At the same time, KEGG pathway analysis provided evidence that the signaling pathways mainly involved the PPAR, AMPK pathways, insulin resistance, lipid and atherosclerosis, and alcoholic liver disease, among others. Here, PPARA is linked to atherosclerosis.