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Computational Modeling of Single Neuron Extracellular Electric Potentials and Network Local Field Potentials using LFPsim

机译:使用LFPsim的单神经元细胞外电势和网络局部场电势的计算建模

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Local Field Potentials (LFPs) are population signals generated by complex spatiotemporal interaction of current sources and dipoles. Mathematical computations of LFPs allow the study of circuit functions and dysfunctions via simulations. This paper introduces LFPsim, a NEURON-based tool for computing population LFP activity and single neuron extracellular potentials. LFPsim was developed to be used on existing cable compartmental neuron and network models. Point source, line source, and RC based filter approximations can be used to compute extracellular activity. As a demonstration of efficient implementation, we showcase LFPs from mathematical models of electrotonically compact cerebellum granule neurons and morphologically complex neurons of the neocortical column. LFPsim reproduced neocortical LFP at 8, 32, and 56 Hz via current injection, in vitro post-synaptic N_(2a), N_(2b)waves and in vivo T-C waves in cerebellum granular layer. LFPsim also includes a simulation of multi-electrode array of LFPs in network populations to aid computational inference between biophysical activity in neural networks and corresponding multi-unit activity resulting in extracellular and evoked LFP signals.
机译:局部场电势(LFP)是由电流源和偶极子的复杂时空相互作用产生的种群信号。 LFP的数学计算允许通过仿真研究电路功能和功能障碍。本文介绍LFPsim,这是一种基于NEURON的工具,用于计算人口LFP活性和单神经元细胞外电位。 LFPsim被开发用于现有的电缆隔室神经元和网络模型。点源,线源和基于RC的滤波器近似值可用于计算细胞外活性。作为有效实施的证明,我们展示了新皮质柱的电致密小脑颗粒神经元和形态复杂神经元的数学模型中的LFP。 LFPsim通过电流注入,体外小脑颗粒层中的突触后N_(2a),N_(2b)波和体内T-C波以8、32和56 Hz的频率复制了新皮质LFP。 LFPsim还包括对网络人口中LFP的多电极阵列的仿真,以帮助计算推断神经网络中的生物物理活动与相应的多单位活动,从而导致细胞外和诱发的LFP信号。

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