Conductance-based refractory density model of primary visual cortex

J Comput Neurosci. 2014 Apr;36(2):297-319. doi: 10.1007/s10827-013-0473-5. Epub 2013 Jul 26.

Abstract

A layered continual population model of primary visual cortex has been constructed, which reproduces a set of experimental data, including postsynaptic responses of single neurons on extracellular electric stimulation and spatially distributed activity patterns in response to visual stimulation. In the model, synaptically interacting excitatory and inhibitory neuronal populations are described by a conductance-based refractory density approach. Populations of two-compartment excitatory and inhibitory neurons in cortical layers 2/3 and 4 are distributed in the 2-d cortical space and connected by AMPA, NMDA and GABA type synapses. The external connections are pinwheel-like, according to the orientation of a stimulus. Intracortical connections are isotropic local and patchy between neurons with similar orientations. The model proposes better temporal resolution and more detailed elaboration than conventional mean-field models. In comparison to large network simulations, it excludes a posteriori statistical data manipulation and provides better computational efficiency and minimal parametrization.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Action Potentials / drug effects
  • Action Potentials / physiology
  • Animals
  • Electric Stimulation
  • Humans
  • In Vitro Techniques
  • Models, Neurological*
  • N-Methylaspartate / metabolism
  • N-Methylaspartate / pharmacology
  • Neural Conduction / physiology*
  • Neurons / drug effects
  • Neurons / physiology*
  • Orientation / physiology*
  • Photic Stimulation
  • Synapses / drug effects
  • Synapses / physiology*
  • Visual Cortex / cytology*
  • Visual Cortex / physiology
  • Visual Fields / physiology
  • alpha-Amino-3-hydroxy-5-methyl-4-isoxazolepropionic Acid / metabolism
  • alpha-Amino-3-hydroxy-5-methyl-4-isoxazolepropionic Acid / pharmacology
  • gamma-Aminobutyric Acid / metabolism
  • gamma-Aminobutyric Acid / pharmacology

Substances

  • gamma-Aminobutyric Acid
  • N-Methylaspartate
  • alpha-Amino-3-hydroxy-5-methyl-4-isoxazolepropionic Acid