To further investigate the potential molecular mechanisms of CEP55, IFI44, NCF4, and TCIRG1 in ccRCC, we performed GSEA using TCGA ccRCC RNA-seq data. This evidence concerns the gene IFI44 and nonpapillary renal cell carcinoma.