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Channel noise induced stochastic facilitation in an auditory brainstem neuron model

机译:通道噪声引起听觉脑干的随机促进   神经元模型

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摘要

Neuronal membrane potentials fluctuate stochastically due to conductancechanges caused by random transitions between the open and close states of ionchannels. Although it has previously been shown that channel noise cannontrivially affect neuronal dynamics, it is unknown whether ion-channel noiseis strong enough to act as a noise source for hypothesised noise-enhancedinformation processing in real neuronal systems, i.e. 'stochasticfacilitation.' Here, we demonstrate that biophysical models of channel noisecan give rise to two kinds of recently discovered stochastic facilitationeffects in a Hodgkin-Huxley-like model of auditory brainstem neurons. Thefirst, known as slope-based stochastic resonance (SBSR), enables phasic neuronsto emit action potentials that can encode the slope of inputs that vary slowlyrelative to key time-constants in the model. The second, known as inversestochastic resonance (ISR), occurs in tonically firing neurons when smalllevels of noise inhibit tonic firing and replace it with burst-like dynamics.Consistent with previous work, we conclude that channel noise can providesignificant variability in firing dynamics, even for large numbers of channels.Moreover, our results show that possible associated computational benefits mayoccur due to channel noise in neurons of the auditory brainstem. This holdswhether the firing dynamics in the model are phasic (SBSR can occur due tochannel noise) or tonic (ISR can occur due to channel noise).
机译:由于离子通道打开和关闭状态之间的随机跃迁引起的电导变化,神经元膜电位随机波动。尽管以前已经证明通道噪声会严重影响神经元动力学,但尚不清楚离子通道噪声是否足够强到足以充当实际神经元系统中假设的噪声增强信息处理(即``随机促进'')的噪声源。在这里,我们证明通道噪声的生物物理模型可以在听觉脑干神经元的类似霍奇金-赫克斯利模型中引起两种最近发现的随机促进作用。第一个被称为基于斜率的随机共振(SBSR),它使相神经元发出动作电位,该动作电位可以编码相对于模型中关键时间常数缓慢变化的输入斜率。第二种称为反向随机共振(ISR),发生在声调发射神经元中,当小水平的噪声抑制强音发射并由突发性动力学取代时,我们得出结论,与以前的工作一致,我们得出结论,通道噪声可以在发射动力学中提供巨大的可变性,即使此外,我们的研究结果表明,可能由于听觉脑干神经元中的通道噪声而可能产生相关的计算优势。这可以确定模型中的触发动力学是阶段性的(由于通道噪声可能发生SBSR)还是强音(由于通道噪声可能引起ISR)。

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