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Lévy walk dynamics explain gamma burst patterns in primate cerebral cortex
Lévy walks describe patterns of intermittent motion with variable step sizes. In complex biological systems, Lévy walks (non-Brownian, superdiffusive random walks) are associated with behaviors such as search patterns of animals foraging for food. Here we show that Lévy walks also describe patterns...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8206356/ https://www.ncbi.nlm.nih.gov/pubmed/34131276 http://dx.doi.org/10.1038/s42003-021-02256-1 |
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author | Liu, Yuxi Long, Xian Martin, Paul R. Solomon, Samuel G. Gong, Pulin |
author_facet | Liu, Yuxi Long, Xian Martin, Paul R. Solomon, Samuel G. Gong, Pulin |
author_sort | Liu, Yuxi |
collection | PubMed |
description | Lévy walks describe patterns of intermittent motion with variable step sizes. In complex biological systems, Lévy walks (non-Brownian, superdiffusive random walks) are associated with behaviors such as search patterns of animals foraging for food. Here we show that Lévy walks also describe patterns of oscillatory activity in primate cerebral cortex. We used a combination of empirical observation and modeling to investigate high-frequency (gamma band) local field potential activity in visual motion-processing cortical area MT of marmoset monkeys. We found that gamma activity is organized as localized burst patterns that propagate across the cortical surface with Lévy walk dynamics. Lévy walks are fundamentally different from either global synchronization, or regular propagating waves, because they include large steps that enable activity patterns to move rapidly over cortical modules. The presence of Lévy walk dynamics therefore represents a previously undiscovered mode of brain activity, and implies a novel way for the cortex to compute. We apply a biophysically realistic circuit model to explain that the Lévy walk dynamics arise from critical-state transitions between asynchronous and localized propagating wave states, and that these dynamics yield optimal spatial sampling of the cortical sheet. We hypothesise that Lévy walk dynamics could help the cortex to efficiently process variable inputs, and to find links in patterns of activity among sparsely spiking populations of neurons. |
format | Online Article Text |
id | pubmed-8206356 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-82063562021-07-01 Lévy walk dynamics explain gamma burst patterns in primate cerebral cortex Liu, Yuxi Long, Xian Martin, Paul R. Solomon, Samuel G. Gong, Pulin Commun Biol Article Lévy walks describe patterns of intermittent motion with variable step sizes. In complex biological systems, Lévy walks (non-Brownian, superdiffusive random walks) are associated with behaviors such as search patterns of animals foraging for food. Here we show that Lévy walks also describe patterns of oscillatory activity in primate cerebral cortex. We used a combination of empirical observation and modeling to investigate high-frequency (gamma band) local field potential activity in visual motion-processing cortical area MT of marmoset monkeys. We found that gamma activity is organized as localized burst patterns that propagate across the cortical surface with Lévy walk dynamics. Lévy walks are fundamentally different from either global synchronization, or regular propagating waves, because they include large steps that enable activity patterns to move rapidly over cortical modules. The presence of Lévy walk dynamics therefore represents a previously undiscovered mode of brain activity, and implies a novel way for the cortex to compute. We apply a biophysically realistic circuit model to explain that the Lévy walk dynamics arise from critical-state transitions between asynchronous and localized propagating wave states, and that these dynamics yield optimal spatial sampling of the cortical sheet. We hypothesise that Lévy walk dynamics could help the cortex to efficiently process variable inputs, and to find links in patterns of activity among sparsely spiking populations of neurons. Nature Publishing Group UK 2021-06-15 /pmc/articles/PMC8206356/ /pubmed/34131276 http://dx.doi.org/10.1038/s42003-021-02256-1 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Liu, Yuxi Long, Xian Martin, Paul R. Solomon, Samuel G. Gong, Pulin Lévy walk dynamics explain gamma burst patterns in primate cerebral cortex |
title | Lévy walk dynamics explain gamma burst patterns in primate cerebral cortex |
title_full | Lévy walk dynamics explain gamma burst patterns in primate cerebral cortex |
title_fullStr | Lévy walk dynamics explain gamma burst patterns in primate cerebral cortex |
title_full_unstemmed | Lévy walk dynamics explain gamma burst patterns in primate cerebral cortex |
title_short | Lévy walk dynamics explain gamma burst patterns in primate cerebral cortex |
title_sort | lévy walk dynamics explain gamma burst patterns in primate cerebral cortex |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8206356/ https://www.ncbi.nlm.nih.gov/pubmed/34131276 http://dx.doi.org/10.1038/s42003-021-02256-1 |
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