大肠杆菌的严格响应:用文献挖掘法重访文献组。

Sónia Carneiro, Anália Lourenço, Eugénio C Ferreira, Isabel Rocha
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引用次数: 10

摘要

背景:理解细胞反应的机制取决于系统地收集和分析所涉及的主要生物学概念的信息。事实上,在自由文本中识别生物学相关概念,即基因、trna、mrna、基因产物和小分子,对于捕捉不同反应的结构和功能至关重要。结果:本文对大肠杆菌严格反应研究的文献报道进行了综述。我们不是开发高度专业化的文献挖掘方法,而是研究概念识别的适用性和概念发生的统计分析,以此作为突出在此响应期间最有可能参与生物活动的概念的手段。对这一严格反应的核心概念,即(p)ppGpp核苷酸与基因产物的共现分析也进行了检查,并表明除了控制(p)ppGpp核苷酸基础水平的RelA和SpoT酶外,许多其他蛋白质在这一反应中起关键作用。功能富集分析表明,基本的细胞过程如代谢、转录和翻译调节是中心,但在严格的响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,在大多数综述中,一些(p) ppgpp诱导的功能活动仍然被忽视。结论:在本文中,我们采用了一种文献挖掘方法,对大肠杆菌的严格反应进行了更全面的分析。对这种应激反应的相关生物实体的汇编和对其功能作用的评估提供了对这种细胞反应的更系统的理解。被忽视的调控实体,如转录调控,被发现在这种应激反应中发挥作用。此外,其他与压力相关的概念也证明了这种细胞反应的复杂性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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

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

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

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

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.

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