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Sensitivity analysis for studying the relation between biochemical reactions and metabolic phenotypes

机译:用于研究生化反应与代谢表型之间关系的敏感性分析

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Metabolic models are the most widespread type of models in systems biology and are currently used in several applications, including metabolic engineering and investigations of pathological states in which metabolic disorders play a relevant role. Once a model has been defined and corroborated, sensitivity analysis techniques can be used to study the model behavior in relation to perturbations of the model parameters. Here, we describe how it is possible to combine regionalized sensitivity analysis and response surface methodology to screen and quantitatively characterize the relation between metabolic phenotypes and biochemical reactions rates. By means of this approach, we identified the most important reactions for the citric acid efflux from mitochondria, one of the key metabolic traits of cancer cells.
机译:代谢模型是系统生物学中应用最广泛的模型,目前已用于多种应用中,包括代谢工程和对代谢紊乱起相关作用的病理状态的研究。一旦定义并证实了模型,就可以使用敏感性分析技术来研究与模型参数扰动有关的模型行为。在这里,我们描述了如何结合区域敏感性分析和响应面方法来筛选和定量表征代谢表型与生化反应速率之间的关系。通过这种方法,我们确定了线粒体中柠檬酸流出的最重要反应,线粒体是癌细胞的关键代谢特征之一。

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