Additionally, beyond metabolic factors related to insulin resistance and dyslipidaemia, PCOS was significantly associated with higher baseline levels of oestradiol (E2), LH, DHEAS, testosterone, AMH, FAI, BAI scores and BDI scores and lower SHBG levels, independent of obesity. Here, PLOD1 is linked to obesity due to melanocortin 4 receptor deficiency.