| Unnamed: 0,Gene symbol,Ranking,Annotation & reasoning,Additional note,Data Source,Gene Symbol |
| 0,TCL1A,1-50,B cell,,"""Identification and multimodal characterization of a specialized epithelial cell type associated with Crohn’s disease"", CD samples collected from terminal ileum (TI) and ascending colon (AC) through endoscopy and surgical",TCL1A |
| 1,MS4A1,1-50,B cell,,,MS4A1 |
| 2,CD79A,1-50,B cell,,,CD79A |
| 3,BLK,50-100,B cell,,,BLK |
| 4,FCRL1,50-100,B cell,,,FCRL1 |
| 5,PAX5,50-100,B cell,,,PAX5 |
| 6,TNFRSF13C,50-100,B cell,,,TNFRSF13C |
| 7,CNR2,50-100,B cell,,,CNR2 |
| 8,CD22,50-100,B cell,Mast,,CD22 |
| 9,FAM129C,100-150,B cell,,,FAM129C |
| 10,VPREB3,100-150,B cell,,,VPREB3 |
| 11,BEST4,1-50,BEST4,Canonical marker,,BEST4 |
| 12,CA7,1-50,BEST4,Canonical marker,,CA7 |
| 13,OTOP2,1-50,BEST4,Canonical marker,,OTOP2 |
| 14,CA4,50-100,BEST4,Co-exp with CA7,,CA4 |
| 15,NBPF19,50-100,BEST4,,,NBPF19 |
| 16,NBPF14,50-100,BEST4,,,NBPF14 |
| 17,MEIS1,100-150,BEST4,,,MEIS1 |
| 18,ADCY5,100-150,BEST4,,,ADCY5 |
| 19,SPIB,100-150,BEST4,,,SPIB |
| 20,AQP8,1-50,Clonocyte,,,AQP8 |
| 21,CEACAM1,1-50,Clonocyte,,,CEACAM1 |
| 22,AQP8,1-50,Colonocyte,,,AQP8 |
| 23,CA2,50-100,Colonocyte,Multiple cell types,,CA2 |
| 24,CA1,50-100,Colonocyte,,,CA1 |
| 25,HMGCS2,50-100,Colonocyte,Multiple cell types,,HMGCS2 |
| 26,CD24,50-100,Colonocyte,Multiple cell types,,CD24 |
| 27,MS4A12,100-150,Colonocyte,,,MS4A12 |
| 28,SLC37A2,100-150,Colonocyte,,,SLC37A2 |
| 29,CEACAM7,100-150,Colonocyte,,,CEACAM7 |
| 30,SLC26A2,100-150,Colonocyte,,,SLC26A2 |
| 31,TOP2A,1-50,Cycling,,,TOP2A |
| 32,MKI67,1-50,Cycling,,,MKI67 |
| 33,HMGB2,50-100,Cycling,,,HMGB2 |
| 34,OLFM4,1-50,Cycling/Stem,,,OLFM4 |
| 35,CENPF,50-100,Cycling/Stem,,,CENPF |
| 36,PRC1,50-100,Cycling/Stem,,,PRC1 |
| 37,CCNB2,50-100,Cycling/Stem,,,CCNB2 |
| 38,AURKB,100-150,Cycling/Stem,,,AURKB |
| 39,GTSE1,100-150,Cycling/Stem,,,GTSE1 |
| 40,RRM2,100-150,Cycling/Stem,,,RRM2 |
| 41,CHGB,1-50,EEC,,,CHGB |
| 42,CHGA,1-50,EEC,,,CHGA |
| 43,PCSK1N,50-100,EEC,,,PCSK1N |
| 44,KCNB2,50-100,EEC,,,KCNB2 |
| 45,NEUROD1,50-100,EEC,,,NEUROD1 |
| 46,FEV,100-150,EEC,,,FEV |
| 47,SCG2,100-150,EEC,,,SCG2 |
| 48,SSTR5-AS1,100-150,EEC,,,SSTR5-AS1 |
| 49,ACKR1,1-50,Endo,Vein,,ACKR1 |
| 50,VWF,1-50,Endo,Cannonical endo marker,,VWF |
| 51,PECAM1,1-50,Endo,Canonical marker,,PECAM1 |
| 52,CLDN5,50-100,Endo,,,CLDN5 |
| 53,SOX18,50-100,Endo,,,SOX18 |
| 54,RAMP3,50-100,Endo,,,RAMP3 |
| 55,RAMP2,50-100,Endo,,,RAMP2 |
| 56,CLEC14A,100-150,Endo,,,CLEC14A |
| 57,TIE1,100-150,Endo,,,TIE1 |
| 58,APOB,1-50,Enterocyte,Multiple cell types,,APOB |
| 59,APOA4,1-50,Enterocyte,Multiple cell types,,APOA4 |
| 60,APOA1,1-50,Enterocyte,,,APOA1 |
| 61,SLC15A1,50-100,Enterocyte,,,SLC15A1 |
| 62,SLC6A19,50-100,Enterocyte,,,SLC6A19 |
| 63,CYP3A4,100-150,Enterocyte,,,CYP3A4 |
| 64,MTTP,100-150,Enterocyte,,,MTTP |
| 65,CUBN,100-150,Enterocyte,,,CUBN |
| 66,SLC10A2,100-150,Enterocyte,,,SLC10A2 |
| 67,SLC7A9,100-150,Enterocyte,,,SLC7A9 |
| 68,FABP1,1-50,Epi,Multiple cell types,,FABP1 |
| 69,COL1A2,1-50,Fibro,"Canonical marker, high expression",,COL1A2 |
| 70,COL1A1,1-50,Fibro,"Canonical marker, high expression",,COL1A1 |
| 71,DCN,1-50,Fibro,"Canonical marker, high expression",,DCN |
| 72,COL3A1,50-100,Fibro,,,COL3A1 |
| 73,PDGFRA,50-100,Fibro,,,PDGFRA |
| 74,MFAP4,50-100,Fibro,,,MFAP4 |
| 75,SFRP2,50-100,Fibro,,,SFRP2 |
| 76,C1R,100-150,Fibro,,,C1R |
| 77,TFF3,1-50,Goblet,"Canonical marker, high expression",,TFF3 |
| 78,MUC2,1-50,Goblet,"Canonical marker, high expression",,MUC2 |
| 79,SPINK4,1-50,Goblet,,,SPINK4 |
| 80,ITLN1,50-100,Goblet,,,ITLN1 |
| 81,CLCA1,50-100,Goblet,,,CLCA1 |
| 82,FCGBP,50-100,Goblet,,,FCGBP |
| 83,BEST2,100-150,Goblet,,,BEST2 |
| 84,DUOX2,1-50,LND,Important cell state in disease,,DUOX2 |
| 85,LCN2,1-50,LND,Important cell state in disease,,LCN2 |
| 86,DMBT1,1-50,LND,Important cell state in disease,,DMBT1 |
| 87,REG1A,1-50,LND,Important cell state in disease,,REG1A |
| 88,SAA1,50-100,LND,,,SAA1 |
| 89,NOS2,50-100,LND,,,NOS2 |
| 90,PI3,100-150,LND,,,PI3 |
| 91,PDZK1IP1,100-150,LND,,,PDZK1IP1 |
| 92,CD55,100-150,LND,,,CD55 |
| 93,CPA3,1-50,Mast,,,CPA3 |
| 94,KIT,1-50,Mast,,,KIT |
| 95,CTSG,50-100,Mast,,,CTSG |
| 96,GATA2,50-100,Mast,,,GATA2 |
| 97,TPSAB1,50-100,Mast,,,TPSAB1 |
| 98,TPSB2,50-100,Mast,,,TPSB2 |
| 99,MS4A2,100-150,Mast,,,MS4A2 |
| 100,HDC,100-150,Mast,,,HDC |
| 101,C1QA,1-50,Myel,"Canonical myeloid marker, too high expression",,C1QA |
| 102,C1QB,1-50,Myel,Canonical myeloid marker,,C1QB |
| 103,C1QC,50-100,Myel,Canonical myeloid marker; co-express with C1QA and C1QB,,C1QC |
| 104,CSF3R,50-100,Myel,,,CSF3R |
| 105,FPR1,100-150,Myel,,,FPR1 |
| 106,MS4A6A,100-150,Myel,,,MS4A6A |
| 107,TYROBP,100-150,Myel,,,TYROBP |
| 108,AIF1,100-150,Myel,,,AIF1 |
| 109,MS4A7,100-150,Myel,,,MS4A7 |
| 110,CSF2RA,100-150,Myel,,,CSF2RA |
| 111,S100A8,1-50,Neutrophils,,,S100A8 |
| 112,S100A9,1-50,Neutrophils,,,S100A9 |
| 113,NKG7,1-50,NK,,,NKG7 |
| 114,DEFA6,1-50,Paneth,,,DEFA6 |
| 115,DEFA5,50-100,Paneth,,,DEFA5 |
| 116,ITLN2,100-150,Paneth,,,ITLN2 |
| 117,PLA2G2A,100-150,Paneth,,,PLA2G2A |
| 118,CDKN1C,100-150,Paneth,,,CDKN1C |
| 119,IGHA1,1-50,PCs,,,IGHA1 |
| 120,JCHAIN,1-50,PCs,,,JCHAIN |
| 121,IGHA2,1-50,PCs,,,IGHA2 |
| 122,IGKC,50-100,PCs,"Canonical marker, multiple cell types, too high expression",,IGKC |
| 123,CCR10,50-100,PCs,,,CCR10 |
| 124,MZB1,50-100,PCs,,,MZB1 |
| 125,DERL3,100-150,PCs,,,DERL3 |
| 126,TNFRSF17,100-150,PCs,,,TNFRSF17 |
| 127,AC096579.15,100-150,PCs,,,AC096579.15 |
| 128,ENAM,100-150,PCs,,,ENAM |
| 129,LGR5,1-50,Stem,,,LGR5 |
| 130,CD3D,1-50,T,,,CD3D |
| 131,CD8A,1-50,T,,,CD8A |
| 132,TRAC,1-50,T,,,TRAC |
| 133,FOXP3,1-50,T,Tregs,,FOXP3 |
| 134,CTLA4,1-50,T,,,CTLA4 |
| 135,GZMB,1-50,T,T-cyto,,GZMB |
| 136,CD4,50-100,T,,,CD4 |
| 137,CCL5,50-100,T,,,CCL5 |
| 138,CD3E,50-100,T,,,CD3E |
| 139,CD247,100-150,T,,,CD247 |
| 140,TRBC1,100-150,T,,,TRBC1 |
| 141,AC092580.4,100-150,T,,,AC092580.4 |
| 142,CD96,100-150,T,,,CD96 |
| 143,LRMP,1-50,Tuft,,,LRMP |
| 144,POU2F3,50-100,Tuft,,,POU2F3 |
| 145,HPGDS,50-100,Tuft,,,HPGDS |
| 146,SH2D6,100-150,Tuft,,,SH2D6 |
| 147,CCDC129,100-150,Tuft,,,CCDC129 |
| 148,SH2D7,100-150,Tuft,,,SH2D7 |
| 149,PTGS1,100-150,Tuft,,,PTGS1 |
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