To further investigate the potential molecular mechanisms of CEP55, IFI44, NCF4, and TCIRG1 in ccRCC, we performed GSEA using TCGA ccRCC RNA-seq data. The gene discussed is NCF4; the disease is nonpapillary renal cell carcinoma.