Furthermore, AGE-induced HK-2 cells were employed to analyze changes in Klotho expression and key senescence-associated molecules, providing further mechanistic insight into the anti-senescence effects of SYG in DKD. This evidence concerns the gene KL and diabetic kidney disease.