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Long-term stability of avalanche scaling and integrative network organization in prefrontal and premotor cortex

Ongoing neuronal activity in the brain establishes functional networks that reflect normal and pathological brain function. Most estimates of these functional networks suffer from low spatiotemporal resolution and indirect measures of neuronal population activity, limiting the accuracy and reliabili...

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Autores principales: Miller, Stephanie R., Yu, Shan, Pajevic, Sinisa, Plenz, Dietmar
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MIT Press 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8233112/
https://www.ncbi.nlm.nih.gov/pubmed/34189375
http://dx.doi.org/10.1162/netn_a_00188
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author Miller, Stephanie R.
Yu, Shan
Pajevic, Sinisa
Plenz, Dietmar
author_facet Miller, Stephanie R.
Yu, Shan
Pajevic, Sinisa
Plenz, Dietmar
author_sort Miller, Stephanie R.
collection PubMed
description Ongoing neuronal activity in the brain establishes functional networks that reflect normal and pathological brain function. Most estimates of these functional networks suffer from low spatiotemporal resolution and indirect measures of neuronal population activity, limiting the accuracy and reliability in their reconstruction over time. Here, we studied the stability of neuronal avalanche dynamics and corresponding reconstructed functional networks in the adult brain. Using chronically implanted high-density microelectrode arrays, the local field potential (LFP) of resting-state activity was recorded in prefrontal and premotor cortex of awake nonhuman primates. Avalanche dynamics revealed stable scaling exhibiting an inverted parabolic profile and collapse exponent of 2 in line with a critical branching process over many days and weeks. Functional networks were based on a Bayesian-derived estimator and demonstrated stable integrative properties characterized by nontrivial high neighborhood overlap between strongly connected nodes and robustness to weak-link pruning. Entropy-based mixing analysis revealed significant changes in strong link weights over weeks. The long-term stability in avalanche scaling and integrative network organization in the face of individual link weight changes should support the development of noninvasive biomarkers to characterize normal and abnormal brain states in the adult brain.
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spelling pubmed-82331122021-06-28 Long-term stability of avalanche scaling and integrative network organization in prefrontal and premotor cortex Miller, Stephanie R. Yu, Shan Pajevic, Sinisa Plenz, Dietmar Netw Neurosci Research Article Ongoing neuronal activity in the brain establishes functional networks that reflect normal and pathological brain function. Most estimates of these functional networks suffer from low spatiotemporal resolution and indirect measures of neuronal population activity, limiting the accuracy and reliability in their reconstruction over time. Here, we studied the stability of neuronal avalanche dynamics and corresponding reconstructed functional networks in the adult brain. Using chronically implanted high-density microelectrode arrays, the local field potential (LFP) of resting-state activity was recorded in prefrontal and premotor cortex of awake nonhuman primates. Avalanche dynamics revealed stable scaling exhibiting an inverted parabolic profile and collapse exponent of 2 in line with a critical branching process over many days and weeks. Functional networks were based on a Bayesian-derived estimator and demonstrated stable integrative properties characterized by nontrivial high neighborhood overlap between strongly connected nodes and robustness to weak-link pruning. Entropy-based mixing analysis revealed significant changes in strong link weights over weeks. The long-term stability in avalanche scaling and integrative network organization in the face of individual link weight changes should support the development of noninvasive biomarkers to characterize normal and abnormal brain states in the adult brain. MIT Press 2021-06-03 /pmc/articles/PMC8233112/ /pubmed/34189375 http://dx.doi.org/10.1162/netn_a_00188 Text en © 2021 Massachusetts Institute of Technology https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International License (https://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 (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Research Article
Miller, Stephanie R.
Yu, Shan
Pajevic, Sinisa
Plenz, Dietmar
Long-term stability of avalanche scaling and integrative network organization in prefrontal and premotor cortex
title Long-term stability of avalanche scaling and integrative network organization in prefrontal and premotor cortex
title_full Long-term stability of avalanche scaling and integrative network organization in prefrontal and premotor cortex
title_fullStr Long-term stability of avalanche scaling and integrative network organization in prefrontal and premotor cortex
title_full_unstemmed Long-term stability of avalanche scaling and integrative network organization in prefrontal and premotor cortex
title_short Long-term stability of avalanche scaling and integrative network organization in prefrontal and premotor cortex
title_sort long-term stability of avalanche scaling and integrative network organization in prefrontal and premotor cortex
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8233112/
https://www.ncbi.nlm.nih.gov/pubmed/34189375
http://dx.doi.org/10.1162/netn_a_00188
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