Hormonal imbalances in advanced CKD, particularly with regard to LH and testosterone levels, lead to high rates of hypergonadotropic hypogonadism in male patients [102]; thus, the normalization of testosterone may correct the male hormonal profile, and sexual function may also see improvement. The gene discussed is PLOD1; the disease is Hypergonadotropic hypogonadism.