PLOD1 and Hypergonadotropic hypogonadism: Additionally, elevated levels of FSH and LH indicate hypergonadotropic hypogonadism, which can result from testicular failure, agenesis, seminiferous tubular disease, or androgen production abnormalities (Abd El-Rahman and Omar 2022).