Features
Cell-ontology markers
Features tested
6,297
Label tier
cell_type_tier_3
Marker output
1,712 rows
QC
QC passed
Seurat FindAllMarkers, one curated cell-ontology label versus all others. Effect size is logFC; significance is BH FDR.
| Cell ontology | Feature | logFC | FDR | p value |
|---|---|---|---|---|
| B cell | IGHG2 | 6.096 | 0.00e+0 | 0.00e+0 |
| B cell | JCHAIN | 5.943 | 0.00e+0 | 0.00e+0 |
| B cell | IGHG1 | 5.848 | 0.00e+0 | 0.00e+0 |
| B cell | IGHA1 | 5.772 | 0.00e+0 | 0.00e+0 |
| B cell | IGHM | 5.279 | 0.00e+0 | 0.00e+0 |
| B cell | MZB1 | 5.229 | 0.00e+0 | 0.00e+0 |
| B cell | IGKC | 5.173 | 0.00e+0 | 0.00e+0 |
| B cell | FAM30A | 3.852 | 0.00e+0 | 0.00e+0 |
| B cell | XBP1 | 2.975 | 0.00e+0 | 0.00e+0 |
| B cell | IRF4 | 2.904 | 0.00e+0 | 0.00e+0 |
| B cell | CD38 | 2.888 | 0.00e+0 | 0.00e+0 |
| B cell | CD79A | 2.697 | 0.00e+0 | 0.00e+0 |
| B cell | LPAR5 | 2.676 | 0.00e+0 | 0.00e+0 |
| B cell | EGF | 2.555 | 0.00e+0 | 0.00e+0 |
| B cell | MPO | 2.023 | 0.00e+0 | 0.00e+0 |
| B cell | CD27 | 1.657 | 0.00e+0 | 0.00e+0 |
| B cell | FKBP11 | 1.594 | 0.00e+0 | 0.00e+0 |
| B cell | RGS1 | 1.586 | 0.00e+0 | 0.00e+0 |
| B cell | CSF2RB | 1.582 | 0.00e+0 | 0.00e+0 |
| B cell | CCR5 | 1.571 | 0.00e+0 | 0.00e+0 |
| B cell | CCR2 | 1.556 | 0.00e+0 | 0.00e+0 |
| B cell | CASP3 | 1.464 | 0.00e+0 | 0.00e+0 |
| B cell | DUSP5 | 1.457 | 0.00e+0 | 0.00e+0 |
| B cell | TNFRSF17 | 1.430 | 0.00e+0 | 0.00e+0 |
| B cell | BTK | 1.221 | 0.00e+0 | 0.00e+0 |
| Endothelial cell | VWF | 5.442 | 0.00e+0 | 0.00e+0 |
| Endothelial cell | FLT1 | 4.900 | 0.00e+0 | 0.00e+0 |
| Endothelial cell | COL4A1 | 4.369 | 0.00e+0 | 0.00e+0 |
| Endothelial cell | IGFBP3 | 4.098 | 0.00e+0 | 0.00e+0 |
| Endothelial cell | CLEC14A | 4.058 | 0.00e+0 | 0.00e+0 |
| Endothelial cell | CD93 | 4.009 | 0.00e+0 | 0.00e+0 |
| Endothelial cell | CD34 | 3.990 | 0.00e+0 | 0.00e+0 |
| Endothelial cell | PECAM1 | 3.961 | 0.00e+0 | 0.00e+0 |
| Endothelial cell | IGFBP7 | 3.913 | 0.00e+0 | 0.00e+0 |
| Endothelial cell | CDH5 | 3.891 | 0.00e+0 | 0.00e+0 |
| Endothelial cell | KDR | 3.872 | 0.00e+0 | 0.00e+0 |
| Endothelial cell | ADGRL4 | 3.863 | 0.00e+0 | 0.00e+0 |
| Endothelial cell | SPARCL1 | 3.750 | 0.00e+0 | 0.00e+0 |
| Endothelial cell | HSPG2 | 3.728 | 0.00e+0 | 0.00e+0 |
| Endothelial cell | ESAM | 3.603 | 0.00e+0 | 0.00e+0 |
| Endothelial cell | RAMP3 | 3.567 | 0.00e+0 | 0.00e+0 |
| Endothelial cell | INSR | 3.520 | 0.00e+0 | 0.00e+0 |
| Endothelial cell | LDB2 | 3.517 | 0.00e+0 | 0.00e+0 |
| Endothelial cell | ENG | 3.472 | 0.00e+0 | 0.00e+0 |
| Endothelial cell | COL4A2 | 3.468 | 0.00e+0 | 0.00e+0 |
| Endothelial cell | RAMP2 | 3.363 | 0.00e+0 | 0.00e+0 |
| Endothelial cell | ACKR1 | 3.267 | 0.00e+0 | 0.00e+0 |
| Endothelial cell | RGS5 | 3.243 | 0.00e+0 | 0.00e+0 |
| Endothelial cell | COL15A1 | 3.168 | 0.00e+0 | 0.00e+0 |
| Endothelial cell | ADGRF5 | 3.115 | 0.00e+0 | 0.00e+0 |
| Fibroblast | MEG3 | 5.369 | 0.00e+0 | 0.00e+0 |
| Fibroblast | COL1A1 | 5.080 | 0.00e+0 | 0.00e+0 |
| Fibroblast | COL6A3 | 5.002 | 0.00e+0 | 0.00e+0 |
| Fibroblast | COL1A2 | 4.863 | 0.00e+0 | 0.00e+0 |
| Fibroblast | COL3A1 | 4.784 | 0.00e+0 | 0.00e+0 |
| Fibroblast | COL6A1 | 4.357 | 0.00e+0 | 0.00e+0 |
| Fibroblast | COL6A2 | 4.345 | 0.00e+0 | 0.00e+0 |
| Fibroblast | DCN | 4.327 | 0.00e+0 | 0.00e+0 |
| Fibroblast | CDH11 | 4.093 | 0.00e+0 | 0.00e+0 |
| Fibroblast | THBS2 | 4.077 | 0.00e+0 | 0.00e+0 |
| Fibroblast | ACTA2 | 3.917 | 0.00e+0 | 0.00e+0 |
| Fibroblast | COL16A1 | 3.639 | 0.00e+0 | 0.00e+0 |
| Fibroblast | PDGFRA | 3.633 | 0.00e+0 | 0.00e+0 |
| Fibroblast | LUM | 3.609 | 0.00e+0 | 0.00e+0 |
| Fibroblast | C11orf96 | 3.566 | 0.00e+0 | 0.00e+0 |
| Fibroblast | COL5A1 | 3.524 | 0.00e+0 | 0.00e+0 |
| Fibroblast | MMP2 | 3.287 | 0.00e+0 | 0.00e+0 |
| Fibroblast | COL11A1 | 3.280 | 0.00e+0 | 0.00e+0 |
| Fibroblast | FN1 | 3.264 | 0.00e+0 | 0.00e+0 |
| Fibroblast | THBS1 | 3.254 | 0.00e+0 | 0.00e+0 |
| Fibroblast | CARMN | 3.250 | 0.00e+0 | 0.00e+0 |
| Fibroblast | COL8A1 | 3.231 | 0.00e+0 | 0.00e+0 |
| Fibroblast | VCAN | 3.176 | 0.00e+0 | 0.00e+0 |
| Fibroblast | BGN | 3.060 | 0.00e+0 | 0.00e+0 |
| Fibroblast | COL5A2 | 2.944 | 0.00e+0 | 0.00e+0 |
| Mast cell | TCF7 | 5.192 | 0.00e+0 | 0.00e+0 |
| Mast cell | CLEC4A | 5.187 | 0.00e+0 | 0.00e+0 |
| Mast cell | CDH19 | 5.048 | 0.00e+0 | 0.00e+0 |
| Mast cell | Negative5 | 5.006 | 0.00e+0 | 0.00e+0 |
| Mast cell | RPS4Y1 | 4.989 | 0.00e+0 | 0.00e+0 |
| Mast cell | ADGRV1 | 4.930 | 0.00e+0 | 0.00e+0 |
| Mast cell | TNFSF14 | 4.786 | 0.00e+0 | 0.00e+0 |
| Mast cell | ACKR3 | 4.676 | 0.00e+0 | 0.00e+0 |
| Mast cell | ANGPT2 | 4.547 | 0.00e+0 | 0.00e+0 |
| Mast cell | BIRC3 | 4.445 | 0.00e+0 | 0.00e+0 |
| Mast cell | FHIT | 4.381 | 0.00e+0 | 0.00e+0 |
| Mast cell | SMO | 4.376 | 0.00e+0 | 0.00e+0 |
| Mast cell | NLRP1 | 4.287 | 0.00e+0 | 0.00e+0 |
| Mast cell | CEACAM1 | 4.285 | 0.00e+0 | 0.00e+0 |
| Mast cell | CD1C | 4.235 | 0.00e+0 | 0.00e+0 |
| Mast cell | CCL11 | 4.225 | 0.00e+0 | 0.00e+0 |
| Mast cell | TLR2 | 4.185 | 0.00e+0 | 0.00e+0 |
| Mast cell | MYH11 | 4.174 | 0.00e+0 | 0.00e+0 |
| Mast cell | IL7R | 4.137 | 0.00e+0 | 0.00e+0 |
| Mast cell | CSF1R | 4.136 | 0.00e+0 | 0.00e+0 |
| Mast cell | HEY1 | 4.040 | 0.00e+0 | 0.00e+0 |
| Mast cell | ITGAM | 3.991 | 0.00e+0 | 0.00e+0 |
| Mast cell | LINC01781 | 3.966 | 0.00e+0 | 0.00e+0 |
| Mast cell | MTOR | 3.951 | 0.00e+0 | 0.00e+0 |
| Mast cell | CD3G | 3.833 | 0.00e+0 | 0.00e+0 |
| Macrophage | APOE | 4.980 | 0.00e+0 | 0.00e+0 |
| Macrophage | C1QC | 4.784 | 0.00e+0 | 0.00e+0 |
| Macrophage | LYZ | 4.714 | 0.00e+0 | 0.00e+0 |
| Macrophage | CD163 | 4.673 | 0.00e+0 | 0.00e+0 |
| Macrophage | C1QB | 4.476 | 0.00e+0 | 0.00e+0 |
| Macrophage | MSR1 | 4.433 | 0.00e+0 | 0.00e+0 |
| Macrophage | SPP1 | 4.402 | 0.00e+0 | 0.00e+0 |
| Macrophage | MS4A6A | 4.285 | 0.00e+0 | 0.00e+0 |
| Macrophage | C1QA | 4.063 | 0.00e+0 | 0.00e+0 |
| Macrophage | APOC1 | 3.978 | 0.00e+0 | 0.00e+0 |
| Macrophage | CD68 | 3.775 | 0.00e+0 | 0.00e+0 |
| Macrophage | FCER1G | 3.503 | 0.00e+0 | 0.00e+0 |
| Macrophage | SLCO2B1 | 3.483 | 0.00e+0 | 0.00e+0 |
| Macrophage | SRGN | 3.470 | 0.00e+0 | 0.00e+0 |
| Macrophage | RGS1 | 3.393 | 0.00e+0 | 0.00e+0 |
| Macrophage | MS4A4A | 3.380 | 0.00e+0 | 0.00e+0 |
| Macrophage | OLR1 | 3.356 | 0.00e+0 | 0.00e+0 |
| Macrophage | TYROBP | 3.352 | 0.00e+0 | 0.00e+0 |
| Macrophage | CD14 | 3.344 | 0.00e+0 | 0.00e+0 |
| Macrophage | CSF1R | 3.336 | 0.00e+0 | 0.00e+0 |
| Macrophage | ITGAX | 3.240 | 0.00e+0 | 0.00e+0 |
| Macrophage | FCGBP | 3.119 | 0.00e+0 | 0.00e+0 |
| Macrophage | ITGB2 | 3.099 | 0.00e+0 | 0.00e+0 |
| Macrophage | GPNMB | 3.053 | 0.00e+0 | 0.00e+0 |
| Macrophage | HLA-DPA1 | 2.997 | 0.00e+0 | 0.00e+0 |
| ILC/T lineage cell | CXCL13 | 4.762 | 0.00e+0 | 0.00e+0 |
| ILC/T lineage cell | CCL5 | 4.252 | 0.00e+0 | 0.00e+0 |
| ILC/T lineage cell | CD2 | 3.905 | 0.00e+0 | 0.00e+0 |
| ILC/T lineage cell | IKZF3 | 3.793 | 0.00e+0 | 0.00e+0 |
| ILC/T lineage cell | CD3D | 3.730 | 0.00e+0 | 0.00e+0 |
| ILC/T lineage cell | IL7R | 3.717 | 0.00e+0 | 0.00e+0 |
| ILC/T lineage cell | CCL4/L1/L2 | 3.458 | 0.00e+0 | 0.00e+0 |
| ILC/T lineage cell | CD52 | 3.200 | 0.00e+0 | 0.00e+0 |
| ILC/T lineage cell | NKG7 | 3.090 | 0.00e+0 | 0.00e+0 |
| ILC/T lineage cell | IL2RG | 3.086 | 0.00e+0 | 0.00e+0 |
| ILC/T lineage cell | CD69 | 3.082 | 0.00e+0 | 0.00e+0 |
| ILC/T lineage cell | TIGIT | 3.079 | 0.00e+0 | 0.00e+0 |
| ILC/T lineage cell | ETS1 | 3.049 | 0.00e+0 | 0.00e+0 |
| ILC/T lineage cell | PTPRCAP | 3.024 | 0.00e+0 | 0.00e+0 |
| ILC/T lineage cell | GZMA | 3.024 | 0.00e+0 | 0.00e+0 |
| ILC/T lineage cell | PRF1 | 3.004 | 0.00e+0 | 0.00e+0 |
| ILC/T lineage cell | ITGAL | 3.004 | 0.00e+0 | 0.00e+0 |
| ILC/T lineage cell | ITK | 2.998 | 0.00e+0 | 0.00e+0 |
| ILC/T lineage cell | GZMK | 2.996 | 0.00e+0 | 0.00e+0 |
| ILC/T lineage cell | CD8A | 2.985 | 0.00e+0 | 0.00e+0 |
| ILC/T lineage cell | CD3E | 2.982 | 0.00e+0 | 0.00e+0 |
| ILC/T lineage cell | RAC2 | 2.976 | 0.00e+0 | 0.00e+0 |
| ILC/T lineage cell | IL32 | 2.953 | 0.00e+0 | 0.00e+0 |
| ILC/T lineage cell | IL2RB | 2.945 | 0.00e+0 | 0.00e+0 |
| ILC/T lineage cell | GZMB | 2.917 | 0.00e+0 | 0.00e+0 |
| ILC lineage cell | GNLY | 4.550 | 0.00e+0 | 0.00e+0 |
| ILC lineage cell | CCL4 | 4.040 | 0.00e+0 | 0.00e+0 |
| ILC lineage cell | CCL4L2 | 3.625 | 0.00e+0 | 0.00e+0 |
| ILC lineage cell | NKG7 | 3.499 | 0.00e+0 | 0.00e+0 |
| ILC lineage cell | CCL5 | 3.401 | 0.00e+0 | 0.00e+0 |
| ILC lineage cell | KLRK1 | 3.325 | 0.00e+0 | 0.00e+0 |
| ILC lineage cell | IL2RB | 3.263 | 0.00e+0 | 0.00e+0 |
| ILC lineage cell | GZMA | 3.208 | 0.00e+0 | 0.00e+0 |
| ILC lineage cell | GZMK | 2.918 | 0.00e+0 | 0.00e+0 |
| ILC lineage cell | CD52 | 2.696 | 0.00e+0 | 0.00e+0 |
| ILC lineage cell | STAT4 | 2.660 | 0.00e+0 | 0.00e+0 |
| ILC lineage cell | PTPRC | 2.655 | 0.00e+0 | 0.00e+0 |
| ILC lineage cell | CD2 | 2.589 | 0.00e+0 | 0.00e+0 |
| ILC lineage cell | GZMB | 2.569 | 0.00e+0 | 0.00e+0 |
| ILC lineage cell | CD69 | 2.547 | 0.00e+0 | 0.00e+0 |
| ILC lineage cell | ITGAL | 2.465 | 0.00e+0 | 0.00e+0 |
| ILC lineage cell | ITGAE | 2.402 | 0.00e+0 | 0.00e+0 |
| ILC lineage cell | IL2RG | 2.362 | 0.00e+0 | 0.00e+0 |
| ILC lineage cell | PRF1 | 2.355 | 0.00e+0 | 0.00e+0 |
| ILC lineage cell | FYB1 | 2.321 | 0.00e+0 | 0.00e+0 |
| ILC lineage cell | ITK | 2.315 | 0.00e+0 | 0.00e+0 |
| ILC lineage cell | CD3E | 2.283 | 0.00e+0 | 0.00e+0 |
| ILC lineage cell | CTSW | 2.281 | 0.00e+0 | 0.00e+0 |
| ILC lineage cell | CST7 | 2.279 | 0.00e+0 | 0.00e+0 |
| ILC lineage cell | GZMH | 2.254 | 0.00e+0 | 0.00e+0 |
| Tumor/Malignant cell | IGF2 | 3.624 | 0.00e+0 | 0.00e+0 |
| Tumor/Malignant cell | CLU | 3.508 | 0.00e+0 | 0.00e+0 |
| Tumor/Malignant cell | SLPI | 3.074 | 0.00e+0 | 0.00e+0 |
| Tumor/Malignant cell | CD24 | 3.074 | 0.00e+0 | 0.00e+0 |
| Tumor/Malignant cell | KRT7 | 3.057 | 0.00e+0 | 0.00e+0 |
| Tumor/Malignant cell | EPCAM | 3.016 | 0.00e+0 | 0.00e+0 |
| Tumor/Malignant cell | KRT8 | 3.001 | 0.00e+0 | 0.00e+0 |
| Tumor/Malignant cell | CLDN4 | 2.992 | 0.00e+0 | 0.00e+0 |
| Tumor/Malignant cell | SPINK1 | 2.955 | 0.00e+0 | 0.00e+0 |
| Tumor/Malignant cell | KRT19 | 2.847 | 0.00e+0 | 0.00e+0 |
| Tumor/Malignant cell | KRT18 | 2.787 | 0.00e+0 | 0.00e+0 |
| Tumor/Malignant cell | FGG | 2.747 | 0.00e+0 | 0.00e+0 |
| Tumor/Malignant cell | DDR1 | 2.676 | 0.00e+0 | 0.00e+0 |
| Tumor/Malignant cell | ITGB8 | 2.578 | 0.00e+0 | 0.00e+0 |
| Tumor/Malignant cell | MECOM | 2.444 | 0.00e+0 | 0.00e+0 |
| Tumor/Malignant cell | ERBB3 | 2.424 | 0.00e+0 | 0.00e+0 |
| Tumor/Malignant cell | NDRG1 | 2.358 | 0.00e+0 | 0.00e+0 |
| Tumor/Malignant cell | ESR1 | 2.279 | 0.00e+0 | 0.00e+0 |
| Tumor/Malignant cell | TTR | 2.279 | 0.00e+0 | 0.00e+0 |
| Tumor/Malignant cell | CD9 | 2.275 | 0.00e+0 | 0.00e+0 |
| Tumor/Malignant cell | TACSTD2 | 2.261 | 0.00e+0 | 0.00e+0 |
| Tumor/Malignant cell | BMP7 | 2.254 | 0.00e+0 | 0.00e+0 |
| Tumor/Malignant cell | NPR1 | 2.221 | 0.00e+0 | 0.00e+0 |
| Tumor/Malignant cell | S100A6 | 2.110 | 0.00e+0 | 0.00e+0 |
| Tumor/Malignant cell | GSTP1 | 2.074 | 0.00e+0 | 0.00e+0 |
| T cell | CD8A | 2.946 | 0.00e+0 | 0.00e+0 |
| T cell | CCL5 | 2.829 | 0.00e+0 | 0.00e+0 |
| T cell | CD2 | 2.730 | 0.00e+0 | 0.00e+0 |
| T cell | IL2RB | 2.585 | 0.00e+0 | 0.00e+0 |
| T cell | KLRK1 | 2.578 | 0.00e+0 | 0.00e+0 |
| T cell | CXCL13 | 2.506 | 0.00e+0 | 0.00e+0 |
| T cell | GZMA | 2.493 | 0.00e+0 | 0.00e+0 |
| T cell | CTLA4 | 2.488 | 0.00e+0 | 0.00e+0 |
| T cell | IL7R | 2.449 | 0.00e+0 | 0.00e+0 |
| T cell | CD52 | 2.448 | 0.00e+0 | 0.00e+0 |
| T cell | GZMK | 2.407 | 0.00e+0 | 0.00e+0 |
| T cell | GZMB | 2.401 | 0.00e+0 | 0.00e+0 |
| T cell | PTPRC | 2.390 | 0.00e+0 | 0.00e+0 |
| T cell | ITGAL | 2.357 | 0.00e+0 | 0.00e+0 |
| T cell | IL2RG | 2.337 | 0.00e+0 | 0.00e+0 |
| T cell | CD3D | 2.303 | 0.00e+0 | 0.00e+0 |
| T cell | STAT4 | 2.274 | 0.00e+0 | 0.00e+0 |
| T cell | ITK | 2.254 | 0.00e+0 | 0.00e+0 |
| T cell | CD3E | 2.228 | 0.00e+0 | 0.00e+0 |
| T cell | CD69 | 2.227 | 0.00e+0 | 0.00e+0 |
| T cell | FYB1 | 2.159 | 0.00e+0 | 0.00e+0 |
| T cell | TIGIT | 2.150 | 0.00e+0 | 0.00e+0 |
| T cell | CST7 | 2.048 | 0.00e+0 | 0.00e+0 |
| T cell | CD53 | 2.031 | 0.00e+0 | 0.00e+0 |
| T cell | ETS1 | 2.030 | 0.00e+0 | 0.00e+0 |