Overall, 6 genes (SCARB1, GNAS1, EPAS1, BIRC5, MC1R, and VDR) were found to be implicated in interaction effects of potential influence on ccRCC development (Table 3). Here, BIRC5 is linked to nonpapillary renal cell carcinoma.