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GOTA: GO term annotation of biomedical literature

机译:GOTA:生物医学文献的GO术语注释

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摘要

Functional annotation of genes and gene products is a major challenge in the post-genomic era. Nowadays, gene function curation is largely based on manual assignment of Gene Ontology (GO) annotations to genes by using published literature. The annotation task is extremely time-consuming, therefore there is an increasing interest in automated tools that can assist human experts. Here we introduce GOTA, a GO term annotator for biomedical literature. The proposed approach makes use only of information that is readily available from public repositories and it is easily expandable to handle novel sources of information. We assess the classification capabilities of GOTA on a large benchmark set of publications. The overall performances are encouraging in comparison to the state of the art in multi-label classification over large taxonomies. Furthermore, the experimental tests provide some interesting insights into the potential improvement of automated annotation tools. GOTA implements a flexible and expandable model for GO annotation of biomedical literature. The current version of the GOTA tool is freely available at http://gota.apice.unibo.it .
机译:基因和基因产物的功能注释是后基因组时代的主要挑战。如今,基因功能管理主要基于通过使用公开文献将基因本体论(GO)注释手动分配给基因。注释任务非常耗时,因此人们对可以帮助人类专家的自动化工具越来越感兴趣。在这里,我们介绍GOTA,这是生物医学文献的GO术语注释器。提议的方法仅利用可从公共存储库中容易获得的信息,并且可以轻松扩展以处理新颖的信息源。我们根据大量基准出版物评估了GOTA的分类能力。与大型分类法中多标签分类的最新技术相比,总体性能令人鼓舞。此外,实验测试对自动注释工具的潜在改进提供了一些有趣的见解。 GOTA为生物医学文献的GO注释实现了灵活且可扩展的模型。当前版本的GOTA工具可从http://gota.apice.unibo.it免费获得。

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