Furthermore, cocoa, metformin, glycyrrhizic acid, and probucol restored SIRT1 expression by activation of the AMPK/SIRT1 pathway, ultimately reducing oxidative stress, apoptosis, and enhancing autophagy in DKD models (26, 55–58). This evidence concerns the gene SIRT1 and diabetic kidney disease.