The genetic analysis using TagSNPs in the five genes included in the adiponutrin gene family revealed that some variants within these genes exert a weak but significant effect on obesity in children and adolescents. This evidence concerns the gene PNPLA3 and obesity due to melanocortin 4 receptor deficiency.