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Structural-and-dynamical similarity predicts compensatory brain areas driving the post-lesion functional recovery mechanism
The focal lesion alters the excitation–inhibition (E–I) balance and healthy functional connectivity patterns, which may recover over time. One possible mechanism for the brain to counter the insult is global reshaping functional connectivity alterations. However, the operational principles by which...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10409568/ https://www.ncbi.nlm.nih.gov/pubmed/37559936 http://dx.doi.org/10.1093/texcom/tgad012 |
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author | Chakraborty, Priyanka Saha, Suman Deco, Gustavo Banerjee, Arpan Roy, Dipanjan |
author_facet | Chakraborty, Priyanka Saha, Suman Deco, Gustavo Banerjee, Arpan Roy, Dipanjan |
author_sort | Chakraborty, Priyanka |
collection | PubMed |
description | The focal lesion alters the excitation–inhibition (E–I) balance and healthy functional connectivity patterns, which may recover over time. One possible mechanism for the brain to counter the insult is global reshaping functional connectivity alterations. However, the operational principles by which this can be achieved remain unknown. We propose a novel equivalence principle based on structural and dynamic similarity analysis to predict whether specific compensatory areas initiate lost E–I regulation after lesion. We hypothesize that similar structural areas (SSAs) and dynamically similar areas (DSAs) corresponding to a lesioned site are the crucial dynamical units to restore lost homeostatic balance within the surviving cortical brain regions. SSAs and DSAs are independent measures, one based on structural similarity properties measured by Jaccard Index and the other based on post-lesion recovery time. We unravel the relationship between SSA and DSA by simulating a whole brain mean field model deployed on top of a virtually lesioned structural connectome from human neuroimaging data to characterize global brain dynamics and functional connectivity at the level of individual subjects. Our results suggest that wiring proximity and similarity are the 2 major guiding principles of compensation-related utilization of hemisphere in the post-lesion functional connectivity re-organization process. |
format | Online Article Text |
id | pubmed-10409568 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-104095682023-08-09 Structural-and-dynamical similarity predicts compensatory brain areas driving the post-lesion functional recovery mechanism Chakraborty, Priyanka Saha, Suman Deco, Gustavo Banerjee, Arpan Roy, Dipanjan Cereb Cortex Commun Original Article The focal lesion alters the excitation–inhibition (E–I) balance and healthy functional connectivity patterns, which may recover over time. One possible mechanism for the brain to counter the insult is global reshaping functional connectivity alterations. However, the operational principles by which this can be achieved remain unknown. We propose a novel equivalence principle based on structural and dynamic similarity analysis to predict whether specific compensatory areas initiate lost E–I regulation after lesion. We hypothesize that similar structural areas (SSAs) and dynamically similar areas (DSAs) corresponding to a lesioned site are the crucial dynamical units to restore lost homeostatic balance within the surviving cortical brain regions. SSAs and DSAs are independent measures, one based on structural similarity properties measured by Jaccard Index and the other based on post-lesion recovery time. We unravel the relationship between SSA and DSA by simulating a whole brain mean field model deployed on top of a virtually lesioned structural connectome from human neuroimaging data to characterize global brain dynamics and functional connectivity at the level of individual subjects. Our results suggest that wiring proximity and similarity are the 2 major guiding principles of compensation-related utilization of hemisphere in the post-lesion functional connectivity re-organization process. Oxford University Press 2023-07-17 /pmc/articles/PMC10409568/ /pubmed/37559936 http://dx.doi.org/10.1093/texcom/tgad012 Text en © The Author(s) 2023. Published by Oxford University Press. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Article Chakraborty, Priyanka Saha, Suman Deco, Gustavo Banerjee, Arpan Roy, Dipanjan Structural-and-dynamical similarity predicts compensatory brain areas driving the post-lesion functional recovery mechanism |
title | Structural-and-dynamical similarity predicts compensatory brain areas driving the post-lesion functional recovery mechanism |
title_full | Structural-and-dynamical similarity predicts compensatory brain areas driving the post-lesion functional recovery mechanism |
title_fullStr | Structural-and-dynamical similarity predicts compensatory brain areas driving the post-lesion functional recovery mechanism |
title_full_unstemmed | Structural-and-dynamical similarity predicts compensatory brain areas driving the post-lesion functional recovery mechanism |
title_short | Structural-and-dynamical similarity predicts compensatory brain areas driving the post-lesion functional recovery mechanism |
title_sort | structural-and-dynamical similarity predicts compensatory brain areas driving the post-lesion functional recovery mechanism |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10409568/ https://www.ncbi.nlm.nih.gov/pubmed/37559936 http://dx.doi.org/10.1093/texcom/tgad012 |
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