Evidence map›Paper›PMID 37369086›Full record

ArticleBrain : a journal of neurology2023

The risk of secondary progressive multiple sclerosis is geographically determined but modifiable.

Sifat Sharmin, Izanne Roos, Steve Simpson-Yap, Charles Malpas, Marina M Sánchez, Serkan Ozakbas, Dana Horakova, Eva K Havrdova, Francesco Patti, Raed Alroughani and 82 more

Abstract read
In one paragraph

Article in Brain : a journal of neurology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing papers in PubMed
–field-weighted citation impact
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

10 citing papers in PubMed.

  1. Article
  2. Disease course after pregnancy in women with progressive multiple sclerosis symptoms.Multiple sclerosis (Houndmills, Basingstoke, England) · 2025
    Observational
  3. Review
  4. Article
  5. Predictors of risk of secondary progression in multiple sclerosis.Therapeutic advances in neurological disorders · 2025
    Article
  6. Review
  7. Article
  8. Continuing benefits of the Montreal Protocol and protection of the stratospheric ozone layer for human health and the environment.Photochemical & photobiological sciences : Official journal of the European Photochemistry Association and the European Society for Photobiology · 2024
    Article
  9. Article
  10. Article
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

92 authors.

Sifat SharminCORe, Department of Medicine, University of Melbourne, Melbourne 3050, Australia.
Izanne RoosCORe, Department of Medicine, University of Melbourne, Melbourne 3050, Australia.
Steve Simpson-YapCORe, Department of Medicine, University of Melbourne, Melbourne 3050, Australia.
Charles MalpasCORe, Department of Medicine, University of Melbourne, Melbourne 3050, Australia.
Marina M SánchezCORe, Department of Medicine, University of Melbourne, Melbourne 3050, Australia.
Serkan OzakbasFaculty of Medicine, Dokuz Eylul University, Konak/Izmir 35220, Turkey.
Dana HorakovaDepartment of Neurology and Center of Clinical Neuroscience, First Faculty of Medicine, Charles University in Prague and General University Hospital, Prague 12808, Czech Republic.
Eva K HavrdovaDepartment of Neurology and Center of Clinical Neuroscience, First Faculty of Medicine, Charles University in Prague and General University Hospital, Prague 12808, Czech Republic.
Francesco PattiDepartment of Medical and Surgical Sciences and Advanced Technologies, GF Ingrassia, Catania 95123, Italy.
Raed AlroughaniDivision of Neurology, Department of Medicine, Amiri Hospital, Sharq 73767, Kuwait.
Guillermo IzquierdoMultiple Sclerosis Unit, Hospital Universitario Virgen Macarena, Sevilla 41009, Spain.
Sara EichauMultiple Sclerosis Unit, Hospital Universitario Virgen Macarena, Sevilla 41009, Spain.
Cavit BozFaculty of Medicine, Karadeniz Technical University, Karadeniz Technical University Farabi Hospital, Trabzon 61080, Turkey.
Magd ZakariaFaculty of Medicine, Ain Shams University, Cairo 11566, Egypt.
Marco OnofrjDepartment of Neuroscience, Imaging, and Clinical Sciences, University G. d'Annunzio, Chieti 66013, Italy.
Alessandra LugaresiDipartimento di Scienze Biomediche e Neuromotorie, Università di Bologna, Bologna 40139, Italy.
Bianca Weinstock-GuttmanDepartment of Neurology, Jacobs Multiple Sclerosis Center for Treatment and Research, University at Buffalo, Buffalo 14202, USA.
Alexandre PratCHUM MS Center, Faculty of Medicine, Universite de Montreal, Montreal H2L 4M1, Canada.
Marc GirardCHUM MS Center, Faculty of Medicine, Universite de Montreal, Montreal H2L 4M1, Canada.
Pierre DuquetteCHUM MS Center, Faculty of Medicine, Universite de Montreal, Montreal H2L 4M1, Canada.
Murat TerziFaculty of Medicine, 19 Mayis University, Samsun 55160, Turkey.
Maria Pia AmatoDepartment NEUROFARBA, University of Florence, Florence 50134, Italy.
Rana KarabudakDepartment of Neurology, Hacettepe University, Ankara 6100, Turkey.
Francois Grand'MaisonNeuro Rive-Sud, Hôpital Charles LeMoyne, Quebec J4V 2J2, Canada.
Samia J KhouryNehme and Therese Tohme Multiple Sclerosis Center, American University of Beirut Medical Center, Beirut 1107 2020, Lebanon.
Pierre GrammondMédecine spécialisée, CISSS Chaudière-Appalaches, Levis G6X 0A1, Canada.
Jeannette Lechner-ScottSchool of Medicine and Public Health, University of Newcastle, Newcastle 2305, Australia.
Katherine BuzzardDepartment of Neurology, Box Hill Hospital, Melbourne 3128, Australia.
Olga SkibinaDepartment of Neurology, Box Hill Hospital, Melbourne 3128, Australia.
Anneke van der WaltDepartment of Neurology, The Alfred Hospital, Melbourne 3000, Australia.
Helmut ButzkuevenDepartment of Neurology, The Alfred Hospital, Melbourne 3000, Australia.
Recai TurkogluDepartment of Neurology, Haydarpasa Numune Training and Research Hospital, Istanbul 34668, Turkey.
Ayse AltintasDepartment of Neurology, School of Medicine, Koc University, Koc University Research Center for Translational Medicine (KUTTAM), Istanbul 34450, Turkey.
Davide MaimoneCentro Sclerosi Multipla, UOC Neurologia, ARNAS Garibaldi, Catania 95124, Italy.
Allan KermodePerron Institute, University of Western Australia, Nedlands 6009, Australia.ORCID 0000-0002-4476-4016
Nevin ShalabyDepartment of Neurology, Kasr Al Ainy MS Research Unit (KAMSU), Cairo 11562, Egypt.
Vincent V PeschService de Neurologie, Cliniques Universitaires Saint-Luc, Brussels 1200 BXL, Belgium.
Ernest ButlerMonash Medical Centre, Melbourne 3168, Australia.
Youssef SidhomDepartment of Neurology, Razi Hospital, Manouba 2010, Tunisia.
Riadh GouiderDepartment of Neurology, Razi Hospital, Manouba 2010, Tunisia.
Saloua MrabetDepartment of Neurology, Razi Hospital, Manouba 2010, Tunisia.
Oliver GerlachAcademic MS Center Zuyderland, Department of Neurology, Zuyderland Medical Center, Sittard-Geleen 5500, The Netherlands.
Aysun SoysalDepartment of Neurology, Bakirkoy Education and Research Hospital for Psychiatric and Neurological Diseases, Istanbul 34147, Turkey.
Michael BarnettMultiple Sclerosis Clinic, Brain and Mind Centre, Sydney 2050, Australia.ORCID 0000-0002-2156-8864
Jens KuhleNeurologic Clinic and Policlinic, Departments of Medicine and Clinical Research, University Hospital and University of Basel, Basel 4000, Switzerland.ORCID 0000-0002-6963-8892
Stella HughesDepartment of Neurology, Royal Victoria Hospital, Belfast BT12 6BA, UK.
Maria J SaDepartment of Neurology, Centro Hospitalar Universitario de Sao Joao, Porto 4200-319, Portugal.
Suzanne HodgkinsonImmune tolerance laboratory Ingham Institute and Department of Medicine, University of New South Wales, Sydney 2170, Australia.
Celia Oreja-GuevaraDepartment of Neurology, Hospital Clinico San Carlos, Madrid 28050, Spain.
Radek AmpapaMS centrum, Nemocnice Jihlava, Jihlava 58633, Czech Republic.
Thor PetersenDepartment of Neurology, Aarhus University Hospital, Arhus C 8000, Denmark.
Cristina Ramo-TelloDepartment of Neurology, Hospital Germans Trias i Pujol, Badalona 8916, Spain.
Daniele SpitaleriCentro Sclerosi Multipla, Azienda Ospedaliera di Rilievo Nazionale San Giuseppe Moscati Avellino, Avellino 83100, Italy.
Pamela McCombeRoyal Brisbane and Women's Hospital, University of Queensland, Brisbane 4000, Australia.
Bruce TaylorDepartment of Neurology, Royal Hobart Hospital, Hobart 7000, Australia.
Julie PrevostDépartement de neurologie, CSSS Saint-Jérôme, Saint-Jerome J7Z 5T3, Canada.
Matteo FoschiDepartment of Neuroscience, Neurology Unit, S. Maria delle Croci Hospital of Ravenna, Ravenna 48121, Italy.
Mark SleeCollege of Medicine and Public Health, Flinders University, Adelaide 5042, Australia.
Chris McGuiganDepartment of Neurology, St Vincent's University Hospital, Dublin D04 T6F4, Ireland.
Guy LaureysDepartment of Neurology, Universitary Hospital Ghent, Ghent 9000, Belgium.
Liesbeth V HijfteDepartment of Neurology, Universitary Hospital Ghent, Ghent 9000, Belgium.
Koen de GansDepartment of Neurology, Groene Hart Hospital, Gouda 2800 BB, The Netherlands.ORCID 0000-0002-8600-0460
Claudio SolaroDepartment of Rehabilitation, CRRF 'Mons. Luigi Novarese', Moncrivello (VC) 16153, Italy.
Jiwon OhBarlo Multiple Sclerosis Centre, St. Michael's Hospital, Toronto M5B1W8, Canada.
Richard MacdonellDepartment of Neurology, Austin Health, Melbourne 3084, Australia.
Eduardo Aguera-MoralesDepartment of Neurology, University Hospital Reina Sofia, Cordoba 14004, Spain.
Bhim SinghalDepartment of Neurology, Bombay Hospital Institute of Medical Sciences, Mumbai 400020, India.
Orla GrayDepartment of Neurology, South Eastern HSC Trust, Belfast BT16, UK.
Justin GarberDepartment of Neurology, Westmead Hospital, Sydney 2145, Australia.
Bart V WijmeerschRehabilitation and MS-Centre Overpelt, Hasselt University, Hasselt 3900, Belgium.
Mihaela SimuClinic of Neurology II, Emergency Clinical County Hospital 'Pius Brinzeu', Timisoara 300723, Romania.
Tamara Castillo-TriviñoDepartment of Neurology, Hospital Universitario Donostia, San Sebastián 20014, Spain.
Jose L Sanchez-MenoyoDepartment of Neurology, Hospital de Galdakao-Usansolo, Galdakao 48660, Spain.
Dheeraj KhuranaDepartment of Neurology, Postgraduate Institute of Medical Education and Research, Chandigarh 160012, India.
Abdullah Al-AsmiDepartment of Medicine, Sultan Qaboos University Hospital, Al-Khodh 123, Oman.
Talal Al-HarbiNeurology Department, King Fahad Specialist Hospital-Dammam, Khobar 31952, Saudi Arabia.
Norma DeriHospital Fernandez, Buenos Aires 1425, Argentina.
Yara FragosoDepartment of Neurology, Universidade Metropolitana de Santos, Santos 11045-002, Brazil.
Patrice H LaliveDepartment of Clinical Neurosciences, Division of Neurology, Faculty of Medicine, Geneva University Hospital, Geneva 1211, Switzerland.
L G F SinnigeDepartment of Neurology, Medical Center Leeuwarden, Leeuwarden 8934 AD, The Netherlands.
Cameron ShawNeuroscience Department, Barwon Health, University Hospital Geelong, Geelong 3220, Australia.
Neil ShueyDepartment of Neurology, St Vincents Hospital, Fitzroy, Melbourne 3065, Australia.
Tunde CsepanyDepartment of Neurology, Faculty of Medicine, University of Debrecen, Debrecen 4032, Hungary.
Angel P SempereDepartment of Neurology, Hospital General Universitario de Alicante, Alicante 3010, Spain.ORCID 0000-0002-0195-2834
Fraser MooreDepartment of Neurology, McGill University, Montreal H3T 1E2, Canada.
Danny DecooDepartment of Neurology & Neuro-Rehabilitation, AZ Alma Ziekenhuis, Sijsele-Damme 8340, Belgium.
Barbara WillekensDepartment of Neurology, Antwerp University Hospital, Edegem 2650, Belgium.
Claudio GobbiOspedale Civico Lugano, Lugano 6900, Switzerland.
Jennifer MasseySt Vincent's Hospital Sydney, Sydney 2010, Australia.
Todd HardyConcord Repatriation General Hospital, Sydney 2139, Australia.
John ParrattRoyal North Shore Hospital, Sydney 2065, Australia.
Tomas KalincikCORe, Department of Medicine, University of Melbourne, Melbourne 3050, Australia.ORCID 0000-0003-3778-1376

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Geographical variations in the incidence and prevalence of multiple sclerosis have been reported globally. Latitude as a surrogate for exposure to ultraviolet radiation but also other lifestyle and environmental factors are regarded as drivers of this variation. No previous studies evaluated geographical variation in the risk of secondary progressive multiple sclerosis, an advanced form of multiple sclerosis that is characterized by steady accrual of irreversible disability. We evaluated differences in the risk of secondary progressive multiple sclerosis in relation to latitude and country of residence, modified by high-to-moderate efficacy immunotherapy in a geographically diverse cohort of patients with relapsing-remitting multiple sclerosis. The study included relapsing-remitting multiple sclerosis patients from the global MSBase registry with at least one recorded assessment of disability. Secondary progressive multiple sclerosis was identified as per clinician diagnosis. Sensitivity analyses used the operationalized definition of secondary progressive multiple sclerosis and the Swedish decision tree algorithm. A proportional hazards model was used to estimate the cumulative risk of secondary progressive multiple sclerosis by country of residence (latitude), adjusted for sex, age at disease onset, time from onset to relapsing-remitting phase, disability (Multiple Sclerosis Severity Score) and relapse activity at study inclusion, national multiple sclerosis prevalence, government health expenditure, and proportion of time treated with high-to-moderate efficacy disease-modifying therapy. Geographical variation in time from relapsing-remitting phase to secondary progressive phase of multiple sclerosis was modelled through a proportional hazards model with spatially correlated frailties. We included 51 126 patients (72% female) from 27 countries. The median survival time from relapsing-remitting phase to secondary progressive multiple sclerosis among all patients was 39 (95% confidence interval: 37 to 43) years. Higher latitude [median hazard ratio = 1.21, 95% credible interval (1.16, 1.26)], higher national multiple sclerosis prevalence [1.07 (1.03, 1.11)], male sex [1.30 (1.22, 1.39)], older age at onset [1.35 (1.30, 1.39)], higher disability [2.40 (2.34, 2.47)] and frequent relapses [1.18 (1.15, 1.21)] at inclusion were associated with increased hazard of secondary progressive multiple sclerosis. Higher proportion of time on high-to-moderate efficacy therapy substantially reduced the hazard of secondary progressive multiple sclerosis [0.76 (0.73, 0.79)] and reduced the effect of latitude [interaction: 0.95 (0.92, 0.99)]. At the country-level, patients in Oman, Tunisia, Iran and Canada had higher risks of secondary progressive multiple sclerosis relative to the other studied regions. Higher latitude of residence is associated with a higher probability of developing secondary progressive multiple sclerosis. High-to-moderate efficacy immunotherapy can mitigate some of this geographically co-determined risk.

Indexed as

Multiple SclerosisMultiple Sclerosis, Chronic ProgressiveMultiple Sclerosis, Relapsing-RemittingDisease ProgressionHumansNeoplasm Recurrence, LocalUltraviolet Raysdisease-modifying therapygeographyhealth expenditurelatitudesecondary progressive multiple sclerosis

Identifiers

PMID37369086
PMCPMC10629760

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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.