Furthermore, the hypothalamic-pituitary-gonadal (HPG) axis also plays a critical role in spermatogenesis regulation, and in the state of obesity, there is HPG disruption leading to hormonal imbalances including FSH, LH, and testosterone (17). Here, PLOD1 is linked to obesity due to melanocortin 4 receptor deficiency.