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单室锥体神经元模型,适配于电流和电导注入的记录。

Single-compartment model of a pyramidal neuron, fitted to recordings with current and conductance injection.

机构信息

MathNeuro Team, Inria Centre at Universite Cote d'Azur, Sophia Antipolis, France.

Computational Physics Laboratory, Ioffe Institute, Saint Petersburg, Russia.

出版信息

Biol Cybern. 2023 Dec;117(6):433-451. doi: 10.1007/s00422-023-00976-7. Epub 2023 Sep 27.

Abstract

For single neuron models, reproducing characteristics of neuronal activity such as the firing rate, amplitude of spikes, and threshold potentials as functions of both synaptic current and conductance is a challenging task. In the present work, we measure these characteristics of regular spiking cortical neurons using the dynamic patch-clamp technique, compare the data with predictions from the standard Hodgkin-Huxley and Izhikevich models, and propose a relatively simple five-dimensional dynamical system model, based on threshold criteria. The model contains a single sodium channel with slow inactivation, fast activation and moderate deactivation, as well as, two fast repolarizing and slow shunting potassium channels. The model quantitatively reproduces characteristics of steady-state activity that are typical for a cortical pyramidal neuron, namely firing rate not exceeding 30 Hz; critical values of the stimulating current and conductance which induce the depolarization block not exceeding 80 mV and 3, respectively (both values are scaled by the resting input conductance); extremum of hyperpolarization close to the midpoint between spikes. The analysis of the model reveals that the spiking regime appears through a saddle-node-on-invariant-circle bifurcation, and the depolarization block is reached through a saddle-node bifurcation of cycles. The model can be used for realistic network simulations, and it can also be implemented within the so-called mean-field, refractory density framework.

摘要

对于单神经元模型,再现神经元活动的特征,如放电率、尖峰幅度和阈值电位,作为突触电流和电导的函数,是一项具有挑战性的任务。在目前的工作中,我们使用动态膜片钳技术测量了规则放电皮质神经元的这些特征,将数据与标准的 Hodgkin-Huxley 和 Izhikevich 模型的预测进行了比较,并提出了一个相对简单的基于阈值准则的五维动力系统模型。该模型包含一个具有慢失活、快速激活和适度去激活的单一钠通道,以及两个快速复极化和缓慢分流的钾通道。该模型定量再现了皮质锥体神经元的典型稳态活动特征,即放电率不超过 30 Hz;引起去极化阻断的刺激电流和电导的临界值不超过 80 mV 和 3,分别(两个值都按静息输入电导进行缩放);超极化的极值接近尖峰之间的中点。模型分析表明,放电状态通过鞍结不变环分岔出现,去极化阻断通过循环的鞍结分岔达到。该模型可用于现实网络模拟,也可在所谓的平均场、不应期密度框架内实现。

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