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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-...

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