Among these, two downregulated genes have previously been associated with premature ovarian insufficiency (POI): Gja1, which is essential for oocyte–cumulus communication and implicated in polycystic ovarian syndrome, and Hif1a, a regulator of follicular development via hypoxia pathways. Here, HIF1A is linked to polycystic ovary syndrome.