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. This evidence concerns the gene KLF14 and obesity disorder.