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Development of a risk stratification and prevention index for stratified care in chronic low back pain. Focus: yellow flags (MiSpEx network)
INTRODUCTION: Chronic low back pain (LBP) is a major cause of disability; early diagnosis and stratification of care remain challenges. OBJECTIVES: This article describes the development of a screening tool for the 1-year prognosis of patients with high chronic LBP risk (risk stratification index) a...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Wolters Kluwer
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5741323/ https://www.ncbi.nlm.nih.gov/pubmed/29392237 http://dx.doi.org/10.1097/PR9.0000000000000623 |
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author | Wippert, Pia-Maria Puschmann, Anne-Katrin Drießlein, David Arampatzis, Adamantios Banzer, Winfried Beck, Heidrun Schiltenwolf, Marcus Schmidt, Hendrik Schneider, Christian Mayer, Frank |
author_facet | Wippert, Pia-Maria Puschmann, Anne-Katrin Drießlein, David Arampatzis, Adamantios Banzer, Winfried Beck, Heidrun Schiltenwolf, Marcus Schmidt, Hendrik Schneider, Christian Mayer, Frank |
author_sort | Wippert, Pia-Maria |
collection | PubMed |
description | INTRODUCTION: Chronic low back pain (LBP) is a major cause of disability; early diagnosis and stratification of care remain challenges. OBJECTIVES: This article describes the development of a screening tool for the 1-year prognosis of patients with high chronic LBP risk (risk stratification index) and for treatment allocation according to treatment-modifiable yellow flag indicators (risk prevention indices, RPI-S). METHODS: Screening tools were derived from a multicentre longitudinal study (n = 1071, age >18, intermittent LBP). The greatest prognostic predictors of 4 flag domains (“pain,” “distress,” “social-environment,” “medical care-environment”) were determined using least absolute shrinkage and selection operator regression analysis. Internal validity and prognosis error were evaluated after 1-year follow-up. Receiver operating characteristic curves for discrimination (area under the curve) and cutoff values were determined. RESULTS: The risk stratification index identified persons with increased risk of chronic LBP and accurately estimated expected pain intensity and disability on the Pain Grade Questionnaire (0–100 points) up to 1 year later with an average prognosis error of 15 points. In addition, 3-risk classes were discerned with an accuracy of area under the curve = 0.74 (95% confidence interval 0.63–0.85). The RPI-S also distinguished persons with potentially modifiable prognostic indicators from 4 flag domains and stratified allocation to biopsychosocial treatments accordingly. CONCLUSION: The screening tools, developed in compliance with the PROGRESS and TRIPOD statements, revealed good validation and prognostic strength. These tools improve on existing screening tools because of their utility for secondary preventions, incorporation of exercise effect modifiers, exact pain estimations, and personalized allocation to multimodal treatments. |
format | Online Article Text |
id | pubmed-5741323 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Wolters Kluwer |
record_format | MEDLINE/PubMed |
spelling | pubmed-57413232018-02-01 Development of a risk stratification and prevention index for stratified care in chronic low back pain. Focus: yellow flags (MiSpEx network) Wippert, Pia-Maria Puschmann, Anne-Katrin Drießlein, David Arampatzis, Adamantios Banzer, Winfried Beck, Heidrun Schiltenwolf, Marcus Schmidt, Hendrik Schneider, Christian Mayer, Frank Pain Rep Musculoskeletal INTRODUCTION: Chronic low back pain (LBP) is a major cause of disability; early diagnosis and stratification of care remain challenges. OBJECTIVES: This article describes the development of a screening tool for the 1-year prognosis of patients with high chronic LBP risk (risk stratification index) and for treatment allocation according to treatment-modifiable yellow flag indicators (risk prevention indices, RPI-S). METHODS: Screening tools were derived from a multicentre longitudinal study (n = 1071, age >18, intermittent LBP). The greatest prognostic predictors of 4 flag domains (“pain,” “distress,” “social-environment,” “medical care-environment”) were determined using least absolute shrinkage and selection operator regression analysis. Internal validity and prognosis error were evaluated after 1-year follow-up. Receiver operating characteristic curves for discrimination (area under the curve) and cutoff values were determined. RESULTS: The risk stratification index identified persons with increased risk of chronic LBP and accurately estimated expected pain intensity and disability on the Pain Grade Questionnaire (0–100 points) up to 1 year later with an average prognosis error of 15 points. In addition, 3-risk classes were discerned with an accuracy of area under the curve = 0.74 (95% confidence interval 0.63–0.85). The RPI-S also distinguished persons with potentially modifiable prognostic indicators from 4 flag domains and stratified allocation to biopsychosocial treatments accordingly. CONCLUSION: The screening tools, developed in compliance with the PROGRESS and TRIPOD statements, revealed good validation and prognostic strength. These tools improve on existing screening tools because of their utility for secondary preventions, incorporation of exercise effect modifiers, exact pain estimations, and personalized allocation to multimodal treatments. Wolters Kluwer 2017-09-28 /pmc/articles/PMC5741323/ /pubmed/29392237 http://dx.doi.org/10.1097/PR9.0000000000000623 Text en Copyright © 2017 The Author(s). Published by Wolters Kluwer Health, Inc. on behalf of The International Association for the Study of Pain. This is an open-access article distributed under the terms of the Creative Commons Attribution-Non Commercial-No Derivatives License 4.0 (CCBY-NC-ND) (http://creativecommons.org/licenses/by-nc-nd/4.0/) , where it is permissible to download and share the work provided it is properly cited. The work cannot be changed in any way or used commercially without permission from the journal. |
spellingShingle | Musculoskeletal Wippert, Pia-Maria Puschmann, Anne-Katrin Drießlein, David Arampatzis, Adamantios Banzer, Winfried Beck, Heidrun Schiltenwolf, Marcus Schmidt, Hendrik Schneider, Christian Mayer, Frank Development of a risk stratification and prevention index for stratified care in chronic low back pain. Focus: yellow flags (MiSpEx network) |
title | Development of a risk stratification and prevention index for stratified care in chronic low back pain. Focus: yellow flags (MiSpEx network) |
title_full | Development of a risk stratification and prevention index for stratified care in chronic low back pain. Focus: yellow flags (MiSpEx network) |
title_fullStr | Development of a risk stratification and prevention index for stratified care in chronic low back pain. Focus: yellow flags (MiSpEx network) |
title_full_unstemmed | Development of a risk stratification and prevention index for stratified care in chronic low back pain. Focus: yellow flags (MiSpEx network) |
title_short | Development of a risk stratification and prevention index for stratified care in chronic low back pain. Focus: yellow flags (MiSpEx network) |
title_sort | development of a risk stratification and prevention index for stratified care in chronic low back pain. focus: yellow flags (mispex network) |
topic | Musculoskeletal |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5741323/ https://www.ncbi.nlm.nih.gov/pubmed/29392237 http://dx.doi.org/10.1097/PR9.0000000000000623 |
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