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Construction of a generic reaction knowledge base by reaction data mining

机译:通过反应数据挖掘构建通用反应知识库

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摘要

As synthesis by combinatorial chemistry and high throughput screening have become well-established strategies in the drug discovery process, chemists face increased challenges in managing large amounts of data and using these data to design more diverse and focused libraries. As synthesis is an intuitive and empirical process, however, the classical approaches to computer-assisted synthesis planning do not fully satisfy the needs of the synthetic chemist. We describe a novel computational technique for extracting reaction data and building a generic reaction knowledge base (GRKB) to provide chemists with useful and well-organized knowledge. The method consists of three key steps: (1) the automatic recognition of reaction centers, (2) the definition of a hierarchy of reaction patterns, and (3) the organization of the generic reaction knowledge. Significant reaction knowledge has been discovered via mining a subset of the InfoChem Reaction database. A frame system has been constructed to store and retrieve the GRKB. Applications of this GRKB to synthesis planning are illustrated.
机译:由于通过组合化学合成和高通量筛选已成为药物发现过程中公认的策略,化学家在管理大量数据以及使用这些数据设计更多样化和更具针对性的文库时面临越来越大的挑战。由于合成是一个直观且经验丰富的过程,因此,计算机辅助合成计划的经典方法不能完全满足合成化学家的需求。我们描述了一种新颖的计算技术,用于提取反应数据并建立通用的反应知识库(GRKB),以为化学家提供有用的和组织良好的知识。该方法包括三个关键步骤:(1)反应中心的自动识别;(2)反应模式层次的定义;(3)通用反应知识的组织。通过挖掘InfoChem Reaction数据库的子集,发现了重要的反应知识。已经构建了一个框架系统来存储和检索GRKB。说明了该GRKB在综合计划中的应用。

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