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混合神经元模型中的 Ephaptic 同步

Ephaptic entrainment in hybrid neuronal model.

机构信息

Departamento de Física Teórica e Experimental, Universidade Federal do Rio Grande do Norte, Natal, RN, 59078-970, Brazil.

Departamento de Biofísica e Farmacologia, Universidade Federal do Rio Grande do Norte, Natal, RN, 59078-970, Brazil.

出版信息

Sci Rep. 2022 Jan 31;12(1):1629. doi: 10.1038/s41598-022-05343-3.

Abstract

In recent decades, there has been a growing interest in the impact of electric fields generated in the brain. Transmembrane ionic currents originate electric fields in the extracellular space and are capable of affecting nearby neurons, a phenomenon called ephaptic neuronal communication. In the present work, the Quadratic Integrated-and-Fire model (QIF-E) underwent an adjustment/improvement to include the ephaptic entrainment behavior between neurons and electric fields. Indeed, the aim of our study is to validate the QIF-E model, which is a model to estimate the influence of electric fields on neurons. For this purpose, we evaluated whether the main properties observed in an experiment by Anastassiou et al. (Nat Neurosci 14:217-223, 2011), which analyzed the effect of an electric field on cortical pyramidal neurons, are reproduced with the QIF-E model. In this way, the analysis tools are employed according to the neuronal activity regime: (i) for the subthreshold regime, the circular statistic is used to describe the phase differences between the input stimulus signal (electrode) and the modeled membrane response; (ii) in the suprathreshold regime, the Population Vector and the Spike Field Coherence are used to estimate phase preferences and the entrainment intensity between the input stimulus and Action Potentials. The results observed are (i) in the subthreshold regime the values of the phase differences change with distinct frequencies of the input stimulus; (ii) in the supra-threshold regime the preferential phase of Action Potentials changes for different frequencies. In addition, we explore other parameters of the model, such as noise and membrane characteristic-time, in order to understand different types of neurons and extracellular environment related to ephaptic communication. Such results are consistent with results observed in empirical experiments based on ephaptic phenomenon. In addition, the QIF-E model allows further studies on the physiological importance of ephaptic communication in the brain, and its simplicity may open a door to simulate the ephaptic response in neuronal networks and assess the impact of ephaptic communication in such scenarios.

摘要

近几十年来,人们对大脑中产生的电场的影响产生了越来越大的兴趣。跨膜离子电流在细胞外空间产生电场,并能够影响附近的神经元,这种现象称为电突触神经元通讯。在本工作中,对二次积分和放电模型(QIF-E)进行了调整/改进,以包括神经元之间的电突触兴奋行为和电场。实际上,我们的研究目的是验证 QIF-E 模型,该模型是一种估计电场对神经元影响的模型。为此,我们评估了 Anastassiou 等人在实验中观察到的主要特性(Nat Neurosci 14:217-223, 2011),该实验分析了电场对皮质锥体神经元的影响,是否可以用 QIF-E 模型来再现。通过这种方式,根据神经元活动模式应用分析工具:(i)对于亚阈值模式,使用圆统计来描述输入刺激信号(电极)和模拟膜响应之间的相位差;(ii)在超阈值模式下,使用群体向量和尖峰场相干性来估计输入刺激和动作电位之间的相位偏好和兴奋强度。观察到的结果是:(i)在亚阈值模式下,相位差的值随输入刺激的不同频率而变化;(ii)在超阈值模式下,动作电位的优先相位随频率而变化。此外,我们还探索了模型的其他参数,例如噪声和膜特征时间,以了解与电突触通讯相关的不同类型的神经元和细胞外环境。这些结果与基于电突触现象的经验实验观察到的结果一致。此外,QIF-E 模型允许进一步研究脑电突触通讯的生理重要性,其简单性可能为模拟神经元网络中的电突触反应并评估这种情况下的电突触通讯的影响开辟了一扇大门。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0f55/8803837/1ca46286eb13/41598_2022_5343_Fig1_HTML.jpg

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