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LimTox:一个用于化合物、药物和基因的不良事件和毒性关联的应用文本挖掘的网络工具。

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

机构信息

Spanish National Bioinformatics Institute Unit, Structural Biology and BioComputing Programme, Spanish National Cancer Research Centre (CNIO), Madrid 28029, Spain.

Small Molecule Discovery Platform, Molecular Therapeutics Program, Center for Applied Medical Research (CIMA), University of Navarra, Pamplona 31008, Spain.

出版信息

Nucleic Acids Res. 2017 Jul 3;45(W1):W484-W489. doi: 10.1093/nar/gkx462.

Abstract

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: http://limtox.bioinfo.cnio.es.

摘要

人们投入了相当大的精力来系统地检索基因和蛋白质的信息以及它们之间的关系。尽管化学化合物和药物作为药理学和生物学研究的核心生物实体非常重要,但目前只有数量有限的免费化学文本挖掘/搜索引擎技术可供使用。在这里,我们介绍 LimTox(毒理学文献挖掘),这是一个基于网络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。该系统处理科学摘要、一组全文文章和医学机构评估报告。尽管 LimTox 的主要重点是不良肝脏事件,但它也允许对其他器官水平毒性关联(肾毒性、心脏毒性、甲状腺毒性和磷脂沉积症)进行基本搜索。该工具支持针对以下内容的专门搜索查询:化学化合物/药物、基因(额外强调药物代谢中的关键酶,即 P450 细胞色素-CYPs)和生化肝脏标志物。LimTox 网站免费向所有用户开放,无需登录。可以通过以下网址访问 LimTox:http://limtox.bioinfo.cnio.es。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5df7/5570141/984dda74bcb4/gkx462fig1.jpg

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