PLOD1 and polycystic ovary syndrome: Notably, emerging evidence suggests that hypothalamic dysfunction plays a central role in PCOS pathogenesis, where accelerated GnRH neuronal pulsatility (approximately 1 pulse/60 min) drives excessive LH secretion from pituitary gonadotropes [6].