Incorporating slow NMDA-type receptors with nonlinear voltage-dependent magnesium block in a next generation neural mass model: derivation and dynamics

被引:0
|
作者
Sheheitli, Hiba [1 ,2 ,3 ]
Jirsa, Viktor [1 ]
机构
[1] Aix Marseille Univ, Inst Neurosci Syst, Marseille, France
[2] Univ Minnesota, Dept Neurol, Minneapolis, MN 55455 USA
[3] Univ Minnesota, Dept Psychiat & Behav Sci, Minneapolis, MN 55455 USA
基金
欧盟地平线“2020”;
关键词
Neural mass model; Mean field model; NMDA magnesium block; Izhikevich spiking neuron; NETWORK MODEL; BRAIN;
D O I
10.1007/s10827-024-00874-2
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
We derive a next generation neural mass model of a population of quadratic-integrate-and-fire neurons, with slow adaptation, and conductance-based AMPAR, GABAR and nonlinear NMDAR synapses. We show that the Lorentzian ansatz assumption can be satisfied by introducing a piece-wise polynomial approximation of the nonlinear voltage-dependent magnesium block of NMDAR current. We study the dynamics of the resulting system for two example cases of excitatory cortical neurons and inhibitory striatal neurons. Bifurcation diagrams are presented comparing the different dynamical regimes as compared to the case of linear NMDAR currents, along with sample comparison simulation time series demonstrating different possible oscillatory solutions. The omission of the nonlinearity of NMDAR currents results in a shift in the range (and possible disappearance) of the constant high firing rate regime, along with a modulation in the amplitude and frequency power spectrum of oscillations. Moreover, nonlinear NMDAR action is seen to be state-dependent and can have opposite effects depending on the type of neurons involved and the level of input firing rate received. The presented model can serve as a computationally efficient building block in whole brain network models for investigating the differential modulation of different types of synapses under neuromodulatory influence or receptor specific malfunction.
引用
收藏
页码:207 / 222
页数:16
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