Our research suggests that adiponectin and the APPL1-AMPK-PPARα axis are important targets to interpret the cell protection mechanism of GLP-1, and this axis may be a potential target to prevent diabetic cardiovascular complications in the future. The gene discussed is GLP1R; the disease is complication.