KEGG enrichment analysis of DEGs within each ARES highlighted significant pathways including PI3K-Akt signaling pathway, Tight junction, Ribosome, Renal cell carcinoma, HIF-1 signaling pathway, Apoptosis, Ferroptosis among others (Fig. 2F). This evidence concerns the gene AKT1 and hereditary clear cell renal cell carcinoma.