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The modulation of neural gain facilitates a transition between functional segregation and integration in the brain

Cognitive function relies on a dynamic, context-sensitive balance between functional integration and segregation in the brain. Previous work has proposed that this balance is mediated by global fluctuations in neural gain by projections from ascending neuromodulatory nuclei. To test this hypothesis...

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Detalles Bibliográficos
Autores principales: Shine, James M, Aburn, Matthew J, Breakspear, Michael, Poldrack, Russell A
Formato: Online Artículo Texto
Lenguaje:English
Publicado: eLife Sciences Publications, Ltd 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5818252/
https://www.ncbi.nlm.nih.gov/pubmed/29376825
http://dx.doi.org/10.7554/eLife.31130
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author Shine, James M
Aburn, Matthew J
Breakspear, Michael
Poldrack, Russell A
author_facet Shine, James M
Aburn, Matthew J
Breakspear, Michael
Poldrack, Russell A
author_sort Shine, James M
collection PubMed
description Cognitive function relies on a dynamic, context-sensitive balance between functional integration and segregation in the brain. Previous work has proposed that this balance is mediated by global fluctuations in neural gain by projections from ascending neuromodulatory nuclei. To test this hypothesis in silico, we studied the effects of neural gain on network dynamics in a model of large-scale neuronal dynamics. We found that increases in neural gain directed the network through an abrupt dynamical transition, leading to an integrated network topology that was maximal in frontoparietal ‘rich club’ regions. This gain-mediated transition was also associated with increased topological complexity, as well as increased variability in time-resolved topological structure, further highlighting the potential computational benefits of the gain-mediated network transition. These results support the hypothesis that neural gain modulation has the computational capacity to mediate the balance between integration and segregation in the brain.
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spelling pubmed-58182522018-02-22 The modulation of neural gain facilitates a transition between functional segregation and integration in the brain Shine, James M Aburn, Matthew J Breakspear, Michael Poldrack, Russell A eLife Neuroscience Cognitive function relies on a dynamic, context-sensitive balance between functional integration and segregation in the brain. Previous work has proposed that this balance is mediated by global fluctuations in neural gain by projections from ascending neuromodulatory nuclei. To test this hypothesis in silico, we studied the effects of neural gain on network dynamics in a model of large-scale neuronal dynamics. We found that increases in neural gain directed the network through an abrupt dynamical transition, leading to an integrated network topology that was maximal in frontoparietal ‘rich club’ regions. This gain-mediated transition was also associated with increased topological complexity, as well as increased variability in time-resolved topological structure, further highlighting the potential computational benefits of the gain-mediated network transition. These results support the hypothesis that neural gain modulation has the computational capacity to mediate the balance between integration and segregation in the brain. eLife Sciences Publications, Ltd 2018-01-29 /pmc/articles/PMC5818252/ /pubmed/29376825 http://dx.doi.org/10.7554/eLife.31130 Text en © 2018, Shine et al http://creativecommons.org/licenses/by/4.0/ http://creativecommons.org/licenses/by/4.0/This article is distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use and redistribution provided that the original author and source are credited.
spellingShingle Neuroscience
Shine, James M
Aburn, Matthew J
Breakspear, Michael
Poldrack, Russell A
The modulation of neural gain facilitates a transition between functional segregation and integration in the brain
title The modulation of neural gain facilitates a transition between functional segregation and integration in the brain
title_full The modulation of neural gain facilitates a transition between functional segregation and integration in the brain
title_fullStr The modulation of neural gain facilitates a transition between functional segregation and integration in the brain
title_full_unstemmed The modulation of neural gain facilitates a transition between functional segregation and integration in the brain
title_short The modulation of neural gain facilitates a transition between functional segregation and integration in the brain
title_sort modulation of neural gain facilitates a transition between functional segregation and integration in the brain
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5818252/
https://www.ncbi.nlm.nih.gov/pubmed/29376825
http://dx.doi.org/10.7554/eLife.31130
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