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Flux coupling analysis of metabolic networks is sensitive to missing reactions

机译:代谢网络的通量耦合分析对缺失的反应敏感

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摘要

Genome-scale metabolic reconstructions are comprehensive, yet incomplete, models of real-world metabolic networks. While flux coupling analysis (FCA) has proved an appropriate method for analyzing metabolic relationships and for detecting functionally related reactions in such models, little is known about the impact of missing reactions on the accuracy of FCA. Based on an alternative characterization of flux coupling relations using elementary flux modes, this paper studies the changes that flux coupling relations may undergo due to missing reactions. In particular, we show that two uncoupled reactions in a metabolic network may be detected as directionally, partially or fully coupled in an incomplete version of the same network. Even a single missing reaction can cause significant changes in flux coupling relations. In case of two consecutive Escherichia coli genome-scale networks many fully coupled reaction pairs in the incomplete network become directionally coupled or even uncoupled in the more complete reconstruction. In this context, we found gene expression correlation values being significantly higher for the pairs that remained fully coupled than for the uncoupled or directionally coupled pairs. Our study clearly suggests that FCA results are indeed sensitive to missing reactions. Since the currently available genome-scale metabolic models are incomplete, we advise to use FCA results with care.
机译:基因组规模的代谢重建是现实世界中代谢网络的全面但不完整的模型。尽管通量耦合分析(FCA)已证明是在此类模型中分析代谢关系和检测功能相关反应的合适方法,但对缺失反应对FCA准确性的影响知之甚少。基于使用基本磁通模式的磁通耦合关系的替代特征,本文研究了由于缺少反应而导致的磁通耦合关系可能发生的变化。特别地,我们表明,在同一网络的不完整版本中,可以检测到代谢网络中的两个未偶联反应是定向,部分或完全偶联的。即使只有一个缺失的反应也会导致磁通耦合关系发生重大变化。在两个连续的大肠杆菌基因组规模网络的情况下,不完整网络中的许多完全偶联的反应对在更完整的重建过程中变成定向偶联或什至不偶联的。在这种情况下,我们发现保持完全偶联的对的基因表达相关值明显高于未偶联或定向偶联的对。我们的研究清楚地表明,FCA结果确实对缺失的反应敏感。由于当前可用的基因组规模代谢模型不完整,因此我们建议谨慎使用FCA结果。

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