Additionally, focusing solely on the LOX1‐PI3K‐AKT‐eNOS pathway as the mechanism through which G. pentaphyllum improves hyperlipidemia, further validation and analysis of other hyperlipidemia‐related signaling pathways obtained through KEGG analysis are required for a more comprehensive understanding of G. pentaphyllum's molecular mechanisms in treating hyperlipidemia. This evidence concerns the gene AKT1 and hyperlipidemia.