After adjustment for potential confounders, women with obesity had a 63% higher probability of presenting altered serum leptin levels (PR = 1.63; 95% CI: 1.32–2.02; p < 0.001) compared with those without obesity. This evidence concerns the gene LEP and obesity due to melanocortin 4 receptor deficiency.