Our finding is consistent with the study in clear cell carcinoma where HIF-2α was shown to promote ferroptosis by upregulating lipid genes and stimulating the specific enrichment of polyunsaturated fatty acids [39], and these evidence supports the conclusion that HIF pathway is a key driver of ferroptosis vulnerability [33]. The gene discussed is EPAS1; the disease is clear cell adenocarcinoma.