The paradox where high infiltration of CD8+ T cells is not linked to favorable prognosis and response to ICI in patients with ccRCC stems from the existence of exhausted and/or dysfunctional T cells. This evidence concerns the gene CD8A and nonpapillary renal cell carcinoma.