Notably, both HIF-2α and autophagy pathways are highly connected to ccRCC’s lipid metabolism, and few studies have explored the potential linkage between HIF-2α and autophagy. The gene discussed is EPAS1; the disease is nonpapillary renal cell carcinoma.