In ccRCC, scRNA-seq revealed notable alterations in the gene expression profiles of infiltrating immune cells, particularly an augmentation in CD8+ T cells and macrophages within the tumor microenvironment. Here, CD8A is linked to nonpapillary renal cell carcinoma.