SIRT1 and diabetic kidney disease: The core contradiction lies in the stage-specific adaptability of autophagy regulation—early-stage DKD requires autophagy activation (e.g., corilagin exerts this effect by activating the SIRT1-AMPK pathway [79]), whereas advanced DKD requires suppression of autophagic overactivation.