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A Graphical User Interface for a Method to Infer Kinetics and Network Architecture (MIKANA)

机译:图形用户界面,用于推断动力学和网络体系结构(MIKANA)

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摘要

One of the main challenges in the biomedical sciences is the determination of reaction mechanisms that constitute a biochemical pathway. During the last decades, advances have been made in building complex diagrams showing the static interactions of proteins. The challenge for systems biologists is to build realistic models of the dynamical behavior of reactants, intermediates and products. For this purpose, several methods have been recently proposed to deduce the reaction mechanisms or to estimate the kinetic parameters of the elementary reactions that constitute the pathway. One such method is MIKANA: Method to Infer Kinetics And Network Architecture. MIKANA is a computational method to infer both reaction mechanisms and estimate the kinetic parameters of biochemical pathways from time course data. To make it available to the scientific community, we developed a Graphical User Interface (GUI) for MIKANA. Among other features, the GUI validates and processes an input time course data, displays the inferred reactions, generates the differential equations for the chemical species in the pathway and plots the prediction curves on top of the input time course data. We also added a new feature to MIKANA that allows the user to exclude a priori known reactions from the inferred mechanism. This addition improves the performance of the method. In this article, we illustrate the GUI for MIKANA with three examples: an irreversible Michaelis–Menten reaction mechanism; the interaction map of chemical species of the muscle glycolytic pathway; and the glycolytic pathway of Lactococcus lactis. We also describe the code and methods in sufficient detail to allow researchers to further develop the code or reproduce the experiments described. The code for MIKANA is open source, free for academic and non-academic use and is available for download (Information S1).
机译:生物医学科学的主要挑战之一是确定构成生化途径的反应机制。在过去的几十年中,在构建显示蛋白质静态相互作用的复杂图表方面取得了进展。系统生物学家面临的挑战是建立反应物,中间体和产物动力学行为的现实模型。为此,最近提出了几种方法来推断反应机理或估计构成途径的基本反应的动力学参数。一种这样的方法是MIKANA:推断动力学和网络体系结构的方法。 MIKANA是一种计算方法,可以推断两种反应机理并根据时程数据估算生化途径的动力学参数。为了使科学界可以使用它,我们为MIKANA开发了图形用户界面(GUI)。 GUI除其他功能外,还可以验证和处理输入的时程数据,显示推断的反应,生成路径中化学物质的微分方程,并在输入的时程数据上方绘制预测曲线。我们还向MIKANA添加了一项新功能,该功能使用户可以从推断的机制中排除先验已知反应。该添加改善了该方法的性能。在本文中,我们通过三个示例说明MIKANA的GUI:不可逆的Michaelis-Menten反应机制;肌肉糖酵解途径的化学物种的相互作用图;和乳酸乳球菌的糖酵解途径。我们还对代码和方法进行了足够详细的描述,以使研究人员可以进一步开发代码或复制所描述的实验。 MIKANA的代码是开源的,可免费用于学术和非学术领域,并且可以下载(信息S1)。

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