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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
eLife Sciences Publications, Ltd
2018
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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. |
format | Online Article Text |
id | pubmed-5818252 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | eLife Sciences Publications, Ltd |
record_format | MEDLINE/PubMed |
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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