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神经元中信号通路和钙动力学建模的方法和工具。

Approaches and tools for modeling signaling pathways and calcium dynamics in neurons.

机构信息

George Mason University, The Krasnow Institute for Advanced Studies, MS 2A1, Fairfax, VA 22030-444, USA.

出版信息

J Neurosci Methods. 2013 Nov 15;220(2):131-40. doi: 10.1016/j.jneumeth.2013.05.008. Epub 2013 Jun 3.

Abstract

Signaling pathways are cascades of intracellular biochemical reactions that are activated by transmembrane receptors, and ultimately lead to transcription in the nucleus. In neurons, both calcium permeable synaptic and ionic channels as well as G protein coupled receptors initiate activation of signaling pathway molecules that interact with electrical activity at multiple spatial and time scales. At small temporal and spatial scales, calcium modifies the properties of ionic channels, whereas at larger temporal and spatial scales, various kinases and phosphatases modify the properties of ionic channels, producing phenomena such as synaptic plasticity and homeostatic plasticity. The elongated structure of neuronal dendrites and the organization of multi-protein complexes by anchoring proteins imply that the spatial dimension must be explicit. Therefore, modeling signaling pathways in neurons utilizes algorithms for both diffusion and reactions. The small size of spines coupled with small concentrations of some molecules implies that some reactions occur stochastically. The need for stochastic simulation of many reaction and diffusion events coupled with the multiple temporal and spatial scales makes modeling of signaling pathways a difficult problem. Several different software programs have achieved different aspects of these capabilities. This review explains some of the mathematical formulas used for modeling reactions and diffusion. In addition, it briefly presents the simulators used for modeling reaction-diffusion systems in neurons, together with scientific problems addressed.

摘要

信号通路是细胞内生化反应的级联,由跨膜受体激活,并最终导致核内转录。在神经元中,钙通透性突触和离子通道以及 G 蛋白偶联受体都会启动信号通路分子的激活,这些分子与多个时空尺度的电活动相互作用。在小的时间和空间尺度上,钙会改变离子通道的特性,而在较大的时间和空间尺度上,各种激酶和磷酸酶会改变离子通道的特性,从而产生突触可塑性和自稳态可塑性等现象。神经元树突的细长结构和锚定蛋白形成的多蛋白复合物的组织方式意味着空间维度必须是明确的。因此,神经元中信号通路的建模利用了扩散和反应的算法。由于棘突较小且某些分子的浓度较低,一些反应可能是随机发生的。需要对许多反应和扩散事件进行随机模拟,再加上多个时空尺度,使得信号通路的建模成为一个困难的问题。有几个不同的软件程序已经实现了这些功能的不同方面。这篇综述解释了用于建模反应和扩散的一些数学公式。此外,它还简要介绍了用于在神经元中模拟反应-扩散系统的模拟器,以及解决的科学问题。

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