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The impact of regional heterogeneity in whole-brain dynamics in the presence of oscillations
Large variability exists across brain regions in health and disease, considering their cellular and molecular composition, connectivity, and function. Large-scale whole-brain models comprising coupled brain regions provide insights into the underlying dynamics that shape complex patterns of spontane...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MIT Press
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10312285/ https://www.ncbi.nlm.nih.gov/pubmed/37397876 http://dx.doi.org/10.1162/netn_a_00299 |
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author | Perl, Yonatan Sanz Zamora-Lopez, Gorka Montbrió, Ernest Monge-Asensio, Martí Vohryzek, Jakub Fittipaldi, Sol Campo, Cecilia González Moguilner, Sebastián Ibañez, Agustín Tagliazucchi, Enzo Yeo, B. T. Thomas Kringelbach, Morten L. Deco, Gustavo |
author_facet | Perl, Yonatan Sanz Zamora-Lopez, Gorka Montbrió, Ernest Monge-Asensio, Martí Vohryzek, Jakub Fittipaldi, Sol Campo, Cecilia González Moguilner, Sebastián Ibañez, Agustín Tagliazucchi, Enzo Yeo, B. T. Thomas Kringelbach, Morten L. Deco, Gustavo |
author_sort | Perl, Yonatan Sanz |
collection | PubMed |
description | Large variability exists across brain regions in health and disease, considering their cellular and molecular composition, connectivity, and function. Large-scale whole-brain models comprising coupled brain regions provide insights into the underlying dynamics that shape complex patterns of spontaneous brain activity. In particular, biophysically grounded mean-field whole-brain models in the asynchronous regime were used to demonstrate the dynamical consequences of including regional variability. Nevertheless, the role of heterogeneities when brain dynamics are supported by synchronous oscillating state, which is a ubiquitous phenomenon in brain, remains poorly understood. Here, we implemented two models capable of presenting oscillatory behavior with different levels of abstraction: a phenomenological Stuart–Landau model and an exact mean-field model. The fit of these models informed by structural- to functional-weighted MRI signal (T1w/T2w) allowed us to explore the implication of the inclusion of heterogeneities for modeling resting-state fMRI recordings from healthy participants. We found that disease-specific regional functional heterogeneity imposed dynamical consequences within the oscillatory regime in fMRI recordings from neurodegeneration with specific impacts on brain atrophy/structure (Alzheimer’s patients). Overall, we found that models with oscillations perform better when structural and functional regional heterogeneities are considered, showing that phenomenological and biophysical models behave similarly at the brink of the Hopf bifurcation. |
format | Online Article Text |
id | pubmed-10312285 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MIT Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-103122852023-07-01 The impact of regional heterogeneity in whole-brain dynamics in the presence of oscillations Perl, Yonatan Sanz Zamora-Lopez, Gorka Montbrió, Ernest Monge-Asensio, Martí Vohryzek, Jakub Fittipaldi, Sol Campo, Cecilia González Moguilner, Sebastián Ibañez, Agustín Tagliazucchi, Enzo Yeo, B. T. Thomas Kringelbach, Morten L. Deco, Gustavo Netw Neurosci Research Article Large variability exists across brain regions in health and disease, considering their cellular and molecular composition, connectivity, and function. Large-scale whole-brain models comprising coupled brain regions provide insights into the underlying dynamics that shape complex patterns of spontaneous brain activity. In particular, biophysically grounded mean-field whole-brain models in the asynchronous regime were used to demonstrate the dynamical consequences of including regional variability. Nevertheless, the role of heterogeneities when brain dynamics are supported by synchronous oscillating state, which is a ubiquitous phenomenon in brain, remains poorly understood. Here, we implemented two models capable of presenting oscillatory behavior with different levels of abstraction: a phenomenological Stuart–Landau model and an exact mean-field model. The fit of these models informed by structural- to functional-weighted MRI signal (T1w/T2w) allowed us to explore the implication of the inclusion of heterogeneities for modeling resting-state fMRI recordings from healthy participants. We found that disease-specific regional functional heterogeneity imposed dynamical consequences within the oscillatory regime in fMRI recordings from neurodegeneration with specific impacts on brain atrophy/structure (Alzheimer’s patients). Overall, we found that models with oscillations perform better when structural and functional regional heterogeneities are considered, showing that phenomenological and biophysical models behave similarly at the brink of the Hopf bifurcation. MIT Press 2023-06-30 /pmc/articles/PMC10312285/ /pubmed/37397876 http://dx.doi.org/10.1162/netn_a_00299 Text en © 2023 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/. |
spellingShingle | Research Article Perl, Yonatan Sanz Zamora-Lopez, Gorka Montbrió, Ernest Monge-Asensio, Martí Vohryzek, Jakub Fittipaldi, Sol Campo, Cecilia González Moguilner, Sebastián Ibañez, Agustín Tagliazucchi, Enzo Yeo, B. T. Thomas Kringelbach, Morten L. Deco, Gustavo The impact of regional heterogeneity in whole-brain dynamics in the presence of oscillations |
title | The impact of regional heterogeneity in whole-brain dynamics in the presence of oscillations |
title_full | The impact of regional heterogeneity in whole-brain dynamics in the presence of oscillations |
title_fullStr | The impact of regional heterogeneity in whole-brain dynamics in the presence of oscillations |
title_full_unstemmed | The impact of regional heterogeneity in whole-brain dynamics in the presence of oscillations |
title_short | The impact of regional heterogeneity in whole-brain dynamics in the presence of oscillations |
title_sort | impact of regional heterogeneity in whole-brain dynamics in the presence of oscillations |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10312285/ https://www.ncbi.nlm.nih.gov/pubmed/37397876 http://dx.doi.org/10.1162/netn_a_00299 |
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