The response of cortical neurons to in vivo-like input current: theory and experiment

被引:30
|
作者
La Camera, Giancarlo [1 ]
Giugliano, Michele [2 ,3 ]
Senn, Walter [4 ]
Fusi, Stefano [5 ,6 ]
机构
[1] NIMH, Neuropsychol Lab, NIH, Bethesda, MD 20892 USA
[2] Ecole Polytech Fed Lausanne, Lab Neural Microcircuitry, Lausanne, Switzerland
[3] Univ Antwerp, Antwerp, Belgium
[4] Univ Bern, Inst Physiol, Bern, Switzerland
[5] Columbia Univ Coll Phys & Surg, Ctr Theoret Neurosci, New York, NY 10032 USA
[6] Univ Zurich, ETH, Inst Neuroinformat, Zurich, Switzerland
基金
瑞士国家科学基金会;
关键词
Integrate-and-fire; Mean field; Population density; Collective dynamics; Attractor; Pyramidal; Fast spiking;
D O I
10.1007/s00422-008-0272-7
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
The study of several aspects of the collective dynamics of interacting neurons can be highly simplified if one assumes that the statistics of the synaptic input is the same for a large population of similarly behaving neurons (mean field approach). In particular, under such an assumption, it is possible to determine and study all the equilibrium points of the network dynamics when the neuronal response to noisy, in vivo-like, synaptic currents is known. The response function can be computed analytically for simple integrate-and-fire neuron models and it can be measured directly in experiments in vitro. Here we review theoretical and experimental results about the neural response to noisy inputs with stationary statistics. These response functions are important to characterize the collective neural dynamics that are proposed to be the neural substrate of working memory, decision making and other cognitive functions. Applications to the case of time-varying inputs are reviewed in a companion paper (Giugliano et al. in Biol Cybern, 2008). We conclude that modified integrate-and-fire neuron models are good enough to reproduce faithfully many of the relevant dynamical aspects of the neuronal response measured in experiments on real neurons in vitro.
引用
收藏
页码:279 / 301
页数:23
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