Abstract Hypergraph computation, with its superior capability in complex data modeling, is a powerful tool for many medical and biological applications. In this chapter, we introduce four typical examples of the use hypergraph computation applications, i.e., computer-aided diagnosis, survival prediction histopathological images, drug discovery, image segmentation. each application, present how ...