Functional enrichment analysis highlighted that these biomarkers are enriched in critical BPs and signaling pathways, like fatty acid metabolism and PPAR signaling, which are integral to the metabolic reprogramming of ccRCC. Here, PPARA is linked to nonpapillary renal cell carcinoma.