In PCOS, reduced progesterone negative feedback combined with elevated ovarian androgen levels accelerates GnRH pulse frequency, leading to excessive LH secretion, an increased LH/FSH ratio, and consequent ovarian hyperandrogenism (31–33). Here, PLOD1 is linked to polycystic ovary syndrome.