As shown in KEGG enrichment analysis results, ccRCC-related signaling pathways such as complement and coagulation cascades, neuroactive ligand-receptor interaction, cytokine-cytokine receptor interaction and PPAR signaling pathway were significantly enriched by these DEGs (Figure 6C). The gene discussed is PPARA; the disease is nonpapillary renal cell carcinoma.