In addition, we identified 89 microenvironment-related genes, and data from the PPI network and survival analysis revealed that IL10 and XCR1 may the potential key regulators for the TME of ccRCC and could be useful for outlining the prognosis of ccRCC patients. This evidence concerns the gene IL10 and nonpapillary renal cell carcinoma.