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Desynchronization boost by non-uniform coordinated reset stimulation in ensembles of pulse-coupled neurons

机译:脉冲耦合神经元集合中非均匀协同复位刺激的失步加速

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Several brain diseases are characterized by abnormal neuronal synchronization. Desynchronization of abnormal neural synchrony is theoretically compelling because of the complex dynamical mechanisms involved. We here present a novel type of coordinated reset (CR) stimulation. CR means to deliver phase resetting stimuli at different neuronal sub-populations sequentially, i.e., at times equidistantly distributed in a stimulation cycle. This uniform timing pattern seems to be intuitive and actually applies to the neural network models used for the study of CR so far. CR resets the population to an unstable cluster state from where it passes through a desynchronized transient, eventually resynchronizing if left unperturbed. In contrast, we show that the optimal stimulation times are non-uniform. Using the model of weakly pulse-coupled neurons with phase response curves, we provide an approach that enables to determine optimal stimulation timing patterns that substantially maximize the desynchronized transient time following the application of CR stimulation. This approach includes an optimization search for clusters in a low-dimensional pulse coupled map. As a consequence, model-specific non-uniformly spaced cluster states cause considerably longer desynchronization transients. Intriguingly, such a desynchronization boost with non-uniform CR stimulation can already be achieved by only slight modifications of the uniform CR timing pattern. Our results suggest that the non-uniformness of the stimulation times can be a medically valuable parameter in the calibration procedure for CR stimulation, where the latter has successfully been used in clinical and pre-clinical studies for the treatment of Parkinson's disease and tinnitus.
机译:几种脑部疾病的特征在于神经元同步异常。由于涉及复杂的动力学机制,因此异常神经同步的失步在理论上是令人信服的。我们在这里提出了一种新型的协同复位(CR)刺激。 CR意味着顺序地在不同的神经元亚群上传递相重置刺激,即在刺激周期中等距分布。这种统一的时序模式似乎很直观,并且实际上已应用于迄今为止用于CR研究的神经网络模型。 CR将种群重新设置为不稳定的集群状态,并从该集群中经过失步的瞬变,直到不受干扰地最终重新同步。相反,我们表明最佳刺激时间是不均匀的。使用具有相位响应曲线的弱脉冲耦合神经元模型,我们提供了一种方法,可以确定最佳刺激定时模式,从而在应用CR刺激后基本最大化失步的瞬态时间。该方法包括对低维脉冲耦合图中的聚类的优化搜索。结果,特定于模型的非均匀间隔的群集状态会导致更长的去同步瞬变。有趣的是,这种带有非均匀CR刺激的失步加速可以通过仅对均匀CR时序模式进行少量修改而实现。我们的结果表明,刺激时间的不均匀性可能是CR刺激校准过程中的医学上有价值的参数,后者已成功用于临床和临床前研究中,以治疗帕金森氏病和耳鸣。

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