However, further research is needed to determine how the cuproptosis-related gene ferredoxin 1 (FDX1) affects the tumor immune response and its prognostic significance in clear cell renal cell carcinoma (ccRCC). The gene discussed is FDX1; the disease is nonpapillary renal cell carcinoma.