Moreover, simple mediation analysis revealed that obesity, CKD, and NAFLD acted as intermediaries in the relationship between α-Klotho and CVD risk, with CKD demonstrating the strongest mediating effect. The gene discussed is KL; the disease is obesity due to melanocortin 4 receptor deficiency.