Disruptions in these hormones, particularly in obesity, lead to dysfunction in the female HPO axis, causing menstrual irregularities and infertility (Khan et al., 2022; Luo et al., 2020; Luo et al., 2021). The gene discussed is GFER; the disease is obesity due to melanocortin 4 receptor deficiency.