Firing-rate resonance in a generalized integrate-and-fire neuron with subthreshold resonance

Nicolas Brunel, Vincent Hakim, and Magnus J. E. Richardson
Phys. Rev. E 67, 051916 – Published 19 May 2003
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Abstract

Neurons that exhibit a peak at finite frequency in their membrane potential response to oscillatory inputs are widespread in the nervous system. However, the influence of this subthreshold resonance on spiking properties has not yet been thoroughly analyzed. To this end, generalized integrate-and-fire models are introduced that reproduce at the linear level the subthreshold behavior of any given conductance-based model. A detailed analysis is presented of the simplest resonant model of this kind that has two variables: the membrane potential and a supplementary voltage-gated resonant variable. The firing-rate modulation created by a noisy weak oscillatory drive, mimicking an in vivo environment, is computed numerically and analytically when the dynamics of the resonant variable is slow compared to that of the membrane potential. The results show that the firing-rate modulation is shaped by the subthreshold resonance. For weak noise, the firing-rate modulation has a minimum near the preferred subthreshold frequency. For higher noise, such as that prevailing in vivo, the firing-rate modulation peaks near the preferred subthreshold frequency.

  • Received 20 December 2002

DOI:https://doi.org/10.1103/PhysRevE.67.051916

©2003 American Physical Society

Authors & Affiliations

Nicolas Brunel1, Vincent Hakim2, and Magnus J. E. Richardson2,3,*

  • 1Neurophysique et Physiologie du Système Moteur (CNRS UMR 8119), Université Paris René Descartes, 45 rue des Saints Pères, 75270 Paris Cedex 06, France
  • 2Laboratoire de Physique Statistique, Ecole Normale Supérieure, 24 rue Lhomond, 75231 Paris Cedex 05, France
  • 3Laboratory of Computational Neuroscience, Brain and Mind Institute, Ecole Polytechnique Fédérale de Lausanne, CH-1015, Lausanne, Switzerland

  • *Associé au CNRS et aux Universités Paris VI et VII.

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Vol. 67, Iss. 5 — May 2003

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