White J A, Chow C C, Ritt J, Soto-Treviño C, Kopell N
Department of Biomedical Engineering, Boston University, MA 02215, USA.
J Comput Neurosci. 1998 Mar;5(1):5-16. doi: 10.1023/a:1008841325921.
We study some mechanisms responsible for synchronous oscillations and loss of synchrony at physiologically relevant frequencies (10-200 Hz) in a network of heterogeneous inhibitory neurons. We focus on the factors that determine the level of synchrony and frequency of the network response, as well as the effects of mild heterogeneity on network dynamics. With mild heterogeneity, synchrony is never perfect and is relatively fragile. In addition, the effects of inhibition are more complex in mildly heterogeneous networks than in homogeneous ones. In the former, synchrony is broken in two distinct ways, depending on the ratio of the synaptic decay time to the period of repetitive action potentials (tau s/T), where T can be determined either from the network or from a single, self-inhibiting neuron. With tau s/T > 2, corresponding to large applied current, small synaptic strength or large synaptic decay time, the effects of inhibition are largely tonic and heterogeneous neurons spike relatively independently. With tau s/T < 1, synchrony breaks when faster cells begin to suppress their less excitable neighbors; cells that fire remain nearly synchronous. We show numerically that the behavior of mildly heterogeneous networks can be related to the behavior of single, self-inhibiting cells, which can be studied analytically.
我们研究了在一个异质性抑制性神经元网络中,在生理相关频率(10 - 200赫兹)下负责同步振荡和同步性丧失的一些机制。我们关注那些决定网络同步水平和网络响应频率的因素,以及轻度异质性对网络动力学的影响。在轻度异质性情况下,同步性永远不会完美且相对脆弱。此外,在轻度异质性网络中,抑制作用的影响比在同质性网络中更为复杂。在前者中,同步性以两种不同方式被打破,这取决于突触衰减时间与重复动作电位周期的比值(τs/T),其中T既可以从网络中确定,也可以从单个自我抑制神经元中确定。当τs/T > 2时,对应于大的施加电流、小的突触强度或大的突触衰减时间,抑制作用在很大程度上是持续性的,异质性神经元相对独立地放电。当τs/T < 1时,当较快放电的细胞开始抑制其兴奋性较低的邻居时,同步性被打破;仍在放电的细胞保持几乎同步。我们通过数值模拟表明,轻度异质性网络的行为可以与单个自我抑制细胞的行为相关联,而单个自我抑制细胞的行为可以通过解析方法进行研究。