To observe the effect of diabetes on cognitive function and further investigate the potential effect of DPP-4 inhibitor on diabetic cognitive dysfunction, we built diabetic rat model (see Materials and Methods section) and evaluated the rats' learning and recognition ability by MWM test. The gene discussed is DPP4; the disease is diabetes mellitus.