Alex Ocampo, Farhad Hatami, Jelena Čuklina, Gordon Graham, Habib Ganjgahi, Yang Sun, Wendy Su, Marie-Catherine Mousseau, Stephen Gardiner, Samantha C Pendleton, Piet Aarden, Bernd C Kieseier, Douglas L Arnold, Robert A Bermel, Dieter A Häring, Thomas E Nichols, Heinz Wiendl
{"title":"使用多态模型预测多发性硬化症恶化和好转的因素。","authors":"Alex Ocampo, Farhad Hatami, Jelena Čuklina, Gordon Graham, Habib Ganjgahi, Yang Sun, Wendy Su, Marie-Catherine Mousseau, Stephen Gardiner, Samantha C Pendleton, Piet Aarden, Bernd C Kieseier, Douglas L Arnold, Robert A Bermel, Dieter A Häring, Thomas E Nichols, Heinz Wiendl","doi":"10.1177/13524585241275471","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>The long-term disease trajectory of people living with multiple sclerosis (MS) can be improved by initiating efficacious treatment early. More quantitative evidence is needed on factors that affect a patient's risk of disability worsening or possibility of improvement to inform timely treatment decisions.</p><p><strong>Methods: </strong>We developed a multistate model to quantify the influence of demographic, clinical, and imaging factors on disability worsening and disability improvement simultaneously across the disability spectrum as measured by the Expanded Disability Status Scale (EDSS). We used clinical trial data from the Novartis-Oxford MS database including ~130,000 EDSS assessments from ~8000 patients, spanning all MS phenotypes.</p><p><strong>Results: </strong>Higher brain volume was positively associated with disability improvement at all disability levels (hazard ratio (HR) = 1.09-1.19; 95% credible interval (CI) = 1.02-1.27). Higher T2 lesion volume was negatively associated with disability improvement up to EDSS 6 (HR = 0.80-0.89; 95% CI = 0.75-0.94). Older age, time since first symptoms, and the number of relapses in the past year were confirmed as predictors of future disability worsening.</p><p><strong>Conclusions: </strong>Brain damage was identified as the most consistent factor limiting the patient's probability for improvements from the earliest stages and across the whole course of MS. Protecting brain integrity early in MS should have greater weight in clinical decision-making.</p>","PeriodicalId":18874,"journal":{"name":"Multiple Sclerosis Journal","volume":" ","pages":"1455-1467"},"PeriodicalIF":4.8000,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Prognostic factors for worsening and improvement in multiple sclerosis using a multistate model.\",\"authors\":\"Alex Ocampo, Farhad Hatami, Jelena Čuklina, Gordon Graham, Habib Ganjgahi, Yang Sun, Wendy Su, Marie-Catherine Mousseau, Stephen Gardiner, Samantha C Pendleton, Piet Aarden, Bernd C Kieseier, Douglas L Arnold, Robert A Bermel, Dieter A Häring, Thomas E Nichols, Heinz Wiendl\",\"doi\":\"10.1177/13524585241275471\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>The long-term disease trajectory of people living with multiple sclerosis (MS) can be improved by initiating efficacious treatment early. More quantitative evidence is needed on factors that affect a patient's risk of disability worsening or possibility of improvement to inform timely treatment decisions.</p><p><strong>Methods: </strong>We developed a multistate model to quantify the influence of demographic, clinical, and imaging factors on disability worsening and disability improvement simultaneously across the disability spectrum as measured by the Expanded Disability Status Scale (EDSS). We used clinical trial data from the Novartis-Oxford MS database including ~130,000 EDSS assessments from ~8000 patients, spanning all MS phenotypes.</p><p><strong>Results: </strong>Higher brain volume was positively associated with disability improvement at all disability levels (hazard ratio (HR) = 1.09-1.19; 95% credible interval (CI) = 1.02-1.27). Higher T2 lesion volume was negatively associated with disability improvement up to EDSS 6 (HR = 0.80-0.89; 95% CI = 0.75-0.94). Older age, time since first symptoms, and the number of relapses in the past year were confirmed as predictors of future disability worsening.</p><p><strong>Conclusions: </strong>Brain damage was identified as the most consistent factor limiting the patient's probability for improvements from the earliest stages and across the whole course of MS. Protecting brain integrity early in MS should have greater weight in clinical decision-making.</p>\",\"PeriodicalId\":18874,\"journal\":{\"name\":\"Multiple Sclerosis Journal\",\"volume\":\" \",\"pages\":\"1455-1467\"},\"PeriodicalIF\":4.8000,\"publicationDate\":\"2024-10-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Multiple Sclerosis Journal\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1177/13524585241275471\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2024/9/28 0:00:00\",\"PubModel\":\"Epub\",\"JCR\":\"Q1\",\"JCRName\":\"CLINICAL NEUROLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Multiple Sclerosis Journal","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1177/13524585241275471","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2024/9/28 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"CLINICAL NEUROLOGY","Score":null,"Total":0}
Prognostic factors for worsening and improvement in multiple sclerosis using a multistate model.
Background: The long-term disease trajectory of people living with multiple sclerosis (MS) can be improved by initiating efficacious treatment early. More quantitative evidence is needed on factors that affect a patient's risk of disability worsening or possibility of improvement to inform timely treatment decisions.
Methods: We developed a multistate model to quantify the influence of demographic, clinical, and imaging factors on disability worsening and disability improvement simultaneously across the disability spectrum as measured by the Expanded Disability Status Scale (EDSS). We used clinical trial data from the Novartis-Oxford MS database including ~130,000 EDSS assessments from ~8000 patients, spanning all MS phenotypes.
Results: Higher brain volume was positively associated with disability improvement at all disability levels (hazard ratio (HR) = 1.09-1.19; 95% credible interval (CI) = 1.02-1.27). Higher T2 lesion volume was negatively associated with disability improvement up to EDSS 6 (HR = 0.80-0.89; 95% CI = 0.75-0.94). Older age, time since first symptoms, and the number of relapses in the past year were confirmed as predictors of future disability worsening.
Conclusions: Brain damage was identified as the most consistent factor limiting the patient's probability for improvements from the earliest stages and across the whole course of MS. Protecting brain integrity early in MS should have greater weight in clinical decision-making.
期刊介绍:
Multiple Sclerosis Journal is a peer-reviewed international journal that focuses on all aspects of multiple sclerosis, neuromyelitis optica and other related autoimmune diseases of the central nervous system.
The journal for your research in the following areas:
* __Biologic basis:__ pathology, myelin biology, pathophysiology of the blood/brain barrier, axo-glial pathobiology, remyelination, virology and microbiome, immunology, proteomics
* __Epidemology and genetics:__ genetics epigenetics, epidemiology
* __Clinical and Neuroimaging:__ clinical neurology, biomarkers, neuroimaging and clinical outcome measures
* __Therapeutics and rehabilitation:__ therapeutics, rehabilitation, psychology, neuroplasticity, neuroprotection, and systematic management
Print ISSN: 1352-4585