We identified immune interactions between tumor cells and T cells decreasing, especially the immune promotion related pairs such as PVR-CD226 and CXCL12-CXCR4, which may mediate tumor cell immune escape despite heavy lymphocyte infiltration. Here, CXCL12 is linked to neoplasm.