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Time-dependent branching processes: a model of oscillating neuronal avalanches
Recently, neuronal avalanches have been observed to display oscillations, a phenomenon regarded as the co-existence of a scale-free behaviour (the avalanches close to criticality) and scale-dependent dynamics (the oscillations). Ordinary continuous-time branching processes with constant extinction a...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7426838/ https://www.ncbi.nlm.nih.gov/pubmed/32792658 http://dx.doi.org/10.1038/s41598-020-69705-5 |
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author | Pausch, Johannes Garcia-Millan, Rosalba Pruessner, Gunnar |
author_facet | Pausch, Johannes Garcia-Millan, Rosalba Pruessner, Gunnar |
author_sort | Pausch, Johannes |
collection | PubMed |
description | Recently, neuronal avalanches have been observed to display oscillations, a phenomenon regarded as the co-existence of a scale-free behaviour (the avalanches close to criticality) and scale-dependent dynamics (the oscillations). Ordinary continuous-time branching processes with constant extinction and branching rates are commonly used as models of neuronal activity, yet they lack any such time-dependence. In the present work, we extend a basic branching process by allowing the extinction rate to oscillate in time as a new model to describe cortical dynamics. By means of a perturbative field theory, we derive relevant observables in closed form. We support our findings by quantitative comparison to numerics and qualitative comparison to available experimental results. |
format | Online Article Text |
id | pubmed-7426838 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-74268382020-08-14 Time-dependent branching processes: a model of oscillating neuronal avalanches Pausch, Johannes Garcia-Millan, Rosalba Pruessner, Gunnar Sci Rep Article Recently, neuronal avalanches have been observed to display oscillations, a phenomenon regarded as the co-existence of a scale-free behaviour (the avalanches close to criticality) and scale-dependent dynamics (the oscillations). Ordinary continuous-time branching processes with constant extinction and branching rates are commonly used as models of neuronal activity, yet they lack any such time-dependence. In the present work, we extend a basic branching process by allowing the extinction rate to oscillate in time as a new model to describe cortical dynamics. By means of a perturbative field theory, we derive relevant observables in closed form. We support our findings by quantitative comparison to numerics and qualitative comparison to available experimental results. Nature Publishing Group UK 2020-08-13 /pmc/articles/PMC7426838/ /pubmed/32792658 http://dx.doi.org/10.1038/s41598-020-69705-5 Text en © The Author(s) 2020 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/. |
spellingShingle | Article Pausch, Johannes Garcia-Millan, Rosalba Pruessner, Gunnar Time-dependent branching processes: a model of oscillating neuronal avalanches |
title | Time-dependent branching processes: a model of oscillating neuronal avalanches |
title_full | Time-dependent branching processes: a model of oscillating neuronal avalanches |
title_fullStr | Time-dependent branching processes: a model of oscillating neuronal avalanches |
title_full_unstemmed | Time-dependent branching processes: a model of oscillating neuronal avalanches |
title_short | Time-dependent branching processes: a model of oscillating neuronal avalanches |
title_sort | time-dependent branching processes: a model of oscillating neuronal avalanches |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7426838/ https://www.ncbi.nlm.nih.gov/pubmed/32792658 http://dx.doi.org/10.1038/s41598-020-69705-5 |
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