Cargando…
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...
Autores principales: | , , , |
---|---|
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 |
_version_ | 1783713779745292288 |
---|---|
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. |
format | Online Article Text |
id | pubmed-8233112 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MIT Press |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT millerstephanier longtermstabilityofavalanchescalingandintegrativenetworkorganizationinprefrontalandpremotorcortex AT yushan longtermstabilityofavalanchescalingandintegrativenetworkorganizationinprefrontalandpremotorcortex AT pajevicsinisa longtermstabilityofavalanchescalingandintegrativenetworkorganizationinprefrontalandpremotorcortex AT plenzdietmar longtermstabilityofavalanchescalingandintegrativenetworkorganizationinprefrontalandpremotorcortex |