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大规模结构脑网络的稳定性约束。

Stability constraints on large-scale structural brain networks.

机构信息

The Kirby Institute, The University of New South Wales Sydney, NSW, Australia.

出版信息

Front Comput Neurosci. 2013 Apr 12;7:31. doi: 10.3389/fncom.2013.00031. eCollection 2013.

Abstract

Stability is an important dynamical property of complex systems and underpins a broad range of coherent self-organized behavior. Based on evidence that some neurological disorders correspond to linear instabilities, we hypothesize that stability constrains the brain's electrical activity and influences its structure and physiology. Using a physiologically-based model of brain electrical activity, we investigated the stability and dispersion solutions of networks of neuronal populations with propagation time delays and dendritic time constants. We find that stability is determined by the spectrum of the network's matrix of connection strengths and is independent of the temporal damping rate of axonal propagation with stability restricting the spectrum to a region in the complex plane. Time delays and dendritic time constants modify the shape of this region but it always contains the unit disk. Instabilities resulting from changes in connection strength initially have frequencies less than a critical frequency. For physiologically plausible parameter values based on the corticothalamic system, this critical frequency is approximately 10 Hz. For excitatory networks and networks with randomly distributed excitatory and inhibitory connections, time delays and non-zero dendritic time constants have no impact on network stability but do effect dispersion frequencies. Random networks with both excitatory and inhibitory connections can have multiple marginally stable modes at low delta frequencies.

摘要

稳定性是复杂系统的一个重要动力学特性,它支持着广泛的相干自组织行为。基于一些神经紊乱与线性不稳定性相对应的证据,我们假设稳定性约束了大脑的电活动,并影响其结构和生理学。我们使用基于生理学的大脑电活动模型,研究了具有传播时间延迟和树突时间常数的神经元群体网络的稳定性和弥散解。我们发现稳定性由网络连接强度矩阵的频谱决定,与轴突传播的时间衰减率无关,稳定性将频谱限制在复平面的一个区域内。时间延迟和树突时间常数改变了这个区域的形状,但它始终包含单位圆。由于连接强度变化而产生的不稳定性最初的频率小于临界频率。对于基于皮质丘脑系统的生理上合理的参数值,这个临界频率约为 10 Hz。对于兴奋性网络和具有随机分布的兴奋性和抑制性连接的网络,时间延迟和非零树突时间常数对网络稳定性没有影响,但会影响弥散频率。具有兴奋性和抑制性连接的随机网络在低δ频率下可以有多个边缘稳定模式。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e037/3624092/325b87327f17/fncom-07-00031-g0001.jpg

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