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首页> 外文期刊>BMC Bioinformatics >Formalization of taxon-based constraints to detect inconsistencies in annotation and ontology development
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Formalization of taxon-based constraints to detect inconsistencies in annotation and ontology development

机译:基于分类单元的约束的形式化以检测注释和本体开发中的不一致

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Background The Gene Ontology project supports categorization of gene products according to their location of action, the molecular functions that they carry out, and the processes that they are involved in. Although the ontologies are intentionally developed to be taxon neutral, and to cover all species, there are inherent taxon specificities in some branches. For example, the process 'lactation' is specific to mammals and the location 'mitochondrion' is specific to eukaryotes. The lack of an explicit formalization of these constraints can lead to errors and inconsistencies in automated and manual annotation. Results We have formalized the taxonomic constraints implicit in some GO classes, and specified these at various levels in the ontology. We have also developed an inference system that can be used to check for violations of these constraints in annotations. Using the constraints in conjunction with the inference system, we have detected and removed errors in annotations and improved the structure of the ontology. Conclusions Detection of inconsistencies in taxon-specificity enables gradual improvement of the ontologies, the annotations, and the formalized constraints. This is progressively improving the quality of our data. The full system is available for download, and new constraints or proposed changes to constraints can be submitted online at https://sourceforge.net/tracker/?atid=605890&group_id=36855 .
机译:背景技术基因本体论项目根据其作用位置,它们执行的分子​​功能以及所涉及的过程来支持基因产物的分类。尽管这些本体论是有意发展为中性分类群的,并且涵盖了所有物种。 ,某些分支机构具有固有的分类单元特异性。例如,过程“泌乳”特定于哺乳动物,而位置“线粒体”特定于真核生物。缺少这些约束的明确形式化会导致自动和手动注释中的错误和不一致。结果我们已经正式定义了一些GO类中隐含的分类约束,并在本体的各个级别上进行了指定。我们还开发了一种推理系统,可用于检查注释中是否违反了这些约束。结合约束条件和推理系统,我们已经检测并消除了注释中的错误,并改进了本体的结构。结论检测分类单元特异性不一致可以逐步改善本体,注释和形式化约束。这正在逐步改善我们的数据质量。完整的系统可供下载,新的约束或对约束的建议更改可以在https://sourceforge.net/tracker/?atid=605890&group_id=36855上在线提交。

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