Six haplotypes were significantly associated with obesity; two of them (one in GPX3 and the other one in GPX5 and GPX6) showed this association in a protective direction when obesity was classified by BMI. This evidence concerns the gene GPX3 and obesity due to melanocortin 4 receptor deficiency.