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Efficient “Communication through Coherence” Requires Oscillations Structured to Minimize Interference between Signals
The ‘communication through coherence’ (CTC) hypothesis proposes that selective communication among neural networks is achieved by coherence between firing rate oscillation in a sending region and gain modulation in a receiving region. Although this hypothesis has stimulated extensive work, it remain...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3493486/ https://www.ncbi.nlm.nih.gov/pubmed/23144603 http://dx.doi.org/10.1371/journal.pcbi.1002760 |
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author | Akam, Thomas E. Kullmann, Dimitri M. |
author_facet | Akam, Thomas E. Kullmann, Dimitri M. |
author_sort | Akam, Thomas E. |
collection | PubMed |
description | The ‘communication through coherence’ (CTC) hypothesis proposes that selective communication among neural networks is achieved by coherence between firing rate oscillation in a sending region and gain modulation in a receiving region. Although this hypothesis has stimulated extensive work, it remains unclear whether the mechanism can in principle allow reliable and selective information transfer. Here we use a simple mathematical model to investigate how accurately coherent gain modulation can filter a population-coded target signal from task-irrelevant distracting inputs. We show that selective communication can indeed be achieved, although the structure of oscillatory activity in the target and distracting networks must satisfy certain previously unrecognized constraints. Firstly, the target input must be differentiated from distractors by the amplitude, phase or frequency of its oscillatory modulation. When distracting inputs oscillate incoherently in the same frequency band as the target, communication accuracy is severely degraded because of varying overlap between the firing rate oscillations of distracting inputs and the gain modulation in the receiving region. Secondly, the oscillatory modulation of the target input must be strong in order to achieve a high signal-to-noise ratio relative to stochastic spiking of individual neurons. Thus, whilst providing a quantitative demonstration of the power of coherent oscillatory gain modulation to flexibly control information flow, our results identify constraints imposed by the need to avoid interference between signals, and reveal a likely organizing principle for the structure of neural oscillations in the brain. |
format | Online Article Text |
id | pubmed-3493486 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-34934862012-11-09 Efficient “Communication through Coherence” Requires Oscillations Structured to Minimize Interference between Signals Akam, Thomas E. Kullmann, Dimitri M. PLoS Comput Biol Research Article The ‘communication through coherence’ (CTC) hypothesis proposes that selective communication among neural networks is achieved by coherence between firing rate oscillation in a sending region and gain modulation in a receiving region. Although this hypothesis has stimulated extensive work, it remains unclear whether the mechanism can in principle allow reliable and selective information transfer. Here we use a simple mathematical model to investigate how accurately coherent gain modulation can filter a population-coded target signal from task-irrelevant distracting inputs. We show that selective communication can indeed be achieved, although the structure of oscillatory activity in the target and distracting networks must satisfy certain previously unrecognized constraints. Firstly, the target input must be differentiated from distractors by the amplitude, phase or frequency of its oscillatory modulation. When distracting inputs oscillate incoherently in the same frequency band as the target, communication accuracy is severely degraded because of varying overlap between the firing rate oscillations of distracting inputs and the gain modulation in the receiving region. Secondly, the oscillatory modulation of the target input must be strong in order to achieve a high signal-to-noise ratio relative to stochastic spiking of individual neurons. Thus, whilst providing a quantitative demonstration of the power of coherent oscillatory gain modulation to flexibly control information flow, our results identify constraints imposed by the need to avoid interference between signals, and reveal a likely organizing principle for the structure of neural oscillations in the brain. Public Library of Science 2012-11-08 /pmc/articles/PMC3493486/ /pubmed/23144603 http://dx.doi.org/10.1371/journal.pcbi.1002760 Text en © 2012 Akam, Kullmann http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Akam, Thomas E. Kullmann, Dimitri M. Efficient “Communication through Coherence” Requires Oscillations Structured to Minimize Interference between Signals |
title | Efficient “Communication through Coherence” Requires Oscillations Structured to Minimize Interference between Signals |
title_full | Efficient “Communication through Coherence” Requires Oscillations Structured to Minimize Interference between Signals |
title_fullStr | Efficient “Communication through Coherence” Requires Oscillations Structured to Minimize Interference between Signals |
title_full_unstemmed | Efficient “Communication through Coherence” Requires Oscillations Structured to Minimize Interference between Signals |
title_short | Efficient “Communication through Coherence” Requires Oscillations Structured to Minimize Interference between Signals |
title_sort | efficient “communication through coherence” requires oscillations structured to minimize interference between signals |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3493486/ https://www.ncbi.nlm.nih.gov/pubmed/23144603 http://dx.doi.org/10.1371/journal.pcbi.1002760 |
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