Taken together, our data revealed that variations of the KLF14 gene, including gene variants and methylation levels for body shape indices, IR status, and metabolic traits, are highly dependent on age, sex, or obesity. This evidence concerns the gene KLF14 and obesity due to melanocortin 4 receptor deficiency.