PLOD1 and obesity due to melanocortin 4 receptor deficiency: 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.