A cancer Knowledge Graph(KG)is built based on Chinese clinical guidelines and related literatures in the field of cancer, and the intelligent question answering application is realized according to the cancer KG. The paper elaborates the building method and application results of the KG in detail, and points out that the KG can provide certain clinical decision support for cancer diagnosis and treatment, and provide references for the building and application of KG in other fields.