Analytical modelling of temperature effects on an AMPA-type synapse

J Comput Neurosci. 2018 Jun;44(3):379-391. doi: 10.1007/s10827-018-0684-x. Epub 2018 May 11.

Abstract

It was previously reported, that temperature may significantly influence neural dynamics on the different levels of brain function. Thus, in computational neuroscience, it would be useful to make models scalable for a wide range of various brain temperatures. However, lack of experimental data and an absence of temperature-dependent analytical models of synaptic conductance does not allow to include temperature effects at the multi-neuron modeling level. In this paper, we propose a first step to deal with this problem: A new analytical model of AMPA-type synaptic conductance, which is able to incorporate temperature effects in low-frequency stimulations. It was constructed based on Markov model description of AMPA receptor kinetics using the set of coupled ODEs. The closed-form solution for the set of differential equations was found using uncoupling assumption (introduced in the paper) with few simplifications motivated both from experimental data and from Monte Carlo simulation of synaptic transmission. The model may be used for computationally efficient and biologically accurate implementation of temperature effects on AMPA receptor conductance in large-scale neural network simulations. As a result, it may open a wide range of new possibilities for researching the influence of temperature on certain aspects of brain functioning.

Keywords: AMPA-receptor; Analytical modeling; Modeling of synapses; Temperature; Uncoupling set of ODEs.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Animals
  • Computer Simulation
  • Electric Stimulation
  • Humans
  • Models, Neurological*
  • Monte Carlo Method
  • Neurons / physiology*
  • Receptors, AMPA / metabolism
  • Synapses / physiology*
  • Synaptic Transmission / physiology*
  • Temperature*
  • alpha-Amino-3-hydroxy-5-methyl-4-isoxazolepropionic Acid / metabolism*

Substances

  • Receptors, AMPA
  • alpha-Amino-3-hydroxy-5-methyl-4-isoxazolepropionic Acid