PLOD1 and polycystic ovary syndrome: AMH also showed a high discriminative ability for PCOS (AUC: 0.841, sensitivity 78%, specificity 85%, p < 0.001), while the LH/FSH ratio (AUC: 0.798) demonstrated moderate predictive performance.