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Stabilization of Memory States by Stochastic Facilitating Synapses

机译:通过随机促进突触稳定记忆状态。

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Bistability within a small neural circuit can arise through an appropriate strength ofexcitatory recurrent feedback. The stability of a state of neural activity, measured bythe mean dwelling time before a noise-induced transition to another state, depends on theneural firing-rate curves, the net strength of excitatory feedback, the statistics ofspike times, and increases exponentially with the number of equivalent neurons in thecircuit. Here, we show that such stability is greatly enhanced by synaptic facilitationand reduced by synaptic depression. We take into account the alteration in times ofsynaptic vesicle release, by calculating distributions of inter-release intervals of asynapse, which differ from the distribution of its incoming interspike intervals when thesynapse is dynamic. In particular, release intervals produced by a Poisson spike trainhave a coefficient of variation greater than one when synapses are probabilistic andfacilitating, whereas the coefficient of variation is less than one when synapses aredepressing. However, in spite of the increased variability in postsynaptic input producedby facilitating synapses, their dominant effect is reduced synaptic efficacy at low inputrates compared to high rates, which increases the curvature of neural input-outputfunctions, leading to wider regions of bistability in parameter space and enhancedlifetimes of memory states. Our results are based on analytic methods with approximateformulae and bolstered by simulations of both Poisson processes and of circuits of noisyspiking model neurons.
机译:小神经回路中的双稳态可以通过适当的兴奋性递归反馈强度来产生。神经活动状态的稳定性,是由噪声诱发的转变为另一种状态之前的平均停留时间来衡量的,它取决于神经放电率曲线,兴奋性反馈的净强度,峰值时间的统计,并随着次数的增加呈指数增加。电路中等效神经元的数量在这里,我们表明这种稳定性通过突触促进大大增强,而通过突触抑制而降低。我们通过计算突触释放间隔的分布来考虑突触小泡释放时间的变化,这与突触是动态的时突入间隔的分布不同。特别地,当突触是概率性的并且促进时,由泊松尖峰序列产生的释放间隔的变异系数大于1,而当突触被抑制时变异系数小于1。然而,尽管通过促进突触产生的突触后输入的可变性增加,但其显着效果是与高输入速率相比,低输入速率下的突触功效降低,这增加了神经输入-输出功能的曲率,导致参数空间中双稳态的区域更广,延长记忆状态的寿命。我们的结果基于具有近似公式的分析方法,并通过泊松过程和Noisyspiking模型神经元电路的仿真得到了支持。

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