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大肠杆菌的严谨反应:利用文献挖掘重新审视文献组

Stringent response of Escherichia coli: revisiting the bibliome using literature mining.

作者信息

Carneiro Sónia, Lourenço Anália, Ferreira Eugénio C, Rocha Isabel

机构信息

Institute for Biotechnology and Bioengineering (IBB), Centre of Biological Engineering, University of Minho, Campus de Gualtar, 4710-057 Braga, Portugal.

出版信息

Microb Inform Exp. 2011 Dec 30;1(1):14. doi: 10.1186/2042-5783-1-14.

Abstract

BACKGROUND

Understanding the mechanisms responsible for cellular responses depends on the systematic collection and analysis of information on the main biological concepts involved. Indeed, the identification of biologically relevant concepts in free text, namely genes, tRNAs, mRNAs, gene products and small molecules, is crucial to capture the structure and functioning of different responses.

RESULTS

In this work, we review literature reports on the study of the stringent response in Escherichia coli. Rather than undertaking the development of a highly specialised literature mining approach, we investigate the suitability of concept recognition and statistical analysis of concept occurrence as means to highlight the concepts that are most likely to be biologically engaged during this response. The co-occurrence analysis of core concepts in this stringent response, i.e. the (p)ppGpp nucleotides with gene products was also inspected and suggest that besides the enzymes RelA and SpoT that control the basal levels of (p)ppGpp nucleotides, many other proteins have a key role in this response. Functional enrichment analysis revealed that basic cellular processes such as metabolism, transcriptional and translational regulation are central, but other stress-associated responses might be elicited during the stringent response. In addition, the identification of less annotated concepts revealed that some (p)ppGpp-induced functional activities are still overlooked in most reviews.

CONCLUSIONS

In this paper we applied a literature mining approach that offers a more comprehensive analysis of the stringent response in E. coli. The compilation of relevant biological entities to this stress response and the assessment of their functional roles provided a more systematic understanding of this cellular response. Overlooked regulatory entities, such as transcriptional regulators, were found to play a role in this stress response. Moreover, the involvement of other stress-associated concepts demonstrates the complexity of this cellular response.

摘要

背景

了解细胞反应的机制依赖于对所涉及的主要生物学概念的信息进行系统收集和分析。实际上,在自由文本中识别生物学相关概念,即基因、转运RNA、信使RNA、基因产物和小分子,对于把握不同反应的结构和功能至关重要。

结果

在这项工作中,我们回顾了关于大肠杆菌严谨反应研究的文献报道。我们没有开发一种高度专业化的文献挖掘方法,而是研究概念识别和概念出现情况的统计分析作为突出在这种反应过程中最有可能参与生物学活动的概念的手段的适用性。还检查了这种严谨反应中核心概念的共现分析,即(p)ppGpp核苷酸与基因产物的共现分析,结果表明,除了控制(p)ppGpp核苷酸基础水平的RelA和SpoT酶之外,许多其他蛋白质在这种反应中也起着关键作用。功能富集分析表明,诸如代谢、转录和翻译调控等基本细胞过程是核心,但在严谨反应过程中可能会引发其他与应激相关的反应。此外,对注释较少的概念的识别表明,一些(p)ppGpp诱导的功能活动在大多数综述中仍然被忽视。

结论

在本文中,我们应用了一种文献挖掘方法,该方法对大肠杆菌的严谨反应提供了更全面的分析。对这种应激反应的相关生物实体的汇编及其功能作用的评估为这种细胞反应提供了更系统的理解。发现被忽视的调控实体,如转录调节因子,在这种应激反应中发挥作用。此外,其他与应激相关概念的参与证明了这种细胞反应的复杂性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e41d/3372295/681def98ed60/2042-5783-1-14-1.jpg

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