AN patients presented with hypogonadotropic hypogonadism with significantly decreased LH, FSH and 17βEstradiol plasma levels compared to controls (p = 0.03, p = 0.009 and p = 0.01 respectively) and also normalized after body weight recovery. This evidence concerns the gene PLOD1 and hypogonadotropic hypogonadism.