From Biophysical to Integrate-and-Fire Modeling

Neural Comput. 2021 Mar;33(3):563-589. doi: 10.1162/neco_a_01353. Epub 2021 Jan 5.

Abstract

This article proposes a methodology to extract a low-dimensional integrate-and-fire model from an arbitrarily detailed single-compartment biophysical model. The method aims at relating the modulation of maximal conductance parameters in the biophysical model to the modulation of parameters in the proposed integrate-and-fire model. The approach is illustrated on two well-documented examples of cellular neuromodulation: the transition between type I and type II excitability and the transition between spiking and bursting.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Action Potentials
  • Biophysics
  • Models, Neurological*
  • Neurons*