Suppr超能文献

将复杂的微生物行为分解为基于资源的应激反应。

Decomposition of complex microbial behaviors into resource-based stress responses.

作者信息

Carlson Ross P

机构信息

Department of Chemical and Biological Engineering, Center for Biofilm Engineering and Thermal Biology Institute, Montana State University, Bozeman, MT 59717, USA.

出版信息

Bioinformatics. 2009 Jan 1;25(1):90-7. doi: 10.1093/bioinformatics/btn589. Epub 2008 Nov 13.

Abstract

MOTIVATION

Highly redundant metabolic networks and experimental data from cultures likely adapting simultaneously to multiple stresses can complicate the analysis of cellular behaviors. It is proposed that the explicit consideration of these factors is critical to understanding the competitive basis of microbial strategies.

RESULTS

Wide ranging, seemingly unrelated Escherichia coli physiological fluxes can be simply and accurately described as linear combinations of a few ecologically relevant stress adaptations. These strategies were identified by decomposing the central metabolism of E.coli into elementary modes (mathematically defined biochemical pathways) and assessing the resource investment cost-benefit properties for each pathway. The approach capitalizes on the inherent tradeoffs related to investing finite resources like nitrogen into different pathway enzymes when the pathways have varying metabolic efficiencies. The subset of ecologically competitive pathways represented 0.02% of the total permissible pathways. The biological relevance of the assembled strategies was tested against 10 000 randomly constructed pathway subsets. None of the randomly assembled collections were able to describe all of the considered experimental data as accurately as the cost-based subset. The results suggest these metabolic strategies are biologically significant. The current descriptions were compared with linear programming (LP)-based flux descriptions using the Euclidean distance metric. The current study's pathway subset described the experimental fluxes with better accuracy than the LP results without having to test multiple objective functions or constraints and while providing additional ecological insight into microbial behavior. The assembled pathways seem to represent a generalized set of strategies that can describe a wide range of microbial responses and hint at evolutionary processes where a handful of successful metabolic strategies are utilized simultaneously in different combinations to adapt to diverse conditions.

摘要

动机

高度冗余的代谢网络以及来自可能同时适应多种压力的培养物的实验数据,可能会使细胞行为分析变得复杂。有人提出,明确考虑这些因素对于理解微生物策略的竞争基础至关重要。

结果

广泛的、看似不相关的大肠杆菌生理通量可以简单而准确地描述为几种与生态相关的应激适应的线性组合。这些策略是通过将大肠杆菌的中心代谢分解为基本模式(数学定义的生化途径)并评估每个途径的资源投资成本效益特性来确定的。该方法利用了与将有限资源(如氮)投入不同途径酶相关的内在权衡,因为这些途径具有不同的代谢效率。具有生态竞争力的途径子集占总允许途径的0.02%。针对10000个随机构建的途径子集测试了组装策略的生物学相关性。没有一个随机组装的集合能够像基于成本的子集那样准确地描述所有考虑的实验数据。结果表明这些代谢策略具有生物学意义。使用欧几里得距离度量将当前描述与基于线性规划(LP)的通量描述进行了比较。当前研究的途径子集比LP结果更准确地描述了实验通量,无需测试多个目标函数或约束,同时还提供了对微生物行为的额外生态见解。组装的途径似乎代表了一组通用的策略,可以描述广泛的微生物反应,并暗示了进化过程,即在不同组合中同时利用少数成功的代谢策略来适应不同条件。

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验