The result demonstrated that VEGFA, AURKB, CCNA2, MCM2, MCM7, SMC4, TPX2, SLC2A1, MCM5, and NCAPG might be considered biomarkers for ccRCC. Here, MCM7 is linked to nonpapillary renal cell carcinoma.