We can therefore speculate that CCNF is involved in immune escape and immunosuppression in the ccRCC microenvironment, and it may serve as a potential target to increase the effectiveness of immunotherapy in ccRCC. This evidence concerns the gene CCNF and nonpapillary renal cell carcinoma.