While the majority of studies have found no association between variants in the FTO locus and birth weight [6], [18], [21], [22], [23], one study of 4,693 individuals found an FTO obesity risk allele to be associated with higher BMI and ponderal index at birth [20]. This evidence concerns the gene FTO and obesity due to melanocortin 4 receptor deficiency.