SMIM24 and nonpapillary renal cell carcinoma: Our study culminated in the identification of three key RAS-related genes—specifically SLC6A19, SLC16A12, and SMIM24, which have been demonstrated to be significantly correlated with the prognosis of ccRCC and utilizing these genes, we developed a robust prognostic model.