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AMPA型突触温度效应的分析模型

Analytical modelling of temperature effects on an AMPA-type synapse.

作者信息

Kufel Dominik S, Wojcik Grzegorz M

机构信息

The Polish Children's Fund, Pasteura 5a, 02-093, Warsaw, Poland.

Department of Physics & Astronomy, University College London, 0 Gower St, WC1E 6BT, London, UK.

出版信息

J Comput Neurosci. 2018 Jun;44(3):379-391. doi: 10.1007/s10827-018-0684-x. Epub 2018 May 11.

Abstract

It was previously reported, that temperature may significantly influence neural dynamics on the different levels of brain function. Thus, in computational neuroscience, it would be useful to make models scalable for a wide range of various brain temperatures. However, lack of experimental data and an absence of temperature-dependent analytical models of synaptic conductance does not allow to include temperature effects at the multi-neuron modeling level. In this paper, we propose a first step to deal with this problem: A new analytical model of AMPA-type synaptic conductance, which is able to incorporate temperature effects in low-frequency stimulations. It was constructed based on Markov model description of AMPA receptor kinetics using the set of coupled ODEs. The closed-form solution for the set of differential equations was found using uncoupling assumption (introduced in the paper) with few simplifications motivated both from experimental data and from Monte Carlo simulation of synaptic transmission. The model may be used for computationally efficient and biologically accurate implementation of temperature effects on AMPA receptor conductance in large-scale neural network simulations. As a result, it may open a wide range of new possibilities for researching the influence of temperature on certain aspects of brain functioning.

摘要

此前有报道称,温度可能会对大脑功能不同层面的神经动力学产生显著影响。因此,在计算神经科学中,使模型能够在广泛的不同脑温范围内进行扩展将是很有用的。然而,缺乏实验数据以及不存在依赖温度的突触电导分析模型,使得在多神经元建模层面无法纳入温度效应。在本文中,我们提出了解决此问题的第一步:一种新的AMPA型突触电导分析模型,它能够在低频刺激中纳入温度效应。该模型基于使用耦合常微分方程组对AMPA受体动力学的马尔可夫模型描述构建而成。通过使用本文引入的解耦假设(同时结合来自实验数据和突触传递蒙特卡罗模拟的一些简化),找到了该微分方程组的闭式解。该模型可用于在大规模神经网络模拟中对温度对AMPA受体电导的影响进行计算高效且生物学准确的实现。因此,它可能为研究温度对大脑功能某些方面的影响开辟广泛的新可能性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cb6c/5973960/f929126bb134/10827_2018_684_Fig1_HTML.jpg

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