Heterogeneity on long-term disability trajectories in patients with secondary progressive MS: a latent class analysis from Big MS Data network
Alessio Signori # 1, Johannes Lorscheider # 2, Sandra Vukusic 3, Maria Trojano 4, Pietro Iaffaldano 4, Jan Hillert 5, Robert Hyde 6, Fabio Pellegrini 6, Melinda Magyari 7, Nils Koch-Henriksen 8, Per Soelberg Sørensen 7, Tim Spelman 5 9, Anneke van der Walt 10, Dana Horakova 11, Eva Havrdova 11, Marc Girard 12, Sara Eichau 13, Francois Grand'Maison 14, Oliver Gerlach 15 16, Murat Terzi 17, Serkan Ozakbas 18, Olga Skibina 19 20, Vincent Van Pesch 21, Maria Jose Sa 22 23, Julie Prevost 24, Raed Alroughani 25, Pamela A McCombe 26, Riadh Gouider 27, Saloua Mrabet 28 29, Tamara Castillo-Trivino 30, Chao Zhu 31, Koen de Gans 32, José Luis Sánchez-Menoyo 33, Bassem Yamout 34, Samia Khoury 34, Maria Pia Sormani 35, Tomas Kalincik # 36 37, Helmut Butzkueven # 31 38; Big MS Data Network
Affiliations
Affiliations
- 1Department of Health Sciences, University of Genoa, Genoa, Italy alessio.signori@medicina.unige.it.
- 2Neurologic Clinic and Policlinic, Departments of Medicine, Biomedicine and Clinical Research, University Hospital Basel, University of Basel, Basel, Switzerland.
- 3Service de Neurologie A, Hopital Neurologique, Hospices Civils de Lyon, Lyon Bron, France.
- 4Department of Basic Medical Sciences, Neurosciences and Sense Organs, University of Bari Aldo Moro, Bari, Italy.
- 5Clinical Neuroscience, Karolinska Institute, Stockholm, Sweden.
- 6Biogen International, Zurich, Switzerland.
- 7Department of Neurology, Danish Multiple Sclerosis Center, Rigshospitalet, Copenhagen, Denmark.
- 8Department of Clinical Epidemiology, Aarhus University Hospital, Aarhus, Denmark.
- 9Department of Neurology, Box Hill Hospital, Melbourne, Victoria, Australia.
- 10Monash University Central Clinical School, Melbourne, Victoria, Australia.
- 11Department of Neurology and Center of Clinical Neuroscience, Charles University in Prague, 1st Faculty of Medicine and General University Hospital in Prague, Prague, Czech Republic.
- 12CHUM and Universite de Montreal, Montreal, Quebec, Canada.
- 13Neurology, Hospital Universitario Virgen Macarena, Sevilla, Spain.
- 14Neuro Rive-Sud, Quebec, Quebec, Canada.
- 15Department of Neurology, Zuyderland Medical Center, Sittard-Geleen, The Netherlands.
- 16School for Mental Health and Neuroscience, Maastricht University, Maastricht, The Netherlands.
- 17Ondokuz Mayis Üniversitesi, Samsun, Turkey.
- 18Dokuz Eylul University, İzmir, Turkey.
- 19Neurology, Box Hill Hospital, Melbourne, Victoria, Australia.
- 20Department of Neuroscience, Monash University Central Clinical School, Melbourne, Victoria, Australia.
- 21Neurology, Cliniques Universitaires Saint-Luc, Brussels, Belgium.
- 22Neurology, Centro Hospitalar de São João, Porto, Portugal.
- 23Faculty of Health Sciences, University Fernando Pessoa, Porto, Portugal.
- 24Centre integre de sante et de services sociaux des Laurentides point de service de Saint-Jerome, Saint-Jerome, Quebec, Canada.
- 25Amiri Hospital, Kuwait City, Kuwait.
- 26UQCCR, The University of Queensland, Brisbane, Queensland, Australia.
- 27Department of Neurology, Razi Hospital, Manouba, Tunisia.
- 28Department of Neurology, Razi University Hospital, Manouba, Tunisia.
- 29Faculty of Medicine of Tunis, University of Tunis El Manar, Tunis, Tunisia.
- 30Neurology, Donostia University Hospital, San Sebastian, Spain.
- 31Neuroscience, Centre Clinical School, Monash University, Victoria, Australia.
- 32Groene Hart Ziekenhuis, Gouda, The Netherlands.
- 33Neurology, Galdakao Hospital, Vizcaya, Spain.
- 34Nehme and Therese Tohme Multiple Sclerosis Center, American University of Beirut Medical Center, Beirut, Lebanon.
- 35Department of Health Sciences, University of Genoa, Genoa, Italy.
- 36CORe, Department of Medicine, University of Melbourne, Melbourne, Victoria, Australia.
- 37Department of Neurology, Royal Melbourne Hospital, Melbourne, Victoria, Australia.
- 38Managing Director, MSBase Foundation, Melbourne, Victoria, Australia.
Abstract
Background: Over the decades, several natural history studies on patients with primary (PPMS) or secondary progressive multiple sclerosis (SPMS) were reported from international registries. In PPMS, a consistent heterogeneity on long-term disability trajectories was demonstrated. The aim of this study was to identify subgroups of patients with SPMS with similar longitudinal trajectories of disability over time.
Methods: All patients with MS collected within Big MS registries who received an SPMS diagnosis from physicians (cohort 1) or satisfied the Lorscheider criteria (cohort 2) were considered. Longitudinal Expanded Disability Status Scale (EDSS) scores were modelled by a latent class growth analysis (LCGA), using a non-linear function of time from the first EDSS visit in the range 3-4.
Results: A total of 3613 patients with SPMS were included in the cohort 1. LCGA detected three different subgroups of patients with a mild (n=1297; 35.9%), a moderate (n=1936; 53.6%) and a severe (n=380; 10.5%) disability trajectory. Median time to EDSS 6 was 12.1, 5.0 and 1.7 years, for the three groups, respectively; the probability to reach EDSS 6 at 8 years was 14.4%, 78.4% and 98.3%, respectively. Similar results were found among 7613 patients satisfying the Lorscheider criteria.
Conclusions: Contrary to previous interpretations, patients with SPMS progress at greatly different rates. Our identification of distinct trajectories can guide better patient selection in future phase 3 SPMS clinical trials. Additionally, distinct trajectories could reflect heterogeneous pathological mechanisms of progression.
Trial registration: ClinicalTrials.gov NCT02889965.
Keywords: MULTIPLE SCLEROSIS; STATISTICS.
Conflict of interest statement
Competing interests: AS received research support from MSBase. JL received research support from Innosuisse—Swiss Innovation Agency, Biogen and Novartis; he served on advisory boards for Biogen, Novartis, Roche and Teva. SV received consulting and lecture fees, travel grants and research support from Biogen, Celgene, Genentech, Genzyme, Medday Pharmaceuticals, Merck Serono, Novartis, Roche, Sanofi-Aventis and Teva Pharma. MT has served on scientific advisory boards for Biogen, Novartis, Roche and Genzyme; has received speaker honoraria and travel support from Biogen Idec, Sanofi-Aventis, Merck Serono, Teva, Genzyme and Novartis; and has received research grants for her institution from Biogen Idec, Merck Serono and Novartis. JH has received honoraria for serving on advisory boards for Biogen, Sanofi-Genzyme and Novartis; and speaker’s fees from Biogen, Novartis, Merck Serono, Bayer-Schering, Teva and Sanofi-Genzyme. He has served as PI for projects or received unrestricted research support from Biogen Idec, Merck Serono, TEVA, Sanofi-Genzyme and Bayer-Schering; his MS research is funded by the Swedish Research Council and the Swedish Brain Foundation. RH is an employee of Biogen and holds a stock. FP is an employee of Biogen. MM has served on scientific advisory board for Biogen Idec and Teva; and has received honoraria for lecturing from Biogen Idec, Merck Serono, Sanofi-Aventis and Teva. NK-H has received honoraria for lecturing and participating in advisory councils, travel expenses for attending congresses and meetings, and financial support for monitoring the Danish Multiple Sclerosis Treatment Register from Bayer-Schering, Merck Serono, Biogen Idec, Teva, Sanofi-Aventis and Novartis. PSS has served on scientific advisory boards for Merck Serono, Teva, Novartis, Sanofi-Aventis and Biogen Idec; has received research support from Biogen Idec, Novartis and Sanofi-Aventis; and received speaker honoraria from Merck Serono, Novartis, Teva, Sanofi-Aventis, Biogen Idec and Genzyme. TS received compensation for serving on scientific advisory boards, honoraria for consultancy and funding for travel from Biogen; and speaker honoraria from Novartis. AvdW reported receiving grants from National Health and Medical Research Council (NHMRC), Novartis, Roche and MS Research Australia; and personal fees from Biogen, Merck, Novartis and Roche. DH received compensation for travel, speaker honoraria and consultant fees from Biogen, Novartis, Merck Healthcare (Darmstadt, Germany), Bayer, Sanofi, Roche and Teva, as well as support for research activities from Biogen. She was also supported by the Charles University: Cooperation Program in neuroscience. EH received honoraria/research support from Biogen, Merck Serono, Novars, Roche and Teva; has been a member of advisory boards for Actelion, Biogen, Celgene, Merck Serono, Novars and Sanofi Genzyme. MG received consulting fees from Teva Canada Innovation, Biogen, Novartis and Genzyme Sanofi; and lecture payments from Teva Canada Innovation, Novartis and EMD. He has also received a research grant from Canadian Institutes of Health Research. SE received speaker honoraria and consultant fees from Biogen Idec, Novartis, Merck, Bayer, Sanofi Genzyme, Roche and Teva. FG received honoraria or research funding from Biogen, Genzyme, Novartis, Teva Neurosciences, Mitsubishi and ONO Pharmaceuticals. OG has nothing to disclose. MT received travel grants from Novartis, Bayer-Schering, Merck and Teva; and has participated in clinical trials by Sanofi Aventis, Roche and Novartis. SO has nothing to disclose. OS has received honoraria and consulting fees from Bayer Schering, Novartis, Merck, Biogen and Genzyme companies. VVP received travel grants from Merck Healthcare (Darmstadt, Germany), Biogen, Sanofi, Bristol Meyer Squibb, Almirall and Roche. His institution has received research grants and consultancy fees from Roche, Biogen, Sanofi, Merck Healthcare (Darmstadt, Germany), Bristol Meyer Squibb, Janssen, Almirall and Novartis Pharma. MJS received consulting fees, speaker honoraria, and/or travel expenses for scientific meetings from Alexion, Bayer Healthcare, Biogen, Bristol Myers Squibb, Celgene, Janssen, Merck-Serono, Novartis, Roche, Sanofi and Teva. JP accepted travel compensation from Novartis, Biogen, Genzyme and Teva; and speaking honoraria from Biogen, Novartis, Genzyme and Teva. RA received honoraria as a speaker and for serving on scientific advisory boards from Bayer, Biogen, GSK, Merck, Novartis, Roche and Sanofi-Genzyme. PAM received speakers fees and travel grants from Novartis, Biogen, T’évalua and Sanofi. RG has nothing to disclose. SM has received a MENACTRIMS clinical fellowship grant (2020). TC-T received speaking/consulting fees and/or travel funding from Bayer, Biogen, Merck, Novartis, Roche, Sanofi-Genzyme and Teva. CZ has nothing to disclose. KdG has nothing to disclose. JLS-M accepted travel compensation from Novartis, Merck and Biogen; speaking honoraria from Biogen, Novartis, Sanofi, Merck, Almirall, Bayer and Teva; and has participated in clinical trials by Biogen, Merck and Roche. BY and SK have nothing to disclose. MPS has received consulting fees from Biogen, Merck, Teva, Genzyme, Roche, Novartis, GeNeuro and MedDay. TK reported receiving grants from MS Research Australia and grants, personal fees and non-financial support from Biogen; personal fees and non-financial support from Sanofi Genzyme and Merck; personal fees from Roche, Novartis, WebMD Global, Teva and BioCSL; and grants from NHMRC, MS Research Australia, ARSEP-OFSEP, UK MS Society and Medical Research Future Fund. HB’s institution (Monash University) received compensation for consulting, talks, and advisory/steering board activities from Alfred Health, Biogen, Merck, Novartis, Roche and UCB pharma; research support from Biogen, Merck, Roche, MS Australia, National Health and Medical Research (Australia) and the Medical Research Future Fund (Australia), the Pennycook Foundation, Novartis and Roche. He has received personal compensation for steering group activities from Oxford Health Policy Forum.
Similar articles
Signori A, Izquierdo G, Lugaresi A, Hupperts R, Grand'Maison F, Sola P, Horakova D, Havrdova E, Prat A, Girard M, Duquette P, Boz C, Grammond P, Terzi M, Singhal B, Alroughani R, Petersen T, Ramo C, Oreja-Guevara C, Spitaleri D, Shaygannejad V, Butzkueven H, Kalincik T, Jokubaitis V, Slee M, Fernandez Bolaños R, Sanchez-Menoyo JL, Pucci E, Granella F, Lechner-Scott J, Iuliano G, Hughes S, Bergamaschi R, Taylor B, Verheul F, Edite Rio M, Amato MP, Sajedi SA, Majdinasab N, Van Pesch V, Sormani MP, Trojano M.Mult Scler. 2018 Apr;24(5):642-652. doi: 10.1177/1352458517703800. Epub 2017 Apr 6.PMID: 28382837
Naegelin Y, Naegelin P, von Felten S, Lorscheider J, Sonder J, Uitdehaag BMJ, Scotti B, Zecca C, Gobbi C, Kappos L, Derfuss T.JAMA Neurol. 2019 Mar 1;76(3):274-281. doi: 10.1001/jamaneurol.2018.4239.PMID: 30615019 Free PMC article.
Tilling K, Lawton M, Robertson N, Tremlett H, Zhu F, Harding K, Oger J, Ben-Shlomo Y.Health Technol Assess. 2016 Oct;20(81):1-48. doi: 10.3310/hta20810.PMID: 27817792 Free PMC article.
Mitoxantrone: a review of its use in multiple sclerosis.
Scott LJ, Figgitt DP.CNS Drugs. 2004;18(6):379-96. doi: 10.2165/00023210-200418060-00010.PMID: 15089110 Review.
Management of worsening multiple sclerosis with mitoxantrone: a review.
Fox EJ.Clin Ther. 2006 Apr;28(4):461-74. doi: 10.1016/j.clinthera.2006.04.013.PMID: 16750460 Review.
Cited by
Deciphering multiple sclerosis disability with deep learning attention maps on clinical MRI.
Coll L, Pareto D, Carbonell-Mirabent P, Cobo-Calvo Á, Arrambide G, Vidal-Jordana Á, Comabella M, Castilló J, Rodríguez-Acevedo B, Zabalza A, Galán I, Midaglia L, Nos C, Salerno A, Auger C, Alberich M, Río J, Sastre-Garriga J, Oliver A, Montalban X, Rovira À, Tintoré M, Lladó X, Tur C.Neuroimage Clin. 2023;38:103376. doi: 10.1016/j.nicl.2023.103376. Epub 2023 Mar 15.PMID: 36940621 Free PMC article.
Are highly active and aggressive multiple sclerosis the same entity?
Correale J, Rush CA, Barboza A.Front Neurol. 2023 Mar 3;14:1132170. doi: 10.3389/fneur.2023.1132170. eCollection 2023.PMID: 36937521 Free PMC article. No abstract available.