Among these, TYMP, TOP2A, CHI3L2, CDKN3, CENPM, and RZH2 were considered to be related to the unfavorable prognosis of ccRCC patients (Fig. 7). This evidence concerns the gene CHI3L2 and nonpapillary renal cell carcinoma.