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Cell type specific information transfer for sparse coding

View ORCID ProfileFleur Zeldenrust, Niccolò Calcini, Xuan Yan, Ate Bijlsma, View ORCID ProfileTansu Celikel
doi: https://doi.org/10.1101/2020.11.06.371658
Fleur Zeldenrust
Department of Neurophysiology, Donders Institute for Brain, Cognition, and Behaviour, Radboud University, Nijmegen - the Netherlands
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  • ORCID record for Fleur Zeldenrust
  • For correspondence: f.zeldenrust@neurophysiology.nl
Niccolò Calcini
Department of Neurophysiology, Donders Institute for Brain, Cognition, and Behaviour, Radboud University, Nijmegen - the Netherlands
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Xuan Yan
Department of Neurophysiology, Donders Institute for Brain, Cognition, and Behaviour, Radboud University, Nijmegen - the Netherlands
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Ate Bijlsma
Department of Neurophysiology, Donders Institute for Brain, Cognition, and Behaviour, Radboud University, Nijmegen - the Netherlands
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Tansu Celikel
Department of Neurophysiology, Donders Institute for Brain, Cognition, and Behaviour, Radboud University, Nijmegen - the Netherlands
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Abstract

Sensory neurons reconstruct the world from action potentials (spikes) impinging on them. Recent work argues that the formation of sensory representations are cell-type specific, as excitatory and inhibitory neurons use complementary information available in spike trains to represent sensory stimuli. Here, by measuring the mutual information between synaptic input and spike trains, we show that inhibitory and excitatory neurons in the barrel cortex transfer information differently: excitatory neurons show strong threshold adaptation and a reduction of intracellular information transfer with increasing firing rates. Inhibitory neurons, on the other hand, show threshold behaviour that facilitates broadband information transfer. We propose that cell-type specific intracellular information transfer is the rate-limiting step for neuronal communication across synaptically coupled networks. Ultimately, at high firing rates, the reduction of information transfer by excitatory neurons and its facilitation by inhibitory neurons together provides a mechanism for sparse coding and information compression in cortical networks.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • Updated links to * related bioRxiv paper * dataset in repository

  • https://doi.org/10.34973/4f3k-1s63

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC 4.0 International license.
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Posted December 15, 2020.
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Cell type specific information transfer for sparse coding
Fleur Zeldenrust, Niccolò Calcini, Xuan Yan, Ate Bijlsma, Tansu Celikel
bioRxiv 2020.11.06.371658; doi: https://doi.org/10.1101/2020.11.06.371658
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Cell type specific information transfer for sparse coding
Fleur Zeldenrust, Niccolò Calcini, Xuan Yan, Ate Bijlsma, Tansu Celikel
bioRxiv 2020.11.06.371658; doi: https://doi.org/10.1101/2020.11.06.371658

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