Clinical studies showed that patients in the POF group were found to have significantly higher FSH and LH serum concentrations and lower E2 serum levels when compared to healthy controls (Podfigurna, A et al., 2018; Qi et al., 2022). The gene discussed is PLOD1; the disease is premature menopause.