The pathogenesis of ccRCC is influenced by the tumor microenvironment (TME), which includes malignant tumor cells, tumor-associated macrophages (TAMs), CD8 T cells, and fibroblasts (4). This evidence concerns the gene CD8A and nonpapillary renal cell carcinoma.