Disease similarity studies for understanding the pathogenesis of complex diseases, diagnosis, prognosis and drug development are important. Recently, researchers constructed Disease Ontology disease (DO) by integrating a variety of disease terms, which builds up the foundation of disease similarity measurement based on DO. We summary disease similarity calculation methods based on DO-related information in this paper and discuss the issues and challenges in disease similarity measurement, offer helpful reference for further research.