Systems Biology and Mathematical Modeling Group, Max Planck Institute of Molecular Plant Physiology, 14476 Potsdam-Golm, Germany.
Plant Cell. 2013 Apr;25(4):1197-211. doi: 10.1105/tpc.112.108852. Epub 2013 Apr 23.
Understanding metabolic acclimation of plants to challenging environmental conditions is essential for dissecting the role of metabolic pathways in growth and survival. As stresses involve simultaneous physiological alterations across all levels of cellular organization, a comprehensive characterization of the role of metabolic pathways in acclimation necessitates integration of genome-scale models with high-throughput data. Here, we present an integrative optimization-based approach, which, by coupling a plant metabolic network model and transcriptomics data, can predict the metabolic pathways affected in a single, carefully controlled experiment. Moreover, we propose three optimization-based indices that characterize different aspects of metabolic pathway behavior in the context of the entire metabolic network. We demonstrate that the proposed approach and indices facilitate quantitative comparisons and characterization of the plant metabolic response under eight different light and/or temperature conditions. The predictions of the metabolic functions involved in metabolic acclimation of Arabidopsis thaliana to the changing conditions are in line with experimental evidence and result in a hypothesis about the role of homocysteine-to-Cys interconversion and Asn biosynthesis. The approach can also be used to reveal the role of particular metabolic pathways in other scenarios, while taking into consideration the entirety of characterized plant metabolism.
理解植物对挑战性环境条件的代谢适应对于剖析代谢途径在生长和存活中的作用至关重要。由于应激涉及细胞组织所有层次的同时生理变化,因此全面描述代谢途径在适应中的作用需要将基因组规模的模型与高通量数据相结合。在这里,我们提出了一种基于综合优化的方法,该方法通过耦合植物代谢网络模型和转录组学数据,可以预测在单个精心控制的实验中受影响的代谢途径。此外,我们提出了三个基于优化的指标,这些指标可以在整个代谢网络的背景下描述代谢途径行为的不同方面。我们证明,所提出的方法和指标可以促进在八种不同的光照和/或温度条件下对拟南芥代谢适应的代谢反应进行定量比较和表征。对拟南芥适应变化条件的代谢适应中涉及的代谢功能的预测与实验证据一致,并提出了关于同型半胱氨酸到 Cys 转化和 Asn 生物合成作用的假设。该方法还可以用于在考虑到已鉴定的植物代谢全貌的情况下,揭示特定代谢途径在其他情况下的作用。