The expression of key genes such as CAT, NFKB1, MAPK10, NOX1, MT1X, HMOX1, TXNRD1, and SOD2 is also related to the poor prognosis of ccRCC patients (Supplementary Materials Figure S1B-I). This evidence concerns the gene TXNRD1 and nonpapillary renal cell carcinoma.