Cell type | Gene marker | None | Purity | Tum our | Normal | ||||
---|---|---|---|---|---|---|---|---|---|
Cor | P | Cor | P | R | P | R | P | ||
B cell | CD19 | −0.068 | 0.119 | −0.069 | 0.139 | −0.072 | 0.1 | −0.16 | 0.18 |
CD20(KRT20) | −0.023 | 0.593 | −0.014 | 0.771 | 0.073 | 0.096 | −0.087 | 0.47 | |
CD38 | 0.304 | *** | 0.299 | *** | 0.13 | ** | 0.081 | 0.5 | |
CD8+ T cell | CD8A | 0.112 | ** | 0.089 | 0.0567 | 0.11 | * | −0.15 | 0.22 |
CD8B | 0.074 | 0.0897 | 0.046 | 0.329 | 0.09 | * | −0.23 | 0.053 | |
Tfh | BCL6 | 0.076 | 0.0807 | 0.066 | 0.159 | 0.17 | *** | 0.13 | 0.27 |
ICOS | Cor | *** | 0.203 | *** | 0.19 | *** | −0.059 | 0.62 | |
CXCR5 | −0.034 | 0.431 | −0.022 | 0.634 | −0.52 | *** | −0.29 | * | |
Th1 | T-bet (TBX21) | 0.061 | 0. | 0.04 | 0.393 | 0.08 | 0.067 | −0.14 | 0.26 |
STAT4 | 0.065 | 0.136 | 0.052 | 0.269 | 0.1 | * | −0.016 | 0.89 | |
IL12RB2 | 0.241 | *** | 0.216 | *** | 0.25 | *** | 0.093 | 0.44 | |
WSX1(IL27RA) | −0.069 | 0.113 | −0.1 | * | −0.034 | 0.43 | 0.072 | 0.55 | |
STAT1 | 0.484 | *** | 0.476 | *** | 0.42 | *** | 0.26 | * | |
IFN-γ (IFNG) | 0.027 | 0.531 | 0.005 | 0.917 | 0.043 | 0.33 | −0.16 | 0.17 | |
TNF-α (TNF) | 0.146 | *** | 0.154 | *** | 0.15 | *** | 0.17 | 0.15 | |
Th2 | GATA3 | −0.072 | 0.955 | −0.042 | 0.364 | −0.085 | 0.053 | 0.3 | ** |
CCR3 | 0.203 | *** | 0.205 | *** | 0.092 | * | −0.033 | 0.78 | |
STAT6 | 0.377 | *** | 0.367 | *** | 0.3 | *** | 0.22 | 0.069 | |
STAT5A | 0.355 | *** | 0.344 | *** | 0.38 | *** | 0.15 | 0.2 | |
Th9 | TGFBR2 | 0.62 | *** | 0.593 | *** | 0.59 | *** | −0.089 | 0.46 |
IRF4 | 0.151 | *** | 0.151 | ** | 0.04 | 0.36 | −0.12 | 0.3 | |
PU.1(SPI1) | 0.063 | 0.144 | 0.047 | 0.318 | 0.083 | 0.058 | −0.082 | 0.49 | |
Th17 | STAT3 | 0.599 | *** | 0.592 | *** | 0.6 | *** | 0.33 | ** |
IL-21R | 0.151 | *** | 0.142 | ** | 0.11 | * | −0.19 | 0.11 | |
IL-23R | 0.2 | *** | 0.21 | *** | 0.13 | ** | 0.014 | 0.91 | |
IL-17A | −0.052 | 0.233 | −0.026 | 0.581 | −0.013 | 0.78 | 0.071 | 0.55 | |
Th22 | CCR10 | −0.18 | *** | −0.185 | *** | −0.13 | ** | −0.18 | 0.14 |
AHR | 0.537 | *** | 0.534 | *** | 0.58 | *** | 0.23 | 0.05 | |
Treg | FOXP3 | −0.082 | 0.0572 | −0.096 | * | −0.11 | * | −0.05 | 0.68 |
CD25(IL2RA) | 0.312 | *** | 0.293 | *** | 0.1 | * | −0.025 | 0.83 | |
CCR8 | 0.211 | *** | 0.207 | *** | 0.17 | *** | −0.099 | 0.41 | |
T cell exhaustion | PD-1 (PDCD1) | −0.073 | 0.0939 | −0.092 | * | −0.011 | 0.8 | −0.3 | * |
CTLA4 | −0.002 | 0.962 | −0.005 | 0.911 | 0.017 | 0.69 | −0.038 | 0.75 | |
LAG3 | −0.074 | 0.0882 | −0.088 | 0.0578 | −0.022 | 0.61 | 0.14 | 0.23 | |
TIM-3 (HAVCR2) | 0.366 | *** | 0.337 | *** | 0.31 | *** | −0.055 | 0.65 | |
Macrophage | CD68 | 0.335 | *** | 0.293 | *** | 0.4 | *** | −0.049 | 0.68 |
CD11b (ITGAM) | 0.391 | *** | 0.383 | *** | 0.15 | *** | 0.018 | 0.88 | |
M1 | INOS (NOS2) | 0.349 | *** | 0.324 | *** | 0.13 | ** | 0.0074 | 0.95 |
IRF5 | 0.134 | ** | 0.139 | ** | 0.14 | ** | 0.26 | * | |
COX2(PTGS2) | 0.114 | ** | 0.143 | ** | −0.019 | 0.66 | 0.26 | * | |
M2 | CD16 | 0.531 | *** | 0.514 | *** | 0.26 | *** | −0.029 | 0.81 |
ARG1 | 0.069 | 0.111 | 0.046 | 0.32 | −0.019 | 0.67 | −0.21 | 0.079 | |
MRC1 | 0.583 | *** | 0.567 | *** | 0.51 | *** | 0.13 | 0.28 | |
MS4A4A | 0.461 | 0.0528 | 0.453 | *** | 0.45 | *** | 0.024 | 0.84 | |
TAM | CCL2 | 0.084 | *** | 0.114 | * | 0.075 | *** | 0.033 | 0.78 |
CD80 | 0.284 | *** | 0.3 | *** | 0.2 | 0.087 | 0.035 | 0.77 | |
CD86 | 0.389 | *** | 0.392 | *** | 0.44 | *** | 0.065 | 0.59 | |
CCR5 | 0.301 | *** | 0.3 | *** | 0.35 | *** | 0.16 | 0.17 | |
Monocyte | CD14 | 0.154 | *** | 0.132 | ** | 0.16 | *** | 0.032 | 0.79 |
CD16(FCGR3B) | 0.355 | *** | 0.334 | *** | 0.2 | *** | 0.16 | 0.18 | |
CD115 (CSF1R) | 0.387 | ** | 0.376 | *** | 0.36 | *** | 0.039 | 0.74 | |
Neutrophil | CD66b (CEACAM8) | 0.122 | *** | 0.12 | * | 0.078 | *** | 0.29 | * |
CD15(FUT4) | 0.498 | *** | 0.491 | *** | 0.46 | 0.075 | 0.024 | 0.84 | |
CD11b (ITGAM) | 0.391 | 0.0673 | 0.383 | *** | 0.15 | *** | 0.018 | 0.88 | |
Natural killer cell | XCL1 | −0.079 | *** | −0.086 | 0.0639 | −0.039 | *** | −0.08 | 0.5 |
CD7 | −0.226 | 0.107 | −0.271 | *** | −0.067 | 0.37 | −0.26 | * | |
KIR3DL1 | 0.07 | *** | 0.041 | 0.382 | 0.085 | 0.13 | −0.17 | 0.15 | |
Dendritic cell | CD1C(BDCA-1) | 0.307 | *** | 0.29 | *** | 0.24 | 0.053 | −0.026 | 0.83 |
CD141(THBD) | 0.26 | * | 0.243 | *** | 0.29 | *** | −0.15 | 0.22 | |
CD11c (ITGAX) | 0.1 | *** | 0.115 | * | 0.034 | *** | −0.0063 | 0.96 |