The importance of chemical compounds has been emphasized more in molecular biology, and chemical genomics has attracted a great deal of attention in recent years. Thus an important issue in current molecular biology is to identify biological-related chemical compounds (more specifically, drugs) and genes. Co-occurrence of biological entities in the literature is a simple, comprehensive and popular technique to find the association of these entities. Our focus is to mine implicit chemical compound and gene relations from the co-occurrence in the literature.