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LimTox: a web tool for applied text mining of adverse event and toxicity associations of compounds drugs and genes

机译:LimTox:一种用于对化合物药物和基因的不良事件和毒性关联进行应用文本挖掘的网络工具

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摘要

A considerable effort has been devoted to retrieve systematically information for genes and proteins as well as relationships between them. Despite the importance of chemical compounds and drugs as a central bio-entity in pharmacological and biological research, only a limited number of freely available chemical text-mining/search engine technologies are currently accessible. Here we present LimTox (Literature Mining for Toxicology), a web-based online biomedical search tool with special focus on adverse hepatobiliary reactions. It integrates a range of text mining, named entity recognition and information extraction components. LimTox relies on machine-learning, rule-based, pattern-based and term lookup strategies. This system processes scientific abstracts, a set of full text articles and medical agency assessment reports. Although the main focus of LimTox is on adverse liver events, it enables also basic searches for other organ level toxicity associations (nephrotoxicity, cardiotoxicity, thyrotoxicity and phospholipidosis). This tool supports specialized search queries for: chemical compounds/drugs, genes (with additional emphasis on key enzymes in drug metabolism, namely P450 cytochromes—CYPs) and biochemical liver markers. The LimTox website is free and open to all users and there is no login requirement. LimTox can be accessed at:
机译:已经投入了大量的精力来系统地检索基因和蛋白质以及它们之间的关系的信息。尽管化合物和药物在药理和生物学研究中作为中心生物实体很重要,但目前只能使用有限数量的可免费获得的化学文本挖掘/搜索引擎技术。在这里,我们介绍LimTox(毒理学文献挖掘),这是一种基于Web的在线生物医学搜索工具,特别关注不良肝胆反应。它集成了一系列文本挖掘,命名实体识别和信息提取组件。 LimTox依赖于机器学习,基于规则,基于模式和术语查找策略。该系统处理科学文摘,一组全文文章和医疗机构评估报告。尽管LimTox的主要关注点是不良肝脏事件,但它还可以基本搜索其他器官水平的毒性关联(肾毒性,心脏毒性,甲状腺毒性和磷脂变性)。该工具支持以下专业搜索查询:化合物/药物,基因(特别强调药物代谢中的关键酶,即P450细胞色素—CYP)和生化肝标志物。 LimTox网站是免费的,并向所有用户开放,并且没有登录要求。 LimTox可以在以下位置访问:

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