Conversely, in hypogonadotropic hypogonadism and hypothalamic amenorrhea, GnRH secretion is diminished, resulting in low FSH and LH levels and impaired gonadal function (66). Here, PLOD1 is linked to hypogonadotropic hypogonadism.