In this study, we examined the association of the polymorphism rs4420638 A > G, tagging the LD block harboring the APOE and APOC1 genes, with the risk of obesity using BMI case-control groups of Portuguese children (normal-weight vs. overweight, including obesity). The gene discussed is APOE; the disease is obesity due to melanocortin 4 receptor deficiency.