identified 10 hub genes (TOP2A, MYC, ALB, CDK1, VEGFA, MMP9, PTPRC, CASR, EGFR, and PTGS2) and six ccRCC-related modules by using co-expression analysis and PPI network construction (2). Here, VEGFA is linked to nonpapillary renal cell carcinoma.