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使用条件通量平衡分析阐明光合营养代谢中的时间资源分配和昼夜动态。

Elucidating temporal resource allocation and diurnal dynamics in phototrophic metabolism using conditional FBA.

作者信息

Rügen Marco, Bockmayr Alexander, Steuer Ralf

机构信息

Humboldt-Universität zu Berlin, Institut für Theoretische Biologie (ITB), Invalidenstr. 43, D-10115 Berlin, Germany.

Freie Universität Berlin, Research Center Matheon, FB Mathematik und Informatik, Arnimallee 6, D-14195 Berlin, Germany.

出版信息

Sci Rep. 2015 Oct 26;5:15247. doi: 10.1038/srep15247.

Abstract

The computational analysis of phototrophic growth using constraint-based optimization requires to go beyond current time-invariant implementations of flux-balance analysis (FBA). Phototrophic organisms, such as cyanobacteria, rely on harvesting the sun's energy for the conversion of atmospheric CO2 into organic carbon, hence their metabolism follows a strongly diurnal lifestyle. We describe the growth of cyanobacteria in a periodic environment using a new method called conditional FBA. Our approach enables us to incorporate the temporal organization and conditional dependencies into a constraint-based description of phototrophic metabolism. Specifically, we take into account that cellular processes require resources that are themselves products of metabolism. Phototrophic growth can therefore be formulated as a time-dependent linear optimization problem, such that optimal growth requires a differential allocation of resources during different times of the day. Conditional FBA then allows us to simulate phototrophic growth of an average cell in an environment with varying light intensity, resulting in dynamic time-courses for all involved reaction fluxes, as well as changes in biomass composition over a diurnal cycle. Our results are in good agreement with several known facts about the temporal organization of phototrophic growth and have implications for further analysis of resource allocation problems in phototrophic metabolism.

摘要

使用基于约束的优化方法对光合生长进行计算分析,需要超越当前通量平衡分析(FBA)的时不变实现方式。光合生物,如蓝细菌,依靠捕获太阳能将大气中的二氧化碳转化为有机碳,因此它们的新陈代谢遵循强烈的昼夜节律。我们使用一种称为条件FBA的新方法来描述蓝细菌在周期性环境中的生长。我们的方法使我们能够将时间组织和条件依赖性纳入基于约束的光合代谢描述中。具体而言,我们考虑到细胞过程需要的资源本身就是代谢产物。因此,光合生长可以被表述为一个依赖时间的线性优化问题,使得最优生长需要在一天中的不同时间进行资源的差异分配。条件FBA随后允许我们在光照强度变化的环境中模拟平均细胞的光合生长,从而得出所有相关反应通量的动态时间进程,以及昼夜循环中生物量组成的变化。我们的结果与关于光合生长时间组织的几个已知事实高度一致,并对光合代谢中资源分配问题的进一步分析具有启示意义。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5b7e/4620596/60472be88fe9/srep15247-f1.jpg

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