Additionally, we explore LH’s role in sperm maturation and quality, emphasizing its clinical implications in treating hypogonadotropic hypogonadism and diagnosing gonadal dysfunctions such as androgen insensitivity syndrome and precocious puberty. Here, PLOD1 is linked to hypogonadotropic hypogonadism.