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利用标记脉冲饲喂实验结合动力学网络建模与模拟,估算马铃薯中次生代谢途径的代谢通量、表达水平和代谢物动态变化。

Estimation of metabolic fluxes, expression levels and metabolite dynamics of a secondary metabolic pathway in potato using label pulse-feeding experiments combined with kinetic network modelling and simulation.

作者信息

Heinzle Elmar, Matsuda Fumio, Miyagawa Hisashi, Wakasa Kyo, Nishioka Takaaki

机构信息

Biochemical Engineering Institute, Saarland University, D-66123 Saarbrücken, Germany.

出版信息

Plant J. 2007 Apr;50(1):176-87. doi: 10.1111/j.1365-313X.2007.03037.x. Epub 2007 Mar 12.

Abstract

In this paper we present a method that allows dynamic flux analysis without a priori kinetic knowledge. This method was developed and validated using the pulse-feeding experimental data obtained in our previous study (Matsuda et al., 2005), in which incorporation of exogenously applied l-phenylalanine-d(5) into seven phenylpropanoid metabolites in potato tubers was determined. After identification of the topology of the metabolic network of these biosynthetic pathways, the system was described by dynamic mass balances in combination with power-law kinetics. After the first simulations, some reactions were removed from the network because they were not contributing significantly to network behaviour. As a next step, the exponents of the power-law kinetics were identified and then kept at fixed values during further analysis. The model was tested for statistical reliability using Monte Carlo simulations. Most fluxes could be identified with high accuracy. The two test cases, control and after elicitation, were clearly distinguished, and with elicitation fluxes to N-p-coumaroyloctopamine (pCO) and N-p-coumaroyltyramine (pCT) increased significantly, whereas those for chlorogenic acid (CGA) and p-coumaroylshikimate decreased significantly. According to the model, increases in the first two fluxes were caused by induction/derepression mechanisms. The decreases in the latter two fluxes were caused by decreased concentrations of their substrates, which in turn were caused by increased activity of the pCO- and pCT-producing enzymes. Flux-control analysis showed that, in most cases, flux control was changed after application of elicitor. Thus the results revealed potential targets for improving actions against tissue wounding and pathogen attack.

摘要

在本文中,我们提出了一种无需先验动力学知识即可进行动态通量分析的方法。该方法是利用我们之前研究(松田等人,2005年)中获得的脉冲饲喂实验数据开发并验证的,在该研究中测定了外源施加的L-苯丙氨酸-d(5)掺入马铃薯块茎中七种苯丙烷类代谢物的情况。在确定这些生物合成途径代谢网络的拓扑结构后,该系统通过动态质量平衡结合幂律动力学进行描述。首次模拟后,一些反应从网络中移除,因为它们对网络行为的贡献不大。下一步,确定幂律动力学的指数,然后在进一步分析过程中将其保持在固定值。使用蒙特卡罗模拟对模型进行统计可靠性测试。大多数通量能够以高精度确定。两个测试案例,即对照和诱导后,能够清晰区分,诱导后流向N-对香豆酰章鱼胺(pCO)和N-对香豆酰酪胺(pCT)的通量显著增加,而绿原酸(CGA)和对香豆酰莽草酸的通量则显著下降。根据模型,前两个通量的增加是由诱导/去阻遏机制引起的。后两个通量的下降是由于其底物浓度降低,而底物浓度降低又是由产生pCO和pCT的酶活性增加所致。通量控制分析表明,在大多数情况下,施用诱导剂后通量控制发生了变化。因此,结果揭示了改善针对组织损伤和病原体攻击的作用的潜在靶点。

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