Specifically, we highlight the cell signature, differentiation trajectory, regulatory mechanisms, and contributions to anti-tumor immunity of exhausted CD8+ T cells, as well as the roles of CD4+ T cells in helping CD8+ T cell responses. This evidence concerns the gene CD8A and neoplasm.