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数学建模与遗传算法在信号转导参数估计中的应用:G蛋白偶联受体的转运与混杂偶联

Mathematical modeling and application of genetic algorithm to parameter estimation in signal transduction: trafficking and promiscuous coupling of G-protein coupled receptors.

作者信息

Modchang Charin, Triampo Wannapong, Lenbury Yongwimon

机构信息

R&D Group of Biological and Environmental Physics, Department of Physics, Mahidol University, Bangkok 10400, Thailand.

出版信息

Comput Biol Med. 2008 May;38(5):574-82. doi: 10.1016/j.compbiomed.2008.02.005. Epub 2008 Mar 25.

DOI:10.1016/j.compbiomed.2008.02.005
PMID:18367158
Abstract

G-protein-coupled receptors (GPCRs) constitute a large and diverse family of proteins whose primary function is to transduce extracellular stimuli into intracellular signals. These receptors play a critical role in signal transduction, and are among the most important pharmacological drug targets. Upon binding of extracellular ligands, these receptor molecules couple to one or several subtypes of G-protein which reside at the intracellular side of the plasma membrane to trigger intracellular signaling events. The question of how GPCRs select and activate a single or multiple G-protein subtype(s) has been the topic of intense investigations. Evidence is also accumulating; however, that certain GPCRs can be internalized via lipid rafts and caveolae. In many cases, the mechanisms responsible for this still remain to be elucidated. In this work, we extend the mathematical model proposed by Chen et al. [Modelling of signalling via G-protein coupled receptors: pathway-dependent agonist potency and efficacy, Bull. Math. Biol. 65 (5) (2003) 933-958] to take into account internalization, recycling, degradation and synthesis of the receptors. In constructing the model, we assume that the receptors can exist in multiple conformational states allowing for a multiple effecter pathways. As data on kinetic reaction rates in the signalling processes measured in reliable in vivo and in vitro experiments is currently limited to a small number of known values. In this paper, we also apply a genetic algorithm (GA) to estimate the parameter values in our model.

摘要

G蛋白偶联受体(GPCRs)构成了一个庞大且多样的蛋白质家族,其主要功能是将细胞外刺激转化为细胞内信号。这些受体在信号转导中起关键作用,并且是最重要的药理学药物靶点之一。在细胞外配体结合后,这些受体分子与位于质膜内侧的一种或几种G蛋白亚型偶联,以触发细胞内信号事件。GPCRs如何选择并激活一种或多种G蛋白亚型的问题一直是深入研究的主题。然而,也有越来越多的证据表明,某些GPCRs可以通过脂筏和小窝内化。在许多情况下,其背后的机制仍有待阐明。在这项工作中,我们扩展了Chen等人提出的数学模型[通过G蛋白偶联受体的信号传导建模:途径依赖性激动剂效力和功效,《数学生物学通报》65(5)(2003)933 - 958],以考虑受体的内化、再循环、降解和合成。在构建模型时,我们假设受体可以存在于多种构象状态,从而允许多种效应器途径。由于目前在可靠的体内和体外实验中测量的信号传导过程中的动力学反应速率数据仅限于少数已知值。在本文中,我们还应用遗传算法(GA)来估计我们模型中的参数值。

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