This study elucidates the critical role of the GCNT2/SHBG axis in regulating N-glycosylation and the PI3K/Akt signaling pathways, offering novel insights into PCOS pathophysiology (Figure 10). The gene discussed is GCNT2; the disease is polycystic ovary syndrome.