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Optimal flux spaces of genome-scale stoichiometric models are determined by a few subnetworks

机译:基因组规模化学计量模型的最佳通量空间由几个子网确定

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摘要

The metabolism of organisms can be studied with comprehensive stoichiometric models of their metabolic networks. Flux balance analysis (FBA) calculates optimal metabolic performance of stoichiometric models. However, detailed biological interpretation of FBA is limited because, in general, a huge number of flux patterns give rise to the same optimal performance. The complete description of the resulting optimal solution spaces was thus far a computationally intractable problem. Here we present CoPE-FBA: Comprehensive Polyhedra Enumeration Flux Balance Analysis, a computational method that solves this problem. CoPE-FBA indicates that the thousands to millions of optimal flux patterns result from a combinatorial explosion of flux patterns in just a few metabolic sub-networks. The entire optimal solution space can now be compactly described in terms of the topology of these sub-networks. CoPE-FBA simplifies the biological interpretation of stoichiometric models of metabolism, and provides a profound understanding of metabolic flexibility in optimal states.
机译:可以使用其代谢网络的综合化学计量模型研究生物的代谢。助焊剂平衡分析(FBA)计算化学计量模型的最佳代谢性能。但是,FBA的详细生物学解释受到限制,因为通常,大量的通量模式会产生相同的最佳性能。到目前为止,对所得最优解空间的完整描述是一个计算上棘手的问题。在这里,我们介绍CoPE-FBA:全面的多面体枚举通量平衡分析,一种解决该问题的计算方法。 CoPE-FBA表明,成千上万的最佳通量模式是仅在几个代谢子网中通量模式的组合爆炸而产生的。现在,可以根据这些子网的拓扑结构紧凑地描述整个最佳解决方案空间。 CoPE-FBA简化了代谢化学计量模型的生物学解释,并深刻理解了最佳状态下的代谢灵活性。

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