Notably, both WC and BMI were found to have negative correlations with testosterone, SHBG, FAI, and the T/E2 ratio but a positive correlation with estradiol, particularly in individuals with larger WC and higher obesity classes. Here, SHBG is linked to obesity due to melanocortin 4 receptor deficiency.