Our study further supports the hypothesis that a high population of CD4+ and CD8+ T-cells within the TME in ccRCC may optimize the activity of cytotoxic T lymphocytes and potentially play an important role in this subtype’s sensitivity to ICIs (32). This evidence concerns the gene CD8A and nonpapillary renal cell carcinoma.