The Cox proportional hazard model showed that the tumor infiltrations of macrophages and CD8+ T cells were significantly associated with a reduced mortality rate in ccRCC patients (* p < 0.05). This evidence concerns the gene CD8A and nonpapillary renal cell carcinoma.