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Predicting unfavorable long-term outcome in juvenile idiopathic arthritis: results from the Nordic cohort study
BACKGROUND: The aim was to develop prediction rules that may guide early treatment decisions based on baseline clinical predictors of long-term unfavorable outcome in juvenile idiopathic arthritis (JIA). METHODS: In the Nordic JIA cohort, we assessed baseline disease characteristics as predictors of...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5934822/ https://www.ncbi.nlm.nih.gov/pubmed/29724248 http://dx.doi.org/10.1186/s13075-018-1571-6 |
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author | Rypdal, Veronika Arnstad, Ellen Dalen Aalto, Kristiina Berntson, Lillemor Ekelund, Maria Fasth, Anders Glerup, Mia Herlin, Troels Nielsen, Susan Peltoniemi, Suvi Zak, Marek Rygg, Marite Rypdal, Martin Nordal, Ellen |
author_facet | Rypdal, Veronika Arnstad, Ellen Dalen Aalto, Kristiina Berntson, Lillemor Ekelund, Maria Fasth, Anders Glerup, Mia Herlin, Troels Nielsen, Susan Peltoniemi, Suvi Zak, Marek Rygg, Marite Rypdal, Martin Nordal, Ellen |
author_sort | Rypdal, Veronika |
collection | PubMed |
description | BACKGROUND: The aim was to develop prediction rules that may guide early treatment decisions based on baseline clinical predictors of long-term unfavorable outcome in juvenile idiopathic arthritis (JIA). METHODS: In the Nordic JIA cohort, we assessed baseline disease characteristics as predictors of the following outcomes 8 years after disease onset. Non-achievement of remission off medication according to the preliminary Wallace criteria, functional disability assessed by Childhood Health Assessment Questionnaire (CHAQ) and Physical Summary Score (PhS) of the Child Health Questionnaire, and articular damage assessed by the Juvenile Arthritis Damage Index-Articular (JADI-A). Multivariable models were constructed, and cross-validations were performed by repeated partitioning of the cohort into training sets for developing prediction models and validation sets to test predictive ability. RESULTS: The total cohort constituted 423 children. Remission status was available in 410 children: 244 (59.5%) of these did not achieve remission off medication at the final study visit. Functional disability was present in 111/340 (32.7%) children assessed by CHAQ and 40/199 (20.1%) by PhS, and joint damage was found in 29/216 (13.4%). Model performance was acceptable for making predictions of long-term outcome. In validation sets, the area under the curves (AUCs) in the receiver operating characteristic (ROC) curves were 0.78 (IQR 0.72–0.82) for non-achievement of remission off medication, 0.73 (IQR 0.67–0.76) for functional disability assessed by CHAQ, 0.74 (IQR 0.65–0.80) for functional disability assessed by PhS, and 0.73 (IQR 0.63–0.76) for joint damage using JADI-A. CONCLUSION: The feasibility of making long-term predictions of JIA outcome based on early clinical assessment is demonstrated. The prediction models have acceptable precision and require only readily available baseline variables. Further testing in other cohorts is warranted. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13075-018-1571-6) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5934822 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-59348222018-05-11 Predicting unfavorable long-term outcome in juvenile idiopathic arthritis: results from the Nordic cohort study Rypdal, Veronika Arnstad, Ellen Dalen Aalto, Kristiina Berntson, Lillemor Ekelund, Maria Fasth, Anders Glerup, Mia Herlin, Troels Nielsen, Susan Peltoniemi, Suvi Zak, Marek Rygg, Marite Rypdal, Martin Nordal, Ellen Arthritis Res Ther Research Article BACKGROUND: The aim was to develop prediction rules that may guide early treatment decisions based on baseline clinical predictors of long-term unfavorable outcome in juvenile idiopathic arthritis (JIA). METHODS: In the Nordic JIA cohort, we assessed baseline disease characteristics as predictors of the following outcomes 8 years after disease onset. Non-achievement of remission off medication according to the preliminary Wallace criteria, functional disability assessed by Childhood Health Assessment Questionnaire (CHAQ) and Physical Summary Score (PhS) of the Child Health Questionnaire, and articular damage assessed by the Juvenile Arthritis Damage Index-Articular (JADI-A). Multivariable models were constructed, and cross-validations were performed by repeated partitioning of the cohort into training sets for developing prediction models and validation sets to test predictive ability. RESULTS: The total cohort constituted 423 children. Remission status was available in 410 children: 244 (59.5%) of these did not achieve remission off medication at the final study visit. Functional disability was present in 111/340 (32.7%) children assessed by CHAQ and 40/199 (20.1%) by PhS, and joint damage was found in 29/216 (13.4%). Model performance was acceptable for making predictions of long-term outcome. In validation sets, the area under the curves (AUCs) in the receiver operating characteristic (ROC) curves were 0.78 (IQR 0.72–0.82) for non-achievement of remission off medication, 0.73 (IQR 0.67–0.76) for functional disability assessed by CHAQ, 0.74 (IQR 0.65–0.80) for functional disability assessed by PhS, and 0.73 (IQR 0.63–0.76) for joint damage using JADI-A. CONCLUSION: The feasibility of making long-term predictions of JIA outcome based on early clinical assessment is demonstrated. The prediction models have acceptable precision and require only readily available baseline variables. Further testing in other cohorts is warranted. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13075-018-1571-6) contains supplementary material, which is available to authorized users. BioMed Central 2018-05-03 2018 /pmc/articles/PMC5934822/ /pubmed/29724248 http://dx.doi.org/10.1186/s13075-018-1571-6 Text en © The Author(s). 2018 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Rypdal, Veronika Arnstad, Ellen Dalen Aalto, Kristiina Berntson, Lillemor Ekelund, Maria Fasth, Anders Glerup, Mia Herlin, Troels Nielsen, Susan Peltoniemi, Suvi Zak, Marek Rygg, Marite Rypdal, Martin Nordal, Ellen Predicting unfavorable long-term outcome in juvenile idiopathic arthritis: results from the Nordic cohort study |
title | Predicting unfavorable long-term outcome in juvenile idiopathic arthritis: results from the Nordic cohort study |
title_full | Predicting unfavorable long-term outcome in juvenile idiopathic arthritis: results from the Nordic cohort study |
title_fullStr | Predicting unfavorable long-term outcome in juvenile idiopathic arthritis: results from the Nordic cohort study |
title_full_unstemmed | Predicting unfavorable long-term outcome in juvenile idiopathic arthritis: results from the Nordic cohort study |
title_short | Predicting unfavorable long-term outcome in juvenile idiopathic arthritis: results from the Nordic cohort study |
title_sort | predicting unfavorable long-term outcome in juvenile idiopathic arthritis: results from the nordic cohort study |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5934822/ https://www.ncbi.nlm.nih.gov/pubmed/29724248 http://dx.doi.org/10.1186/s13075-018-1571-6 |
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