Additionally, our analysis confirmed the downregulation of oxidative phosphorylation processes, with key genes such as NDUFV2 and COX6C showing significant decreases in expression (Supplementary Data S3), consistent with metabolic reprogramming in ccRCC. This evidence concerns the gene NDUFV2 and nonpapillary renal cell carcinoma.