In the simple mediation model (Fig. 2), significant indirect effects were observed for general obesity (9.19%), NAFLD (4.19%), and CKD (20.42%), indicating that CKD accounted for the largest proportion of Klotho’s protective association with CVD. This evidence concerns the gene KL and metabolic dysfunction-associated steatotic liver disease.