Methods for analyzing observational longitudinal prognosis studies for rheumatic diseases: a review & worked example using a clinic-based cohort of juvenile dermatomyositis patients

Abstract Most outcome studies of rheumatic diseases report outcomes ascertained on a single occasion. While single assessments are sufficient for terminal or irreversible outcomes, they may not be sufficiently informative if outcomes change or fluctuate over time. Consequently, longitudinal studies...

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Main Authors: Lily Siok Hoon Lim, Eleanor Pullenayegum, Rahim Moineddin, Dafna D Gladman, Earl D Silverman, Brian M Feldman
Format: Article
Language:English
Published: BMC 2017-03-01
Series:Pediatric Rheumatology Online Journal
Subjects:
Online Access:http://link.springer.com/article/10.1186/s12969-017-0148-2
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spelling doaj-8e474f09e9884aa3804f2f0577817cb42020-11-25T00:16:51ZengBMCPediatric Rheumatology Online Journal1546-00962017-03-011511910.1186/s12969-017-0148-2Methods for analyzing observational longitudinal prognosis studies for rheumatic diseases: a review & worked example using a clinic-based cohort of juvenile dermatomyositis patientsLily Siok Hoon Lim0Eleanor Pullenayegum1Rahim Moineddin2Dafna D Gladman3Earl D Silverman4Brian M Feldman5Children’s Hospital Research Institute of Manitoba, University of ManitobaThe Child Health Evaluative Sciences Program, SickKids Research InstituteDepartment of Family and Community Medicine, University of TorontoDepartment of Medicine, Toronto Western Research Institute, University of TorontoDivision of Rheumatology, SickKidsInstitute of Health Policy Management and Evaluation, University of TorontoAbstract Most outcome studies of rheumatic diseases report outcomes ascertained on a single occasion. While single assessments are sufficient for terminal or irreversible outcomes, they may not be sufficiently informative if outcomes change or fluctuate over time. Consequently, longitudinal studies that measure non-terminal outcomes repeatedly afford a better understanding of disease evolution. Longitudinal studies require special analytic methods. Newer longitudinal analytic methods have evolved tremendously to deal with common challenges in longitudinal observational studies. In recent years, an increasing number of studies have used longitudinal design. This review aims to help readers understand and apply the findings from longitudinal studies. Using a cohort of children with juvenile dermatomyositis (JDM), we illustrate how to study evolution of disease activity in JDM using longitudinal methods.http://link.springer.com/article/10.1186/s12969-017-0148-2EpidemiologyLongitudinal studyChildhood-onset dermatomyositisBiostatistics
collection DOAJ
language English
format Article
sources DOAJ
author Lily Siok Hoon Lim
Eleanor Pullenayegum
Rahim Moineddin
Dafna D Gladman
Earl D Silverman
Brian M Feldman
spellingShingle Lily Siok Hoon Lim
Eleanor Pullenayegum
Rahim Moineddin
Dafna D Gladman
Earl D Silverman
Brian M Feldman
Methods for analyzing observational longitudinal prognosis studies for rheumatic diseases: a review & worked example using a clinic-based cohort of juvenile dermatomyositis patients
Pediatric Rheumatology Online Journal
Epidemiology
Longitudinal study
Childhood-onset dermatomyositis
Biostatistics
author_facet Lily Siok Hoon Lim
Eleanor Pullenayegum
Rahim Moineddin
Dafna D Gladman
Earl D Silverman
Brian M Feldman
author_sort Lily Siok Hoon Lim
title Methods for analyzing observational longitudinal prognosis studies for rheumatic diseases: a review & worked example using a clinic-based cohort of juvenile dermatomyositis patients
title_short Methods for analyzing observational longitudinal prognosis studies for rheumatic diseases: a review & worked example using a clinic-based cohort of juvenile dermatomyositis patients
title_full Methods for analyzing observational longitudinal prognosis studies for rheumatic diseases: a review & worked example using a clinic-based cohort of juvenile dermatomyositis patients
title_fullStr Methods for analyzing observational longitudinal prognosis studies for rheumatic diseases: a review & worked example using a clinic-based cohort of juvenile dermatomyositis patients
title_full_unstemmed Methods for analyzing observational longitudinal prognosis studies for rheumatic diseases: a review & worked example using a clinic-based cohort of juvenile dermatomyositis patients
title_sort methods for analyzing observational longitudinal prognosis studies for rheumatic diseases: a review & worked example using a clinic-based cohort of juvenile dermatomyositis patients
publisher BMC
series Pediatric Rheumatology Online Journal
issn 1546-0096
publishDate 2017-03-01
description Abstract Most outcome studies of rheumatic diseases report outcomes ascertained on a single occasion. While single assessments are sufficient for terminal or irreversible outcomes, they may not be sufficiently informative if outcomes change or fluctuate over time. Consequently, longitudinal studies that measure non-terminal outcomes repeatedly afford a better understanding of disease evolution. Longitudinal studies require special analytic methods. Newer longitudinal analytic methods have evolved tremendously to deal with common challenges in longitudinal observational studies. In recent years, an increasing number of studies have used longitudinal design. This review aims to help readers understand and apply the findings from longitudinal studies. Using a cohort of children with juvenile dermatomyositis (JDM), we illustrate how to study evolution of disease activity in JDM using longitudinal methods.
topic Epidemiology
Longitudinal study
Childhood-onset dermatomyositis
Biostatistics
url http://link.springer.com/article/10.1186/s12969-017-0148-2
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