The paper introduces the basic concepts of the gene-disease network and the community mining method, sets forth the overlapping community discovery cross iteration method process and framework based on the gene-disease network, carries out the experimental verification, as well as reveals the relation between genes and diseases, so as to provide theoretical instructions for diagnosis of biology and clinical medicine and drug development.