PLOD1 and amenorrhea: First, at the baseline visit in our clinic, the patient had suffered from a long history of amenorrhea with maintained gonadotropin secretion but low estrogen levels, likely due to a partial leptin insufficiency or leptin asynchrony, since it has been demonstrated that leptin regulates LH and estradiol oscillations [46].