Finally, the genes of the risk score prognostic model that we constructed included ABAT, ALDH6A1, CHDH, EPHX2, ETNK2, and FBP1, which were downregulated in ccRCC. This evidence concerns the gene ALDH6A1 and nonpapillary renal cell carcinoma.