Publication:
Early clinical markers of aggressive multiple sclerosis.

dc.contributor.authorMalpas, Charles B
dc.contributor.authorManouchehrinia, Ali
dc.contributor.authorSharmin, Sifat
dc.contributor.authorRoos, Izanne
dc.contributor.authorHorakova, Dana
dc.contributor.authorHavrdova, Eva Kubala
dc.contributor.authorTrojano, Maria
dc.contributor.authorIzquierdo, Guillermo
dc.contributor.authorEichau, Sara
dc.contributor.authorBergamaschi, Roberto
dc.contributor.authorSola, Patrizia
dc.contributor.authorFerraro, Diana
dc.contributor.authorLugaresi, Alessandra
dc.contributor.authorPrat, Alexandre
dc.contributor.authorGirard, Marc
dc.contributor.authorDuquette, Pierre
dc.contributor.authorGrammond, Pierre
dc.contributor.authorGrand'Maison, Francois
dc.contributor.authorOzakbas, Serkan
dc.contributor.authorVan Pesch, Vincent
dc.contributor.authorGranella, Franco
dc.contributor.authorHupperts, Raymond
dc.contributor.authorPucci, Eugenio
dc.contributor.authorBoz, Cavit
dc.contributor.authorSidhom, Youssef
dc.contributor.authorGouider, Riadh
dc.contributor.authorSpitaleri, Daniele
dc.contributor.authorSoysal, Aysun
dc.contributor.authorPetersen, Thor
dc.contributor.authorVerheul, Freek
dc.contributor.authorKarabudak, Rana
dc.contributor.authorTurkoglu, Recai
dc.contributor.authorRamo-Tello, Cristina
dc.contributor.authorTerzi, Murat
dc.contributor.authorCristiano, Edgardo
dc.contributor.authorSlee, Mark
dc.contributor.authorMcCombe, Pamela
dc.contributor.authorMacdonell, Richard
dc.contributor.authorFragoso, Yara
dc.contributor.authorOlascoaga, Javier
dc.contributor.authorAltintas, Ayse
dc.contributor.authorOlsson, Tomas
dc.contributor.authorButzkueven, Helmut
dc.contributor.authorHillert, Jan
dc.contributor.authorKalincik, Tomas
dc.date.accessioned2023-02-08T14:49:42Z
dc.date.available2023-02-08T14:49:42Z
dc.date.issued2020
dc.description.abstractPatients with the 'aggressive' form of multiple sclerosis accrue disability at an accelerated rate, typically reaching Expanded Disability Status Score (EDSS) ≥ 6 within 10 years of symptom onset. Several clinicodemographic factors have been associated with aggressive multiple sclerosis, but less research has focused on clinical markers that are present in the first year of disease. The development of early predictive models of aggressive multiple sclerosis is essential to optimize treatment in this multiple sclerosis subtype. We evaluated whether patients who will develop aggressive multiple sclerosis can be identified based on early clinical markers. We then replicated this analysis in an independent cohort. Patient data were obtained from the MSBase observational study. Inclusion criteria were (i) first recorded disability score (EDSS) within 12 months of symptom onset; (ii) at least two recorded EDSS scores; and (iii) at least 10 years of observation time, based on time of last recorded EDSS score. Patients were classified as having 'aggressive multiple sclerosis' if all of the following criteria were met: (i) EDSS ≥ 6 reached within 10 years of symptom onset; (ii) EDSS ≥ 6 confirmed and sustained over ≥6 months; and (iii) EDSS ≥ 6 sustained until the end of follow-up. Clinical predictors included patient variables (sex, age at onset, baseline EDSS, disease duration at first visit) and recorded relapses in the first 12 months since disease onset (count, pyramidal signs, bowel-bladder symptoms, cerebellar signs, incomplete relapse recovery, steroid administration, hospitalization). Predictors were evaluated using Bayesian model averaging. Independent validation was performed using data from the Swedish Multiple Sclerosis Registry. Of the 2403 patients identified, 145 were classified as having aggressive multiple sclerosis (6%). Bayesian model averaging identified three statistical predictors: age > 35 at symptom onset, EDSS ≥ 3 in the first year, and the presence of pyramidal signs in the first year. This model significantly predicted aggressive multiple sclerosis [area under the curve (AUC) = 0.80, 95% confidence intervals (CIs): 0.75, 0.84, positive predictive value = 0.15, negative predictive value = 0.98]. The presence of all three signs was strongly predictive, with 32% of such patients meeting aggressive disease criteria. The absence of all three signs was associated with a 1.4% risk. Of the 556 eligible patients in the Swedish Multiple Sclerosis Registry cohort, 34 (6%) met criteria for aggressive multiple sclerosis. The combination of all three signs was also predictive in this cohort (AUC = 0.75, 95% CIs: 0.66, 0.84, positive predictive value = 0.15, negative predictive value = 0.97). Taken together, these findings suggest that older age at symptom onset, greater disability during the first year, and pyramidal signs in the first year are early indicators of aggressive multiple sclerosis.
dc.identifier.doi10.1093/brain/awaa081
dc.identifier.essn1460-2156
dc.identifier.pmid32386427
dc.identifier.unpaywallURLhttps://academic.oup.com/brain/article-pdf/143/5/1400/33281850/awaa081.pdf
dc.identifier.urihttp://hdl.handle.net/10668/15534
dc.issue.number5
dc.journal.titleBrain : a journal of neurology
dc.journal.titleabbreviationBrain
dc.language.isoen
dc.organizationHospital Universitario Virgen del Rocío
dc.organizationHospital Universitario Virgen Macarena
dc.page.number1400-1413
dc.pubmedtypeJournal Article
dc.pubmedtypeObservational Study
dc.pubmedtypeResearch Support, Non-U.S. Gov't
dc.rights.accessRightsopen access
dc.subjectaggressive disease
dc.subjectdisability
dc.subjectmultiple sclerosis
dc.subjectprecision medicine
dc.subjectprediction
dc.subject.meshAdult
dc.subject.meshAge of Onset
dc.subject.meshDisability Evaluation
dc.subject.meshDisease Progression
dc.subject.meshFemale
dc.subject.meshHumans
dc.subject.meshMale
dc.subject.meshMultiple Sclerosis
dc.subject.meshSensitivity and Specificity
dc.subject.meshSeverity of Illness Index
dc.titleEarly clinical markers of aggressive multiple sclerosis.
dc.typeresearch article
dc.type.hasVersionVoR
dc.volume.number143
dspace.entity.typePublication

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