Female-specific survival differences were found in BAP1 and NCOR1P1. Male-specific survival differences were found in ASXL3 and KDM5C. These results suggest that biological sex should be considered an important predictor in ccRCC. Here, BAP1 is linked to nonpapillary renal cell carcinoma.