According to the survival analysis, 9 DEGs among the above 20 hub genes were closely related to shorter survival time of ccRCC patients, including ALB, C3, LOX, HRG, CXCR4, GPC3, SLC12A3, CP, and CASR. This evidence concerns the gene HRG and nonpapillary renal cell carcinoma.