The scRNA-seq analysis of ccRCC tumors and adjacent non-tumor tissues has been conducted, revealing a higher abundance of exhausted CD8 + T cells within the tumor tissue compared to the adjacent normal tissue [175, 254]. This evidence concerns the gene CD8A and nonpapillary renal cell carcinoma.