In light of these observations, at first it may seem paradoxical that ccRCC tumors with a high infiltration by CD8 + T cells are classically associated with worse prognosis yet respond better to ICI, while those that are more angiogenic and less inclined to respond to ICI have tended to exhibit more favorable outcomes. This evidence concerns the gene CD8A and nonpapillary renal cell carcinoma.