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). The gene discussed is HIF1A; the disease is hereditary clear cell renal cell carcinoma.