Evidence map›Paper›PMID 41797387›Full record

Observational studyHuman brain mapping2026

Time-Varying Brain Functional Reconfiguration Patterns Associated With Fatigue in Multiple Sclerosis.

Stefanie Hechenberger, Tommy A A Broeders, Marloes D A Bet, Birgit Helmlinger, Christian Tinauer, Stefan Ropele, Bettina Heschl, Sebastian Wurth, Anna Damulina, Michael Khalil and 3 more

Abstract readObservational Study
In one paragraph

Observational study in Human brain mapping, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

13 authors.

Stefanie HechenbergerDepartment of Neurology, Research Unit for Neuroplasticity and Repair, Medical University of Graz, Graz, Austria.ORCID https://orcid.org/0000-0002-2839-4000
Tommy A A BroedersAmsterdam UMC, Vrije Universiteit Amsterdam, Anatomy and Neurosciences, Amsterdam Neuroscience, MS Center Amsterdam, Amsterdam, the Netherlands.ORCID https://orcid.org/0000-0003-2884-2827
Marloes D A BetAmsterdam UMC, Vrije Universiteit Amsterdam, Anatomy and Neurosciences, Amsterdam Neuroscience, MS Center Amsterdam, Amsterdam, the Netherlands.ORCID https://orcid.org/0000-0001-5582-5411
Birgit HelmlingerDepartment of Neurology, Research Unit for Neuroplasticity and Repair, Medical University of Graz, Graz, Austria.ORCID https://orcid.org/0000-0001-5022-2910
Christian TinauerDepartment of Neurology, Medical University of Graz, Graz, Austria.ORCID https://orcid.org/0000-0003-4355-3898
Stefan RopeleDepartment of Neurology, Medical University of Graz, Graz, Austria.ORCID https://orcid.org/0000-0002-5559-768X
Bettina HeschlDepartment of Neurology, Medical University of Graz, Graz, Austria.
Sebastian WurthDepartment of Neurology, Medical University of Graz, Graz, Austria.ORCID https://orcid.org/0000-0001-7122-0842
Anna DamulinaDepartment of Neurology, Medical University of Graz, Graz, Austria.ORCID https://orcid.org/0000-0001-8241-2727
Michael KhalilDepartment of Neurology, Medical University of Graz, Graz, Austria.ORCID https://orcid.org/0000-0002-5350-3328
Menno M SchoonheimAmsterdam UMC, Vrije Universiteit Amsterdam, Anatomy and Neurosciences, Amsterdam Neuroscience, MS Center Amsterdam, Amsterdam, the Netherlands.ORCID https://orcid.org/0000-0002-2504-6959
Christian EnzingerDepartment of Neurology, Medical University of Graz, Graz, Austria.ORCID https://orcid.org/0000-0001-9764-7617
Daniela PinterDepartment of Neurology, Research Unit for Neuroplasticity and Repair, Medical University of Graz, Graz, Austria.ORCID https://orcid.org/0000-0003-3138-5225

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Fatigue affects between 36.5% and 78% of people with multiple sclerosis (pwMS) and significantly impairs daily life. The neurobiological mechanisms underlying fatigue remain poorly understood and information about the time-varying communication between brain regions and the networks they form may offer new insights into the complex pathology of MS-related fatigue. Brain regions continuously reconfigure how they communicate within distinct networks (i.e., time-varying reconfigurations) and aberrant time-varying reconfigurations may contribute to the perception of fatigue in pwMS. This study aimed to explore if and how time-varying reconfigurations are associated with fatigue in pwMS. In this cross-sectional study, 155 pwMS (62% female; age = 39 ± 10 years; disease duration = 10 ± 8 years; median EDSS = 1.0 ± 2.0) and 48 healthy controls (HC) (71% female; age = 33 ± 10 years) underwent clinical, neuropsychological, and (resting-state functional) MRI assessments. Fatigue was evaluated with the "Fatigue Scale for Motor and Cognitive Function", comprising total, motor, and cognitive fatigue scores. Time-varying connectivity was derived using a sliding-window approach, with data-driven assignment of brain regions to one of eight resting-state networks for each window. Promiscuity (dispersion of reconfigurations), flexibility (frequency of reconfigurations), cohesion (joint reconfigurations), and disjointedness (independent reconfigurations) described the time-varying reconfigurations of the whole brain and its networks. Among pwMS, 57% reported experiencing at least mild total fatigue (motor: 60%, cognitive: 57%). Higher total fatigue was correlated with greater global promiscuity (r = 0.21, p = 0.032) and disjointedness (r = 0.24, p = 0.008). Similarly, higher motor fatigue was associated with greater global promiscuity (r = 0.25, p = 0.008), flexibility (r = 0.21, p = 0.032), and disjointedness (r = 0.28, p < 0.001). The associations with disjointedness remained significant even after controlling for demographics, clinical measures, and structural brain damage, such as lesion load and atrophy (total fatigue: adj.R

Indexed as

BrainConnectomeFatigueMultiple SclerosisNerve NetAdultCross-Sectional StudiesFemaleHumansMagnetic Resonance ImagingMaleMiddle AgedTime Factorsbrain networksfatiguemultiple sclerosistime‐varying reconfigurations

Identifiers

PMID41797387
PMCPMC12968462

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.