Diabetic encephalopathy is one of the complications of diabetes. Cognitive dysfunction is the main performance. The pathogenesis of this disease is complex, and its diagnosis is not clear. This paper expounds the research and progress of this disease from the pathogenesis, pathological changes in morphology,clinical manifestations and the relationship between Alzheimer's disease and neurotrophic factor.