Gene Symbols | Function | Immune Checkpoint | None | Purity | ||
---|---|---|---|---|---|---|
Cor | P value | Cor | P value | |||
HLA-DPB1 | Antigen presentation | N/A | 0.406 | *** | 0.361 | *** |
HLA-DPA1 | Antigen presentation | N/A | 0.362 | *** | 0.314 | *** |
HLA-DQA1 | Antigen presentation | N/A | 0.350 | *** | 0.312 | *** |
HLA-DRA | Antigen presentation | N/A | 0.347 | *** | 0.297 | *** |
HLA-DQB2 | Antigen presentation | N/A | 0.319 | *** | 0.285 | *** |
HLA-DRB1 | Antigen presentation | N/A | 0.327 | *** | 0.281 | *** |
HLA-DRB5 | Antigen presentation | N/A | 0.314 | *** | 0.276 | *** |
HLA-DQB1 | Antigen presentation | N/A | 0.308 | *** | 0.275 | *** |
HLA-DQA2 | Antigen presentation | N/A | 0.317 | *** | 0.270 | *** |
MICB | Antigen presentation | N/A | 0.099 | 0.024 | 0.091 | 0.043 |
HLA-B | Antigen presentation | N/A | 0.085 | 0.052 | 0.045 | 0.321 |
HLA-A | Antigen presentation | N/A | 0.068 | 0.120 | 0.043 | 0.344 |
MICA | Antigen presentation | N/A | 0.016 | 0.710 | 0.040 | 0.375 |
HLA-C | Antigen presentation | N/A | 0.074 | 0.092 | 0.032 | 0.479 |
SELP | Cell adhesion | Stimulatory | 0.715 | *** | 0.700 | *** |
ITGB2 | Cell adhesion | Stimulatory | 0.427 | *** | 0.382 | *** |
ICAM1 | Cell adhesion | Stimulatory | 0.199 | *** | 0.164 | ** |
VTCN1 | Co-inhibitor | Inhibitory | 0.264 | *** | 0.296 | *** |
SLAMF7 | Co-inhibitor | Inhibitory | 0.301 | *** | 0.245 | *** |
BTN3A1 | Co-inhibitor | Stimulatory | 0.263 | *** | 0.230 | *** |
BTN3A2 | Co-inhibitor | Stimulatory | 0.262 | *** | 0.224 | *** |
C10orf54 | Co-inhibitor | Inhibitory | 0.247 | *** | 0.202 | *** |
CD276 | Co-inhibitor | Inhibitory | − 0.040 | 0.365 | − 0.042 | 0.357 |
PDCD1LG2 | Co-inhibitor | N/A | 0.086 | 0.050 | 0.029 | 0.517 |
CD274 | Co-inhibitor | Inhibitory | 0.043 | 0.322 | − 0.004 | 0.922 |
CD28 | Co-stimulator | Stimulatory | 0.455 | *** | 0.420 | *** |
ICOSLG | Co-stimulator | Stimulatory | 0.324 | *** | 0.318 | *** |
CD80 | Co-stimulator | Stimulatory | 0.156 | ** | 0.111 | 0.014 |
CD40LG | Ligand | Stimulatory | 0.493 | *** | 0.461 | *** |
IL1A | Ligand | Stimulatory | − 0.319 | *** | − 0.353 | *** |
TNFSF4 | Ligand | Stimulatory | 0.326 | *** | 0.315 | *** |
CX3CL1 | Ligand | Stimulatory | 0.309 | *** | 0.309 | *** |
IL10 | Ligand | Inhibitory | 0.326 | *** | 0.284 | *** |
IL12A | Ligand | Stimulatory | 0.240 | *** | 0.246 | *** |
IL2 | Ligand | Stimulatory | 0.280 | *** | 0.242 | *** |
IL13 | Ligand | Inhibitory | 0.237 | *** | 0.210 | *** |
IFNA1 | Ligand | Stimulatory | − 0.155 | *** | − 0.171 | ** |
VEGFB | Ligand | Inhibitory | 0.138 | * | 0.168 | ** |
IL1B | Ligand | Stimulatory | − 0.135 | * | − 0.157 | ** |
cxcL9 | Ligand | Stimulatory | 0.198 | *** | 0.147 | * |
VEGFA | Ligand | Inhibitory | − 0.187 | *** | − 0.146 | * |
CCL5 | Ligand | Stimulatory | 0.191 | *** | 0.143 | * |
IFNG | Ligand | Stimulatory | 0.182 | *** | 0.135 | * |
TNF | Ligand | Stimulatory | 0.144 | * | 0.128 | * |
IL4 | Ligand | Inhibitory | 0.125 | * | 0.126 | * |
TGFB1 | Ligand | Inhibitory | − 0.103 | 0.018 | − 0.119 | * |
CD70 | Ligand | Stimulatory | 0.082 | 0.060 | 0.061 | 0.175 |
TNFSF9 | Ligand | Stimulatory | − 0.048 | 0.277 | − 0.052 | 0.253 |
CXCL10 | Ligand | Stimulatory | 0.063 | 0.149 | 0.018 | 0.696 |
IFNA2 | Ligand | Stimulatory | 0.001 | 0.990 | 0.014 | 0.758 |
ENTPD1 | Other | Stimulatory | 0.515 | *** | 0.495 | *** |
PRF1 | Other | Stimulatory | 0.266 | *** | 0.221 | *** |
GZMA | Other | Stimulatory | 0.241 | *** | 0.193 | *** |
IDO1 | Other | Inhibitory | 0.182 | *** | 0.155 | ** |
HMGB1 | Other | Stimulatory | 0.043 | 0.331 | 0.062 | 0.167 |
ARG1 | Other | Inhibitory | 0.004 | 0.927 | − 0.018 | 0.687 |
ADORA2A | Receptor | Inhibitory | 0.549 | *** | 0.524 | *** |
EDNRB | Receptor | Inhibitory | 0.505 | *** | 0.501 | *** |
BTLA | Receptor | Inhibitory | 0.512 | *** | 0.490 | *** |
CD27 | Receptor | Stimulatory | 0.505 | *** | 0.481 | *** |
TNFRSF4 | Receptor | Stimulatory | 0.444 | *** | 0.437 | *** |
TLR4 | Receptor | Stimulatory | 0.450 | *** | 0.410 | *** |
TNFRSF14 | Receptor | Stimulatory | 0.418 | *** | 0.391 | *** |
CD4 | Receptor | Stimulatory | 0.417 | *** | 0.374 | *** |
TIGIT | Receptor | Inhibitory | 0.380 | *** | 0.342 | *** |
PDCD1 | Receptor | Inhibitory | 0.350 | *** | 0.310 | *** |
CTLA4 | Receptor | Inhibitory | 0.329 | *** | 0.295 | *** |
TNFRSF18 | Receptor | Stimulatory | 0.256 | *** | 0.292 | *** |
IL2RA | Receptor | Stimulatory | 0.326 | *** | 0.288 | *** |
Icos | Receptor | Stimulatory | 0.307 | *** | 0.264 | *** |
TNFRSF9 | Receptor | Stimulatory | 0.299 | *** | 0.263 | *** |
HAVCR2 | Receptor | Inhibitory | 0.286 | *** | 0.239 | *** |
LAG3 | Receptor | Inhibitory | 0.232 | *** | 0.200 | *** |
KIR2DL3 | Receptor | Inhibitory | 0.176 | *** | 0.144 | * |
KIR2DL1 | Receptor | Inhibitory | 0.143 | * | 0.124 | * |