Christensen Carl D, Hofmeyr Jan-Hendrik S, Rohwer Johann M
Laboratory for Molecular Systems Biology, Department of Biochemistry, Stellenbosch University, Private Bag X1, Matieland, Stellenbosch, 7602, South Africa.
Centre for Studies in Complexity, Stellenbosch University, Private Bag X1, Matieland, Stellenbosch, 7602, South Africa.
BMC Syst Biol. 2015 Dec 3;9:89. doi: 10.1186/s12918-015-0236-1.
Generalised supply-demand analysis is a conceptual framework that views metabolism as a molecular economy. Metabolic pathways are partitioned into so-called supply and demand blocks that produce and consume a particular intermediate metabolite. By studying the response of these reaction blocks to perturbations in the concentration of the linking metabolite, different regulatory routes of interaction between the metabolite and its supply and demand blocks can be identified and their contribution quantified. These responses are mediated not only through direct substrate/product interactions, but also through allosteric effects. Here we subject previously published kinetic models of pyruvate metabolism in Lactococcus lactis and aspartate-derived amino acid synthesis in Arabidopsis thaliana to generalised supply-demand analysis.
Multiple routes of regulation are brought about by different mechanisms in each model, leading to behavioural and regulatory patterns that are generally difficult to predict from simple inspection of the reaction networks depicting the models. In the pyruvate model the moiety-conserved cycles of ATP/ADP and NADH/NAD(+) allow otherwise independent metabolic branches to communicate. This causes the flux of one ATP-producing reaction block to increase in response to an increasing ATP/ADP ratio, while an NADH-consuming block flux decreases in response to an increasing NADH/NAD(+) ratio for certain ratio value ranges. In the aspartate model, aspartate semialdehyde can inhibit its supply block directly or by increasing the concentration of two amino acids (Lys and Thr) that occur as intermediates in demand blocks and act as allosteric inhibitors of isoenzymes in the supply block. These different routes of interaction from aspartate semialdehyde are each seen to contribute differently to the regulation of the aspartate semialdehyde supply block.
Indirect routes of regulation between a metabolic intermediate and a reaction block that either produces or consumes this intermediate can play a much larger regulatory role than routes mediated through direct interactions. These indirect routes of regulation can also result in counter-intuitive metabolic behaviour. Performing generalised supply-demand analysis on two previously published models demonstrated the utility of this method as an entry point in the analysis of metabolic behaviour and the potential for obtaining novel results from previously analysed models by using new approaches.
广义供需分析是一种将新陈代谢视为分子经济的概念框架。代谢途径被划分为所谓的供应和需求模块,这些模块产生和消耗特定的中间代谢物。通过研究这些反应模块对连接代谢物浓度扰动的响应,可以识别代谢物与其供应和需求模块之间不同的相互作用调节途径,并量化它们的贡献。这些响应不仅通过直接的底物/产物相互作用介导,还通过变构效应介导。在这里,我们对先前发表的乳酸乳球菌丙酮酸代谢动力学模型和拟南芥天冬氨酸衍生氨基酸合成动力学模型进行广义供需分析。
每个模型中的不同机制导致了多种调节途径,从而产生了行为和调节模式,这些模式通常很难从描述模型的反应网络的简单检查中预测出来。在丙酮酸模型中,ATP/ADP和NADH/NAD(+)的部分守恒循环使原本独立的代谢分支能够进行通信。这导致一个产生ATP的反应模块的通量随着ATP/ADP比值的增加而增加,而在某些比值范围内,一个消耗NADH的模块通量随着NADH/NAD(+)比值的增加而降低。在天冬氨酸模型中,天冬氨酸半醛可以直接抑制其供应模块,或者通过增加两种氨基酸(赖氨酸和苏氨酸)的浓度来抑制,这两种氨基酸作为需求模块中的中间体出现,并作为供应模块中同工酶的变构抑制剂。天冬氨酸半醛的这些不同相互作用途径对天冬氨酸半醛供应模块的调节作用各不相同。
代谢中间体与产生或消耗该中间体的反应模块之间的间接调节途径可能比直接相互作用介导的途径发挥更大的调节作用。这些间接调节途径也可能导致违反直觉的代谢行为。对两个先前发表的模型进行广义供需分析证明了该方法作为代谢行为分析切入点的实用性,以及通过使用新方法从先前分析的模型中获得新结果的潜力。