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RLIMS-P: an online text-mining tool for literature-based extraction of protein phosphorylation information

机译:RLIMS-P:一种在线文本挖掘工具用于基于文献的蛋白质磷酸化信息提取

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摘要

Protein phosphorylation is central to the regulation of most aspects of cell function. Given its importance, it has been the subject of active research as well as the focus of curation in several biological databases. We have developed >Rule-based >Literature >Mining >System for protein >Phosphorylation (RLIMS-P), an online text-mining tool to help curators identify biomedical research articles relevant to protein phosphorylation. The tool presents information on protein kinases, substrates and phosphorylation sites automatically extracted from the biomedical literature. The utility of the RLIMS-P Web site has been evaluated by curators from Phospho.ELM, PhosphoGRID/BioGrid and Protein Ontology as part of the BioCreative IV user interactive task (IAT). The system achieved F-scores of 0.76, 0.88 and 0.92 for the extraction of kinase, substrate and phosphorylation sites, respectively, and a precision of 0.88 in the retrieval of relevant phosphorylation literature. The system also received highly favorable feedback from the curators in a user survey. Based on the curators’ suggestions, the Web site has been enhanced to improve its usability. In the RLIMS-P Web site, phosphorylation information can be retrieved by PubMed IDs or keywords, with an option for selecting targeted species. The result page displays a sortable table with phosphorylation information. The text evidence page displays the abstract with color-coded entity mentions and includes links to UniProtKB entries via normalization, i.e. the linking of entity mentions to database identifiers, facilitated by the GenNorm tool and by the links to the bibliography in UniProt. Log in and editing capabilities are offered to any user interested in contributing to the validation of RLIMS-P results. Retrieved phosphorylation information can also be downloaded in CSV format and the text evidence in the BioC format. RLIMS-P is freely available.>Database URL:
机译:蛋白质磷酸化对于调节细胞功能的大多数方面至关重要。鉴于其重要性,它一直是活跃研究的主题,也是多个生物学数据库中策展的重点。我们已经开发了基于> R ule的> L 内在物质> P 的> S 系统 M >磷酸化(RLIMS-P),一种在线文本挖掘工具,可帮助策展人识别与蛋白质磷酸化有关的生物医学研究文章。该工具提供有关从生物医学文献中自动提取的蛋白激酶,底物和磷酸化位点的信息。作为BioCreative IV用户交互任务(IAT)的一部分,来自Phospho.ELM,PhosphoGRID / BioGrid和Protein Ontology的策展人已经评估了RLIMS-P网站的实用程序。该系统在提取激酶,底物和磷酸化位点时分别获得了0.76、0.88和0.92的F值,在检索相关的磷酸化文献中的精度为0.88。在用户调查中,该系统还收到了策展人的高度好评。根据策展人的建议,对该网站进行了改进以提高其可用性。在RLIMS-P网站上,可以通过PubMed ID或关键字检索磷酸化信息,并可以选择目标物种。结果页面显示带有磷酸化信息的可排序表。文本证据页​​面显示带有颜色编码的实体提及的摘要,并通过归一化包含到UniProtKB条目的链接,即通过GenNorm工具和UniProt中的书目链接实现的实体提及与数据库标识符的链接。任何有兴趣对RLIMS-P结果验证做出贡献的用户都可以使用登录和编辑功能。检索到的磷酸化信息也可以CSV格式下载,文本证据也可以BioC格式下载。 RLIMS-P免费提供。>数据库URL:

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