Abstract
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F. Raymond Salemme

DirectedDiversity¨ process control technology for combinatorial chemistry uses computer methods to design, select and iteratively refine combinatorial libraries of small molecule drugs from SAR data or 3D structural or pharmacophore models. A key feature of the process is the initial computer generation of very large "virtual" libraries of synthetically accessible compounds which are designed to explore specific structural features suggested from an input SAR or structural model. Virtual libraries typically contain 1,00,000 to 1,000,000 compounds where each compound has a validated chemical synthesis pathway, and is characterized by an extensive set of 120+ molecular descriptors. Computer codes are then used to select library sub-sets (100-1000 compounds) for rounds of automated synthesis and testing using high throughput bioassay technology. Test data resulting from compound bioassay during each round are interpreted by a computer selector code that is able to optimize multiple objectives simultaneously, in order to refine the properties of molecules selected in further rounds of synthesis and testing. The technology has been implemented through a hierarchical client-server system that tracks compounds from virtual conception through to testing and data base property registration. Applications of DirectedDiversity¨ technology to the generation of nanomolar potent protease inhibitors will be described.