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Annotating genes and genomes with DNA sequences extracted from biomedical articles

机译:用从生物医学文章中提取的DNA序列注释基因和基因组

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Motivation: Increasing rates of publication and DNA sequencing make the problem of finding relevant articles for a particular gene or genomic region more challenging than ever. Existing text-mining approaches focus on finding gene names or identifiers in English text. These are often not unique and do not identify the exact genomic location of a study.Results: Here, we report the results of a novel text-mining approach that extracts DNA sequences from biomedical articles and automatically maps them to genomic databases. We find that similar to 20% of open access articles in PubMed central (PMC) have extractable DNA sequences that can be accurately mapped to the correct gene (91%) and genome (96%). We illustrate the utility of data extracted by text2genome from more than 150 000 PMC articles for the interpretation of ChIP-seq data and the design of quantitative reverse transcriptase (RT)-PCR experiments.Conclusion: Our approach links articles to genes and organisms without relying on gene names or identifiers. It also produces genome annotation tracks of the biomedical literature, thereby allowing researchers to use the power of modern genome browsers to access and analyze publications in the context of genomic data.
机译:动机:出版率和DNA测序的增加使寻找特定基因或基因组区域的相关文章比以往更具挑战性。现有的文本挖掘方法着重于在英文文本中查找基因名称或标识符。这些通常不是唯一的,并且不能识别研究的确切基因组位置。结果:在这里,我们报告了一种新颖的文本挖掘方法的结果,该方法可从生物医学文章中提取DNA序列并将其自动映射到基因组数据库。我们发现,在PubMed Central(PMC)中接近20%的开放获取文章具有可提取的DNA序列,这些序列可准确地定位到正确的基因(91%)和基因组(96%)。我们举例说明了text2genome从超过150000 PMC文章中提取的数据用于解释ChIP-seq数据和定量逆转录酶(RT)-PCR实验设计的结论。结论:我们的方法无需依赖即可将文章链接到基因和生物基因名称或标识符上。它还可以产生生物医学文献的基因组注释轨迹,从而使研究人员可以利用现代基因组浏览器的功能来访问和分析基因组数据中的出版物。

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