Evidence map›Paper›PMID 42308438›Full record

ArticleNeurology2026

Mediation Analysis Between Brain Age, Disease-Modifying Factors, and Disability and Cognitive Performance in Multiple Sclerosis.

Lonneke Bos, Alle Meije Wink, James H Cole, Giuseppe Pontillo, Bastiaan Moraal, Joep Killestein, Brigit A de Jong, Bernard M J Uitdehaag, Frederik Barkhof, Menno M Schoonheim and 2 more

Abstract read
In one paragraph

Article in Neurology, 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
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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

12 authors.

Lonneke BosMS Center Amsterdam, Radiology and Nuclear Medicine, Amsterdam Neuroscience, Amsterdam UMC location Vrije Universiteit, the Netherlands.ORCID 0009-0006-7404-6716
Alle Meije WinkMS Center Amsterdam, Radiology and Nuclear Medicine, Amsterdam Neuroscience, Amsterdam UMC location Vrije Universiteit, the Netherlands.ORCID 0000-0002-8197-0118
James H ColeUCL Hawkes Institute, Department of Computer Science, UCL, London, United Kingdom.ORCID 0000-0003-1908-5588
Giuseppe PontilloMS Center Amsterdam, Radiology and Nuclear Medicine, Amsterdam Neuroscience, Amsterdam UMC location Vrije Universiteit, the Netherlands.ORCID 0000-0001-5425-1890
Bastiaan MoraalMS Center Amsterdam, Radiology and Nuclear Medicine, Amsterdam Neuroscience, Amsterdam UMC location Vrije Universiteit, the Netherlands.ORCID 0000-0003-4559-1118
Joep KillesteinMS Center Amsterdam, Neurology, Amsterdam Neuroscience, Amsterdam UMC location Vrije Universiteit, the Netherlands; and.ORCID 0000-0002-6347-5957
Brigit A de JongMS Center Amsterdam, Neurology, Amsterdam Neuroscience, Amsterdam UMC location Vrije Universiteit, the Netherlands; and.ORCID 0000-0002-7005-7008
Bernard M J UitdehaagMS Center Amsterdam, Neurology, Amsterdam Neuroscience, Amsterdam UMC location Vrije Universiteit, the Netherlands; and.ORCID 0000-0002-9226-7364
Frederik BarkhofMS Center Amsterdam, Radiology and Nuclear Medicine, Amsterdam Neuroscience, Amsterdam UMC location Vrije Universiteit, the Netherlands.ORCID 0000-0003-3543-3706
Menno M SchoonheimMS Center Amsterdam, Anatomy and Neurosciences, Amsterdam Neuroscience, Amsterdam UMC location Vrije Universiteit, the Netherlands.ORCID 0000-0002-2504-6959
Bas JasperseMS Center Amsterdam, Radiology and Nuclear Medicine, Amsterdam Neuroscience, Amsterdam UMC location Vrije Universiteit, the Netherlands.ORCID 0000-0003-1577-8299
Eva M M StrijbisMS Center Amsterdam, Neurology, Amsterdam Neuroscience, Amsterdam UMC location Vrije Universiteit, the Netherlands; and.ORCID 0000-0001-6705-5864

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

BACKGROUND AND

objectivesThe brain-predicted age difference (brain-PAD) is considered a marker of neurodegeneration in people with multiple sclerosis (pwMS) and is associated with greater disability and cognitive impairment. However, the impact of disease-modifying factors (DMFs) on brain-PAD remains unknown, as does the extent to which their effect on disability and cognition is mediated through brain-PAD. The goal of this study was to investigate this in pwMS using a same-age cohort to eliminate calendar age as a confounding factor.

methodsBrain age was determined using brainageR from 3-dimensional T1-weighted MRI scans, and brain-PAD was calculated as the difference between predicted and chronological age. Disability was evaluated with the Expanded Disability Status Scale (EDSS), the 9-hole peg test (9HPT), and timed 25-foot walk test (T25FWT). Cognitive function was assessed using the Minimal Assessment of Cognitive Function in MS battery and converted to

resultsThe study included 117 healthy controls (mean age 52.8 ± 1.1 years, 74.3% female) and 242 pwMS (mean age 52.8 ± 0.9 years, 70.6% female), with a median disease duration of 15.2 years (interquartile range [IQR] 8.2-24.5) and a median EDSS score of 3.5 (IQR 2.5-4.0). Smoking (β = 0.20, DISCUSSION: DMFs unrelated to MS, particularly smoking, alcohol use, and BMI at 18 years, accelerate brain aging. Brain-PAD mediates these effects and contributes to worsening disability and cognition, underscoring the potential of lifestyle interventions to mitigate neurodegeneration and preserve function in pwMS.

Indexed as

AgingBrainCognitionCognitive DysfunctionMultiple SclerosisAdultAge FactorsDisability EvaluationFemaleHumansMagnetic Resonance ImagingMaleMiddle Aged

Identifiers

PMID42308438
PMCPMC13312942

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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.