The results of subgroup analysis showed that the interaction analysis of risk factors related to osteoporosis included gender, age, BMI, smoking and the use of antihypertensive drugs do not significantly affect the protective effect of GLP-1 RAs on osteoporosis. The gene discussed is GLP1R; the disease is osteoporosis.