Subsequently, by conducting a series of rigorous analyses, three independent prognostic factors (TOM1L1, CFB, and PPP1R18) related to distant metastasis in ccRCC were identified. The gene discussed is PPP1R18; the disease is nonpapillary renal cell carcinoma.