To the best of our knowledge, this is the first study to assess the moderating role of CRF and muscular strength in the relationship between genetic susceptibility to the FNDC5 gene and obesity in children and adolescents. Here, FNDC5 is linked to obesity due to melanocortin 4 receptor deficiency.