Increased flexibility of brain dynamics in patients with multiple sclerosis

Author:

von Schwanenflug Nina12ORCID,Koch Stefan P34ORCID,Krohn Stephan12ORCID,Broeders Tommy A A5ORCID,Lydon-Staley David M678ORCID,Bassett Dani S91011121314ORCID,Schoonheim Menno M5ORCID,Paul Friedemann11516,Finke Carsten12ORCID

Affiliation:

1. Department of Neurology and Experimental Neurology, Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health , Berlin 10098 , Germany

2. Berlin School of Mind and Brain, Humboldt-Universität zu Berlin , Berlin 10117 , Germany

3. Department of Experimental Neurology, Center for Stroke Research Berlin , Berlin 10117 , Germany

4. NeuroCure Cluster of Excellence and Charité Core Facility 7T Experimental MRIs, Charité - Universitätsmedizin Berlin , Berlin 10117 , Germany

5. Department of Anatomy and Neurosciences, MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam , Amsterdam 1007 MB , The Netherlands

6. Annenberg School for Communication, University of Pennsylvania , Philadelphia 19104, PA , USA

7. Department of Bioengineering, University of Pennsylvania , Philadelphia 19104, PA , USA

8. Leonard Davis Institute of Health Economics, University of Pennsylvania , Philadelphia 19104, PA , USA

9. Department of Biological Engineering, School of Engineering & Applied Science, University of Pennsylvania , Philadelphia 19104, PA , USA

10. Department of Physics & Astronomy, College of Arts & Sciences, University of Pennsylvania , Philadelphia 19104, PA , USA

11. Department of Electrical & Systems Engineering, School of Engineering and Applied Science, University of Pennsylvania , Philadelphia 19104, PA , USA

12. Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania , Philadelphia 19104, PA , USA

13. Department of Neurology, Perelman School of Medicine, University of Pennsylvania , Philadelphia 19104, PA , USA

14. Santa Fe Institute , Santa Fe 87501, NM , USA

15. Experimental and Clinical Research Center, Max Delbrück Center for Molecular Medicine and Charité—Universitätsmedizin Berlin , Berlin 10117 , Germany

16. NeuroCure Clinical Research Center, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health , Berlin 10017 , Germany

Abstract

Abstract 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, PFDR = 0.024), promiscuity (t = 1.94, PFDR = 0.038), entropy (t = 2.17, PFDR = 0.027) and cohesion (t = 2.45, PFDR = 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.

Funder

Deutsche Forschungsgemeinschaft

German Research Foundation

Deutsches Ministerium für Bildung und Forschung

German Ministry of Education and Research

National Institute on Drug Abuse

Brain & Behavior Research Foundation

Competence Network Multiple Sclerosis

Guthy Jackson Charitable Foundation

EU Framework Program 7

National Multiple Sclerosis Society

Publisher

Oxford University Press (OUP)

Subject

Neurology,Cellular and Molecular Neuroscience,Biological Psychiatry,Psychiatry and Mental health

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