Cited by 549Multiple Sclerosis Research StudiesPolyomavirus and related diseasesPsoriasis: Treatment and Pathogenesis

How patients with multiple sclerosis acquire disability

Open access
Lublin, Fred D, Häring, Dieter A, Ganjgahi, Habib, Ocampo, Alex, Hatami, Farhad, Čuklina, Jelena, Aarden, Piet, Dahlke, Frank +6 more·2022·Brain

Abstract

Patients with multiple sclerosis acquire disability either through relapse-associated worsening (RAW) or progression independent of relapse activity (PIRA). This study addresses the relative contribution of relapses to disability worsening over the course of the disease, how early progression begins and the extent to which multiple sclerosis therapies delay disability accumulation. Using the Novartis-Oxford multiple sclerosis (NO.MS) data pool spanning all multiple sclerosis phenotypes and paediatric multiple sclerosis, we evaluated ∼200 000 Expanded Disability Status Scale (EDSS) transitions from >27 000 patients with ≤15 years follow-up. We analysed three datasets: (i) A full analysis dataset containing all observational and randomized controlled clinical trials in which disability and relapses were assessed (n = 27 328); (ii) all phase 3 clinical trials (n = 8346); and (iii) all placebo-controlled phase 3 clinical trials (n = 4970). We determined the relative importance of RAW and PIRA, investigated the role of relapses on all-cause disability worsening using Andersen-Gill models and observed the impact of the mechanism of worsening and disease-modifying therapies on the time to reach milestone disability levels using time continuous Markov models. PIRA started early in the disease process, occurred in all phenotypes and became the principal driver of disability accumulation in the progressive phase of the disease. Relapses significantly increased the hazard of all-cause disability worsening events; following a year in which relapses occurred (versus a year without relapses), the hazard increased by 31-48% (all P < 0.001). Pre-existing disability and older age were the principal risk factors for incomplete relapse recovery. For placebo-treated patients with minimal disability (EDSS 1), it took 8.95 years until increased limitation in walking ability (EDSS 4) and 18.48 years to require walking assistance (EDSS 6). Treating patients with disease-modifying therapies delayed these times significantly by 3.51 years (95% confidence limit: 3.19, 3.96) and 3.09 years (2.60, 3.72), respectively. In patients with relapsing-remitting multiple sclerosis, those who worsened exclusively due to RAW events took a similar length of time to reach milestone EDSS values compared with those with PIRA events; the fastest transitions were observed in patients with PIRA and superimposed relapses. Our data confirm that relapses contribute to the accumulation of disability, primarily early in multiple sclerosis. PIRA begins in relapsing-remitting multiple sclerosis and becomes the dominant driver of disability accumulation as the disease evolves. Pre-existing disability and older age are the principal risk factors for further disability accumulation. The use of disease-modifying therapies delays disability accrual by years, with the potential to gain time being highest in the earliest stages of multiple sclerosis.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1093/brain/awac016

Cites

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • These invisible symptoms can significantly impact wellbeing, relationships, employment and life goals.

    “which can significantly impact wellbeing, relationships, employment and life goals (Cowan et al., 2020;Lublin et al., 2022;Strober et al., 2018;Topcu et al., 2020).”

    From Neuropsychology intervention for managing invisible symptoms of MS (NIMIS-MS) group: A pilot effectiveness and acceptability study (2024) · cites this paper as Lublin et al., 2022

    The Introduction (page unavailable) says clinical relapses affect quality of life, but it does not address the effects of invisible symptoms. Searches for invisible symptoms, relationships, employment, and life goals found no passage in our copy linking those symptoms to the claimed impacts. (LLM, conf=0.75)

    Experimental — accuracy not yet measured

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

The citation lists haven’t been fetched yet

References 47 · Cited by 549

Authors
Lublin, F. D., Häring, D. A., Ganjgahi, H., Ocampo, A., Hatami, F., Čuklina, J., Aarden, P., Dahlke, F., Arnold, D. L., Wiendl, H., Chitnis, T., Nichols, T. E., Kieseier, B. C., & Bermel, R. A.
Affiliations
  • Icahn School of Medicine at Mount Sinai (US)
  • Novartis (Switzerland) (CH)
  • University of Oxford (GB)
  • Montreal Neurological Institute and Hospital (CA)
  • University Hospital Münster (DE)
  • Brigham and Women's Hospital (US)
  • Cleveland Clinic (US)
Corresponding author
Lublin, Fred D
Venue
Brain
Published
2022-02-01
Volume
145
Issue
9
Pages
3147-3161
ISSN
  • 0006-8950 (ISSN-L)
  • 1460-2156
OpenAlex
W4210695280
Cited by
549
References
47
Citations by year
2026: 125 · 2025: 157 · 2024: 158 · 2023: 88 · 2022: 19
FWCI
71.46
Type
journal article
Language
en
Open access
Locations
  • Brain (publishedVersion, cc-by-nc)
  • PubMed Central (publishedVersion, cc-by-nc)
  • PubMed (publishedVersion)
Funders
Novartis Pharma AG
Topics
  • Health Sciences › Medicine › Pathology and Forensic Medicine › Multiple Sclerosis Research Studies
  • Health Sciences › Medicine › Oncology › Polyomavirus and related diseases
  • Life Sciences › Immunology and Microbiology › Immunology › Psoriasis: Treatment and Pathogenesis
Keywords
multiple sclerosis, disability progression, progression independent of relapse activity, relapse, disease-modifying therapy, Expanded Disability Status Scale, relapsing-remitting multiple sclerosis, secondary progressive multiple sclerosis, pediatric multiple sclerosis
MeSH terms
Persons with Disabilities, Disabled Persons, Humans, Multiple Sclerosis, Recurrence, Disease Progression, Multiple Sclerosis, Relapsing-Remitting

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review