The study of FTO illustrates how human genetic “hypothesis free” approaches can be a catalyst to approaches in functional genomics and the same integrative approach can be applied to other obesity-associated genes markedly increasing our understanding of the physiology of obesity in the upcoming years. This evidence concerns the gene FTO and obesity due to melanocortin 4 receptor deficiency.