Self-reported levels of education and disability progression in multiple sclerosis
Open accessAbstract
OBJECTIVES: The purpose of our study is to investigate whether socioeconomic indicators such as education, financial concerns, employment, and living status are associated with disease progression in relapsing-onset and progressive-onset Multiple Sclerosis (MS). MATERIALS AND METHODS: We performed a cross-sectional survey among individuals with MS, registered by the Flemish MS society and included socioeconomic indicators. A Cox proportional hazard regression was performed with the time from MS onset and from birth to reach an ambulatory disability milestone corresponding to Expanded Disability Status Scale (EDSS) 6 (requiring a cane) as outcome measure, adjusted for gender, age at MS onset, and immunomodulatory treatment. RESULTS: Among the participants with relapsing-onset MS, subjects reporting education for more than 12 years had a reduced risk of reaching EDSS 6 compared to subjects reporting education for less than 12 years [HR from onset 0.68 (95% CI 0.49-0.95); HR from birth 0.71 (95% CI 0.51-0.99)]. In progressive-onset MS, longer education was associated with an increased hazard to reach EDSS 6 [HR from onset 1.25 (95% CI 0.91-1.70); HR from birth 1.39 (95% CI 1.02-1.90)]. CONCLUSIONS: Our study shows an association of self-reported levels of education with disability progression in MS, with the highest level being protective in relapsing-onset MS.
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.
Integrity signals
Registry
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.
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?
A few observational studies have documented an inverse association between educational attainment and subsequent MS disability.
“Furthermore, a few observational studies have documented an inverse association between educational attainment and subsequent MS disability31 as well as retinal neurodegeneration49.”
From Locus for severity implicates CNS resilience in progression of multiple sclerosis (2023) · cites this paper as [31]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Miller, G. E., Chen, E., Fok, A. K., Walker, H., Lim, A., Nicholls, E. F., Cole, S., & Kobor, M. S. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0902971106 · Cited by 822 · see citing works
Primary-progressive multiple sclerosis
Miller, D. H., & Leary, S. M. (2007) · The Lancet Neurology · doi:10.1016/s1474-4422(07)70243-0 · Cited by 818 · see citing works
Genome-wide association study of severity in multiple sclerosis
International Multiple Sclerosis Genetics Consortium, Briggs, F. B. S., Shao, X., Goldstein, B. A., Oksenberg, J. R., Barcellos, L. F., & De Jager, P. L. (2011) · Genes & Immunity · doi:10.1038/gene.2011.34 · Cited by 120 · see citing works
Flagged first, then by citations
Research works printed but not linked: 20
- MARRIE RA, RUDICK R, HORWITZ R et al. Vascular comorbidity is associated with more rapid disability progression in multiple sclerosis. Neurology 2010;74: 1041-7.
- D'HOOGHE MB, HAENTJENS P, NAGELS G, DE KEYSER J. Alcohol, coffee, fish, smoking and disease progression in multiple sclerosis. Eur J Neurol 2011;19:616-24.
- D'HOOGHE MB, NAGELS G, DE KEYSER J, HAENTJENS P. Self-reported health promotion and disability progression in multiple sclerosis. J Neurol Sci 2013;325:120-6.
- MARRIE RA, HORWITZ RI, CUTTER G, TYRY T, VOLLMER T. Association between comorbidity and clinical charac- teristics of MS. Acta Neurol Scand 2011;124:135-41.
- MARRIE RA, HORWITZ R, CUTTER G, TYRY T, CAMPAG- NOLO D, VOLLMER T. Comorbidity delays diagnosis and increases disability at diagnosis in MS. Neurology 2009;72:117-24.
- MARRIE R, HORWITZ R, CUTTER G, TYRY T, CAMPAGNOLO D, VOLLMER T. Comorbidity, socioeconomic status and multiple sclerosis. Mult Scler 2008;14:1091-8.
- MINKLER M, FULLER-THOMSON E, GURALNIK JM. Gradi- ent of disability across the socioeconomic spectrum in the United States. N Engl J Med 2006;355:695-703.
- D'HOOGHE M, HAENTJENS P, NAGELS G, GARMYN M, DE KEYSER J. Sunlight exposure and sun sensitivity associ- ated with disability progression in multiple sclerosis. Mult Scler 2012;18:451-9.
- D'HOOGHE MB, HAENTJENS P, NAGELS G, D'HOOGHE T, DE KEYSER J. Menarche, oral contraceptives, pregnancy and progression of disability in relapsing onset and pro- gressive onset multiple sclerosis. J Neurol 2011;259:855- 61.
- CONFAVREUX C. Defining the natural history of MS: the need for complete data and rigorous definitions. Mult Scler 2008;14:289-91.
- TREMLETT H, PATY D, DEVONSHIRE V. Disability progres- sion in multiple sclerosis is slower than previously reported. Neurology 2006;66:172-7.
- MARTINS DA SILVA A, CAVACO S, MOREIRA I et al. Cogni- tive reserve in multiple sclerosis: protective effects of edu- cation. Mult Scler 2015;21:1312-21.
- PINTER D, SUMOWSKI J, DELUCA J et al. Higher education moderates the effect of T2 lesion load and third ventricle width on cognition in multiple sclerosis. PLoS One 2014;9:e87567.
- WILSKI M, TASIEMSKI T. Illness perception, treatment beliefs, self-esteem, and self-efficacy as correlates of self- management in multiple sclerosis. Acta Neurol Scand 2015. DOI: 10.1111/ane.12465. [Epub ahead of print]. · DOI
- BJORNEVIK K, RIISE T, CORTESE M et al. Level of educa- tion and multiple sclerosis risk after adjustment for known risk factors: the EnvIMS study. Mult Scler 2016;22:104-11.
- BRIGGS FB, ACUNA BS, SHEN L et al. Adverse socioeco- nomic position during the life course is associated with multiple sclerosis. J Epidemiol Community Health 2014;68:622-9.
- MAGYARI M. Role of socio-economic and reproductive factors in the risk of multiple sclerosis. Acta Neurol Scand Suppl 2015;132:20-3.
- HAMMOND SR, MCLEOD JG, MACASKILL P, ENGLISH DR. Multiple sclerosis in Australia: socioeconomic factors. J Neurol Neurosurg Psychiatry 1996;61:311-3.
- KOCH-HENRIKSEN N, SORENSEN PS. The changing demo- graphic pattern of multiple sclerosis epidemiology. Lan- cet Neurol 2010;9:520-32.
- INGRAM G, COLLEY E, BEN-SHLOMO Y et al. Validity of patient-derived disability and clinical data in multiple sclerosis. Mult Scler 2010;16:472-9.
Cited by
Sorted by citations
Locus for severity implicates CNS resilience in progression of multiple sclerosis
International Multiple Sclerosis Genetics Consortium, Harroud, A., Stridh, P., McCauley, J. L., Saarela, J., van den Bosch, A. M. R., Engelenburg, H. J., Beecham, A. H., Alfredsson, L., Alikhani, K., et al. (2023) · Nature · doi:10.1038/s41586-023-06250-x · Cited by 243 · see citing works
Early predictors of conversion to secondary progressive multiple sclerosis
Barzegar, M., Najdaghi, S., Afshari-Safavi, A., Nehzat, N., Mirmosayyeb, O., & Shaygannejad, V. (2021) · Multiple Sclerosis and Related Disorders · doi:10.1016/j.msard.2021.103115 · Cited by 52 · see citing works
Socioeconomic disparity is associated with faster retinal neurodegeneration in multiple sclerosis
Vasileiou, E. S., Filippatou, A. G., Pimentel Maldonado, D., Kalaitzidis, G., Ehrhardt, H., Lambe, J., Saidha, S., Sotirchos, E. S., Mowry, E. M., Calabresi, P. A., et al. (2021) · Brain · doi:10.1093/brain/awab342 · Cited by 32 · see citing works
- Authors
- D'hooghe, M. B., Haentjens, P., Van Remoortel, A., De Keyser, J., & Nagels, G.
- Affiliations
- Vrije Universiteit Brussel (BE)
- National Multiple Sclerosis Center; Melsbroek Belgium
- Center For Neurosciences; Vrije Universiteit Brussel; Brussels Belgium
- Corresponding author
- D'hooghe, M. B.
- Venue
- Acta Neurologica Scandinavica
- Publisher
- Wiley
- Published
- 2016-01-06
- Volume
- 134
- Issue
- 6
- Pages
- 414-419
- ISSN
- 0001-6314 (ISSN-L)
- OpenAlex
- W2226149110
- Cited by
- 35
- References
- 3
- Citations by year
- 2026: 2 · 2025: 2 · 2024: 4 · 2023: 5 · 2022: 4 · 2021: 4 · 2020: 4 · 2019: 4 · 2018: 3 · 2017: 2 · 2016: 1
- FWCI
- 3.03
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Acta Neurologica Scandinavica (publishedVersion)
- PubMed (publishedVersion)
- University of Groningen research database (University of Groningen / Centre for Information Technology) (submittedVersion)
- VUBIR (Vrije Universiteit Brussel) (submittedVersion)
- Funders
- University of Leuven-Melsbroek
- Topics
- Health Sciences › Medicine › Pathology and Forensic Medicine › Multiple Sclerosis Research Studies
- Health Sciences › Medicine › Oncology › Polyomavirus and related diseases
- Social Sciences › Safety Research › Disability Education and Employment
- Keywords
- multiple sclerosis, disability progression, educational attainment, socioeconomic factors, Expanded Disability Status Scale, ambulatory disability, financial concerns, employment, living status
- MeSH terms
- Adolescent, Adult, Age Factors, Aged, Aged, 80 and over, Belgium, Cross-Sectional Studies, Disability Evaluation, Educational Status, Female, Health Surveys, Humans, Male, Middle Aged, Multiple Sclerosis, Sex Factors, Age of Onset, Disease Progression, Multiple Sclerosis, Relapsing-Remitting, Young Adult, Self Report
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