Auto- and crosscorrelograms for the spike response of leaky integrate-and-fire neurons with slow synapses

被引:74
作者
Moreno-Bote, R [1 ]
Parga, N
机构
[1] NYU, Ctr Neural Sci, New York, NY 10003 USA
[2] Univ Autonoma Madrid, Dept Fis Teor, E-28049 Madrid, Spain
[3] Columbia Univ, Ctr Neurobiol & Behav, Ctr Theoret Neurosci, New York, NY 10032 USA
关键词
D O I
10.1103/PhysRevLett.96.028101
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
An analytical description of the response properties of simple but realistic neuron models in the presence of noise is still lacking. We determine completely up to the second order the firing statistics of a single and a pair of leaky integrate-and-fire neurons receiving some common slowly filtered white noise. In particular, the auto- and cross-correlation functions of the output spike trains of pairs of cells are obtained from an improvement of the adiabatic approximation introduced previously by Moreno-Bote and Parga [Phys. Rev. Lett. 92, 028102 (2004)]. These two functions define the firing variability and firing synchronization between neurons, and are of much importance for understanding neuron communication.
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页数:4
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共 15 条
[1]  
Cox D. R., 1962, Renewal theory
[2]   Primary cortical representation of sounds by the coordination of action-potential timing [J].
deCharms, RC ;
Merzenich, MM .
NATURE, 1996, 381 (6583) :610-613
[3]   The high-conductance state of neocortical neurons in vivo [J].
Destexhe, A ;
Rudolph, M ;
Paré, D .
NATURE REVIEWS NEUROSCIENCE, 2003, 4 (09) :739-751
[4]   Firing statistics of a neuron model driven by long-range correlated noise [J].
Middleton, JW ;
Chacron, MJ ;
Lindner, B ;
Longtin, A .
PHYSICAL REVIEW E, 2003, 68 (02) :8
[5]   Response of spiking neurons to correlated inputs [J].
Moreno, R ;
de la Rocha, J ;
Renart, A ;
Parga, N .
PHYSICAL REVIEW LETTERS, 2002, 89 (28)
[6]   Membrane potential and response properties of populations of cortical neurons in the high conductance state [J].
Moreno-Bote, R ;
Parga, N .
PHYSICAL REVIEW LETTERS, 2005, 94 (08)
[7]   Role of synaptic filtering on the firing response of simple model neurons [J].
Moreno-Bote, R ;
Parga, N .
PHYSICAL REVIEW LETTERS, 2004, 92 (02) :4-281024
[8]  
Ricciardi L. M., 1977, DIFFUSION PROCESSES
[9]   Correlated neuronal activity and the flow of neural information [J].
Salinas, E ;
Sejnowski, TJ .
NATURE REVIEWS NEUROSCIENCE, 2001, 2 (08) :539-550
[10]   Impact of correlated synaptic input on output firing rate and variability in simple neuronal models [J].
Salinas, E ;
Sejnowski, TJ .
JOURNAL OF NEUROSCIENCE, 2000, 20 (16) :6193-6209