The KEGG pathways results showed that ferroptosis-related DEGs were significantly enriched in RCC, proteoglycans in cancer, PPAR signaling pathway, PD-L1 expression, and PD-1 checkpoint pathway in cancer. Here, PPARA is linked to renal cell carcinoma.