KEGG analysis demonstrated significant enrichment in AGE-RAGE signaling, TNF-mediated inflammation, and lipid-atherosclerosis pathways, while GAD mapping indicated associations with type 2 diabetes and atherosclerosis. Here, TNF is linked to atherosclerosis.