Of these, 89.8% had low-inappropriately normal LH levels (≤ 9.4 UI/l, hypogonadotropic hypogonadism), and 10.2% had elevated levels (hypergonadotropic hypogonadism). The gene discussed is PLOD1; the disease is hypogonadotropic hypogonadism.