In the current study, we included participants from the TWB cohort study to elucidate the effects of age, sex, and obesity on the association of KLF14 variants and methylation status with conventional and allometric body shape indices, IR surrogate marker levels, various metabolic traits, and metabolic syndrome. The gene discussed is KLF14; the disease is obesity due to melanocortin 4 receptor deficiency.