Description | Gene markers | ADC | SCC | ||||||
---|---|---|---|---|---|---|---|---|---|
None | Purity | None | Purity | ||||||
Cor | P | Cor | P | Cor | P | Cor | P | ||
CD8+ T cell | CD8A | 0.07 | 0.113 | 0.003 | 0.95 | 0.322 | *** | 0.238 | *** |
CD8B | 0.08 | 0.071 | 0.035 | 0.438 | 0.276 | *** | 0.232 | *** | |
CD45 | 0.2 | *** | 0.126 | ** | 0.447 | *** | 0.361 | *** | |
T cell (general) | CD3D | 0.138 | * | 0.066 | 0.144 | 0.382 | *** | 0.279 | *** |
CD3E | 0.168 | ** | 0.101 | 0.024 | 0.397 | *** | 0.294 | *** | |
CD2 | 0.155 | ** | 0.083 | 0.067 | 0.382 | *** | 0.282 | *** | |
B cell | CD19 | 0.194 | *** | 0.145 | * | 0.414 | *** | 0.316 | *** |
CD79A | 0.154 | ** | 0.105 | 0.020 | 0.385 | *** | 0.279 | *** | |
CD27 | 0.148 | *** | 0.091 | * | 0.384 | *** | 0.289 | *** | |
CD20 | 0.293 | *** | 0.249 | *** | 0.481 | *** | 0.415 | *** | |
Monocyte | CD14 | 0.065 | 0.139 | 0 | 0.994 | 0.391 | *** | 0.281 | *** |
CD115 (CSF1R) | 0.11 | 0.012 | 0.04 | 0.373 | 0.449 | *** | 0.357 | *** | |
TAM | CCL2 | 0.03 | 0.5 | − 0.036 | 0.419 | 0.31 | *** | 0.229 | *** |
CD68 | 0.165 | ** | 0.11 | 0.015 | 0.372 | *** | 0.27 | *** | |
IL10 | 0.198 | *** | 0.132 | * | 0.41 | *** | 0.335 | *** | |
M1 Macrophage | INOS (NOS2) | 0.236 | *** | 0.23 | *** | 0.11 | 0.014 | 0.116 | 0.011 |
CD80 | 0.101 | * | 0.021 | 0.643 | 0.302 | *** | 0.217 | *** | |
IRF5 | 0.037 | 0.4 | − 0.021 | 0.635 | 0.152 | ** | 0.116 | 0.011 | |
IL6 | 0.02 | 0.659 | − 0.02 | 0.658 | 0.203 | *** | 0.154 | *** | |
CD64 (FCGR1A) | 0.012 | 0.792 | − 0.069 | 0.127 | 0.404 | *** | 0.316 | *** | |
M2 Macrophage | CD163 | 0.098 | 0.026 | 0.028 | 0.529 | 0.46 | *** | 0.373 | *** |
CD206 | 0.306 | *** | 0.256 | *** | 0.456 | *** | 0.374 | *** | |
VSIG4 | 0.162 | ** | 0.102 | 0.023 | 0.478 | *** | 0.4 | *** | |
MS4A4A | 0.233 | *** | 0.175 | *** | 0.49 | *** | 0.409 | *** | |
Neutrophils | CD66b (CEACAM8) | 0.3 | *** | 0.29 | *** | 0.268 | *** | 0.255 | *** |
CD11b (ITGAM) | 0.101 | 0.022 | 0.03 | 0.5 | 0.379 | *** | 0.27 | *** | |
CD15 | 0.017 | 0.706 | 0.001 | 0.976 | 0.146 | ** | 0.123 | ** | |
Natural killer cell | KIR2DL1 | 0.213 | *** | 0.203 | *** | 0.174 | *** | 0.128 | *** |
KIR2DL3 | 0.081 | 0.067 | 0.04 | 0.375 | 0.187 | *** | 0.145 | * | |
KIR3DL1 | 0.142 | * | 0.123 | * | 0.272 | *** | 0.221 | *** | |
KIR3DL2 | 0.028 | 0.533 | − 0.024 | 0.602 | 0.191 | *** | 0.135 | * | |
CD56 | 0.208 | *** | 0.21 | *** | 0.211 | *** | 0.253 | *** | |
CD335 (NKp46) | 0.024 | 0.592 | − 0.018 | 0.694 | 0.237 | *** | 0.183 | *** | |
Dendritic cell | BDCA-1 (CD1C) | 0.415 | *** | 0.38 | *** | 0.524 | *** | 0.446 | *** |
BDCA-3 (CD141) | 0.4 | *** | 0.363 | *** | 0.519 | *** | 0.45 | *** | |
BDCA-4 (NRP1) | − 0.017 | 0.699 | − 0.042 | 0.357 | 0.257 | *** | 0.143 | ** | |
CD123 | 0.347 | *** | 0.308 | *** | 0.535 | *** | 0.468 | *** | |
CD11c (ITGAX) | 0.137 | * | 0.071 | 0.116 | 0.427 | *** | 0.319 | *** | |
Th1 | T-bet (TBX21) | 0.134 | * | 0.064 | 0.159 | 0.365 | *** | 0.269 | *** |
STAT4 | 0.138 | * | 0.078 | 0.084 | 0.431 | *** | 0.344 | *** | |
STAT1 | − 0.204 | *** | − 0.276 | *** | 0.026 | 0.56 | -0.059 | 0.199 | |
Th2 | GATA3 | − 0.033 | 0.457 | − 0.114 | 0.012 | 0.203 | *** | 0.12 | * |
STAT6 | 0.242 | *** | 0.239 | *** | 0.123 | * | 0.111 | 0.016 | |
IL13 | 0.148 | ** | 0.104 | 0.021 | 0.235 | *** | 0.186 | *** | |
Tfh | BCL6 | 0.058 | 0.189 | 0.068 | 0.134 | 0.075 | 0.092 | 0.102 | 0.025 |
IL21 | − 0.049 | 0.267 | − 0.085 | 0.061 | 0.196 | *** | 0.122 | * | |
Th17 | STAT3 | 0.048 | 0.275 | 0.051 | 0.255 | 0.072 | 0.109 | 0.006 | 0.89 |
IL17A | 0.063 | 0.154 | 0.046 | 0.307 | 0.012 | 0.783 | -0.051 | 0.266 | |
RORγt | 0.202 | *** | 0.242 | *** | 0.517 | *** | 0.469 | *** | |
Treg | FOXP3 | 0.003 | 0.947 | − 0.081 | 0.072 | 0.281 | *** | 0.162 | ** |
CD25 | − 0.039 | 0.371 | − 0.117 | ** | 0.293 | *** | 0.193 | *** | |
CCR8 | 0.015 | 0.729 | − 0.064 | 0.155 | 0.263 | *** | 0.152 | ** | |
STAT5B | 0.196 | *** | 0.18 | *** | 0.112 | 0.012 | 0.095 | 0.037 | |
T cell exhaustion | PD-1 (PDCD1) | 0.01 | 0.816 | − 0.065 | 0.149 | 0.346 | ** | 0.249 | *** |
CTLA4 | 0.046 | 0.293 | − 0.046 | 0.31 | 0.306 | *** | 0.192 | *** | |
LAG3 | − 0.085 | 0.054 | − 0.154 | ** | 0.17 | ** | 0.078 | 0.087 | |
TIM-3 (HAVCR2) | 0.098 | 0.026 | 0.02 | 0.652 | 0.443 | *** | 0.356 | *** | |
GZMB | − 0.089 | 0.045 | − 0.16 | ** | 0.222 | *** | 0.116 | 0.011 |