Furthermore, AAPs improve glucose and lipid metabolism disorders by activating the AKT and AMPK signaling pathways in T2DM mice, thereby adjusting the gut microbiota (Xu et al., 2021). This evidence concerns the gene AKT1 and type 2 diabetes mellitus.