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Presence of a Chaotic Region at the Sleep-Wake Transition in a Simplified Thalamocortical Circuit Model

机译:在简化的丘脑皮层回路模型中,睡眠-苏醒跃迁中存在一个混沌区域

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Sleep and wakefulness are characterized by distinct states of thalamocortical network oscillations. The complex interplay of ionic conductances within the thalamo-reticular-cortical network give rise to these multiple modes of activity and a rapid transition exists between these modes. To better understand this transition, we constructed a simplified computational model based on physiological recordings and physiologically realistic parameters of a three-neuron network containing a thalamocortical cell, a thalamic reticular neuron, and a corticothalamic cell. The network can assume multiple states of oscillatory activity, resembling sleep, wakefulness, and the transition between these two. We found that during the transition period, but not during other states, thalamic and cortical neurons displayed chaotic dynamics, based on the presence of strange attractors, estimation of positive Lyapunov exponents and the presence of a fractal dimension in the spike trains. These dynamics were quantitatively dependent on certain features of the network, such as the presence of corticothalamic feedback and the strength of inhibition between the thalamic reticular nucleus and thalamocortical neurons. These data suggest that chaotic dynamics facilitate a rapid transition between sleep and wakefulness and produce a series of experimentally testable predictions to further investigate the events occurring during the sleep-wake transition period.
机译:睡眠和清醒的特征是丘脑皮质网络振荡的不同状态。丘脑-网状皮层网络中离子电导的复杂相互作用导致了这些多种活动模式,并且在这些模式之间存在快速过渡。为了更好地理解这种转变,我们基于包含丘脑皮质细胞,丘脑网状神经元和皮质丘脑细胞的三神经元网络的生理记录和生理现实参数构建了简化的计算模型。网络可以假定振荡活动处于多种状态,类似于睡眠,清醒以及这两者之间的过渡。我们发现,在过渡时期,但在其他状态下,丘脑和皮层神经元显示出混沌动力学,这是由于存在奇怪的吸引子,估计了正Lyapunov指数以及​​在峰形波中存在分形维而引起的。这些动力学在数量上取决于网络的某些特征,例如皮质丘脑反馈的存在以及丘脑网状核与丘脑皮质神经元之间的抑制强度。这些数据表明,混沌动力学促进了睡眠与清醒之间的快速过渡,并产生了一系列可通过实验检验的预测,以进一步研究在睡眠-觉醒过渡期间发生的事件。

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