An inappropriately normal or low level of LH and FSH in the presence of low estradiol in females and testosterone in males indicates hypogonadotropic hypogonadism, while in hypergonadotropic hypogonadism, the level of LH and FSH is high. The gene discussed is PLOD1; the disease is Hypergonadotropic hypogonadism.