In summary, IGF2BP3, CDKN1A, GSDMB, FABP5, and RBMX genes are obviously correlated with the prognosis of ccRCC and could be used to establish a prognosis model. This evidence concerns the gene RBMX and nonpapillary renal cell carcinoma.