GSEA analysis showed that some cancer-associated pathways such as P53 pathway, Cell cycle, DNA replication, and Cytosolic DNA-Sensing pathway were enriched in high-risk ccRCC patients. This evidence concerns the gene TP53 and nonpapillary renal cell carcinoma.