Given the observed negative association between α-Klotho and both CVD risk and cardiometabolic comorbidities, we conducted mediation analyses to explore whether metabolic conditions—T2DM, obesity, CKD, and NAFLD—serve as intermediaries in this relationship. This evidence concerns the gene KL and obesity due to melanocortin 4 receptor deficiency.