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电耦合脉冲神经元的响应:一种细胞自动机方法。

Response of electrically coupled spiking neurons: a cellular automaton approach.

作者信息

Furtado Lucas S, Copelli Mauro

机构信息

Laboratório de Física Teórica e Computacional, Departamento de Física, Universidade Federal de Pernambuco, 50670-901 Recife, PE, Brazil.

出版信息

Phys Rev E Stat Nonlin Soft Matter Phys. 2006 Jan;73(1 Pt 1):011907. doi: 10.1103/PhysRevE.73.011907. Epub 2006 Jan 12.

Abstract

Experimental data suggest that some classes of spiking neurons in the first layers of sensory systems are electrically coupled via gap junctions or ephaptic interactions. When the electrical coupling is removed, the response function (firing rate vs. stimulus intensity) of the uncoupled neurons typically shows a decrease in dynamic range and sensitivity. In order to assess the effect of electrical coupling in the sensory periphery, we calculate the response to a Poisson stimulus of a chain of excitable neurons modeled by n-state Greenberg-Hastings cellular automata in two approximation levels. The single-site mean field approximation is shown to give poor results, failing to predict the absorbing state of the lattice, while the results for the pair approximation are in good agreement with computer simulations in the whole stimulus range. In particular, the dynamic range is substantially enlarged due to the propagation of excitable waves, which suggests a functional role for lateral electrical coupling. For probabilistic spike propagation the Hill exponent of the response function is alpha=1, while for deterministic spike propagation we obtain alpha=1/2, which is close to the experimental values of the psychophysical Stevens exponents for odor and light intensities. Our calculations are in qualitative agreement with experimental response functions of ganglion cells in the mammalian retina.

摘要

实验数据表明,感觉系统第一层中的某些类型的脉冲神经元通过缝隙连接或电突触相互作用进行电耦合。当去除电耦合时,未耦合神经元的响应函数(放电率与刺激强度)通常会显示动态范围和灵敏度降低。为了评估感觉外周中电耦合的影响,我们在两个近似水平上计算了由n态格林伯格-黑斯廷斯细胞自动机建模的可兴奋神经元链对泊松刺激的响应。单位点平均场近似结果不佳,无法预测晶格的吸收状态,而配对近似结果在整个刺激范围内与计算机模拟结果吻合良好。特别是,由于可兴奋波的传播,动态范围大幅扩大,这表明横向电耦合具有功能作用。对于概率性脉冲传播,响应函数的希尔指数为α = 1,而对于确定性脉冲传播,我们得到α = 1/2,这与气味和光强度的心理物理学史蒂文斯指数的实验值相近。我们的计算结果与哺乳动物视网膜中神经节细胞的实验响应函数在定性上一致。

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