Recent scRNA-seq studies have shown that terminally exhausted CD8+ T cells are enriched in advanced ccRCC and specific CD8+ T cell phenotypes are associated with immune-checkpoint blockade22,23,25. Here, CD8A is linked to nonpapillary renal cell carcinoma.