Hypogonadotropic hypogonadism, often seen in beta-thalassemia major (BTM) patients due to iron-induced pituitary damage, is instead characterized by low FSH and LH levels, reflecting the impaired pituitary production of these hormones necessary for normal ovarian function. This evidence concerns the gene PLOD1 and hypogonadotropic hypogonadism.