Science · 2019 · 1.1K citations · 33 references
Natural SciencesChemistryComputer ScienceArtificial IntelligenceOrganic ChemistryRoboticsOrganic SynthesisParallel SynthesisReaction PathwaysRetrosynthetic AnalysisArtificial Intelligence In Retrosynthetic AnalysisComputer-assisted Synthesis PlanningContinuous Flow SynthesisDe Novo Synthesis PlanningReaction Sequence PlanningRobotic Synthesis Platforms
The synthesis of complex organic molecules requires several stages, from ideation to execution, that require time and effort investment from expert chemists. Here, we report a step toward a paradigm of chemical synthesis that relieves chemists from routine tasks, combining artificial intelligence-driven synthesis planning and a robotically controlled experimental platform. Synthetic routes are proposed through generalization of millions of published chemical reactions and validated in silico to maximize their likelihood of success. Additional implementation details are determined by expert chemists and recorded in reusable recipe files, which are executed by a modular continuous-flow platform that is automatically reconfigured by a robotic arm to set up the required unit operations and carry out the reaction. This strategy for computer-augmented chemical synthesis is demonstrated for 15 drug or drug-like substances.
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Extended-Connectivity Fingerprints
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Prediction of Organic Reaction Outcomes Using Machine Learning
Connor W. Coley, Regina Barzilay, Tommi Jaakkola et al. · ACS Central Science · 2017 · 823 citations · Full text