Furthermore, we found the classic ferroptosis suppressor gene GPX4 showed upregulated expression in TTs (Additional file 1: Fig. S4h), implying inducing ferroptosis through regulation of GPX4 for tumor therapy might be more effective in TTs than in PTs in ccRCC patients. This evidence concerns the gene GPX4 and nonpapillary renal cell carcinoma.