论文标题

混合突触相互作用网络中的噪声引诱共存模式

Noise-induce coexisting firing patterns in hybrid-synaptic interacting networks

论文作者

Wang, Xinyi, Zhang, Xiyun, Zheng, Muhua, Xu, Leijun, Xu, Kesheng

论文摘要

突触噪声在设置各种射击模式的共存中起着重要作用,但是这些突触噪声有助于共存发射活动的确切机制是微妙的,并且仍然难以捉摸。为了研究这些机制,最近提出了平衡神经元网络中混合突触相互作用的神经元。在这里,我们表明,突触噪声强度和兴奋性重量都比突触噪声的差异更大,而突触噪声的方差对发射状态的共存具有略有修改参数。对电压轨迹及其尖峰列车的最终统计分析揭示了两种形式的共存射击模式:随时间变化和参数变化的多稳定性。在适当的噪声强度和兴奋性突触重量的参数设置下,已经观察到了随时间变化的多稳定性的出现。尽管参数变化的多稳定性伴随着同步状态的共存,并具有稍有变化的噪声强度和兴奋性权重的亚稳态(或异步射击状态)。我们的结果提供了一系列精确的统计解释,对神经多性性的突触噪声的复杂作用。这协调了以前的理论和数值工作,并确认了各种统计方法在研究混合突触相互作用的神经元网络中的多稳定性的适用性。

Synaptic noise plays a major role in setting up coexistence of various firing patterns, but the precise mechanisms whereby these synaptic noise contributes to coexisting firing activities are subtle and remain elusive. To investigate these mechanisms, neurons with hybrid synaptic interaction in a balanced neuronal networks have been recently put forward. Here we show that both synaptic noise intensity and excitatory weights can make a greater contribution than variance of synaptic noise to the coexistence of firing states with slight modification parameters. The resulting statistical analysis of both voltage trajectories and their spike trains reveals two forms of coexisting firing patterns: time-varying and parameter-varying multistability. The emergence of time-varying multistability as a format of metstable state has been observed under suitable parameters settings of noise intensity and excitatory synaptic weight. While the parameter-varying multistability is accompanied by coexistence of synchrony state and metastable (or asynchronous firing state) with slightly varying noise intensity and excitatory weights. Our results offer a series of precise statistical explanation of the intricate effect of synaptic noise in neural multistability. This reconciles previous theoretical and numerical works, and confirms the suitability of various statistical methods to investigate multistability in a hybrid synaptic interacting neuronal networks.

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