Taken together, our study showed that GDF15 could inhibit the proliferation, migration, invasion and induce ferroptosis of ccRCC cells, potentially by upregulating GPX4, and that downregulation of GDF15 could led to unfavorable patient survival. The gene discussed is GPX4; the disease is nonpapillary renal cell carcinoma.