Ermentrout B, Pascal M, Gutkin B
Department of Mathematics, University of Pittsburgh, Pittsburgh, PA 15260, USA.
Neural Comput. 2001 Jun;13(6):1285-310. doi: 10.1162/08997660152002861.
There are several different biophysical mechanisms for spike frequency adaptation observed in recordings from cortical neurons. The two most commonly used in modeling studies are a calcium-dependent potassium current I(ahp) and a slow voltage-dependent potassium current, I(m). We show that both of these have strong effects on the synchronization properties of excitatorily coupled neurons. Furthermore, we show that the reasons for these effects are different. We show through an analysis of some standard models, that the M-current adaptation alters the mechanism for repetitive firing, while the afterhyperpolarization adaptation works via shunting the incoming synapses. This latter mechanism applies with a network that has recurrent inhibition. The shunting behavior is captured in a simple two-variable reduced model that arises near certain types of bifurcations. A one-dimensional map is derived from the simplified model.
在皮层神经元记录中观察到的峰频率适应存在几种不同的生物物理机制。在建模研究中最常用的两种机制是钙依赖性钾电流I(ahp)和缓慢电压依赖性钾电流I(m)。我们表明,这两种机制对兴奋性耦合神经元的同步特性都有很强的影响。此外,我们表明这些影响的原因是不同的。通过对一些标准模型的分析,我们表明M电流适应改变了重复放电的机制,而后超极化适应则通过分流传入突触起作用。后一种机制适用于具有递归抑制的网络。分流行为在一个简单的双变量简化模型中得到体现,该模型出现在某些类型的分岔附近。从简化模型中导出了一个一维映射。