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Increased flexibility of brain dynamics in patients with multiple sclerosis
Patients with multiple sclerosis consistently show widespread changes in functional connectivity. Yet, alterations are heterogeneous across studies, underscoring the complexity of functional reorganization in multiple sclerosis. Here, we aim to provide new insights by applying a time-resolved graph-...
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/PMC10176242/ https://www.ncbi.nlm.nih.gov/pubmed/37188221 http://dx.doi.org/10.1093/braincomms/fcad143 |
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author | von Schwanenflug, Nina Koch, Stefan P Krohn, Stephan Broeders, Tommy A A Lydon-Staley, David M Bassett, Dani S Schoonheim, Menno M Paul, Friedemann Finke, Carsten |
author_facet | von Schwanenflug, Nina Koch, Stefan P Krohn, Stephan Broeders, Tommy A A Lydon-Staley, David M Bassett, Dani S Schoonheim, Menno M Paul, Friedemann Finke, Carsten |
author_sort | von Schwanenflug, Nina |
collection | PubMed |
description | Patients with multiple sclerosis consistently show widespread changes in functional connectivity. Yet, alterations are heterogeneous across studies, underscoring the complexity of functional reorganization in multiple sclerosis. Here, we aim to provide new insights by applying a time-resolved graph-analytical framework to identify a clinically relevant pattern of dynamic functional connectivity reconfigurations in multiple sclerosis. Resting-state data from 75 patients with multiple sclerosis (N = 75, female:male ratio of 3:2, median age: 42.0 ± 11.0 years, median disease duration: 6 ± 11.4 years) and 75 age- and sex-matched controls (N = 75, female:male ratio of 3:2, median age: 40.2 ± 11.8 years) were analysed using multilayer community detection. Local, resting-state functional system and global levels of dynamic functional connectivity reconfiguration were characterized using graph-theoretical measures including flexibility, promiscuity, cohesion, disjointedness and entropy. Moreover, we quantified hypo- and hyper-flexibility of brain regions and derived the flexibility reorganization index as a summary measure of whole-brain reorganization. Lastly, we explored the relationship between clinical disability and altered functional dynamics. Significant increases in global flexibility (t = 2.38, P(FDR) = 0.024), promiscuity (t = 1.94, P(FDR) = 0.038), entropy (t = 2.17, P(FDR) = 0.027) and cohesion (t = 2.45, P(FDR) = 0.024) were observed in patients and were driven by pericentral, limbic and subcortical regions. Importantly, these graph metrics were correlated with clinical disability such that greater reconfiguration dynamics tracked greater disability. Moreover, patients demonstrate a systematic shift in flexibility from sensorimotor areas to transmodal areas, with the most pronounced increases located in regions with generally low dynamics in controls. Together, these findings reveal a hyperflexible reorganization of brain activity in multiple sclerosis that clusters in pericentral, subcortical and limbic areas. This functional reorganization was linked to clinical disability, providing new evidence that alterations of multilayer temporal dynamics play a role in the manifestation of multiple sclerosis. |
format | Online Article Text |
id | pubmed-10176242 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-101762422023-05-13 Increased flexibility of brain dynamics in patients with multiple sclerosis von Schwanenflug, Nina Koch, Stefan P Krohn, Stephan Broeders, Tommy A A Lydon-Staley, David M Bassett, Dani S Schoonheim, Menno M Paul, Friedemann Finke, Carsten Brain Commun Original Article Patients with multiple sclerosis consistently show widespread changes in functional connectivity. Yet, alterations are heterogeneous across studies, underscoring the complexity of functional reorganization in multiple sclerosis. Here, we aim to provide new insights by applying a time-resolved graph-analytical framework to identify a clinically relevant pattern of dynamic functional connectivity reconfigurations in multiple sclerosis. Resting-state data from 75 patients with multiple sclerosis (N = 75, female:male ratio of 3:2, median age: 42.0 ± 11.0 years, median disease duration: 6 ± 11.4 years) and 75 age- and sex-matched controls (N = 75, female:male ratio of 3:2, median age: 40.2 ± 11.8 years) were analysed using multilayer community detection. Local, resting-state functional system and global levels of dynamic functional connectivity reconfiguration were characterized using graph-theoretical measures including flexibility, promiscuity, cohesion, disjointedness and entropy. Moreover, we quantified hypo- and hyper-flexibility of brain regions and derived the flexibility reorganization index as a summary measure of whole-brain reorganization. Lastly, we explored the relationship between clinical disability and altered functional dynamics. Significant increases in global flexibility (t = 2.38, P(FDR) = 0.024), promiscuity (t = 1.94, P(FDR) = 0.038), entropy (t = 2.17, P(FDR) = 0.027) and cohesion (t = 2.45, P(FDR) = 0.024) were observed in patients and were driven by pericentral, limbic and subcortical regions. Importantly, these graph metrics were correlated with clinical disability such that greater reconfiguration dynamics tracked greater disability. Moreover, patients demonstrate a systematic shift in flexibility from sensorimotor areas to transmodal areas, with the most pronounced increases located in regions with generally low dynamics in controls. Together, these findings reveal a hyperflexible reorganization of brain activity in multiple sclerosis that clusters in pericentral, subcortical and limbic areas. This functional reorganization was linked to clinical disability, providing new evidence that alterations of multilayer temporal dynamics play a role in the manifestation of multiple sclerosis. Oxford University Press 2023-05-03 /pmc/articles/PMC10176242/ /pubmed/37188221 http://dx.doi.org/10.1093/braincomms/fcad143 Text en © The Author(s) 2023. Published by Oxford University Press on behalf of the Guarantors of Brain. 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 von Schwanenflug, Nina Koch, Stefan P Krohn, Stephan Broeders, Tommy A A Lydon-Staley, David M Bassett, Dani S Schoonheim, Menno M Paul, Friedemann Finke, Carsten Increased flexibility of brain dynamics in patients with multiple sclerosis |
title | Increased flexibility of brain dynamics in patients with multiple sclerosis |
title_full | Increased flexibility of brain dynamics in patients with multiple sclerosis |
title_fullStr | Increased flexibility of brain dynamics in patients with multiple sclerosis |
title_full_unstemmed | Increased flexibility of brain dynamics in patients with multiple sclerosis |
title_short | Increased flexibility of brain dynamics in patients with multiple sclerosis |
title_sort | increased flexibility of brain dynamics in patients with multiple sclerosis |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10176242/ https://www.ncbi.nlm.nih.gov/pubmed/37188221 http://dx.doi.org/10.1093/braincomms/fcad143 |
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