TABLE 1.
Cell types | Gene markers |
LIHC |
ESCA |
||||||
Tumor |
Normal |
Tumor |
Normal |
||||||
P | R | P | R | P | R | P | R | ||
Naïve T-cell | CCR7 | 0.0024 | 0.16 | 1.5e-07 | 0.66 | 8.1e-05 | –0.29 | 0.053 | 0.55 |
LEF1 | 7.7e-11 | 0.33 | 0.00037 | 0.48 | 0.94 | 0.0054 | 0.0069 | 0.73 | |
TCF7 | 8e-05 | 0.2 | 5.6e-05 | 0.54 | 0.52 | 0.048 | 0.078 | 0.51 | |
SELL | 1.7e-06 | 0.25 | 4.6e-05 | 0.54 | 5.6e-05 | –0.29 | 0.15 | 0.43 | |
Effector T-cell | CX3CR1 | 1.6e-10 | 0.33 | 0.11 | 0.23 | 0.00097 | –0.24 | 0.012 | 0.69 |
FGFBP2 | 0.36 | –0.048 | 0.0042 | 0.4 | 0.063 | 0.14 | 0.064 | 0.53 | |
FCGR3A | 3.6e-05 | 0.21 | 0.003 | 0.41 | 0.46 | –0.055 | 0.57 | 0.17 | |
CD8A | 7e-04 | 0.18 | 1.2e-05 | 0.58 | 0.0021 | –0.23 | 0.89 | 0.041 | |
CD8B | 0.00068 | 0.18 | 2.2e-06 | 0.61 | 0.0012 | –0.24 | 0.77 | –0.091 | |
Effector memory T-cell | PDCD1 | 5.2e-09 | 0.3 | 0.00038 | 0.48 | 0.051 | –0.14 | 0.15 | 0.43 |
DUSP4 | 5.3e-09 | 0.3 | 0.00013 | 0.52 | 0.0013 | –0.24 | 0.32 | –0.3 | |
GZMK | 0.059 | 0.098 | 2.2e-06 | 0.61 | 1.4e-06 | –0.35 | 0.62 | 0.15 | |
GZMA | 0.05 | 0.1 | 6.1e-05 | 0.54 | 0.064 | –0.14 | 0.35 | 0.28 | |
IFNG | 0.00018 | 0.19 | 0.034 | 0.3 | 0.07 | –0.13 | 0.86 | –0.053 | |
Resident memory T-cell | CD69 | 0.0013 | 0.17 | 0.00083 | 0.46 | 0.0019 | –0.23 | 0.52 | 0.2 |
ITGAE | 5.8e-16 | 0.4 | 0.0044 | 0.4 | 0.00024 | 0.27 | 0.0033 | 0.77 | |
CXCR6 | 0.0064 | 0.14 | 3.3e-06 | 0.6 | 4e-05 | –0.3 | 0.71 | 0.11 | |
MYADM | 4.1e-16 | 0.41 | 0.014 | 0.34 | 0.044 | –0.15 | 0.71 | 0.12 | |
Central memory T-cell | CCR7 | 0.0024 | 0.16 | 1.5e-07 | 0.66 | 8.1e-05 | –0.29 | 0.053 | 0.55 |
SELL | 1.7e-06 | 0.25 | 4.6e-05 | 0.54 | 5.6e-05 | –0.29 | 0.15 | 0.43 | |
IL7R | 0.03 | 0.11 | 3.3e-05 | 0.55 | 0.43 | –0.058 | 0.5 | 0.21 | |
Exhausted T-cell | HAVCR2 | 1.4e-08 | 0.29 | 0.00044 | 0.48 | 0.018 | –0.17 | 0.11 | 0.47 |
GZMB | 0.08 | 0.091 | 9.2e-06 | 0.58 | 0.46 | –0.055 | 0.18 | 0.4 | |
TIGIT | 5.7e-06 | 0.23 | 0.00036 | 0.49 | 0.00067 | –0.25 | 0.12 | 0.45 | |
LAG3 | 0.069 | 0.095 | 0.0022 | 0.42 | 0.46 | –0.056 | 0.038 | 0.59 | |
PDCD1 | 5.2e-09 | 0.3 | 0.00038 | 0.48 | 0.051 | –0.14 | 0.15 | 0.43 | |
CXCL13 | 0.032 | 0.11 | 0.2 | 0.18 | 0.013 | –0.18 | 0.7 | 0.12 | |
LAYN | 1.1e-10 | 0.33 | 0.00044 | 0.48 | 0.14 | 0.11 | 0.16 | 0.42 | |
Resting Treg | FOXP3 | 0.42 | 0.042 | 0.019 | 0.33 | 0.0033 | –0.22 | 0.054 | 0.54 |
IL2RA | 1.1e-07 | 0.27 | 0.038 | 0.29 | 0.072 | –0.13 | 0.061 | 0.54 | |
Effector Treg | CTLA4 | 9.1e-06 | 0.23 | 0.0022 | 0.42 | 0.014 | –0.18 | 0.12 | 0.45 |
CCR8 | 1.6e-07 | 0.27 | 0.035 | 0.3 | 0.00095 | –0.24 | 0.072 | 0.51 | |
TNFRSF9 | 8.8e-10 | 0.31 | 0.0073 | 0.38 | 0.19 | –0.099 | 0.11 | 0.46 | |
Th1-like | CXCL13 | 0.032 | 0.11 | 0.2 | 0.18 | 0.013 | –0.18 | 0.7 | 0.12 |
HAVCR2 | 1.4e-08 | 0.29 | 0.00044 | 0.48 | 0.018 | –0.17 | 0.11 | 0.47 | |
IFNG | 0.00018 | 0.19 | 0.034 | 0.3 | 0.07 | –0.13 | 0.86 | –0.053 | |
CXCR3 | 1.1e-05 | 0.23 | 6.7e-05 | 0.53 | 3.4e-05 | –0.3 | 0.28 | 0.32 | |
BHLHE40 | 0.005 | 0.15 | 0.58 | –0.079 | 0.88 | 0.011 | 0.004 | 0.76 | |
CD4 | 0.00023 | 0.19 | 0.19 | 0.19 | 3e-04 | –0.27 | 0.45 | 0.23 | |
TNF | 8e-09 | 0.29 | 0.0029 | 0.41 | 0.085 | 0.13 | 0.0036 | 0.76 | |
Tbx21 | 0.057 | 0.099 | 3.7e-07 | 0.65 | 0.00019 | –0.27 | 0.58 | 0.17 | |
STAT4 | 3.5e-05 | 0.21 | 0.0018 | 0.43 | 0.00038 | –0.26 | 0.45 | 0.23 | |
STAT1 | 2.3e-17 | 0.42 | 1.4e-05 | 0.57 | 0.25 | 0.086 | 0.004 | 0.76 | |
Natural killer cell | KIR2DL1 | 0.67 | 0.022 | 0.16 | 0.2 | 0.13 | –0.11 | 0.32 | 0.3 |
KIR2DL3 | 0.0032 | 0.15 | 0.072 | 0.26 | 0.093 | –0.13 | 0.4 | 0.25 | |
KIR2DL4 | 0.0012 | 0.17 | 0.079 | 0.25 | 0.7 | –0.029 | 0.92 | –0.03 | |
KIR3DL1 | 0.61 | –0.026 | 0.0027 | 0.42 | 0.0085 | –0.19 | 0.76 | 0.096 | |
KIR3DL2 | 2e-04 | 0.19 | 0.76 | –0.044 | 0.06 | –0.14 | 0.089 | –0.49 | |
KIR3DL3 | 0.024 | 0.12 | 0.44 | 0.11 | 0.75 | –0.023 | 0.45 | 0.23 | |
KIR2DS4 | 0.2 | 0.066 | 0.87 | 0.024 | 0.32 | –0.074 | 0.54 | –0.19 | |
Th17 | STAT3 | 1.2e-06 | 0.25 | 0.73 | 0.049 | 0.4 | 0.063 | 0.0026 | 0.78 |
IL17A | 0.99 | 0.00059 | 0.35 | 0.13 | 0.41 | –0.061 | 0.13 | 0.44 | |
Th2 | GATA3 | 6e-05 | 0.21 | 0.0079 | 0.37 | 0.039 | –0.15 | 0.054 | 0.54 |
STAT6 | 4.5e-05 | 0.21 | 3.2e-07 | 0.65 | 0.91 | 0.0089 | 0.0033 | 0.77 | |
STAT5A | 4.4e-11 | 0.33 | 1.2e-10 | 0.76 | 0.16 | –0.11 | 0.022 | 0.64 | |
IL13 | 0.11 | 0.082 | 0.041 | 0.29 | 0.039 | –0.15 | 0.52 | 0.2 | |
Dendritic cell | HLA-DPB1 | 7.6e-09 | 0.29 | 1.2e-08 | 0.7 | 0.00035 | –0.26 | 0.093 | 0.49 |
HLA-DQB1 | 0.00089 | 0.17 | 0.58 | 0.079 | 0.018 | –0.17 | 0.089 | 0.49 | |
HLA-DRA | 6.2e-08 | 0.28 | 4e-07 | 0.65 | 5e-04 | –0.26 | 0.034 | 0.6 | |
HLA-DPA1 | 7.2e-07 | 0.25 | 2.4e-06 | 0.61 | 0.0012 | –0.24 | 0.061 | 0.54 | |
CD1C | 2.3e-07 | 0.27 | 0.0054 | 0.39 | 0.014 | –0.18 | 0.061 | 0.54 | |
NRP1 | 7.5e-09 | 0.3 | 0.076 | 0.25 | 0.088 | –0.13 | 0.46 | 0.22 | |
ITGAX | 4.1e-09 | 0.3 | 0.0022 | 0.42 | 0.0015 | –0.23 | 0.1 | 0.48 | |
TAM | CCL2 | 2.8e-05 | 0.22 | 0.011 | 0.36 | 0.18 | –0.099 | 0.14 | 0.43 |
CD68 | 6.4e-07 | 0.26 | 3.8e-08 | 0.69 | 0.96 | 0.0036 | 0.0036 | 0.76 | |
IL10 | 0.00026 | 0.19 | 0.0016 | 0.44 | 0.36 | –0.068 | 0.16 | 0.41 | |
Monocyte | CD86 | 1.8e-09 | 0.31 | 1.7e-06 | 0.62 | 0.32 | –0.075 | 0.14 | 0.43 |
CD115 | 7.5e-10 | 0.31 | 3.7e-05 | 0.55 | 0.072 | –0.13 | 0.25 | –0.34 | |
Neutrophil | CEACAM8 | 0.11 | 0.084 | 0.053 | 0.28 | 0.14 | –0.11 | 0.32 | 0.3 |
ITGAM | 1.6e-12 | 0.36 | 8.3e-07 | 0.63 | 0.13 | –0.11 | 0.33 | 0.29 | |
CCR7 | 0.0024 | 0.16 | 1.5e-07 | 0.66 | 8.1e-05 | –0.29 | 0.053 | 0.55 | |
B cell | CD19 | 0.00061 | 0.18 | 0.0034 | 0.41 | 0.00023 | –0.27 | 0.093 | 0.49 |
CD79A | 0.0029 | 0.15 | 0.00078 | 0.46 | 2.5e-05 | –0.31 | 0.91 | –0.038 | |
M1 macrophage | NOS2 | 0.33 | 0.05 | 0.00068 | 0.46 | 0.0057 | –0.2 | 0.026 | 0.61 |
IRF5 | 2.4e-14 | 0.38 | 4.2e-05 | 0.55 | 0.29 | 0.078 | 0.00044 | 0.85 | |
PTGS2 | 4.1e-05 | 0.21 | 0.083 | 0.25 | 0.056 | 0.14 | 0.05 | 0.56 | |
M2 macrophage | CD163 | 0.52 | 0.034 | 0.00093 | 0.45 | 0.085 | –0.13 | 0.85 | 0.06 |
VSIG4 | 0.00011 | 0.2 | 0.00022 | 0.5 | 0.55 | –0.044 | 0.72 | –0.11 | |
MS4A4A | 0.0031 | 0.15 | 1.2e-05 | 0.58 | 0.0018 | –0.23 | 0.46 | –0.23 |