These results suggest that pretreatment with GnRH-ant in patients with PCOS led to relatively high levels of serum LH in the late stage of follicles, which had no negative effect on the quality of oocytes but contributed to the eventual development and maturation of oocytes in the late follicular stage. Here, PLOD1 is linked to polycystic ovary syndrome.