Most importantly, we explored the relationship between vital gene FDX1 and copper ionophore-induced cell death in ccRCC, which brought benefits to further understand the cuproptosis in ccRCC. The gene discussed is FDX1; the disease is nonpapillary renal cell carcinoma.