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Clustering patients on the basis of their individual course of low back pain over a six month period

BACKGROUND: Several researchers have searched for subgroups in the heterogeneous population of patients with non-specific low back pain (LBP). To date, subgroups have been identified based on psychological profiles and the variation of pain. METHODS: This multicentre prospective observational study...

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Autores principales: Axén, Iben, Bodin, Lennart, Bergström, Gunnar, Halasz, Laszlo, Lange, Fredrik, Lövgren, Peter W, Rosenbaum, Annika, Leboeuf-Yde, Charlotte, Jensen, Irene
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3125255/
https://www.ncbi.nlm.nih.gov/pubmed/21586117
http://dx.doi.org/10.1186/1471-2474-12-99
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author Axén, Iben
Bodin, Lennart
Bergström, Gunnar
Halasz, Laszlo
Lange, Fredrik
Lövgren, Peter W
Rosenbaum, Annika
Leboeuf-Yde, Charlotte
Jensen, Irene
author_facet Axén, Iben
Bodin, Lennart
Bergström, Gunnar
Halasz, Laszlo
Lange, Fredrik
Lövgren, Peter W
Rosenbaum, Annika
Leboeuf-Yde, Charlotte
Jensen, Irene
author_sort Axén, Iben
collection PubMed
description BACKGROUND: Several researchers have searched for subgroups in the heterogeneous population of patients with non-specific low back pain (LBP). To date, subgroups have been identified based on psychological profiles and the variation of pain. METHODS: This multicentre prospective observational study explored the 6- month clinical course with measurements of bothersomeness that were collected from weekly text messages that were sent by 176 patients with LBP. A hierarchical cluster analysis, Ward's method, was used to cluster patients according to the development of their pain. RESULTS: Four clusters with distinctly different clinical courses were described and further validated against clinical baseline variables and outcomes. Cluster 1, a "stable" cluster, where the course was relatively unchanged over time, contained young patients with good self- rated health. Cluster 2, a group of "fast improvers" who were very bothered initially but rapidly improved, consisted of patients who rated their health as relatively poor but experienced the fewest number of days with bothersome pain of all the clusters. Cluster 3 was the "typical patient" group, with medium bothersomeness at baseline and an average improvement over the first 4-5 weeks. Finally, cluster 4 contained the "slow improvers", a group of patients who improved over 12 weeks. This group contained older individuals who had more LBP the previous year and who also experienced most days with bothersome pain of all the clusters. CONCLUSIONS: It is possible to define clinically meaningful clusters of patients based on their individual course of LBP over time. Future research should aim to reproduce these clusters in different populations, add further clinical variables to distinguish the clusters and test different treatment strategies for them.
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spelling pubmed-31252552011-06-29 Clustering patients on the basis of their individual course of low back pain over a six month period Axén, Iben Bodin, Lennart Bergström, Gunnar Halasz, Laszlo Lange, Fredrik Lövgren, Peter W Rosenbaum, Annika Leboeuf-Yde, Charlotte Jensen, Irene BMC Musculoskelet Disord Research Article BACKGROUND: Several researchers have searched for subgroups in the heterogeneous population of patients with non-specific low back pain (LBP). To date, subgroups have been identified based on psychological profiles and the variation of pain. METHODS: This multicentre prospective observational study explored the 6- month clinical course with measurements of bothersomeness that were collected from weekly text messages that were sent by 176 patients with LBP. A hierarchical cluster analysis, Ward's method, was used to cluster patients according to the development of their pain. RESULTS: Four clusters with distinctly different clinical courses were described and further validated against clinical baseline variables and outcomes. Cluster 1, a "stable" cluster, where the course was relatively unchanged over time, contained young patients with good self- rated health. Cluster 2, a group of "fast improvers" who were very bothered initially but rapidly improved, consisted of patients who rated their health as relatively poor but experienced the fewest number of days with bothersome pain of all the clusters. Cluster 3 was the "typical patient" group, with medium bothersomeness at baseline and an average improvement over the first 4-5 weeks. Finally, cluster 4 contained the "slow improvers", a group of patients who improved over 12 weeks. This group contained older individuals who had more LBP the previous year and who also experienced most days with bothersome pain of all the clusters. CONCLUSIONS: It is possible to define clinically meaningful clusters of patients based on their individual course of LBP over time. Future research should aim to reproduce these clusters in different populations, add further clinical variables to distinguish the clusters and test different treatment strategies for them. BioMed Central 2011-05-17 /pmc/articles/PMC3125255/ /pubmed/21586117 http://dx.doi.org/10.1186/1471-2474-12-99 Text en Copyright ©2011 Axén et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Axén, Iben
Bodin, Lennart
Bergström, Gunnar
Halasz, Laszlo
Lange, Fredrik
Lövgren, Peter W
Rosenbaum, Annika
Leboeuf-Yde, Charlotte
Jensen, Irene
Clustering patients on the basis of their individual course of low back pain over a six month period
title Clustering patients on the basis of their individual course of low back pain over a six month period
title_full Clustering patients on the basis of their individual course of low back pain over a six month period
title_fullStr Clustering patients on the basis of their individual course of low back pain over a six month period
title_full_unstemmed Clustering patients on the basis of their individual course of low back pain over a six month period
title_short Clustering patients on the basis of their individual course of low back pain over a six month period
title_sort clustering patients on the basis of their individual course of low back pain over a six month period
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3125255/
https://www.ncbi.nlm.nih.gov/pubmed/21586117
http://dx.doi.org/10.1186/1471-2474-12-99
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