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External validation of prognostic models for recovery in patients with neck pain

BACKGROUND: Neck pain is one of the leading causes of disability in most countries and it is likely to increase further. Numerous prognostic models for people with neck pain have been developed, few have been validated. In a recent systematic review, external validation of three promising models was...

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Autores principales: Wingbermühle, Roel W., Heymans, Martijn W., van Trijffel, Emiel, Chiarotto, Alessandro, Koes, Bart, Verhagen, Arianne P.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Associação Brasileira de Pesquisa e Pós-Graduação em Fisioterapia 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8721069/
https://www.ncbi.nlm.nih.gov/pubmed/34301471
http://dx.doi.org/10.1016/j.bjpt.2021.06.001
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author Wingbermühle, Roel W.
Heymans, Martijn W.
van Trijffel, Emiel
Chiarotto, Alessandro
Koes, Bart
Verhagen, Arianne P.
author_facet Wingbermühle, Roel W.
Heymans, Martijn W.
van Trijffel, Emiel
Chiarotto, Alessandro
Koes, Bart
Verhagen, Arianne P.
author_sort Wingbermühle, Roel W.
collection PubMed
description BACKGROUND: Neck pain is one of the leading causes of disability in most countries and it is likely to increase further. Numerous prognostic models for people with neck pain have been developed, few have been validated. In a recent systematic review, external validation of three promising models was advised before they can be used in clinical practice. OBJECTIVE: The purpose of this study was to externally validate three promising models that predict neck pain recovery in primary care. METHODS: This validation cohort consisted of 1311 patients with neck pain of any duration who were prospectively recruited and treated by 345 manual therapists in the Netherlands. Outcome measures were disability (Neck Disability Index) and recovery (Global Perceived Effect Scale) post-treatment and at 1-year follow-up. The assessed models were an Australian Whiplash-Associated Disorders (WAD) model (Amodel), a multicenter WAD model (Mmodel), and a Dutch non-specific neck pain model (Dmodel). Models’ discrimination and calibration were evaluated. RESULTS: The Dmodel and Amodel discriminative performance (AUC < 0.70) and calibration measures (slope largely different from 1) were poor. The Mmodel could not be evaluated since several variables nor their proxies were available. CONCLUSIONS: External validation of promising prognostic models for neck pain recovery was not successful and their clinical use cannot be recommended. We advise clinicians to underpin their current clinical reasoning process with evidence-based individual prognostic factors for recovery. Further research on finding new prognostic factors and developing and validating models with up-to-date methodology is needed for recovery in patients with neck pain in primary care.
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spelling pubmed-87210692022-01-07 External validation of prognostic models for recovery in patients with neck pain Wingbermühle, Roel W. Heymans, Martijn W. van Trijffel, Emiel Chiarotto, Alessandro Koes, Bart Verhagen, Arianne P. Braz J Phys Ther Original Research BACKGROUND: Neck pain is one of the leading causes of disability in most countries and it is likely to increase further. Numerous prognostic models for people with neck pain have been developed, few have been validated. In a recent systematic review, external validation of three promising models was advised before they can be used in clinical practice. OBJECTIVE: The purpose of this study was to externally validate three promising models that predict neck pain recovery in primary care. METHODS: This validation cohort consisted of 1311 patients with neck pain of any duration who were prospectively recruited and treated by 345 manual therapists in the Netherlands. Outcome measures were disability (Neck Disability Index) and recovery (Global Perceived Effect Scale) post-treatment and at 1-year follow-up. The assessed models were an Australian Whiplash-Associated Disorders (WAD) model (Amodel), a multicenter WAD model (Mmodel), and a Dutch non-specific neck pain model (Dmodel). Models’ discrimination and calibration were evaluated. RESULTS: The Dmodel and Amodel discriminative performance (AUC < 0.70) and calibration measures (slope largely different from 1) were poor. The Mmodel could not be evaluated since several variables nor their proxies were available. CONCLUSIONS: External validation of promising prognostic models for neck pain recovery was not successful and their clinical use cannot be recommended. We advise clinicians to underpin their current clinical reasoning process with evidence-based individual prognostic factors for recovery. Further research on finding new prognostic factors and developing and validating models with up-to-date methodology is needed for recovery in patients with neck pain in primary care. Associação Brasileira de Pesquisa e Pós-Graduação em Fisioterapia 2021 2021-07-01 /pmc/articles/PMC8721069/ /pubmed/34301471 http://dx.doi.org/10.1016/j.bjpt.2021.06.001 Text en © 2021 The Authors https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Original Research
Wingbermühle, Roel W.
Heymans, Martijn W.
van Trijffel, Emiel
Chiarotto, Alessandro
Koes, Bart
Verhagen, Arianne P.
External validation of prognostic models for recovery in patients with neck pain
title External validation of prognostic models for recovery in patients with neck pain
title_full External validation of prognostic models for recovery in patients with neck pain
title_fullStr External validation of prognostic models for recovery in patients with neck pain
title_full_unstemmed External validation of prognostic models for recovery in patients with neck pain
title_short External validation of prognostic models for recovery in patients with neck pain
title_sort external validation of prognostic models for recovery in patients with neck pain
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8721069/
https://www.ncbi.nlm.nih.gov/pubmed/34301471
http://dx.doi.org/10.1016/j.bjpt.2021.06.001
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