Therefore, obesity and metabolic disorders affect the relationship between metabolically healthy phenotypes and Klotho through mechanisms such as inducing chronic inflammation, interfering with insulin function and abnormal secretion of adipokines. This evidence concerns the gene INS and Other metabolic disease.