In order to further understand the evolution process of CD8+T cells from naive to exhausted in tumor microenvironment, we predicted the genetic changes of T cells by pseudo-temporal analysis (monocle2), and analyzed the important role of T cell states by Go analysis (Figure 3C). This evidence concerns the gene CD8A and neoplasm.