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

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 geograp...

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Autores principales: Sharmin, Sifat, Roos, Izanne, Simpson-Yap, Steve, Malpas, Charles, Sánchez, Marina M, Ozakbas, Serkan, Horakova, Dana, Havrdova, Eva K, Patti, Francesco, Alroughani, Raed, Izquierdo, Guillermo, Eichau, Sara, Boz, Cavit, Zakaria, Magd, Onofrj, Marco, Lugaresi, Alessandra, Weinstock-Guttman, Bianca, Prat, Alexandre, Girard, Marc, Duquette, Pierre, Terzi, Murat, Amato, Maria Pia, Karabudak, Rana, Grand’Maison, Francois, Khoury, Samia J, Grammond, Pierre, Lechner-Scott, Jeannette, Buzzard, Katherine, Skibina, Olga, van der Walt, Anneke, Butzkueven, Helmut, Turkoglu, Recai, Altintas, Ayse, Maimone, Davide, Kermode, Allan, Shalaby, Nevin, Pesch, Vincent V, Butler, Ernest, Sidhom, Youssef, Gouider, Riadh, Mrabet, Saloua, Gerlach, Oliver, Soysal, Aysun, Barnett, Michael, Kuhle, Jens, Hughes, Stella, Sa, Maria J, Hodgkinson, Suzanne, Oreja-Guevara, Celia, Ampapa, Radek, Petersen, Thor, Ramo-Tello, Cristina, Spitaleri, Daniele, McCombe, Pamela, Taylor, Bruce, Prevost, Julie, Foschi, Matteo, Slee, Mark, McGuigan, Chris, Laureys, Guy, Hijfte, Liesbeth V, de Gans, Koen, Solaro, Claudio, Oh, Jiwon, Macdonell, Richard, Aguera-Morales, Eduardo, Singhal, Bhim, Gray, Orla, Garber, Justin, Wijmeersch, Bart V, Simu, Mihaela, Castillo-Triviño, Tamara, Sanchez-Menoyo, Jose L, Khurana, Dheeraj, Al-Asmi, Abdullah, Al-Harbi, Talal, Deri, Norma, Fragoso, Yara, Lalive, Patrice H, Sinnige, L G F, Shaw, Cameron, Shuey, Neil, Csepany, Tunde, Sempere, Angel P, Moore, Fraser, Decoo, Danny, Willekens, Barbara, Gobbi, Claudio, Massey, Jennifer, Hardy, Todd, Parratt, John, Kalincik, Tomas
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10629760/
https://www.ncbi.nlm.nih.gov/pubmed/37369086
http://dx.doi.org/10.1093/brain/awad218
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author Sharmin, Sifat
Roos, Izanne
Simpson-Yap, Steve
Malpas, Charles
Sánchez, Marina M
Ozakbas, Serkan
Horakova, Dana
Havrdova, Eva K
Patti, Francesco
Alroughani, Raed
Izquierdo, Guillermo
Eichau, Sara
Boz, Cavit
Zakaria, Magd
Onofrj, Marco
Lugaresi, Alessandra
Weinstock-Guttman, Bianca
Prat, Alexandre
Girard, Marc
Duquette, Pierre
Terzi, Murat
Amato, Maria Pia
Karabudak, Rana
Grand’Maison, Francois
Khoury, Samia J
Grammond, Pierre
Lechner-Scott, Jeannette
Buzzard, Katherine
Skibina, Olga
van der Walt, Anneke
Butzkueven, Helmut
Turkoglu, Recai
Altintas, Ayse
Maimone, Davide
Kermode, Allan
Shalaby, Nevin
Pesch, Vincent V
Butler, Ernest
Sidhom, Youssef
Gouider, Riadh
Mrabet, Saloua
Gerlach, Oliver
Soysal, Aysun
Barnett, Michael
Kuhle, Jens
Hughes, Stella
Sa, Maria J
Hodgkinson, Suzanne
Oreja-Guevara, Celia
Ampapa, Radek
Petersen, Thor
Ramo-Tello, Cristina
Spitaleri, Daniele
McCombe, Pamela
Taylor, Bruce
Prevost, Julie
Foschi, Matteo
Slee, Mark
McGuigan, Chris
Laureys, Guy
Hijfte, Liesbeth V
de Gans, Koen
Solaro, Claudio
Oh, Jiwon
Macdonell, Richard
Aguera-Morales, Eduardo
Singhal, Bhim
Gray, Orla
Garber, Justin
Wijmeersch, Bart V
Simu, Mihaela
Castillo-Triviño, Tamara
Sanchez-Menoyo, Jose L
Khurana, Dheeraj
Al-Asmi, Abdullah
Al-Harbi, Talal
Deri, Norma
Fragoso, Yara
Lalive, Patrice H
Sinnige, L G F
Shaw, Cameron
Shuey, Neil
Csepany, Tunde
Sempere, Angel P
Moore, Fraser
Decoo, Danny
Willekens, Barbara
Gobbi, Claudio
Massey, Jennifer
Hardy, Todd
Parratt, John
Kalincik, Tomas
author_facet Sharmin, Sifat
Roos, Izanne
Simpson-Yap, Steve
Malpas, Charles
Sánchez, Marina M
Ozakbas, Serkan
Horakova, Dana
Havrdova, Eva K
Patti, Francesco
Alroughani, Raed
Izquierdo, Guillermo
Eichau, Sara
Boz, Cavit
Zakaria, Magd
Onofrj, Marco
Lugaresi, Alessandra
Weinstock-Guttman, Bianca
Prat, Alexandre
Girard, Marc
Duquette, Pierre
Terzi, Murat
Amato, Maria Pia
Karabudak, Rana
Grand’Maison, Francois
Khoury, Samia J
Grammond, Pierre
Lechner-Scott, Jeannette
Buzzard, Katherine
Skibina, Olga
van der Walt, Anneke
Butzkueven, Helmut
Turkoglu, Recai
Altintas, Ayse
Maimone, Davide
Kermode, Allan
Shalaby, Nevin
Pesch, Vincent V
Butler, Ernest
Sidhom, Youssef
Gouider, Riadh
Mrabet, Saloua
Gerlach, Oliver
Soysal, Aysun
Barnett, Michael
Kuhle, Jens
Hughes, Stella
Sa, Maria J
Hodgkinson, Suzanne
Oreja-Guevara, Celia
Ampapa, Radek
Petersen, Thor
Ramo-Tello, Cristina
Spitaleri, Daniele
McCombe, Pamela
Taylor, Bruce
Prevost, Julie
Foschi, Matteo
Slee, Mark
McGuigan, Chris
Laureys, Guy
Hijfte, Liesbeth V
de Gans, Koen
Solaro, Claudio
Oh, Jiwon
Macdonell, Richard
Aguera-Morales, Eduardo
Singhal, Bhim
Gray, Orla
Garber, Justin
Wijmeersch, Bart V
Simu, Mihaela
Castillo-Triviño, Tamara
Sanchez-Menoyo, Jose L
Khurana, Dheeraj
Al-Asmi, Abdullah
Al-Harbi, Talal
Deri, Norma
Fragoso, Yara
Lalive, Patrice H
Sinnige, L G F
Shaw, Cameron
Shuey, Neil
Csepany, Tunde
Sempere, Angel P
Moore, Fraser
Decoo, Danny
Willekens, Barbara
Gobbi, Claudio
Massey, Jennifer
Hardy, Todd
Parratt, John
Kalincik, Tomas
author_sort Sharmin, Sifat
collection PubMed
description 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.
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spelling pubmed-106297602023-11-08 The risk of secondary progressive multiple sclerosis is geographically determined but modifiable Sharmin, Sifat Roos, Izanne Simpson-Yap, Steve Malpas, Charles Sánchez, Marina M Ozakbas, Serkan Horakova, Dana Havrdova, Eva K Patti, Francesco Alroughani, Raed Izquierdo, Guillermo Eichau, Sara Boz, Cavit Zakaria, Magd Onofrj, Marco Lugaresi, Alessandra Weinstock-Guttman, Bianca Prat, Alexandre Girard, Marc Duquette, Pierre Terzi, Murat Amato, Maria Pia Karabudak, Rana Grand’Maison, Francois Khoury, Samia J Grammond, Pierre Lechner-Scott, Jeannette Buzzard, Katherine Skibina, Olga van der Walt, Anneke Butzkueven, Helmut Turkoglu, Recai Altintas, Ayse Maimone, Davide Kermode, Allan Shalaby, Nevin Pesch, Vincent V Butler, Ernest Sidhom, Youssef Gouider, Riadh Mrabet, Saloua Gerlach, Oliver Soysal, Aysun Barnett, Michael Kuhle, Jens Hughes, Stella Sa, Maria J Hodgkinson, Suzanne Oreja-Guevara, Celia Ampapa, Radek Petersen, Thor Ramo-Tello, Cristina Spitaleri, Daniele McCombe, Pamela Taylor, Bruce Prevost, Julie Foschi, Matteo Slee, Mark McGuigan, Chris Laureys, Guy Hijfte, Liesbeth V de Gans, Koen Solaro, Claudio Oh, Jiwon Macdonell, Richard Aguera-Morales, Eduardo Singhal, Bhim Gray, Orla Garber, Justin Wijmeersch, Bart V Simu, Mihaela Castillo-Triviño, Tamara Sanchez-Menoyo, Jose L Khurana, Dheeraj Al-Asmi, Abdullah Al-Harbi, Talal Deri, Norma Fragoso, Yara Lalive, Patrice H Sinnige, L G F Shaw, Cameron Shuey, Neil Csepany, Tunde Sempere, Angel P Moore, Fraser Decoo, Danny Willekens, Barbara Gobbi, Claudio Massey, Jennifer Hardy, Todd Parratt, John Kalincik, Tomas Brain Original Article 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. Oxford University Press 2023-06-27 /pmc/articles/PMC10629760/ /pubmed/37369086 http://dx.doi.org/10.1093/brain/awad218 Text en © The Author(s) 2023. Published by Oxford University Press on behalf of the Guarantors of Brain. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial License (https://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
spellingShingle Original Article
Sharmin, Sifat
Roos, Izanne
Simpson-Yap, Steve
Malpas, Charles
Sánchez, Marina M
Ozakbas, Serkan
Horakova, Dana
Havrdova, Eva K
Patti, Francesco
Alroughani, Raed
Izquierdo, Guillermo
Eichau, Sara
Boz, Cavit
Zakaria, Magd
Onofrj, Marco
Lugaresi, Alessandra
Weinstock-Guttman, Bianca
Prat, Alexandre
Girard, Marc
Duquette, Pierre
Terzi, Murat
Amato, Maria Pia
Karabudak, Rana
Grand’Maison, Francois
Khoury, Samia J
Grammond, Pierre
Lechner-Scott, Jeannette
Buzzard, Katherine
Skibina, Olga
van der Walt, Anneke
Butzkueven, Helmut
Turkoglu, Recai
Altintas, Ayse
Maimone, Davide
Kermode, Allan
Shalaby, Nevin
Pesch, Vincent V
Butler, Ernest
Sidhom, Youssef
Gouider, Riadh
Mrabet, Saloua
Gerlach, Oliver
Soysal, Aysun
Barnett, Michael
Kuhle, Jens
Hughes, Stella
Sa, Maria J
Hodgkinson, Suzanne
Oreja-Guevara, Celia
Ampapa, Radek
Petersen, Thor
Ramo-Tello, Cristina
Spitaleri, Daniele
McCombe, Pamela
Taylor, Bruce
Prevost, Julie
Foschi, Matteo
Slee, Mark
McGuigan, Chris
Laureys, Guy
Hijfte, Liesbeth V
de Gans, Koen
Solaro, Claudio
Oh, Jiwon
Macdonell, Richard
Aguera-Morales, Eduardo
Singhal, Bhim
Gray, Orla
Garber, Justin
Wijmeersch, Bart V
Simu, Mihaela
Castillo-Triviño, Tamara
Sanchez-Menoyo, Jose L
Khurana, Dheeraj
Al-Asmi, Abdullah
Al-Harbi, Talal
Deri, Norma
Fragoso, Yara
Lalive, Patrice H
Sinnige, L G F
Shaw, Cameron
Shuey, Neil
Csepany, Tunde
Sempere, Angel P
Moore, Fraser
Decoo, Danny
Willekens, Barbara
Gobbi, Claudio
Massey, Jennifer
Hardy, Todd
Parratt, John
Kalincik, Tomas
The risk of secondary progressive multiple sclerosis is geographically determined but modifiable
title The risk of secondary progressive multiple sclerosis is geographically determined but modifiable
title_full The risk of secondary progressive multiple sclerosis is geographically determined but modifiable
title_fullStr The risk of secondary progressive multiple sclerosis is geographically determined but modifiable
title_full_unstemmed The risk of secondary progressive multiple sclerosis is geographically determined but modifiable
title_short The risk of secondary progressive multiple sclerosis is geographically determined but modifiable
title_sort risk of secondary progressive multiple sclerosis is geographically determined but modifiable
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10629760/
https://www.ncbi.nlm.nih.gov/pubmed/37369086
http://dx.doi.org/10.1093/brain/awad218
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AT turkoglurecai riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT altintasayse riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT maimonedavide riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT kermodeallan riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT shalabynevin riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT peschvincentv riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT butlerernest riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT sidhomyoussef riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT gouiderriadh riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT mrabetsaloua riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT gerlacholiver riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT soysalaysun riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT barnettmichael riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT kuhlejens riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT hughesstella riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT samariaj riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT hodgkinsonsuzanne riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT orejaguevaracelia riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT ampaparadek riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT petersenthor riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT ramotellocristina riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT spitaleridaniele riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT mccombepamela riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT taylorbruce riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT prevostjulie riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT foschimatteo riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT sleemark riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT mcguiganchris riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT laureysguy riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT hijfteliesbethv riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT deganskoen riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT solaroclaudio riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT ohjiwon riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT macdonellrichard riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT agueramoraleseduardo riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT singhalbhim riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT grayorla riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT garberjustin riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT wijmeerschbartv riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT simumihaela riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT castillotrivinotamara riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT sanchezmenoyojosel riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT khuranadheeraj riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT alasmiabdullah riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT alharbitalal riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT derinorma riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT fragosoyara riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT lalivepatriceh riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT sinnigelgf riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT shawcameron riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT shueyneil riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT csepanytunde riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT sempereangelp riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT moorefraser riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT decoodanny riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT willekensbarbara riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT gobbiclaudio riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT masseyjennifer riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT hardytodd riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT parrattjohn riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable
AT kalinciktomas riskofsecondaryprogressivemultiplesclerosisisgeographicallydeterminedbutmodifiable