To study on medical knowledge representation model, the building of medical knowledge map, semantic retrieval and visualized analysis method systematically, the interactive visualized knowledge service system, namely, the virtual patient is built based on the medical knowledge map. The paper elaborates on the technology realization mode, application and anticipated effectiveness, as well as points out that the system is conducive to the rapid improvement of the clinical capability of primary doctors, so as to relief the tensions between doctors and patients.