Moreover, the study has shown that women with PCOS exhibited higher levels of AMH, elevated LH: FSH ratio, and reduced FF progesterone levels, confirming these as signatures of PCOS regardless of BMI, and obesity mainly exacerbates metabolic dysfunction rather than modulating reproductive outcomes. The gene discussed is PLOD1; the disease is Obesity.