Through single-cell analyses of gene expression and surface markers in T cells, we found the gene signatures in T cells associated with CD4 TReg cells and cytotoxic yet exhausted CD8 T cells, while tumor cells showed an overexpression of genes related to metabolic activity, interferon response, and other pathways associated with tumor malignancy. This evidence concerns the gene CD8A and neoplasm.