Mediation Analysis Between Brain Age, Disease-Modifying Factors, and Disability and Cognitive Performance in Multiple Sclerosis
BACKGROUND AND OBJECTIVES: The 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. METHODS: -scores. DMFs included lifetime smoking, alcohol consumption, physical activity, diet, leisure, and educational level, as well as body mass index (BMI) at 18 years. The effect of DMFs on brain-PAD was examined using linear regression, adjusting for sex. Mediation analyses were performed to investigate to what extent brain-PAD is a mediator of DMF effects on disability and cognition. RESULTS: = 0.034). 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.
Authors
- James H. Cole (ORCID: https://orcid.org/0000-0003-1908-5588)
- Bas Jasperse (ORCID: https://orcid.org/0000-0003-1577-8299)
- Bernard M.J. Uitdehaag (ORCID: https://orcid.org/0000-0002-9226-7364)
- Eva M. M. Strijbis (ORCID: https://orcid.org/0000-0001-6705-5864)
- Giuseppe Pontillo (ORCID: https://orcid.org/0000-0001-5425-1890)
- Bastiaan Moraal (ORCID: https://orcid.org/0000-0003-4559-1118)
- Len Bos (ORCID: https://orcid.org/0009-0006-7404-6716)
- Frederik Barkhof (ORCID: https://orcid.org/0000-0003-3543-3706)
- Brigit A. de Jong (ORCID: https://orcid.org/0000-0002-7005-7008)
- Alle Meije Wink (ORCID: https://orcid.org/0000-0002-8197-0118)
- Menno Michiel Schoonheim (ORCID: https://orcid.org/0000-0002-2504-6959)
- Joep Killestein (ORCID: https://orcid.org/0000-0002-6347-5957)
Institutions
- Queen Mary University of London (GB)
- Amsterdam Neuroscience (NL)
- UK Dementia Research Institute (GB)
- Institute of the Americas (US)
- University College London (GB)
Publication Details
- Journal
- Neurology
- Published
- 2026-06-17
- DOI
- https://doi.org/10.1212/wnl.0000000000218161
- Primary Topic
- Multiple Sclerosis Research Studies
- Type
- article
- Field-Weighted Citation Impact
- 0.00