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计算基因组尺度代谢网络中的最短基本通量模式。

Computing the shortest elementary flux modes in genome-scale metabolic networks.

机构信息

Friedrich-Schiller-University Jena, 07743 Jena, Germany.

出版信息

Bioinformatics. 2009 Dec 1;25(23):3158-65. doi: 10.1093/bioinformatics/btp564. Epub 2009 Sep 30.

Abstract

MOTIVATION

Elementary flux modes (EFMs) represent a key concept to analyze metabolic networks from a pathway-oriented perspective. In spite of considerable work in this field, the computation of the full set of elementary flux modes in large-scale metabolic networks still constitutes a challenging issue due to its underlying combinatorial complexity.

RESULTS

In this article, we illustrate that the full set of EFMs can be enumerated in increasing order of number of reactions via integer linear programming. In this light, we present a novel procedure to efficiently determine the K-shortest EFMs in large-scale metabolic networks. Our method was applied to find the K-shortest EFMs that produce lysine in the genome-scale metabolic networks of Escherichia coli and Corynebacterium glutamicum. A detailed analysis of the biological significance of the K-shortest EFMs was conducted, finding that glucose catabolism, ammonium assimilation, lysine anabolism and cofactor balancing were correctly predicted. The work presented here represents an important step forward in the analysis and computation of EFMs for large-scale metabolic networks, where traditional methods fail for networks of even moderate size.

SUPPLEMENTARY INFORMATION

Supplementary data are available at Bioinformatics online.

摘要

动机

基本通量模式 (EFMs) 代表了从途径导向的角度分析代谢网络的一个关键概念。尽管在这一领域已经做了相当多的工作,但由于其基础的组合复杂性,在大规模代谢网络中计算完整的基本通量模式仍然是一个具有挑战性的问题。

结果

在本文中,我们通过整数线性规划说明了可以按反应数量的增加顺序枚举完整的 EFMs。据此,我们提出了一种在大规模代谢网络中有效确定 K-最短 EFMs 的新方法。我们的方法应用于在大肠杆菌和谷氨酸棒状杆菌的基因组规模代谢网络中寻找产生赖氨酸的 K-最短 EFMs。对 K-最短 EFMs 的生物学意义进行了详细分析,发现葡萄糖分解代谢、铵同化、赖氨酸合成代谢和辅因子平衡得到了正确预测。本文的工作代表了在大规模代谢网络中分析和计算 EFMs 的重要一步,对于甚至中等规模的网络,传统方法都无法胜任。

补充信息

补充数据可在“Bioinformatics”在线获得。

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