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Stability constraints on large-scale structural brain networks

机译:大规模结构性脑网络的稳定性约束

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摘要

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.
机译:稳定性是复杂系统的重要动力学特性,并支撑了广泛的连贯的自组织行为。基于某些神经系统疾病对应于线性不稳定性的证据,我们假设稳定性会限制大脑的电活动并影响其结构和生理。使用基于生理学的大脑电活动模型,我们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分散性。我们发现,稳定性由网络的连接强度矩阵的频谱确定,并且与轴突传播的时间阻尼速率无关,而稳定性将频谱限制在复杂平面中的某个区域。时间延迟和树突时间常数会修改该区域的形状,但它始终包含单元盘。由连接强度变化引起的不稳定性最初具有小于临界频率的频率。对于基于皮质丘脑系统的生理上合理的参数值,此临界频率约为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,但会影响分散频率。具有兴奋性连接和抑制性连接的随机网络在低增量频率下可以具有多个边际稳定模式。

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