Noise promotes independent control of gamma oscillations and grid firing within recurrent attractor networks

  1. Lukas Solanka
  2. Mark C W van Rossum
  3. Matthew F Nolan  Is a corresponding author
  1. University of Edinburgh, United Kingdom
  2. Institute for Adaptive and Neural Computation, United Kingdom

Abstract

Neural computations underlying cognitive functions require calibration of the strength of excitatory and inhibitory synaptic connections and are associated with modulation of gamma frequency oscillations in network activity. However, principles relating gamma oscillations, synaptic strength and circuit computations are unclear. We address this in attractor network models that account for grid firing and theta-nested gamma oscillations in the medial entorhinal cortex. We show that moderate intrinsic noise massively increases the range of synaptic strengths supporting gamma oscillations and grid computation. With moderate noise, variation in excitatory or inhibitory synaptic strength tunes the amplitude and frequency of gamma activity without disrupting grid firing. This beneficial role for noise results from disruption of epileptic-like network states. Thus, moderate noise promotes independent control of multiplexed firing rate- and gamma-based computational mechanisms. Our results have implications for tuning of normal circuit function and for disorders associated with changes in gamma oscillations and synaptic strength.

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Author details

  1. Lukas Solanka

    Centre for Integrative Physiology, University of Edinburgh, Edinburgh, United Kingdom
    Competing interests
    The authors declare that no competing interests exist.
  2. Mark C W van Rossum

    Institute for Adaptive and Neural Computation, Edinburgh, United Kingdom
    Competing interests
    The authors declare that no competing interests exist.
  3. Matthew F Nolan

    Centre for Integrative Physiology, University of Edinburgh, Edinburgh, United Kingdom
    For correspondence
    mattnolan@ed.ac.uk
    Competing interests
    The authors declare that no competing interests exist.

Copyright

© 2015, Solanka et al.

This article is distributed under the terms of the Creative Commons Attribution License permitting unrestricted use and redistribution provided that the original author and source are credited.

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  1. Lukas Solanka
  2. Mark C W van Rossum
  3. Matthew F Nolan
(2015)
Noise promotes independent control of gamma oscillations and grid firing within recurrent attractor networks
eLife 4:e06444.
https://doi.org/10.7554/eLife.06444

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https://doi.org/10.7554/eLife.06444