Table 1.
Description | Gene markers | HLA-DPB2 | HLA-DPB1 | ||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
BRCA | BRCA-luminal | BRCA-Her2+ | BRCA-basal | BRCA | BRCA-luminal | BRCA-Her2+ | BRCA-basal | ||||||||||
Cor | P | Cor | P | Cor | P | Cor | P | Cor | P | Cor | P | Cor | P | Cor | P | ||
B cell | CD19 | 0.411 | 9.90E-42*** | 0.329 | 3.19E-15*** | 0.500 | 6.56E-05*** | 0.411 | 9.90E-42*** | 0.463 | 7.30E-54*** | 0.408 | 2.85E-23*** | 0.552 | 7.14E-06*** | 0.463 | 7.30E-54*** |
CD79A | 0.408 | 3.88E-41*** | 0.327 | 4.55E-15*** | 0.513 | 3.83E-05*** | 0.408 | 3.88E-41*** | 0.467 | 4.47E-55*** | 0.437 | 9.03E-27*** | 0.530 | 1.91E-05*** | 0.467 | 4.47E-55*** | |
Monocyte | CD86 | 0.425 | 6.45E-45*** | 0.422 | 6.31E-25*** | 0.383 | 3.02E-03* | 0.425 | 6.45E-45*** | 0.655 | 4.57E-123*** | 0.676 | 3.89E-74*** | 0.610 | 3.66E-07*** | 0.655 | 4.57E-123*** |
CD115 (CSF1R) | 0.372 | 5.65E-34*** | 0.368 | 5.85E-19*** | 0.359 | 5.60E-03* | 0.372 | 5.65E-34*** | 0.664 | 2.63E-127*** | 0.692 | 8.82E-79*** | 0.550 | 7.66E-06*** | 0.664 | 2.63E-127*** | |
M1 Macrophage | INOS (NOS2) | 0.046 | 1.43E-01 | 0.010 | 8.10E-01 | 0.037 | 7.83E-01 | 0.046 | 1.43E-01 | 0.058 | 6.73E-02 | 0.057 | 1.84E-01 | 0.152 | 2.56E-01 | 0.058 | 6.73E-02 |
IRF5 | 0.288 | 1.76E-20*** | 0.223 | 1.39E-07*** | 0.401 | 1.80E-03* | 0.288 | 1.76E-20*** | 0.383 | 4.14E-36*** | 0.300 | 7.80E-13*** | 0.526 | 2.24E-05*** | 0.383 | 4.14E-36*** | |
COX2(PTGS2) | 0.082 | 9.29E-03* | 0.039 | 3.65E-01 | 0.089 | 5.06E-01 | 0.082 | 9.29E-03* | 0.035 | 2.69E-01 | 0.123 | 4.01E-03* | –0.044 | 7.41E-01 | 0.035 | 2.69E-01 | |
M2 Macrophage | CD163 | 0.228 | 3.72E-13*** | 0.215 | 4.21E-07*** | 0.299 | 2.24E-02 | 0.228 | 3.72E-13*** | 0.438 | 9.42E-48*** | 0.455 | 3.09E-29*** | 0.387 | 2.72E-03* | 0.438 | 9.42E-48*** |
VSIG4 | 0.181 | 8.85E-09*** | 0.188 | 9.42E-06*** | 0.246 | 6.27E-02 | 0.181 | 8.85E-09*** | 0.420 | 8.26E-44*** | 0.446 | 5.04E-28*** | 0.188 | 1.56E-01 | 0.420 | 8.26E-44*** | |
MS4A4A | 0.324 | 1.11E-25*** | 0.332 | 1.68E-15*** | 0.393 | 2.28E-03* | 0.324 | 1.11E-25*** | 0.552 | 2.96E-80*** | 0.536 | 7.42E-42*** | 0.544 | 1.02E-05*** | 0.552 | 2.96E-80*** | |
Neutrophils | CD66b (CEACAM8) | 0.064 | 4.28E-02 | 0.026 | 5.49E-01 | 0.050 | 7.11E-01 | 0.064 | 4.28E-02 | 0.025 | 4.30E-01 | 0.017 | 7.01E-01 | –0.063 | 6.39E-01 | 0.025 | 4.30E-01 |
CD11b (ITGAM) | 0.332 | 6.09E-27*** | 0.320 | 1.81E-14*** | 0.352 | 6.79E-03* | 0.332 | 6.09E-27*** | 0.532 | 1.33E-73*** | 0.544 | 2.16E-43*** | 0.493 | 8.45E-05*** | 0.532 | 1.33E-73*** | |
CCR7 | 0.437 | 1.04E-47*** | 0.384 | 1.33E-20*** | 0.508 | 4.61E-05*** | 0.437 | 1.04E-47*** | 0.543 | 3.04E-77*** | 0.487 | 9.79E-34*** | 0.630 | 1.19E-07*** | 0.543 | 3.04E-77*** | |
Natural killer cell | KIR2DL1 | 0.217 | 4.33E-12*** | 0.215 | 4.26E-07*** | 0.374 | 3.82E-03* | 0.217 | 4.33E-12*** | 0.304 | 1.07E-22*** | 0.299 | 1.04E-12*** | 0.483 | 1.24E-04** | 0.304 | 1.07E-22*** |
KIR2DL3 | 0.248 | 2.20E-15*** | 0.224 | 1.34E-07*** | 0.435 | 6.40E-04** | 0.248 | 2.20E-15*** | 0.319 | 5.25E-25*** | 0.302 | 6.00E-13*** | 0.492 | 8.62E-05*** | 0.319 | 5.25E-25*** | |
KIR2DL4 | 0.312 | 6.34E-24*** | 0.271 | 1.31E-10*** | 0.468 | 2.10E-04** | 0.312 | 6.34E-24*** | 0.350 | 5.19E-30*** | 0.321 | 1.74E-14*** | 0.610 | 3.75E-07*** | 0.350 | 5.19E-30*** | |
KIR3DL1 | 0.233 | 9.08E-14*** | 0.189 | 9.17E-06*** | 0.355 | 6.28E-03* | 0.233 | 9.08E-14*** | 0.315 | 2.31E-24*** | 0.267 | 2.29E-10*** | 0.295 | 2.48E-02 | 0.315 | 2.31E-24*** | |
KIR3DL2 | 0.356 | 3.94E-31*** | 0.291 | 4.54E-12*** | 0.482 | 1.27E-04** | 0.356 | 3.94E-31*** | 0.393 | 4.73E-38*** | 0.388 | 5.42E-21*** | 0.572 | 2.72E-06*** | 0.393 | 4.73E-38*** | |
KIR3DL3 | 0.195 | 6.10E-10*** | 0.134 | 1.72E-03* | 0.333 | 1.07E-02 | 0.195 | 6.10E-10*** | 0.214 | 9.17E-12*** | 0.167 | 8.99E-05*** | 0.497 | 7.22E-05*** | 0.214 | 9.17E-12*** | |
KIR2DS4 | 0.208 | 3.78E-11*** | 0.167 | 9.17E-05*** | 0.431 | 7.31E-04** | 0.208 | 3.78E-11*** | 0.260 | 8.06E-17*** | 0.225 | 1.08E-07*** | 0.495 | 7.77E-05*** | 0.260 | 8.06E-17*** | |
Dendritic cell | HLA-DPB1 | 0.570 | 8.08E-87*** | 0.538 | 3.80E-42*** | 0.616 | 2.68E-07*** | 0.570 | 8.08E-87*** | −1.000 | 0.00E+00*** | −1.000 | NA*** | −1.000 | 0.00E+00*** | −1.000 | 0.00E+00*** |
HLA-DQB1 | 0.443 | 5.27E-49*** | 0.381 | 2.96E-20*** | 0.443 | 4.92E-04** | 0.443 | 5.27E-49*** | 0.703 | 3.74E-149*** | 0.676 | 5.39E-74*** | 0.591 | 1.05E-06*** | 0.703 | 3.74E-149*** | |
HLA-DRA | 0.598 | 1.67E-97*** | 0.592 | 8.09E-53*** | 0.680 | 4.20E-09*** | 0.598 | 1.67E-97*** | 0.886 | 0.00E+00*** | 0.908 | 4.98E-207*** | 0.903 | 3.30E-22*** | 0.886 | 0.00E+00*** | |
HLA-DPA1 | 0.528 | 2.46E-72*** | 0.533 | 2.55E-41*** | 0.638 | 7.18E-08*** | 0.528 | 2.46E-72*** | 0.903 | 0.00E+00*** | 0.921 | 7.33E-224*** | 0.895 | 2.43E-21*** | 0.903 | 0.00E+00*** | |
BDCA-1 (CD1C) | 0.365 | 9.02E-33*** | 0.332 | 1.84E-15*** | 0.356 | 6.02E-03* | 0.365 | 9.02E-33*** | 0.485 | 1.07E-59*** | 0.466 | 1.09E-30*** | 0.354 | 6.44E-03* | 0.485 | 1.07E-59*** | |
BDCA-4 (NRP1) | 0.006 | 8.48E-01 | 0.038 | 3.80E-01 | 0.035 | 7.92E-01 | 0.006 | 8.48E-01 | 0.089 | 5.12E-03* | 0.173 | 5.00E-05*** | 0.126 | 3.45E-01 | 0.089 | 5.12E-03* | |
CD11c (ITGAX) | 0.437 | 1.13E-47*** | 0.416 | 3.41E-24*** | 0.499 | 6.70E-05*** | 0.437 | 1.13E-47*** | 0.643 | 3.48E-117*** | 0.650 | 1.24E-66*** | 0.586 | 1.35E-06*** | 0.643 | 3.48E-117*** | |
T cell | CD3D | 0.552 | 2.04E-80*** | 0.496 | 4.15E-35*** | 0.620 | 2.09E-07*** | 0.552 | 2.04E-80*** | 0.734 | 1.20E-168*** | 0.697 | 1.31E-80*** | 0.793 | 1.13E-13*** | 0.734 | 1.20E-168*** |
CD3E | 0.536 | 5.41E-75*** | 0.489 | 4.56E-34*** | 0.596 | 8.07E-07*** | 0.536 | 5.41E-75*** | 0.704 | 1.21E-149*** | 0.679 | 8.46E-75*** | 0.792 | 1.38E-13*** | 0.704 | 1.21E-149*** | |
CD2 | 0.527 | 5.48E-72*** | 0.484 | 2.44E-33*** | 0.590 | 1.07E-06** | 0.527 | 5.48E-72*** | 0.699 | 1.02E-146*** | 0.677 | 3.52E-74*** | 0.800 | 4.98E-14*** | 0.699 | 1.02E-146*** | |
CD8+ T cell | CD8A | 0.477 | 1.36E-57*** | 0.437 | 7.54E-27*** | 0.545 | 9.60E-06*** | 0.477 | 1.36E-57*** | 0.612 | 3.48E-103*** | 0.590 | 1.63E-52*** | 0.714 | 3.22E-10*** | 0.612 | 3.48E-103*** |
CD8B | 0.480 | 2.08E-58*** | 0.459 | 1.04E-29*** | 0.534 | 1.60E-05*** | 0.480 | 2.08E-58*** | 0.567 | 1.18E-85*** | 0.596 | 9.73E-54*** | 0.723 | 1.52E-10*** | 0.567 | 1.18E-85*** | |
Th1 | STAT1 | 0.240 | 1.75E-14*** | 0.205 | 1.32E-06*** | 0.210 | 1.13E-01 | 0.240 | 1.75E-14*** | 0.262 | 4.08E-17*** | 0.294 | 2.67E-12*** | 0.397 | 2.05E-03* | 0.262 | 4.08E-17*** |
STAT4 | 0.430 | 4.13E-46*** | 0.381 | 2.71E-20*** | 0.494 | 8.15E-05** | 0.430 | 4.13E-46*** | 0.551 | 5.98E-80*** | 0.492 | 1.42E-34*** | 0.765 | 2.87E-12*** | 0.551 | 5.98E-80*** | |
TNF-α (TNF) | 0.225 | 7.76E-13*** | 0.162 | 1.46E-04** | 0.273 | 3.82E-02 | 0.225 | 7.76E-13*** | 0.259 | 9.27E-17*** | 0.272 | 1.15E-10*** | 0.314 | 1.64E-02 | 0.259 | 9.27E-17*** | |
IFN-γ (IFNG) | 0.433 | 1.31E-46*** | 0.409 | 2.02E-23*** | 0.589 | 1.16E-06*** | 0.433 | 1.31E-46*** | 0.544 | 1.61E-77*** | 0.554 | 3.21E-45*** | 0.651 | 3.25E-08*** | 0.544 | 1.61E-77*** | |
T-bet (TBX21) | 0.516 | 9.75E-69*** | 0.457 | 1.68E-29*** | 0.589 | 1.17E-06*** | 0.516 | 9.75E-69*** | 0.683 | 1.49E-137*** | 0.625 | 2.22E-60*** | 0.762 | 3.54E-12*** | 0.683 | 1.49E-137*** | |
Th2 | GATA3 | −0.203 | 1.05E-10*** | –0.140 | 1.03E-03* | –0.085 | 5.27E-01 | −0.203 | 1.05E-10*** | −0.129 | 4.82E-05*** | −0.209 | 8.83E-07*** | 0.053 | 6.92E-01 | −0.129 | 4.82E-05*** |
STAT6 | 0.086 | 6.52E-03* | 0.056 | 1.91E-01 | 0.044 | 7.43E-01 | 0.086 | 6.52E-03* | 0.159 | 4.33E-07*** | 0.078 | 6.89E-02 | 0.112 | 4.03E-01 | 0.159 | 4.33E-07*** | |
STAT5A | 0.205 | 7.36E-11*** | 0.161 | 1.57E-04** | 0.401 | 1.79E-03* | 0.205 | 7.36E-11*** | 0.308 | 2.89E-23*** | 0.330 | 2.64E-15*** | 0.518 | 3.09E-05*** | 0.308 | 2.89E-23*** | |
IL13 | 0.167 | 1.25E-07*** | 0.107 | 1.26E-02 | 0.393 | 2.28E-03* | 0.167 | 1.25E-07*** | 0.200 | 2.05E-10*** | 0.167 | 9.04E-05*** | 0.349 | 7.31E-03* | 0.200 | 2.05E-10*** | |
Tfh | BCL6 | –0.025 | 4.39E-01 | –0.020 | 6.34E-01 | –0.199 | 1.34E-01 | –0.025 | 4.39E-01 | 0.045 | 1.54E-01 | 0.036 | 3.97E-01 | –0.279 | 3.38E-02 | 0.045 | 1.54E-01 |
IL21 | 0.307 | 4.20E-23*** | 0.269 | 1.60E-10*** | 0.434 | 6.72E-04** | 0.307 | 4.20E-23*** | 0.306 | 5.26E-23*** | 0.300 | 9.26E-13*** | 0.362 | 5.25E-03* | 0.306 | 5.26E-23*** | |
Th17 | STAT3 | –0.059 | 6.17E-02 | –0.022 | 6.00E-01 | 0.172 | 1.96E-01 | –0.059 | 6.17E-02 | –0.052 | 9.99E-02 | –0.006 | 8.81E-01 | –0.027 | 8.42E-01 | –0.052 | 9.99E-02 |
IL17A | 0.147 | 3.22E-06*** | 0.090 | 3.60E-02 | 0.091 | 4.99E-01 | 0.147 | 3.22E-06*** | 0.145 | 4.11E-06*** | 0.069 | 1.06E-01 | 0.118 | 3.78E-01 | 0.145 | 4.11E-06*** | |
Treg | FOXP3 | 0.433 | 1.09E-46*** | 0.387 | 5.87E-21*** | 0.589 | 1.12E-06*** | 0.433 | 1.09E-46*** | 0.530 | 3.42E-73*** | 0.601 | 7.84E-55*** | 0.707 | 5.62E-10*** | 0.530 | 3.42E-73*** |
CCR8 | 0.323 | 1.22E-25*** | 0.335 | 8.55E-16*** | 0.269 | 4.11E-02 | 0.323 | 1.22E-25*** | 0.377 | 5.91E-35*** | 0.465 | 1.26E-30*** | 0.398 | 1.97E-03* | 0.377 | 5.91E-35*** | |
STAT5B | –0.019 | 5.48E-01 | 0.010 | 8.10E-01 | 0.349 | 7.24E-03* | –0.019 | 5.48E-01 | 0.016 | 6.22E-01 | 0.055 | 2.01E-01 | 0.268 | 4.24E-02 | 0.016 | 6.22E-01 | |
TGFβ (TGFB1) | 0.226 | 4.98E-13*** | 0.176 | 3.48E-05*** | 0.119 | 3.72E-01 | 0.226 | 4.98E-13*** | 0.444 | 2.52E-49*** | 0.379 | 4.87E-20*** | 0.286 | 2.98E-02 | 0.444 | 2.52E-49*** | |
T cell exhaustion | PD-1 (PDCD1) | 0.532 | 7.13E-74*** | 0.489 | 4.59E-34*** | 0.542 | 1.11E-05*** | 0.532 | 7.13E-74*** | 0.648 | 2.41E-119*** | 0.599 | 2.54E-54*** | 0.801 | 4.64E-14*** | 0.648 | 2.41E-119*** |
CTLA4 | 0.479 | 3.42E-58*** | 0.419 | 1.50E-24*** | 0.585 | 1.45E-06*** | 0.479 | 3.42E-58*** | 0.555 | 2.69E-81*** | 0.523 | 1.64E-39*** | 0.744 | 2.25E-11*** | 0.555 | 2.69E-81*** | |
TIM-3 (HAVCR2) | 0.387 | 6.57E-37*** | 0.396 | 6.02E-22*** | 0.407 | 1.53E-03* | 0.387 | 6.57E-37*** | 0.632 | 3.62E-112*** | 0.642 | 1.48E-64*** | 0.572 | 2.76E-06*** | 0.632 | 3.62E-112*** | |
LAG3 | 0.400 | 2.08E-39*** | 0.368 | 5.88E-19*** | 0.404 | 1.68E-03* | 0.400 | 2.08E-39*** | 0.484 | 1.56E-59*** | 0.436 | 1.15E-26*** | 0.652 | 3.05E-08*** | 0.484 | 1.56E-59*** | |
GZMB | 0.417 | 5.47E-43*** | 0.374 | 1.50E-19*** | 0.520 | 2.82E-05*** | 0.417 | 5.47E-43*** | 0.528 | 2.35E-72*** | 0.511 | 1.49E-37*** | 0.715 | 2.87E-10*** | 0.528 | 2.35E-72*** | |
TAM | CCL2 | 0.248 | 2.06E-15*** | 0.204 | 1.52E-06*** | 0.190 | 1.53E-01 | 0.248 | 2.06E-15*** | 0.354 | 9.25E-31*** | 0.364 | 1.48E-18*** | 0.306 | 1.93E-02 | 0.354 | 9.25E-31*** |
CD68 | 0.339 | 3.24E-28*** | 0.346 | 9.13E-17*** | 0.367 | 4.59E-03* | 0.339 | 3.24E-28*** | 0.584 | 5.26E-92*** | 0.610 | 6.43E-57*** | 0.450 | 3.97E-04** | 0.584 | 5.26E-92*** | |
IL10 | 0.283 | 9.30E-20*** | 0.250 | 3.31E-09*** | 0.363 | 5.11E-03* | 0.283 | 9.30E-20*** | 0.432 | 2.29E-46*** | 0.412 | 1.06E-23*** | 0.515 | 3.55E-05*** | 0.432 | 2.29E-46*** |
P < 0.01,
P < 0.001,
P < 0.0001.
Cor, correlation adjusted by purity; PD-1, programmed cell death protein 1; BRCA, invasive breast carcinoma.
The bold values indicate that the results are statistically significant.