GDF15 and nonpapillary renal cell carcinoma: Third, we did not explore the in-depth mechanistic details on GDF15 regulating ferroptosis in the current study, which focused on the prioritization of GDF15 in ccRCC and the discovery of its role in regulating ferroptosis.