gpd1, Hc, Proz, Pzp, Sardh

○ (+) AFP, HNF4A, KRT8, ALB, KRT18, FOSL1, EPPK1, UCP2, GCK, LRP5, SLC10A1, NOS2, ATP7B, GJB2, FGFR4, PROX1, CRP, SLC2A2, TFR2, KIF13B, LIPC, VDR, ASGR1, ARG1, G6PC, OTC, SERPINA1, ZHX2, HHEX, FOXA3, FOXA2, FOXA1, CYP2E1, CYP1A2, CEBPA, CDH1, GPC3, AHR, CPS1, GLS2, PCK1, TAT, WT1, PRRG4, SULT1A1, APOH, CTNNB1, ABCC3, FGB, AQP3, PLSCR1, FGA, APOB, ANG, ANXA13, SAT2, SFRP5, A1CF, APOA1, BNIP3, FGL1, PAH, SERPINA6, APOA2, AZGP1, FGG, APOC3, DEFB1, TM4SF4, GC, AMBP, ORM1, TTR, HAL, ASS1, SCD, HMGCS1, ACSS2, TM7SF2, SEC16B, SLBP, RND3, BCHE, GHR, ALDH6A1, MASP2, AKR1C1, HAMP, GLUL, ACLY, ASL, TMEM97, CP, SLPI, ACAT2, TM4SF5, MSMO1, LEPR, RCAN1, AR, RPP25L, HSD11B1, APOM, TKFC, G0S2, PON3, C1orf53, TTC36, FST, MCC, AQP9, GSTA2, NNT, SAA4, MRPS18C, OCIAD1, APOA5, ENTPD5, C4B, EID2, TP53INP2, ATIC, SERPINH1, SAMD5, GRB14, CD3G, RHOB, EPB41L4B, GPAT4, SPTBN1, SDC2, PHLDA1, WTAP, ACADM (sc-type)

○ (+) MAT1A, AGXT, KNG1, TAT, CRP, ITIH1, HPX, APOA2, CYP2E1, CPS1 (Tabula Sapiens)

○ (+) ALB, SERPINA1, APOH, FGB, FGA, APOA1, FGL1, APOA2, FGG, APOC3, AMBP, ORM1, TTR (PanglaoDB)

4-1. periportal hepatoycyte

○ (+) SDS (gulconeogenesis), Alb, Cyp2f2, Sds (gulconeogenesis)

4-2. pericentral hepatocyte (centrilobular hepatocyte)

○ (+) GLUL, CYP2E1, Cyp2e1, Gsta3

note. pericentralperiportal gradient (ref)

Glul, Oat, Cyp2a5, Mup9, Mup17, Cyp2c29, Cyp2e1, Mup11, Hamp, Ass1, Serpina1e, Cyp2f2, Alb, Mup20

tissue 6. eye stroma

class 1. bipolar cell

○ (+) NRSN1, SLC24A2, VSX2, CELF3, STMN4, MDGA2, TMEM179, TMEM196, GNG13, GNG3 (Tabula Sapiens)

1-1. rod bipolar cell

○ (+) PRKCA, PCP4, RCVRN, SLC1A2, Car8, Sebox, Vsx2, Otx2, GRM3, KCNA4, KCNMA1, RORB, Cabp5, Og9x, Vstm2b, Casp7, Rpa1, GABRA1, LHX4 (sc-type)

1-2. cone bipolar cell

○ (+) PCP4, RCVRN, SLC1A2, Car8, Scgn, Vsx2, Otx2, MIP, GNAS, ISL1, SLC1A7, GJD2, GNB3, GRIA4, TJP2, LRIT2, Cabp5, Scgn, Vsx1, GABRA1, LHX4, LHX3 (sc-type)

class 2. muller cell

○ (+) Apoe, Glul, Rlbp1, Abca8a, Vim, Aldh1a1, RLBP1, GLUL, PAX6, CA8, EDN2, KCNJ2, PRSS56, RGR, ApoE, Aqp4 (sc-type)

○ (+) RLBP1, RAX, FABP7, GFAP, CRABP1, MT-TV, LINC00461, DEFB119, RGR, LINC00632 (Tabula Sapiens)

class 3. astrocyte

○ (+) PRDX6, SLC1a3, PAX2, Rlbp1, GFAP, S100B (sc-type)

class 4. retinal ganglion cell

○ (+) BMP4, GRIA4, GRM3, KCNJ2, MED1, NMT, POU6F2, ZIC2, SLC17a6, Pax6, THY1, Nefl, Pou4f2, SNCG, NRN1, Cerkl (sc-type)

○ (+) NHLH2, SMIM18, CCDC184, NKAIN3, SRRM3, NARF, CPNE4, CACNB3, SLC17A6, DNER, FXYD7, NEFM, SNCG (PanglaoDB)

class 5. retinal progenitor cell

○ (+) PAX6, CALB2, SIX6, RHO, SIX3, NEFH, LGR5, SAG, RAX, NOTCH1, HES1, MSI1, SOX9, KIT, PDGFRA, Og9x, Sfrp2, Fgf15 (sc-type)

class 6. GABAergic amacrine cell

○ (+) Pax6, Tfap2a, Gad2, Fut4, Calb2, Pvalb, Pcp4, Vip, Thy1, STX1A, MIP, GNAS, ISL1, Gad1, ZEB2, TJP2, SEMA3D, POU6F2, KCNMA1, KCNA4, GRM3, GJD2, FRMPD2, Prox1, Nr4a2, Ngn2, C1ql2, Reln (sc-type)

class 7. horizontal cell

○ (+) Rcvrn, Prox1, Ntrk1, Lhx1, Lim2, Calb2, CALB1, LIM1, DLG2, TFAP2B, ZEB2, Lim1 (sc-type)

class 8. synapse

○ (+) SYP, DLG4, HOMER1, SLC32A1 (sc-type)

class 9. fibroblast

○ (+) PAX6, COL1A1, TGFB1, ACTA2, ICAM1, FBLN1, CRHBP, FN1, PDGFRA (sc-type)

class 10. pericyte

○ (+) Kcnj8, Rgs5, Dlk1, Abcc9, SUR2B, DLK1, VCAM1 (sc-type)

class 11. extracellular matrix cell

○ (+) ANTXR2, COL10A1, EFEMP1, LAMA2, SNTB1, TCF7L2, TGFBR1, TMEM98, VIPR2, ZIC2 (sc-type)

class 12. glycinergic amacrine cell

○ (+) Pax6, Tfap2a, Fut4, Calb2, Pvalb, Slc6a9, Pcp4, Vip, Thy1, STX1A, MIP, GNAS, ZEB2, TJP2, SEMA3D, POU6F2, KCNMA1, KCNA4, GRM3, GJD2, FRMPD2, Prox1, GlyT1, TgfB2, BE996002, Camkv, TCF4, Efna5, Dab1, Slc6a9 (sc-type)

class 13. Cholinergic GABAergic amacrine cell

○ (+) Pax6, Tfap2a, Gad2, Fut4, Calb2, Pvalb, Pcp4, Vip, Thy1, STX1A, MIP, GNAS, ISL1, Gad1, ZEB2, TJP2, SEMA3D, POU6F2, KCNMA1, KCNA4, GRM3, GJD2, FRMPD2, Prox1, Nr4a2, Ngn2, C1ql2, Reln, VAChT, Tac1, Scube2, Cpne4, Sox2, Slit, SCGN (sc-type)

class 14. Tachykinin GABAergic amacrine cell

○ (+) Pax6, Tfap2a, Gad2, Fut4, Calb2, Pvalb, Pcp4, Vip, Thy1, STX1A, MIP, GNAS, ISL1, Gad1, ZEB2, TJP2, SEMA3D, POU6F2, KCNMA1, KCNA4, GRM3, GJD2, FRMPD2, Prox1, Nr4a2, Ngn2, C1ql2, Reln, ZPF58, Cdh4, Grik4, Grm8, Slit2, SCGN (sc-type)

class 15. Starburst amacrine cell

○ (+) Pax6, Tfap2a, Fut4, Calb2, Pvalb, Pcp4, Vip, Thy1, STX1A, MIP, GNAS, ZEB2, TJP2, SEMA3D, POU6F2, KCNMA1, KCNA4, GRM3, GJD2, FRMPD2, Prox1, GAD1, CHAT, SLC5A7 (sc-type)

class 16. adipocyte

class 17. ciliary body

class 18. beam cell (A/B/X/Y): fibroblast-like (ref)

class 19. JCT(juxtacanalicular tissue) cell

class 20. retina neuron layer

○ L1

○ L2

○ L3

○ L4

○ L5

○ L6

○ L7

○ L8

○ L9

○ L10

tissue 7. pancreatic stroma

class 1. pancreatic acinar cell

○ (+) CTRB1, KLK1, RBPJL, PTF1A, CELA3A, PRSS1, SPINK1, ZG16, CEL, CELA2A, CPB1, CELA1, RNASE1, AMY2B, CPA2, CPA1, CELA3B, PNLIP, CTRB2, PLA2G1B, PRSS2, CLPS, REG1A, SYCN, PNLIPRP1, CTRC, REG3A, PRSS3, REG1B, CFB, GDF15, MUC1, C15orf48, AKR1C3, OLFM4, GSTA1, LGALS2, PDZK1IP1, RARRES2, CXCL17, GSTA2, ANPEP, LYZ, ANGPTL4, ALDOB (sc-type)

○ (+) AMY2A, CELA3B, CELA3A, CELA2A, CTRB2, CPA2, PRSS3P2, PNLIPRP1, CTRL, PNLIPRP2 (Tabula Sapiens)

○ (+) PRSS2, CPA1, CTRC, LOC105875474, LOC105873340, CTRB1, LOC105873633, CLPS, PLA2G1B, LOC105873613 (Tabula Microcebus)

○ (+) CTRB1, KLK1, CELA3A, PRSS1, SPINK1, CPB1, RNASE1, CPA2, CPA1, CELA3B, PNLIP, CTRB2, PLA2G1B, PRSS2, CLPS, REG1A, SYCN, PNLIPRP1, CTRC, REG3A, PRSS3, REG1B, GDF15, MUC1, C15ORF48, AKR1C3, OLFM4, GSTA1, LGALS2, PDZK1IP1, RARRES2, CXCL17, GSTA2, ANPEP, ALDOB (PanglaoDB)

class 2. pancreatic alpha cell

○ (+) GCG, TTR, ARX, POU3F4, NKX2-2, RESP18, PYY, PCSK2, SLC38A5, TM4SF4, CRYBA2, NKX6-1, KCNK16, PCSK1, PRRG2, IRX2, ALDH1A1, PEMT, CHGA, SMIM24, F10, SCGN, SLC30A8, SH3GL2, SCGB2A1, FAP, DPP4, MAFB, PAX6, NEUROD1, PLCE1, GC, KLHL41, FEV, PTGER3, RFX6, SMARCA1, PGR, LDB2, IRX1, UCP2 (sc-type)

○ (+) GCG, TTR, PCSK2, TM4SF4, CRYBA2, ALDH1A1, PEMT, CHGA, SMIM24, F10, SCGN, SLC30A8, SCGB2A1, MAFB, NEUROD1, GC, FXYD5 (PanglaoDB)

class 3. pancreatic beta cell

○ (+) FXYD2, PDX1, INS, GCGR, JPH3, CD40, HAMP, EZH1, NTRK1, SLC2A2, NKX6-2, NPY, RIMS1, MAFA, EFNA5, LMX1A, NKX2-2, NKX6-1, PAX4, IAPP, PCSK2, G6PC2, SLC30A8, PCSK1, GJD2, SCGN, IGF2, SYT13, FFAR2, NPTX2, PFKFB2, EDARADD, HOPX, SH3GL2, ADCYAP1, SCGB2A1, CASR, MAFB, PAX6, NEUROD1, ISL1, TGFBR3, SMAD9, SIX3, SIX2, BMP5, PIR (sc-type)

○ (+) PDX1, INS, MAFA, NKX2-2, NKX6-1, IAPP, PCSK2, G6PC2, SLC30A8, PCSK1, GJD2, SCGN, SYT13, NPTX2, HOPX, ADCYAP1, SCGB2A1, MAFB, PAX6, NEUROD1, ISL1, DLK1, MEG3 (PanglaoDB)

class 4. pancreatic delta cell

○ (+) SST, PDX1, FFAR4, PCSK9, RBP4, PAX4, RESP18, HHEX, ISL1, SCGN, KCNK16, IAPP, FXYD2, NPTX2, GPC5-AS1, UCP2, LEPR, BAIAP3, MS4A8, CASR, BCHE, GABRB3, UNC5B, EDN3, PRG4, FRZB, PCSK1, GABRG2, POU3F1, BHLHE41, EHF, LCORL, ETV1 (sc-type)

○ (+) SST, RBP4, HHEX, ISL1, SCGN, IAPP, GPC5-AS1, PCSK1 (PanglaoDB)

class 5. pancreatic epsilon cell

○ (+) GHRL, ANXA13, PHGR1, BMP4, HMGCS2, TM4SF5, OLFML3, ASGR1, COX6A2, NPY1R, SLC7A9, BHMT, OPRK1, PTGER4, ITGA4, EYA4, XYLB, ELOVL2, AFF3, CORIN, MYO1A, HRH2, SLC6A16, PCSK6, ADAMTS6, COL22A1, FAM124A, COL12A1, CD109, THSD4, ARX (sc-type)

class 6. pancreatic gamma (PP) cell

○ (+) PPY, SCGN, FXYD2, SCGB2A1, GPC5-AS1, CMTM8, ARX, ETV1, PXK, SERTM1, SLITRK6, SEMA3E, APOBEC2, ABCC9, NEUROD1, PAX6, ISL1, CARTPT, THSD7A, AQP3, ENTPD2, PTGFR, CHN2, EGR3, LMO3, MEIS1, ZNF503 (sc-type)

○ (+) PPY, SCGN, SCGB2A1, GPC5-AS1, CMTM8, NEUROD1, AQP3 (PanglaoDB)

class 7. langerhans cell

○ (+) CD1A, Langerin (CD207), EpCAM, CD11c, RUNX3, ID2, AHR

○ (+) CD207, CCL22, DAPP1, C15orf48, TRAF1, NEDD4, HLA-DQA2, GNA15, GPR157, HLA-DQB2 (Tabula Sapiens)

○ (+) HLA-DMA, HLA-DMB, HLA-DQA1, HLA-DQB1, HLA-DRA, HLA-DRB1 (PanglaoDB)

class 8. pancreatic A cell

○ (+) GCG, KCNK16, CRH, SLC30A8, CPLX2, NKX2-2, CRYBA2, CHGA, INSM1, RFX6 (Tabula Sapiens)

class 9. pancreatic D cell

○ (+) KCNK16, GCG, SST, CRH, AVPR1B, GAD2, GPC5-AS1, ACTL6B, CPLX2, RP5-984P4.6 (Tabula Sapiens)

class 10. pancreatic PP cell

○ (+) PPY, GPC5-AS1, GAD2, PAM, NKX2-2, CALB1, SLC30A8, ARX, SCG2, STMN2 (Tabula Sapiens)

class 11. TypeB pancreatic cell

○ (+) KCNK16, GAD2, G6PC2, IAPP, FAM159B, RP5-984P4.6, MIR7-3HG, NKX2-2, SLC30A8, CELF3 (Tabula Sapiens)

tissue 8. intestine stroma

① (+) TRAC, TRBC1

class 1. enterocyte

○ (+) KRT20, PPARG, FABP1, ANPEP, CA1, FABP2, VIL1, CDH17, CDC42EP5, HNF4A, TMEM45B, ELF3, TMC4, PPP1R14D, CEACAM1, KLF5, CDX1, CDX2, PRR15L, MUC13, PHGR1, LGALS2, CD55, SLC26A2, SLC26A3, SLC51B, ABCG2, ACSL5, AQP8, SLC39A5, MAOA, DGAT1 (PanglaoDB)

1-1. immature enterocyte

1-2. mature enterocyte

○ (+) UGT2B17, LGALS4, FABP2, CHP2, CDX2, PPP1R14D, FABP1, CDH17, TSPAN8, CES2 (Tabula Sapiens)

1-3. proximal enterocyte

③ class 2. crypt cell

2-1. intestinal crypt stem cell

○ (+) TSPAN8, UGT2B17, SLC12A2, URAD, LEFTY1, ADH1C, RGMB, CDX2, LGALS4, CHP2 (Tabula Sapiens)

2-2. intestinal crypt stem cell of large intestine

○ (+) RN7SK, RNU6ATAC, MAFA, HSPA2, HIST4H4, CSRNP2, HIST1H2AG, PARD6G-AS1, DLL4, MTMR11 (Tabula Sapiens)

2-3. intestinal crypt stem cell of small intestine

○ (+) APOBEC1, CCL25, RBP2, CLDN15, MISP, SLC39A4, PRAP1, ARL14, RHPN2, AC021218.2 (Tabula Sapiens)

class 3. goblet cell

○ (+) Ido1

○ (+) MUC2, ITLN1, TFF3, AGR2, PHGR1, MUC13, FCGBP, ZG16, KLK1, SPINK4 (PanglaoDB)

3-1. large intestine goblet cell

○ (+) MUC2, BEST2, CLCA1, ZG16, TFF3, ST6GALNAC1, REP15, FCGBP, HEPACAM2, WNK4 (Tabula Sapiens)

3-2. small intestine goblet cell

○ (+) CLCA1, MUC2, ZG16, SPINK4, FER1L6, TFF3, ITLN1, SCNN1A, REG4, GALNT8 (Tabula Sapiens)

class 4. transit amplifying cell

4-1. transit amplifying cell of large intestine

4-2. transit amplifying cell of small intestine

○ (+) CCL25, RBP2, FABP2, MUC17, SLC5A1, CLDN15, PRAP1, OLFM4, CHP2, VIL1 (Tabula Sapiens)

4-3. transit amplifying cell of colon

○ (+) NOX1, URAD, LEFTY1, UGT2B17, LGALS4, CDX1, CDX2, NXPE4, TSPAN8, PPP1R14D (Tabula Sapiens)

class 5. intestinal enteroendocrine cell

○ (+) NKX2-2, INSM1, MIR7-3HG, FEV, CHGA, RFX6, CRYBA2, RIMBP2, PCSK1N, SCG3 (Tabula Sapiens)

○ (+) SCGN, SST, GCG, CHGB, CPE, IAPP, CHGA (PanglaoDB)

class 6. intestinal tuft cell

○ (+) TRPM5, IL17RB, PLCG2, SH2D6, LY6H

○ (+) GNAT3, SH2D7, GNG13, CCDC129, TRPM5, LRMP, SH2D6, MATK, CCSER1, POU2F3 (Tabula Sapiens)

class 7. enteric glia cell

○ (+) GFRA3, MPZ, LGI4, RGS16, ALDH1A1, L1CAM, DKK3, INTS6, DHRS3, S100B (PanglaoDB)

class 8. enteric neuron

class 9. enterochromaffin cell

class 10. foveolar cell

class 11. gastric chief cell

class 12. microfold cell

class 13. paneth cell

class 14. parietal cell

class 15. telocyte

tissue 9. kidney stroma

class 1. podocyte

○ (+) NPHS1, NPHS2, EZR, TDRD5, SEMA3G, SEMA5A, SEMA3E, PLA2R1, COL4A4, ARHGAP24, WT1, COL4A3, RHPN1, MAFB, PODXL, CLIC5, CD2AP, NOTCH2 (sc-type)

○ (+) PODXL, VEGFA, SYNPO, NPHS1, NPHS2, WT1, PTPRO, THSD7A, MAFB, ENPEP, CLIC5, BCAM, MAGI2, EFNB1, PLOD2, SRGAP1, TCF21, PTH1R, CTGF, TRIB2, DACH1, AIF1L, GOLIM4, TOB1 (PanglaoDB)

class 2. cancer stem cell

○ (+) EPCAM

class 3. mesangial cell

○ (+) PDGFRB, PDGFB, LAMA4, ITGA8, LGALS1, ARID5B, CCR7, FN1, GATA3, PAWR, SERPINE2, TBX18, TEK, THY1, REN, ZEB2 (sc-type)

○ (+) PDGFRB, ANGPT2, CTGF, GATA3, ITGA8, ARID5B, FN1, PTN, MYL9, TPM2, CALD1, HOPX, ACTN1, AKAP12, ROCK1, SH3BGRL, FILIP1L, FLNA, MEF2C, CSTB, MAP3K20 (PanglaoDB)

class 4. cap mesenchyme cell (mesenchymal cell)

○ (+) SIX2, ITGA8, NR2F2, EYA1, MEIS2, CITED1, MUC1, NOTCH2 (sc-type)

class 5. stromal cell

○ (+) MEIS1, TCF21, COL1A2, COL3A1, TNC, COL6A3, LGALS1 (sc-type)

class 6. juxtaglomerular cell

○ (+) REN, CRIP1 (sc-type)

class 7. renal interstitium (mesenchymal cell)

○ (+) SFRP1, MEIS1, PDGFRA, C7, MGP (sc-type)

class 8. cancer stem cell

○ (+) EPCAM (sc-type)

class 9. kidney progenitor cell

○ (+) PAX2, EYA1, WT1, CITED1 (PanglaoDB)

class 10. principal cell

class 11. proximal tubule cell

class 12. transient cell

tissue 10. brain stroma

class 1. neuron

○ (+) ENO2, NEFM, SLC12A5, TMEM130, CLSTN3, ARID4A, RHBDD2, TMEM59L, MIAT, AAK1, SPOCK3, DNM3, DNER, CHN1, GABBR2, MEG3, BEX2, BEX1, CAMK2N1, PNISR, STMN2, SNAP25, VSNL1, ATP6V0A1, MYO5A, DYNC1I1, ELAVL3 (PanglaoDB)

○ (+) CAMKV, EPHA3, NEUROD6, SLC24A2, NELL1, GAP43, SOX11, ELAVL4, BEX1, RTN1, SNAP25, SYT1, ELAVL3, STMN2, STMN4 (SCEVAN)

1-1. cholinergic neuron

○ (+) Slc18a3

○ (+) CHAT, SLC18A3, ACHE (sc-type)

1-2. dopaminergic neuron

○ (+) Slc6a3

○ (+) TH, SLC6A3, FOXA2, KCNJ6, NR4A2, LMX1B, DBH, SLC6A2, PPP1R1B (sc-type)

1-3. GABAergic neuron

○ (+) Slc32a1

○ (+) SLC6A1, GABBR1, GABBR2, GAD2, GAD1, SLC32A1 (sc-type)

1-4. glutamatergic neuron

○ (+) Slc17a7, Slc17a6, Slc17a8

○ (+) SLC17A7, SLC17A6, GRIN1, GRIN2B, GLS, GLUL, GRIN2A (sc-type)

1-5. serotonergic neuron

○ (+) Slc6a4

○ (+) TPH1, SLC6A4, FEV, HTR1A, HTR1B (sc-type)

○ (+) TPH1, FEV, DDC (PanglaoDB)

1-6. adrenergic neuron

1-7. glycinergic neuron

○ (+) Slc6a5

1-8. noradrenergic neuron

○ (+) Slc6a2

1-9. histaminergic neuron

○ (+) Hdc

1-10. bipolar neuron

1-11. immature neuron

○ (+) DCX, NEUROD1, TBR1, STMN1, NCAM1, TUBB3 (sc-type)

1-12. mature neuron

○ (+) RBFOX3, MAP2, SYP, DLG4, TUBB3, MAPT, INA, GAP43, NRP1 (sc-type)

○ (+) TUJ1

1-13. neural progenitor cell

○ (+) CSPG4, RNF5, EOMES, SOX2, SOX1, NES, PAX3, PAX6, OTX2, CNTNAP1, ASCL1, SMARCA4, MSI1, MSI2 (sc-type)

1-14. neural stem cell

○ (+) SOX2, PROM1, NES, SOX9 (sc-type)

1-15. interneuron

1-15-1. interneuron progenitor 

○ (+) Dlx1, Dlx2, Lhx6, Nkx2-1

1-16. peripheral nerve

○ (+) MPZ, S100B, LGI4, PLP1

1-17. motor neuron

1-18. noradrenergic neuron

1-19. Purkinje neuron

○ (+) Pcp4, Car8, Calb1, Slc1a3, Ppp1r17, Pvalb

1-20. pyramidal cell

1-21. trigerminal neuron

1-22. granule neuron

○ (+) Snap25, Cbln3, Gabra6

1-23. MSN(medium spiny neuron)

○ (+) Gpr88

1-24. olfactory bulb

region 1. glomerular layer

○ (+) Eomes

region 2. mitral layer

○ (+) Eomes

state 1. inhibitory neuron

○ (+) Lamp5, Sncg, Vip, Sst, Pvalb

class 2. glial cell

2-1. glioblasts  

○ (+) Aldh1l1, Efna5, Wnt1, Wnt9a, Rspo1/2/3

2-2. neuroblasts

○ (+) Npas3, Adgrb3, Fgf15, Wnt7b, Tnc

○ (+) NEUROD1, DCX, DLX2, PROX1, EOMES, TUBB3 (sc-type)

○ 2-3. radial glial cell

○ (+) Mki67, Dbx1, PAX6, HES1, HOPX

○ (+) VIM, NES, PAX6, HES1, HES5, GFAP, SLC1A3, FABP7, TNC, CDH2, SOX2 (sc-type)

○ (+) SOX15, RP11-54H7.4, FAM83A, LAMC2, BNC1, IRF6, ITGA2, DMRTA2, COL17A1, LAMA3 (Tabula Sapiens)

2-4. Schwann cell

○ (+) UNC93B6, FOXD3, AC012470.1, DLX1, FOXD3-AS1, RP5-907C10.3, GDNF-AS1, SMIM41, PLP1, KLHDC8A

2-4-1. myelinating Schwann cell

○ (+) SOX10, EGR2, MBP, MPZ (sc-type)

2-4-2. non myelinating Schwann cell

○ (+) SOX10, GAP43, NCAM1, NGFR (sc-type)

2-4-3. Schwann precursor cell

○ (+) SOX10, GAP43, FABP7, MPZ, DHH, NGFR (sc-type)

2-5. astrocyte

○ (+) Gfap, S100b

○ (+) GFAP, SLC1A3, SLC1A2, GLUL, S100B, ALDH1L1, AQP4, IGFBP3, ATP13A4, CBS, SOX9, CD40, CD80, CD86, C5AR1 (sc-type)

○ (+) S100B, SLC1A2, GFAP, SLC1A3, FGFR3, AQP4, AGT, GPR37L1, SLC6A11, SYNE1, PLXNB1, GJA1, APOE (PanglaoDB)

2-6. oligodendrocyte

○ (+) Mbp, Plp1, Mobp, Car2

○ (+) OLIG1, OLIG2, OLIG3, CLDN11, MBP, MOG, MAG, GALC, CNP, SOX10, FA2H, UGT8 (sc-type)

○ (+) MOG, TF, TMEM63A, PTGDS, MYRF, SEMA4D, GJB1, ERMN, CLDN11, ANLN, PLLP, PEX5L, ST18, MAG, ENPP2, PLP1, MBP (PanglaoDB)

○ (+) OLIG2, NKX2-2, SOX10, AACS, AARD, ABCA6, ABCA8, ABCB4, ABHD4, ABLIM2, ABTB2, AC023908.1, AC136616.1, ACAN, ACAP3 (SCEVAN)

2-6-1. oligodendrocyte precursor cell (OPC, NG2)

○ (+) Ptprz1

○ (+) LHFPL3, MEGF11, PCDH15, PDGFRA, CSPG4, RNF5 (sc-type)

○ (+) PDGFRA, GPR37L1, VCAN, EPN2, OLIG1, TNR, CNP (PanglaoDB)

2-6-2. myelinating oligodendrocyte

○ (+) GALC, GPR17, MYRF, CNP, HES5, IL1RAP, NKX2-2, MBP, CLDN11, PLP1UGT8, MOG, SOX10, ERMN, MAG, MOBP (SCEVAN)

○ (-) Ptprz1

2-7. tanycyte

○ (+) GPR50, COL23A1 (sc-type)

2-8. Bergmann glia

○ (+) Gfap

2-9. Cajal-Retzius cells

2-10. ganglion cell

2-11. pinealocyte

2-12. satellite glial cell

class 3. neuroendocrine cell

○ (+) Kcna1, Olfr558, Mpz, Casq2, Rgs5, Plp1, Pln, Sox10, Nrip2, Rgs4 (Tabula Muris)

tissue 11. lung stroma

class 1. ciliated cell

○ (+) Dynlrb2, Foxj1

○ (+) APPL2, ATP5MD, CCDC153, CCDC17, CCDC181, CCDC39, CYP2S1, FAM161A, FOXJ1, LRRC23, ODF3B, SCGB1A1, SEC14L3, SNTN, STK11, TMEM212, TSPAN19, TUBB4B (sc-type)

○ (+) RP11-680N20.1, APOBEC4, RP11-60L3.6, RP11-122M14.1, EPPIN, DNAI1, AC009502.4, AC005281.1, LDLRAD1, SNTN (Tabula Sapiens)

○ (+) C20orf85, SNTN, ANKRD66, C11orf88, TMEM190, FAM216B, SRGAP3-AS2, STOML3, PIH1D3, C1orf194 (Tabula Sapiens)

1-1. airway ciliated cell

class 2. airway goblet cell

○ (+) AGR2, AQP5, CEACAM1, DMBT1, DUSP4, FXYD3, GALNT5, GALNT6, GGH, GOLPH3, GP2, IL19, LIPF, LTF, LYNX1, MSLN, MUC16, MUC4, MUC5B, NOS2, PIGR, QSOX1, SCGB3A1, SEC23B, SPDEF, TFF2 (sc-type)

class 3. hair follicle cells

○ (+) Krt5, Krt17

class 4. ionocyte (chloride cell): mitochondrion-rich cell

○ (+) GPRC6A, ASCL3, FOXI1, BSND, FOXI2, LCNKB, TMPRSS11E, ATP6V0A4, TMEM61, ATP6V1C2 (Tabula Sapiens)

class 5. neuron

class 6. pulmonary ionocyte

○ (+) DMRT2

○ (+) CFTR, CLCNKB, FOXI1, KCNMA1, SCGB1A1, SLC12A2, TFCP2L1 (sc-type)

○ (+) CLDN25, ATP6V1G3, LINC00706, ASCL3, LINC01187, DDX4, CYP26A1, STAP1, SP9, BSND (Tabula Sapiens)

class 7. respiratory goblet cell

○ (+) SCGB1A1, BPIFB1, SCGB3A1, CYP2F1, VMO1, MUC5B, CXCL6, MSMB, CCNO, CYP2J2 (Tabula Sapiens)

class 8. respiratory mucous cell

class 9. pericyte

class 10. fibroblast

○ COL3A1, COL5A2, DPT, FN1, GSN, LRP1, PDGFRA, TCF21 (sc-type)

10-1. adventitial fibroblast: specialized pericytes

10-2. alveolar fibroblast

10-3. intermediate pathological fibroblast

10-4. mesothelial fibroblast

10-5. pathological fibroblast

class 11. basal cell (airway progenitor cell)

○ ABI3BP, AQP3, DAPL1, GSTM2, HPGD, ICAM1, KRT14, KRT15, KRT5, PHLDA3, RPS18, SDC1 (sc-type)

11-1. airway basal cell

class 12. clara cell

○ AHR, ALDH1A1, BPIFA1, CTSE, CYP2E1, CYP4B1, ERN1, FOXM1, LEPR, MUC1, MUC4, MUC5B, RAB3D, SCGB1A1, SCGB3A1, SCGB3A2, SFTPA1, SFTPC, SFTPD, SYT2 (sc-type)

○ SCGB1A1, SCGB3A2, SFTPC, MUC1, CYP4B1, SCGB3A1, SFTPA1 (PanglaoDB)

class 13. secretory cell

○ MUC5B, PIGR, SCGB1A1 (sc-type)

class 14. airway mucous cell

class 15. smooth muscle

15-1. airway smooth muscle

15-2. vascular smooth muscle

class 16. cancer stem cell

○ (+) ABCG2, ALCAM, ALDH1A1, BMI1, CD24, CD44, KIT, NANOG, NES, PDPN, POU5F1, PROM1, SOX2, THY1 (sc-type)

class 17. adventitial cell: specialized pericyte

○ (+) TSKU, GFPT2, MFAP4, PCOLCE, SPOCK1, GPR133, PI16, GFRA1, FIBIN, PDGFRL (Tabula Sapiens)

⒀ tissue 12. adrenal stroma

class 1. CSH1_CSH2 positive cell

○ (+) CGB, GH2, PSG5, CGA, CSH1, ERVW-1, CSH2, PSG7, PSG11, HSD3B1, PSG9, PSG1, PSG6, PLAC4, PSG4 (sc-type)

class 2. megakaryocyte

○ (+) C15orf54, GP9, PF4, PPBP, GP1BA, MEGT1, LY6G6F, GP6, ITGA2B, C6orf25, ALOX12, FCER1A, ELOVL7, NRGN, RP11-930O11.1 (sc-type)

class 3. Schwann cell

○ (+) WNT16, MPZ, FOXD3, SOX10, CDH19, GPR17, PMP2, COL20A1, INSC, RP4-792G4.2, TTYH1, SOX2, LAMP5, OLFML2A, ATP1A2 (sc-type)

class 4. sympathoblast

○ (+) NPAS4, SLC24A2, RP11-542G1.2, PENK, LINC00890, KLK4, RP11-17A4.2, RP5-1096J16.1, C18orf42, TTC40, ARC, FAM19A3, VWA5B1, PPP1R17, RP4-718N17.2 (sc-type)

class 5. stromal cell

○ (+) MIR1245A, NPY5R, RP11-60A8.1, RP11-254F19.2, RP11-494K3.2, RP11-758M4.4, RP11-142A23.1, RP11-752L20.5, OSR1, RP11-867G23.13, SULT1E1, HHIP, MGP, PRELP, TWIST2 (sc-type)

class 6. Chromaffin cell

○ (+) NRG1-IT3, RNU6-457P, LINC00594, AC018643.4, RP11-159N11.3, CTC-537E7.1, Y_RNA, snoU13, CTD-2006K23.2, RP5-955M13.4, INSRR, KCNK10, PHEX-AS1, RP11-958J22.1, FLJ30594 (sc-type)

class 7. adrenocortical cell

○ (+) RP1-145M24.1, RP11-238I10.1, AC005392.13, RP11-316I3.2, RP11-501O2.4, SDIM1, RP11-258O13.1, AJ006998.2, CTD-2517O10.5, RNU6-944P, CTB-43E15.4, RP11-34F13.3, RP11-536K7.5, RP11-183M13.1, RNU6-56P (sc-type)

class 8. SLC26A4_PAEP positive cell

○ (+) IL1A, SLC26A4, SNX25P1, VMO1, CTD-2210P15.2, CTC-360P9.4, ULK4P1, SNORA14A, RNU6-518P, RP11-431N15.2, RP11-26J3.3, RP11-378A12.1, SPINK8, HSD3B2, KIRREL-IT1 (sc-type)

tissue 13. heart stroma

① megakaryocyte

○ (+) MEGT1, LY6G6F, TUBB1, PPBP, PF4, GP9, TPSB2, HBD, AC137932.6, ITGA2B, GP1BA, CLEC1B, PTCRA, BEND2, RP11-179A10.1 (sc-type)

② epicardial fat cell

○ (+) RP11-89M22.3, CTD-3012A18.1, PRG4, KRT7, SPRR2F, KLK11, MKRN9P, UPK1B, EPGN, NPHS1, ITLN1, LRRN4, CST6, GSDMA, RAET1E (sc-type)

③ Schwann cell

○ (+) GFRA3, SOX10, MPZ, LINC00466, COL20A1, MIA, ASPA, ERBB3, TFAP2A, INSC, ARTN, PMP2, S100B, FOXD3, AP000797.3 (sc-type)

④ endocardial cell

○ (+) ANGPTL5, APCDD1L, NPPC, SLC6A4, SALL1, LEPR, C3orf36, AC004562.1, FAM3D, HAPLN1, APCDD1, LYPD2, FOXC1, MPZL2, RP11-849I19.1 (sc-type)

⑤ stromal cell

○ (+) RP11-60A8.1, SCARA5, DPT, CILP, ZCCHC5, AGTR2, MFAP5, RP11-71N10.1, LUM, ABCA10, RP11-31K23.2, CCL11, NRK, PDGFRA, LPAR4 (sc-type)

⑥ smooth muscle cell

○ (+) PDE4C, RP11-112H10.4, RP11-598F7.5, RP11-626H12.1, HCG22, CTD-3064M3.3, RP11-231I13.2, GPR20, RP11-267N12.1, OR51E1, THBS4, MIR143HG, PDGFRB, AOC3, ENPEP (sc-type)

⑦ SATB2_LRRC7 positive cell

○ (+) NEUROD2, FEZF2, NEUROD6, TBR1, MPPED1, SATB2, FOXG1, PCDH11Y, CAMKV, BHLHE22, SLIT1, C14orf23, RP11-562L8.1, LINC00966, DRAXIN (sc-type)

⑧ visceral neuron

○ (+) GATA3-AS1, GAL, CHRNA3, PRPH, PHOX2A, GALR1, NXPH1, TMC3, DDC, SST, OPRM1, PIRT, NECAB2, ECEL1, SLC10A4 (sc-type)

⑨ cardiomyocyte

○ (+) Myh6, Myh7, Tnnc1

○ (+) MYH6, TECRL, COL2A1, AC020909.2, NKX2-5, FBN2, TNNT2, MYL4, MYL7, ACTC1 (Tabula Sapiens)

○ (+) RP11-439H8.4, RNA5SP327, CTD-2552K11.2, Y_RNA, AC018464.3, HHATL, BMP10, RP11-461A8.4, UGT2B4, PRSS42, WI2-1896O14.1, FABP2, EPN3, RP11-406O23.2, AC009878.2 (sc-type)

⑩ ELF3_AGBL2 positive cell

○ (+) C1orf194, ZMYND10, MS4A8, IL20RA, ELF3, SCGB3A2, EFCAB1, SFTPB, WDR65, CP, PIH1D2, AGBL2, SFTPC, DNAH9, MUC1 (sc-type)

⑪ CLC_IL5RA positive cell

○ (+) FAM209A, CERKL, CLC, PRG2, MS4A3, IL5RA, ZC2HC1C, CTD-2620I22.1, CTD-3032H12.2, RP11-252E2.1, AC011524.1, S100A1, Y_RNA, LINC00407, RP11-516C1.1 (sc-type)

⑫ cardiac stem and precursor cell

⑬ his bundle cell

⑭ Purkinje fiber cell

⑮ Cajal cell

tissue 14. intestine stroma

① chromaffin cell

○ (+) ARX, NKX2-2, CCK, CRYBA2, NEUROD1, FEV, MLN, ASIC5, ONECUT3, SST, RP11-788H18.1, PAX4, KCNH6, SSTR5, PCSK1 (sc-type)

② smooth muscle cell

○ (+) ACTG2, GREM2, CNN1, RP11-467I20.6, WIF1, TACR2, OVCH2, FRMD6-AS2, DES, MYH11, RP11-626H12.1, ANO1, CHRDL2, TAGLN, FBXL22 (sc-type)

③ ENS glia

○ (+) SERPINA3, RLBP1, GPR12, RP4-792G4.2, CDH19, COL20A1, SOX10, PLP1, SOX2, FOXD3, MPZ, BCAN, TFAP2A, SOX2-OT, PTPRZ1 (sc-type)

④ ENS neuron

○ (+) PDIA2, RP11-672L10.2, GRP, DRGX, GCGR, SLC18A3, PHOX2A, HECW1-IT1, RP11-202H2.1, IQCJ, STMN4, TTC9B, GAL, CEND1, NEFL (sc-type)

⑤ stromal cell

○ (+) RP11-13P5.2, MSC, RP1-283K11.3, RP5-1077H22.1, CTD-2541J13.1, AC002511.2, AC002511.3, MMP27, CTD-2334D19.1, CXCL14, FZD10, PDGFRA, AC003090.1, RP1-288H2.4, ITGA11 (sc-type)

tissue 15. placenta stroma

① PAEP_MECOM positive cell

○ (+) RP11-98L5.2, AC104654.1, PAEP, RP11-274B18.4, PIGR, TSPAN1, AC012593.1, RP11-510D19.1, POU5F1, UGT2B7, DEFB1, RP11-697E22.2, SLC18A2, PAX8, SLPI (sc-type)

② AFP_ALB positive cell

○ (+) SLC2A2, ALB, APOB, AFP, ITIH2, F2, MAT1A, APOC3, SERPINC1, FABP1, APOA2, AHSG, SERPINA10, SLC38A3, SERPINA4 (sc-type)

③ extravillous trophoblast

○ (+) AC022596.6, GKN1, CILP2, LINC00330, PDE6H, PRG2, RP11-872D17.8, HLA-G, ASCL2, NOTUM, AC006262.5, DAW1, NOG, TAC3, RP11-420L9.4 (sc-type)

④ trophoblast giant cell

○ (+) CCK, CTA-833B7.2, PSG1, CGB, CSH2, PSG6, KISS1, INHBA, GH2, PSG9, CRH, PSG8, RP11-76E12.1, PSG4, TREML3P (sc-type)

⑤ smooth muscle cell

○ (+) RP11-162G9.1, FAM162B, WNT3A, AFF2, CDH19, SCN11A, GPR20, COX4I2, AGTR1, ADAMTS20, RP11-123O22.1, HIGD1B, AC020571.3, COLEC10, KCNK17 (sc-type)

⑥ IGFBP1_DKK1 positive cell

○ (+) RP3-404K8.2, RP11-486P11.1, FOXL2, WT1, RP11-171A24.3, SCARA5, LRRN4CL, S100A3, WT1-AS, PRL, WNT4, AC012065.7, APOD, BRINP2, RORB (sc-type)

⑦ stromal cell

○ (+) AP006285.6, AC002451.1, RP11-99L13.2, RP1-79C4.4, MMP23B, RP11-248N22.2, LA16c-380H5.4, MIR218-1, C8orf87, SNORD113, RP11-74M11.2, HSD3BP2, AP001605.4, LINC00314, AC007394.3 (sc-type)

⑧ syncytiotrophoblasts and villous cytotrophoblast

○ (+) CTD-2050E21.1, POTEKP, RP11-344B2.3, RP11-366M4.3, RP11-2A4.4, RP11-483F11.7, FTLP14, RP11-718G2.5, RP11-18D7.3, CLCA2, KB-1440D3.13, CTBP2P8, RP11-359P18.1, HSPD1P6, AC124861.1 (sc-type)

⑨ megakaryocyte

○ (+) EGF, TUBB1, PPBP, ITGA2B, RP11-930O11.1, RP11-152K4.2, LINC00989, PF4, C6orf25, LINC00534, PKHD1L1, NRGN, DNM3, RP11-466L17.1, RP11-142C4.6 (sc-type)

tissue 16. spleen stroma

① AFP_ALB positive cell

○ (+) SERPINA6, PLG, AMBP, SERPINC1, BHMT2, LBP, PRAP1, APOB, SERPINA1, FGB, VTN, SLC2A2, FGG, MT1G, ITIH1 (sc-type)

② stromal cell

○ (+) CTD-2270F17.1, ENPP7P4, AC105053.3, RP11-388K12.1, SCTR, KBTBD11-OT1, ADRA1B, NPM1P10, NPY5R, TPH2, CTC-535M15.2, MIR143HG, KLHL29, AC023481.1, CADPS (sc-type)

③ STC2_TLX1 positive cell

○ (+) CAMK2N2, CLVS2, RP11-384O8.1, FBXL16, GABRG2, HRK, EBF3, TRH, AC018730.1, CTD-3193O13.9, CPLX2, ATP1A3, TMEM119, IFI27L2, PET117 (sc-type)

④ megakaryocyte

○ (+) RAB27B, RP11-556I14.2, EGF, GP6, RP11-930O11.1, LINC00989, SELP, GP1BA, HPSE, RP11-152K4.2, LINC00504, MMRN1, ITGB3, ELOVL7, LY6G6F (sc-type)

tissue 17. stomach stroma

① neuroendocrine cell

○ (+) SLC18A1, GHRL, GAST, FEV, NKX2-2, CRYBA2, MBOAT4, CDK5R2, RFX6, HAP1, RP11-82C23.2, RBPJL, PTF1A, PAX6, CACNA1A (sc-type)

② parietal and chief cell

○ (+) RP11-467I20.6, ETNPPL, ATP4B, FGB, FGA, SIGLEC11, FRMD1, TRIM50, ALB, ATP4A, ANGPTL3, MFSD4, APOBEC2, CKM, PAQR5 (sc-type)

③ MUC13_DMBT1 positive cell

○ (+) ISX, GUCA2B, ENPP7, MIR194-2, BTNL3, TM4SF20, SI, SLC17A4, ALDOB, CDX1, DMBT1, CHP2, KRT20, SLC5A12, ADRA2A (sc-type)

④ goblet cell

○ (+) UGT2B15, IL17C, GKN2, SLC22A8, CXCL5, CSF3, TFF2, A4GNT, FBP2, FGF20, MUC6, GKN1, CXCL1, MUC5AC, CA9 (sc-type)

⑤ stromal cell

○ (+) AC002511.2, PTGER1, OSR2, AC003090.1, ACTG2, INHBA, HSPB6, AC131025.8, SHISA3, DPT, TRPA1, ACTA2, TWIST2, CXCL14, GLIS1 (sc-type)

⑥ ENS neuron

○ (+) PRPH, STMN2, ATP1A3, KCNIP4, NKAIN1, INA, GAP43, ATCAY, CNGB1, TCEAL5, STAC, DCX, RP11-457K10.1, FAM163A, CNTN5 (sc-type)

⑦ ENS glia

○ (+) SOX10, MPZ, ATP1A2, BAI1, PLP1, CDH19, COL20A1, ELOVL2, NOV, PRIMA1, RP11-308N19.1, SLC35F1, LGI4, VGLL3, EGFLAM (sc-type)

⑧ PDE1C_ACSM3 positive cell

○ (+) RP11-690G19.4, ACSM3, C1orf95, KCNE4, PDE1C, PSEN2, ERBB4, ATP6V0A4, TFCP2L1, WNK3, GABRB2, ADARB2, AMACR, SHISA2, NOX4 (sc-type)

tissue 18. thymus stroma (thyroid stroma)

① stromal cell

○ (+) PLAC9, LOX, MGP, COL1A2, COL5A3, COL1A1, ASPN, FGF18, MMP2, ISLR, DCN, SFRP2, COL3A1, SCARA5, COL6A6 (sc-type)

② thymocyte

○ (+) RP11-104L21.3, BEST3, HKDC1, KLRC4-KLRK1, RP11-305P22.9, LTA, TMSB15B, RP11-739G5.1, UBASH3A, PLK4, FBXO41, LIN28B, SKA3, CD40LG, AC002454.1 (sc-type)

○ (+) C1orf228, VIPR2, SLAMF1, CCR9, CHRM3-AS2, SMC4, LEF1, ARRDC2, BACH2, SCML1 (Tabula Sapiens)

③ follicular cell

tissue 19. bladder stroma

① fibroblast

② myofibroblast cell

③ pericyte

④ smooth muscle cell

tissue 20. reproductive system (e.g., prostate)

① decidual cell

○ (+) XCL1, IGFBP1, XCL2, CTSW, IL32, TRDC, KLRC1, PRL, AREG (PanglaoDB)

② germ cell

○ (+) DDX4, PRM1, ODF2, CRISP2, TCP11, PHF7, SPINK2, TSACC, PGK2, GTSF1, LELP1, MAEL, CCDC91, COX8C, FAM71E1, SPATA33, HMGB4, ROPN1L, TNP1, SMCP, LDHC, PRM2, DKKL1, MLF1, NR6A1, RSBN1L, DYNLT1, MRPL14, CREM (PanglaoDB)

③ granulosa cell

○ (+) AMH, INHA, TNNI3 (PanglaoDB)

④ Leydig cell

○ (+) INHA, DHCR7, CALB2, CYP17A1, CYP11A1, INSL3, LHCGR, STAR, PTGDS, HSD17B3, SMOC2, GJA1 (PanglaoDB)

⑤ Luteal cell

⑥ peritubular myoid cell

○ (+) SAT2, GSTM3, RNASE1, OSR2, MYL9 (PanglaoDB)

⑦ Sertoli cell

⑧ spermatocyte

○ (+) PRM1, PRM2, TNP1 (PanglaoDB)

⑨ spermatozoa



6. Type 5. others

⑴ embryo

class 1. epiblast cell

class 2. hemangioblast

class 3. trophoblast cell

class 4. trophoblast progenitor cell

class 5. trophoblast stem cell

class 6. embryonic stem cell (zygote)

state 1. EMT(epithelial-to-mesenchymal transition): Main mechanism of metastasis

① (+) GATA3, TWIST2, SNAI2

② (-) DEFB4A, LCN2

state 2. MET(mesenchymal-to-epithelial transition)

state 3. EndMT(endothelial-to-mesenchymal transition)

state 4. MMT(mesothelial-to-mesenchymal transition)

state 5. MMT(monocyte-to-myofibroblast trans-differentiation)



Input : 2020.02.06 00:43

Revised : 2023.08.27 00:49

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