Stroeve S, Gielen S
Department of Biophysics, University of Nijmegen, 6525 EZ Nijmegen, The Netherlands.
Neural Comput. 2001 Sep;13(9):2005-29. doi: 10.1162/089976601750399281.
We investigate the firing characteristics of conductance-based integrate-and-fire neurons and the correlation of firing for uncoupled pairs of neurons as a result of common input and synchronous firing of multiple synaptic inputs. Analytical approximations are derived for the moments of the steady state potential and the effective time constant. We show that postsynaptic firing barely depends on the correlation between inhibitory inputs; only the inhibitory firing rate matters. In contrast, both the degree of synchrony and the firing rate of excitatory inputs are relevant. A coefficient of variation CV > 1 can be attained with low inhibitory firing rates and (Poisson-modulated) synchronized excitatory synaptic input, where both the number of presynaptic neurons in synchronous firing assemblies and the synchronous firing rate should be sufficiently large. The correlation in firing of a pair of uncoupled neurons due to common excitatory input is initially increased for increasing firing rates of independent inhibitory inputs but decreases for large inhibitory firing rates. Common inhibitory input to a pair of uncoupled neurons barely induces correlated firing, but amplifies the effect of common excitation. Synchronous firing assemblies in the common input further enhance the correlation and are essential to attain experimentally observed correlation values. Since uncorrelated common input (i.e., common input by neurons, which do not fire in synchrony) cannot induce sufficient postsynaptic correlation, we conclude that lateral couplings are essential to establish clusters of synchronously firing neurons.
我们研究了基于电导的积分发放神经元的发放特性,以及由于多个突触输入的共同输入和同步发放导致的未耦合神经元对发放的相关性。推导了稳态电位矩和有效时间常数的解析近似值。我们表明,突触后发放几乎不依赖于抑制性输入之间的相关性;只有抑制性发放率起作用。相比之下,兴奋性输入的同步程度和发放率都很重要。在低抑制性发放率和(泊松调制的)同步兴奋性突触输入的情况下,可以获得变异系数CV > 1,其中同步发放集合中突触前神经元的数量和同步发放率都应该足够大。由于独立抑制性输入发放率的增加,一对未耦合神经元因共同兴奋性输入而产生的发放相关性最初会增加,但在抑制性发放率较大时会降低。一对未耦合神经元的共同抑制性输入几乎不会诱导相关性发放,但会放大共同兴奋的效果。共同输入中的同步发放集合进一步增强了相关性,并且对于获得实验观察到的相关值至关重要。由于不相关的共同输入(即不同步发放的神经元的共同输入)不能诱导足够的突触后相关性,我们得出结论,侧向耦合对于建立同步发放神经元簇至关重要。