Coupling kinetic models and advection–diffusion equations. 1. Framework development and application to sucrose translocation and metabolism in sugarcane

IF 2.6 Q1 AGRONOMY in silico Plants Pub Date : 2021-01-01 DOI:10.1093/INSILICOPLANTS/DIAB013
L. Uys, J. Hofmeyr, J. Rohwer
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引用次数: 2

Abstract

The sugarcane stalk, besides being the main structural component of the plant, is also the major storage organ for carbohydrates. Previous studies have modelled the sucrose accumulation pathway in the internodal storage parenchyma of sugarcane using kinetic models cast as systems of ordinary differential equations. To address the shortcomings of these models, which did not include subcellular compartmentation or spatial information, the present study extends the original models within an advection–diffusion–reaction framework, requiring the use of partial differential equations to model sucrose metabolism coupled to phloem translocation. We propose a kinetic model of a coupled reaction network where species can be involved in chemical reactions and/or be transported over long distances in a fluid medium by advection or diffusion. Darcy’s law is used to model fluid flow and allows a simplified, phenomenological approach to be applied to translocation in the phloem. Similarly, generic reversible Hill equations are used to model biochemical reaction rates. Numerical solutions to this formulation are demonstrated with time-course analysis of a simplified model of sucrose accumulation. The model shows sucrose accumulation in the vacuoles of stalk parenchyma cells, and is moreover able to demonstrate the upregulation of photosynthesis in response to a change in sink demand. The model presented is able to capture the spatio-temporal evolution of the system from a set of initial conditions by combining phloem flow, diffusion, transport of metabolites between compartments and biochemical enzyme-catalysed reactions in a rigorous, quantitative framework that can form the basis for future modelling and experimental design.
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耦合动力学模型和平流-扩散方程。1.甘蔗蔗糖转运与代谢的框架开发与应用
甘蔗茎除了是植株的主要结构成分外,也是碳水化合物的主要储存器官。以往的研究采用常微分方程组的动力学模型来模拟甘蔗节间储存薄壁中的蔗糖积累途径。为了解决这些不包括亚细胞区隔或空间信息的模型的缺点,本研究在平流-扩散-反应框架内扩展了原始模型,需要使用偏微分方程来模拟蔗糖代谢耦合韧皮部易位。我们提出了一个耦合反应网络的动力学模型,其中物质可以参与化学反应和/或通过平流或扩散在流体介质中长距离运输。达西定律用于模拟流体流动,并允许一种简化的现象学方法应用于韧皮部的转运。类似地,一般可逆希尔方程用于模拟生化反应速率。通过对蔗糖积累的简化模型进行时程分析,证明了该公式的数值解。该模型显示了蔗糖在茎实质细胞的液泡中积累,并且能够证明光合作用的上调是对汇需求变化的响应。所提出的模型能够通过将韧皮部流动、扩散、代谢物在隔室之间的运输和生化酶催化反应结合在一个严格的定量框架中,从一组初始条件中捕捉系统的时空演变,这可以为未来的建模和实验设计奠定基础。
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来源期刊
in silico Plants
in silico Plants Agricultural and Biological Sciences-Agronomy and Crop Science
CiteScore
4.70
自引率
9.70%
发文量
21
审稿时长
10 weeks
期刊最新文献
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