The AGE-RAGE signaling pathway, PI3K-Akt signaling pathway, and HIF-1 signaling pathway in lipids and atherosclerosis, diabetic complications may play an important role in the treatment of T2DM with LGZG decoction as seen in the results of enrichment pathways in KEGG. Here, HIF1A is linked to atherosclerosis.