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Dynamics of Positional Enrichment: Theoretical Development and Application to Carbon Labeling in Zymomonas mobilis

机译:位置富集动力学:运动发酵单胞菌碳标记的理论发展和应用。

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摘要

Positional enrichment analysis has become an important technique for assessing detailed flux distributions and the fates of specific atoms in metabolic pathway systems. The typical approach to positional enrichment analysis is performed by supplying specifically labeled substrate to a cell system, letting the system reach steady state, and measuring where label had arrived and accumulated. The data are then evaluated mathematically with the help of a linear stoichiometric flux distribution model. While this procedure has proven to yield new and valuable insights, it does not address the transient dynamics between providing label and its ultimate steady-state distribution, which is often of great interest to the experimentalist (pulse labeling experiments). We show here that an extension of a recent mathematical method for dynamic labeling analysis is able to shed light on these transitions, thereby revealing insights not obtained with traditional positional enrichment analyses. The method traces the dynamics of one or more carbons through fully regulated metabolic pathways, which, in principle, may be arbitrarily complex. After a brief review of the earlier method and description of the theoretical extension, we illustrate the method with an analysis of the pentose phosphate pathway in Zymomonas mobilis, which has been used for traditional positional enrichment analyses in the past. We show how different labeling schemes result in distinctly different transients, which nevertheless eventually lead to a steady-state labeling profile that coincides exactly with the corresponding profile from traditional analysis. Thus, over the domain of commonality, the proposed method leads to results equivalent to those from state-of-the-art existing methods. However, these steady-state results constitute only a small portion of the insights obtainable with the proposed method. Our method can also be used as an “inverse” technique for elucidating the topology and regulation of pathway systems, if appropriate time series data are available. While such dynamic data are still rather rare, they are now being generated with increasing frequency and we believe it is desirable, and indeed necessary, to accompany this trend with an adequate, rigorous method of analysis.
机译:位置富集分析已成为评估代谢通路系统中详细的通量分布和特定原子的命运的一项重要技术。位置富集分析的典型方法是通过向细胞系统提供经过特殊标记的底物,使系统达到稳态,并测量标记到达和积累的位置来进行的。然后借助线性化学计量通量分布模型对数据进行数学评估。尽管已证明此程序可产生新的和有价值的见解,但它并未解决提供标签及其最终稳态分布之间的瞬态动态问题,这对于实验师(脉冲标签实验)通常非常感兴趣。我们在这里表明,动态标记分析的最新数学方法的扩展能够阐明这些转变,从而揭示传统位置富集分析无法获得的见解。该方法通过完全调节的代谢途径追踪一种或多种碳的动力学,从原理上讲,该途径可能是任意复杂的。在简要回顾了较早的方法并描述了理论扩展之后,我们对运动发酵单胞菌中的戊糖磷酸途径进行了分析,以说明该方法,该方法过去已用于传统的位置富集分析。我们展示了不同的标记方案如何导致截然不同的瞬变,但最终会导致稳态标记轮廓与传统分析中的相应轮廓完全一致。因此,在通用性的范围内,所提出的方法所产生的结果与现有技术中现有方法所产生的结果相同。但是,这些稳态结果仅占所提出方法可获得的见解的一小部分。如果有合适的时间序列数据,我们的方法也可以用作“逆向”技术来阐明路径系统的拓扑和调节。尽管这样的动态数据仍然很少见,但现在它们以越来越高的频率生成,我们认为,有必要且确实有必要通过适当,严格的分析方法来应对这种趋势。

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