Luteinizing hormone (LH) and follicle-stimulating hormone (FSH) levels were markedly elevated in the hypogonadism group, consistent with hypergonadotropic hypogonadism and impaired negative feedback regulation of the hypothalamic–pituitary–gonadal axis. This evidence concerns the gene PLOD1 and hypogonadism.