However, the mechanism of how GLP-1 regulates diabetes-associated VC remains unclear, and it remains to be investigated whether it directly affects VSMC osteogenic differentiation or indirectly by affecting blood glucose concentrations. The gene discussed is GLP1R; the disease is diabetes mellitus.