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番茄幼苗中的类黄酮途径:转录丰度和代谢物动态建模。

The flavonoid pathway in tomato seedlings: transcript abundance and the modeling of metabolite dynamics.

机构信息

Biometris, Wageningen University and Research Center, Wageningen, The Netherlands.

出版信息

PLoS One. 2013 Jul 26;8(7):e68960. doi: 10.1371/journal.pone.0068960. Print 2013.

Abstract

Flavonoids are secondary metabolites present in all terrestrial plants. The flavonoid pathway has been extensively studied, and many of the involved genes and metabolites have been described in the literature. Despite this extensive knowledge, the functioning of the pathway in vivo is still poorly understood. Here, we study the flavonoid pathway using both experiments and mathematical models. We measured flavonoid metabolite dynamics in two tissues, hypocotyls and cotyledons, during tomato seedling development. Interestingly, the same backbone of interactions leads to very different accumulation patterns in the different tissues. Initially, we developed a mathematical model with constant enzyme concentrations that described the metabolic networks separately in both tissues. This model was unable to fit the measured flavonoid dynamics in the hypocotyls, even if we allowed unrealistic parameter values. This suggested us to investigate the effect of transcript abundance on flavonoid accumulation. We found that the expression of candidate flavonoid genes varies considerably with time. Variation in transcript abundance results in enzymatic variation, which could have a large effect on metabolite accumulation. Candidate transcript abundance was included in the mathematical model as representative for enzyme concentration. We fitted the resulting model to the flavonoid dynamics in the cotyledons, and tested it by applying it to the data from hypocotyls. When transcript abundance is included, we are indeed able to explain flavonoid dynamics in both tissues. Importantly, this is possible under the biologically relevant restriction that the enzymatic properties estimated by the model are conserved between the tissues.

摘要

类黄酮是所有陆生植物中存在的次生代谢物。类黄酮途径已经得到了广泛的研究,并且文献中已经描述了许多涉及的基因和代谢物。尽管有了这些广泛的知识,但该途径在体内的功能仍然知之甚少。在这里,我们使用实验和数学模型来研究类黄酮途径。我们在番茄幼苗发育过程中测量了两个组织(下胚轴和子叶)中的类黄酮代谢物动态。有趣的是,相同的相互作用骨干导致在不同组织中产生非常不同的积累模式。最初,我们开发了一个具有恒定酶浓度的数学模型,该模型分别描述了两个组织中的代谢网络。该模型无法拟合下胚轴中测量的类黄酮动态,即使我们允许使用不切实际的参数值。这表明我们需要研究转录物丰度对类黄酮积累的影响。我们发现候选类黄酮基因的表达随时间有很大差异。转录物丰度的变化导致酶的变化,这可能对代谢物积累产生很大影响。候选转录物丰度被包含在数学模型中,以代表酶浓度。我们将得到的模型拟合到子叶中的类黄酮动态,并通过将其应用于下胚轴的数据来对其进行测试。当包含转录物丰度时,我们确实能够解释两个组织中的类黄酮动态。重要的是,这是在模型估计的酶特性在组织之间保持保守的生物学相关限制下才有可能。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2384/3724892/73eca9c76b9f/pone.0068960.g001.jpg

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