Further research found that GLP-1 significantly reduced blood glucose in osteoporosis rats accompanied by an increasing in osteocalcin synthesis, indicating that osteoporosis and diabetes have a potential pathophysiology mechanism, and diabetes treatment drugs may have effects on osteoporosis (Xu et al., 2017). The gene discussed is BGLAP; the disease is osteoporosis.