Furthermore, through stratification analyses, we observed that the association between RKIP rs17512051 and reduced ccRCC risk was more prominent in males, suggesting that the interaction of gender and genetic variants may contribute to the occurrence of ccRCC together. Here, PEBP1 is linked to nonpapillary renal cell carcinoma.