However, hormonal imbalances, including low FSH, LH, and vitamin D deficiency, showed a potential association with increased trabecular bone vulnerability, particularly in the lumbar spine (L1–L4) [6,13]. The gene discussed is PLOD1; the disease is vitamin D deficiency.