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代谢通量分析实验中用于完整通量解析的最佳测量集的识别。

Identification of optimal measurement sets for complete flux elucidation in metabolic flux analysis experiments.

作者信息

Chang YoungJung, Suthers Patrick F, Maranas Costas D

机构信息

Department of Chemical Engineering, The Pennsylvania State University, University Park, Pennsylvania 16802, USA.

出版信息

Biotechnol Bioeng. 2008 Aug 15;100(6):1039-49. doi: 10.1002/bit.21926.

Abstract

Metabolic flux analysis (MFA) methods use external flux and isotopic measurements to quantify the magnitude of metabolic flows in metabolic networks. A key question in this analysis is choosing a set of measurements that is capable of yielding a unique flux distribution (identifiability). In this article, we introduce an optimization-based framework that uses incidence structure analysis to determine the smallest (or most cost-effective) set of measurements leading to complete flux elucidation. This approach relies on an integer linear programming formulation OptMeas that allows for the measurement of external fluxes and the complete (or partial) enumeration of the isotope forms of metabolites without requiring any of these to be chosen in advance. We subsequently query and refine the measurement sets suggested by OptMeas for identifiability and optimality. OptMeas is first tested on small to medium-size demonstration examples. It is subsequently applied to a large-scale E. coli isotopomer mapping model with more than 17,000 isotopomers. A number of additional measurements are identified leading to maximum flux elucidation in an amorphadiene producing E. coli strain.

摘要

代谢通量分析(MFA)方法利用外部通量和同位素测量来量化代谢网络中代谢流的大小。该分析中的一个关键问题是选择一组能够产生唯一通量分布(可识别性)的测量值。在本文中,我们介绍了一个基于优化的框架,该框架使用关联结构分析来确定能够实现通量完全解析的最小(或最具成本效益)测量集。这种方法依赖于一个整数线性规划公式OptMeas,它允许测量外部通量并对代谢物的同位素形式进行完全(或部分)枚举,而无需事先选择其中任何一项。我们随后对OptMeas建议的测量集进行查询和优化,以确保其可识别性和最优性。OptMeas首先在中小型示范示例上进行测试。随后,它被应用于一个具有超过17000个同位素异构体的大规模大肠杆菌同位素异构体映射模型。通过该模型确定了一些额外的测量值,这些测量值能够在生产紫穗槐二烯的大肠杆菌菌株中实现最大通量解析。

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