This finding suggests that the shift of insulin signaling proteins from IRS1 to IRS2 in follicles may be associated with ovarian abnormalities in PCOS and gestational diabetes mellitus patients (93). The gene discussed is IRS2; the disease is polycystic ovary syndrome.