Classical ccRCC pathways—including IFN-γ response, hypoxia, glycolysis, and MTORC1 signaling—were among the upregulated gene sets in tumor versus normal comparisons across both AFR and EUR groups (Supplementary Fig. S3). Here, IFNG is linked to nonpapillary renal cell carcinoma.