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. The gene discussed is LOX; the disease is nonpapillary renal cell carcinoma.