Cox proportional hazards models were used to evaluate the association between GLP-1 RA use and osteoporosis risk, adjusting for age, sex, BMI, blood pressure, lipid profile, renal function, osteocalcin, vitamin D levels, HbA1c, statin use, antihypertensive medication use, and smoking status. The gene discussed is GCG; the disease is osteoporosis.