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Correlated activity favors synergistic processing in local cortical networks in vitro at synaptically relevant timescales
Neural information processing is widely understood to depend on correlations in neuronal activity. However, whether correlation is favorable or not is contentious. Here, we sought to determine how correlated activity and information processing are related in cortical circuits. Using recordings of hu...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MIT Press
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7462423/ https://www.ncbi.nlm.nih.gov/pubmed/32885121 http://dx.doi.org/10.1162/netn_a_00141 |
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author | Sherrill, Samantha P. Timme, Nicholas M. Beggs, John M. Newman, Ehren L. |
author_facet | Sherrill, Samantha P. Timme, Nicholas M. Beggs, John M. Newman, Ehren L. |
author_sort | Sherrill, Samantha P. |
collection | PubMed |
description | Neural information processing is widely understood to depend on correlations in neuronal activity. However, whether correlation is favorable or not is contentious. Here, we sought to determine how correlated activity and information processing are related in cortical circuits. Using recordings of hundreds of spiking neurons in organotypic cultures of mouse neocortex, we asked whether mutual information between neurons that feed into a common third neuron increased synergistic information processing by the receiving neuron. We found that mutual information and synergistic processing were positively related at synaptic timescales (0.05–14 ms), where mutual information values were low. This effect was mediated by the increase in information transmission—of which synergistic processing is a component—that resulted as mutual information grew. However, at extrasynaptic windows (up to 3,000 ms), where mutual information values were high, the relationship between mutual information and synergistic processing became negative. In this regime, greater mutual information resulted in a disproportionate increase in redundancy relative to information transmission. These results indicate that the emergence of synergistic processing from correlated activity differs according to timescale and correlation regime. In a low-correlation regime, synergistic processing increases with greater correlation, and in a high-correlation regime, synergistic processing decreases with greater correlation. |
format | Online Article Text |
id | pubmed-7462423 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MIT Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-74624232020-09-02 Correlated activity favors synergistic processing in local cortical networks in vitro at synaptically relevant timescales Sherrill, Samantha P. Timme, Nicholas M. Beggs, John M. Newman, Ehren L. Netw Neurosci Research Articles Neural information processing is widely understood to depend on correlations in neuronal activity. However, whether correlation is favorable or not is contentious. Here, we sought to determine how correlated activity and information processing are related in cortical circuits. Using recordings of hundreds of spiking neurons in organotypic cultures of mouse neocortex, we asked whether mutual information between neurons that feed into a common third neuron increased synergistic information processing by the receiving neuron. We found that mutual information and synergistic processing were positively related at synaptic timescales (0.05–14 ms), where mutual information values were low. This effect was mediated by the increase in information transmission—of which synergistic processing is a component—that resulted as mutual information grew. However, at extrasynaptic windows (up to 3,000 ms), where mutual information values were high, the relationship between mutual information and synergistic processing became negative. In this regime, greater mutual information resulted in a disproportionate increase in redundancy relative to information transmission. These results indicate that the emergence of synergistic processing from correlated activity differs according to timescale and correlation regime. In a low-correlation regime, synergistic processing increases with greater correlation, and in a high-correlation regime, synergistic processing decreases with greater correlation. MIT Press 2020-07-01 /pmc/articles/PMC7462423/ /pubmed/32885121 http://dx.doi.org/10.1162/netn_a_00141 Text en © 2020 Massachusetts Institute of Technology This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. For a full description of the license, please visit https://creativecommons.org/licenses/by/4.0/legalcode. |
spellingShingle | Research Articles Sherrill, Samantha P. Timme, Nicholas M. Beggs, John M. Newman, Ehren L. Correlated activity favors synergistic processing in local cortical networks in vitro at synaptically relevant timescales |
title | Correlated activity favors synergistic processing in local cortical networks in vitro at synaptically relevant timescales |
title_full | Correlated activity favors synergistic processing in local cortical networks in vitro at synaptically relevant timescales |
title_fullStr | Correlated activity favors synergistic processing in local cortical networks in vitro at synaptically relevant timescales |
title_full_unstemmed | Correlated activity favors synergistic processing in local cortical networks in vitro at synaptically relevant timescales |
title_short | Correlated activity favors synergistic processing in local cortical networks in vitro at synaptically relevant timescales |
title_sort | correlated activity favors synergistic processing in local cortical networks in vitro at synaptically relevant timescales |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7462423/ https://www.ncbi.nlm.nih.gov/pubmed/32885121 http://dx.doi.org/10.1162/netn_a_00141 |
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