Description | Gene markers | BRCA (n = 1100) | LUAD (n = 515) | STAD (n = 415) | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Normal | Tumor | Normal | Tumor | Normal | Tumor | ||||||||
Cor | P | Cor | P | Cor | P | Cor | P | Cor | P | Cor | P | ||
CD8+ T cell | CD8A | 0.450 | *** | 0.51 | *** | 0.530 | *** | 0.470 | *** | − 0.31 | *** | 0.240 | *** |
 | CD8B | 0.360 | *** | 0.34 | *** | 0.41 | *** | 0.300 | *** | − 0.32 | *** | 0.059 | 0.230 |
T cell (general) | CD2 | 0.440 | *** | 0.56 | *** | 0.32 | *** | 0.550 | *** | − 0.28 | *** | 0.260 | *** |
 | CD3D | 0.410 | *** | 0.44 | *** | 0.39 | *** | 0.410 | *** | − 0.22 | ** | 0.340 | *** |
 | CD3E | 0.440 | *** | 0.5 | *** | 0.41 | *** | 0.570 | *** | − 0.28 | *** | 0.290 | *** |
B cell | CD19 | 0.300 | *** | 0.33 | *** | 0.2 | *** | 0.350 | *** | − 0.11 | 0.12 | 0.400 | *** |
 | CD79A | 0.350 | *** | 0.33 | *** | 0.035 | 0.51 | 0.230 | *** | − 0.14 | * | 0.350 | *** |
Monocyte | CD115(CSF1R) | 0.290 | *** | 0.490 | *** | − 0.010 | 0.860 | 0.630 | *** | 0.200 | * | 0.580 | *** |
 | CD86 | 0.350 | *** | 0.490 | *** | 0.065 | 0.23 | 0.56 | *** | 0.23 | ** | 0.46 | *** |
TAM | CCL2 | 0.023 | 0.700 | 0.320 | *** | 0.22 | ** | 0.34 | *** | 0.51 | *** | 0.47 | *** |
 | CD68 | 0.170 | * | 0.450 | *** | − 0.3 | *** | 0.44 | *** | 0.059 | 0.39 | 0.2 | *** |
 | IL10 | 0.000 | 1.000 | 0.450 | *** | − 0.160 | * | 0.440 | *** | 0.380 | *** | 0.460 | *** |
M1 Macrophage | COX2(PTGS2) | 0.280 | *** | 0.270 | *** | 0.340 | *** | 0.014 | 0.750 | 0.290 | ** | 0.130 | * |
 | INOS(NOS2) | 0.038 | 0.520 | 0.160 | *** | 0.380 | *** | 0.200 | *** | − 0.059 | 0.390 | − 0.011 | 0.820 |
 | IRF5 | 0.280 | *** | 0.280 | *** | − 0.002 | 0.970 | 0.450 | *** | 0.034 | 0.630 | 0.320 | *** |
M2 Macrophage | CD163 | − 0.130 | 0.026 | 0.350 | *** | − 0.370 | *** | 0.490 | *** | 0.510 | *** | 0.430 | *** |
 | MS4A4A | 0.056 | 0.340 | 0.430 | *** | − 0.33 | *** | 0.46 | *** | 0.54 | *** | 0.5 | *** |
 | VSIG4 | − 0.098 | 0.096 | 0.320 | *** | − 0.450 | *** | 0.410 | *** | 0.490 | *** | 0.410 | *** |
Neutrophils | CCR7 | 0.230 | *** | 0.22 | *** | 0.21 | *** | 0.470 | *** | 0.069 | 0.32 | 0.370 | *** |
 | CD11b(ITGAM) | 0.180 | ** | 0.26 | *** | − 0.11 | * | 0.450 | *** | 0.53 | *** | 0.220 | *** |
 | CD66b(CEACAM8) | − 0.062 | 0.29 | − 0.018 | 0.55 | 0.14 | ** | − 0.021 | 0.65 | 0.068 | 0.33 | 0.011 | 0.83 |
Natural killer cell | KIR2DL1 | − 0.072 | 0.22 | 0.004 | 0.9 | 0.42 | *** | − 0.038 | 0.41 | − 0.003 | 0.97 | 0.041 | 0.41 |
 | KIR2DL3 | 0.072 | 0.22 | 0.24 | *** | 0.43 | *** | 0.073 | 0.11 | 0.023 | 0.74 | 0.047 | 0.34 |
 | KIR2DL4 | − 0.025 | 0.67 | 0.29 | *** | 0.18 | *** | 0.120 | ** | − 0.16 | * | − 0.065 | 0.19 |
 | KIR2DS4 | − 0.028 | 0.63 | 0.18 | *** | 0.39 | *** | 0.027 | 0.55 | 0.037 | 0.59 | 0.045 | 0.36 |
 | KIR3DL1 | − 0.043 | 0.46 | 0.26 | *** | 0.35 | *** | 0.088 | 0.054 | 0.043 | 0.53 | 0.120 | * |
 | KIR3DL2 | 0.160 | ** | 0.25 | *** | 0.41 | *** | − 0.016 | 0.72 | − 0.15 | * | 0.120 | * |
 | KIR3DL3 | 0.010 | 0.86 | 0.043 | 0.16 | 0.052 | 0.34 | 0.094 | * | − 0.11 | 0.1 | − 0.062 | 0.21 |
Dendritic cell | BDCA-1(CD1C) | 0.430 | *** | 0.36 | *** | − 0.039 | 0.47 | 0.140 | ** | 0.097 | 0.16 | 0.470 | *** |
 | BDCA-4(NRP1) | 0.008 | 0.89 | 0.31 | *** | 0.54 | *** | 0.260 | *** | 0.65 | *** | 0.330 | *** |
 | CD11c (ITGAX) | 0.170 | ** | 0.41 | *** | 0.42 | *** | 0.430 | *** | 0.14 | * | 0.230 | *** |
 | HLA-DPA1 | 0.400 | *** | 0.5 | *** | 0.058 | 0.28 | 0.440 | *** | − 0.027 | 0.7 | 0.160 | *** |
 | HLA-DPB1 | 0.370 | *** | 0.42 | *** | 0.06 | 0.26 | 0.370 | *** | 0.038 | 0.59 | 0.230 | *** |
 | HLA-DQB1 | 0.230 | *** | 0.25 | *** | 0.19 | *** | 0.200 | *** | − 0.094 | 0.17 | 0.048 | 0.34 |
 | HLA-DRA | 0.380 | *** | 0.5 | *** | − 0.046 | 0.4 | 0.350 | *** | − 0.078 | 0.26 | 0.190 | *** |
Th1 | IFN-γ (IFNG) | 0.270 | *** | 0.34 | *** | 0.41 | *** | 0.380 | *** | − 0.048 | 0.48 | 0.035 | 0.48 |
 | STAT1 | 0.350 | *** | 0.41 | *** | 0.32 | *** | 0.530 | *** | 0.43 | *** | 0.052 | 0.3 |
 | STAT4 | 0.240 | *** | 0.55 | *** | 0.71 | *** | 0.310 | *** | − 0.07 | 0.31 | 0.390 | *** |
 | T-bet (TBX21) | 0.300 | *** | 0.54 | *** | 0.71 | *** | 0.17 | *** | − 0.21 | *** | 0.240 | *** |
 | TNF-α (TNF) | 0.290 | *** | 0.27 | *** | 0.24 | *** | 0.32 | *** | 0.23 | *** | − 0.010 | 0.84 |
Th2 | GATA3 | 0.470 | *** | − 0.11 | *** | 0.67 | *** | 0.097 | * | − 0.031 | 0.65 | 0.290 | *** |
 | IL13 | 0.110 | 0.069 | 0.23 | *** | 0.07 | 0.19 | 0.11 | * | 0.41 | *** | 0.051 | 0.3 |
 | STAT5A | − 0.370 | *** | 0.34 | *** | 0.5 | *** | 0.7 | *** | 0.8 | *** | 0.340 | *** |
 | STAT6 | 0.360 | *** | 0.3 | *** | 0.39 | *** | 0.23 | *** | 0.58 | *** | 0.130 | * |
Tfh | BCL6 | − 0.099 | 0.091 | 0.16 | *** | 0.18 | *** | 0.32 | *** | 0.46 | *** | 0.580 | *** |
 | IL21 | 0.290 | *** | 0.46 | *** | 0.074 | 0.17 | 0.39 | *** | − 0.09 | 0.19 | 0.150 | *** |
Th17 | IL17A | 0.067 | 0.26 | 0.079 | ** | 0.06 | 0.27 | 0.19 | *** | − 0.11 | 0.097 | − 0.074 | 0.14 |
 | STAT3 | 0.340 | *** | 0.36 | *** | 0.34 | *** | 0.36 | *** | 0.66 | *** | 0.330 | *** |
Treg | CCR8 | 0.350 | *** | 0.39 | *** | 0.24 | *** | 0.5 | *** | − 0.1 | 0.14 | 0.240 | *** |
 | FOXP3 | 0.500 | *** | 0.52 | *** | 0.24 | *** | 0.5 | *** | − 0.1 | 0.13 | 0.190 | *** |
 | STAT5B | 0.410 | *** | 0.28 | *** | 0.67 | *** | 0.5 | *** | 0.87 | *** | 0.690 | *** |
 | TGFβ(TGFB1) | 0.160 | ** | 0.14 | *** | 0.7 | *** | 0.37 | *** | 0.56 | *** | 0.350 | *** |
T cell exhaustion | CTLA4 | 0.330 | *** | 0.51 | *** | 0.42 | *** | 0.42 | *** | − 0.14 | * | 0.014 | 0.78 |
 | GZMB | 0.130 | * | 0.34 | *** | − 0.11 | * | 0.25 | *** | − 0.088 | 0.2 | − 0.016 | 0.74 |
 | LAG3 | 0.330 | *** | 0.3 | *** | 0.63 | *** | 0.36 | *** | 0.39 | *** | 0.057 | 0.25 |
 | PD-1 (PDCD1) | 0.340 | *** | 0.44 | *** | 0.42 | *** | 0.42 | *** | − 0.11 | 0.11 | 0.190 | *** |
 | TIM-3(HAVCR2) | 0.140 | * | 0.44 | *** | 0.16 | ** | 0.49 | *** | 0.45 | *** | 0.170 | *** |