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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MIT Press 2023
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.
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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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