Kallmann syndrome (KS) mutations of PK2 and PKR2 genes induce alterations of hormonal reproductive axis, anosmia and may also be related to obesity [22]. This evidence concerns the gene PROK2 and obesity due to melanocortin 4 receptor deficiency.