Investigation of the protein–protein interaction (PPI) network uncovered that AKT, LC3A, P62, 和 Beclin-1 constitute the four principal targets through which quercetin’s active components exert their therapeutic effects on diabetes. Here, AKT1 is linked to diabetes mellitus.