ccRCC demonstrates a paradoxical correlation in which higher TMB is associated with decreased survival and decreased levels of intra-tumoral CD8 T cells, M1 and M2 macrophages, CD4 memory resting T cells, and DCs [74]. This evidence concerns the gene CD8A and nonpapillary renal cell carcinoma.