PLOD1 and hypogonadotropic hypogonadism: Patients with primary or secondary amenorrhea with low or inappropriately normal levels of gonadotropins (FSH and LH) and low levels of oestradiol (confirmed by two different tests), after ruling out hyperprolactinemia and interfering drugs, have (secondary or central) hypogonadotropic hypogonadism.