Taking "leukemia" as an example, the paper sets forward the method optimizing keywords co-occurrence network based on thesaurus to form the co-occurrence network optimization model, which carries out optimization clustering on data based on thesaurus through fuzzy clustering, and it points out that the method is conducive to optimization and clustering of the co-occurrence network and increase in the central concentration and density of the co-occurrence network.