<h4>Abstract</h4>This study aimed to investigate whether an early LH surge during controlled ovarian stimulation (COS) affects pregnancy outcomes in patients with polycystic ovary syndrome (PCOS) undergoing assisted reproductive technology (ART) and to explore methods for identifying high-risk patients for early intervention. Here, PLOD1 is linked to polycystic ovary syndrome.