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. Here, CHDH is linked to nonpapillary renal cell carcinoma.