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Self-organized criticality in cortical assemblies occurs in concurrent scale-free and small-world networks

机译:皮质组件中的自组织临界发生在并发的无标度和小世界网络中

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The spontaneous activity of cortical networks is characterized by the emergence of different dynamic states. Although several attempts were accomplished to understand the origin of these dynamics, the underlying factors continue to be elusive. In this work, we specifically investigated the interplay between network topology and spontaneous dynamics within the framework of self-organized criticality (SOC). The obtained results support the hypothesis that the emergence of critical states occurs in specific complex network topologies. By combining multi-electrode recordings of spontaneous activity of in vitro cortical assemblies with theoretical models, we demonstrate that different ‘connectivity rules’ drive the network towards different dynamic states. In particular, scale-free architectures with different degree of small-worldness account better for the variability observed in experimental data, giving rise to different dynamic states. Moreover, in relationship with the balance between excitation and inhibition and percentage of inhibitory hubs, the simulated cortical networks fall in a critical regime.
机译:皮质网络的自发活动的特征在于不同动态状态的出现。尽管已进行了几次尝试来了解这些动力学的起源,但潜在的因素仍然难以捉摸。在这项工作中,我们专门研究了自组织关键性(SOC)框架内网络拓扑与自发动态之间的相互作用。获得的结果支持以下假设:临界状态的出现发生在特定的复杂网络拓扑中。通过将体外皮质组件自发活动的多电极记录与理论模型相结合,我们证明了不同的“连接性规则”将网络推向了不同的动态状态。特别是,具有不同程度的小规模发展的无标度架构可以更好地说明实验数据中观察到的可变性,从而产生不同的动态状态。此外,与激发和抑制之间的平衡以及抑制中心的百分比有关,模拟的皮质网络处于关键状态。

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