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Pain trajectory defines knee osteoarthritis subgroups: a prospective observational study
Knee osteoarthritis (OA) is a heterogeneous disease, and identification of its subgroups/phenotypes can improve patient treatment and drug development. We aimed to identify homogeneous OA subgroups/phenotypes using pain development over time; to understand the interplay between pain and functional l...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Wolters Kluwer
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7654950/ https://www.ncbi.nlm.nih.gov/pubmed/32639366 http://dx.doi.org/10.1097/j.pain.0000000000001975 |
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author | Radojčić, Maja R. Arden, Nigel K. Yang, Xiaotian Strauss, Victoria Y. Birrell, Fraser Cooper, Cyrus Kluzek, Stefan |
author_facet | Radojčić, Maja R. Arden, Nigel K. Yang, Xiaotian Strauss, Victoria Y. Birrell, Fraser Cooper, Cyrus Kluzek, Stefan |
author_sort | Radojčić, Maja R. |
collection | PubMed |
description | Knee osteoarthritis (OA) is a heterogeneous disease, and identification of its subgroups/phenotypes can improve patient treatment and drug development. We aimed to identify homogeneous OA subgroups/phenotypes using pain development over time; to understand the interplay between pain and functional limitation in time course; and to investigate subgroups' responses to available pharmacological and surgical treatments. We used group-based trajectory modelling to identify pain trajectories in the phase-3 VIDEO trial (n = 474, 3-year follow-up) and also in the Osteoarthritis Initiative cohort study (n = 4796, 9-year follow-up). We extended trajectory models by (1) fitting dual trajectories to investigate the interplay between pain and functional limitation over time, and (2) including analgesic use as a time-varying covariate. Also, we investigated the relationship between trajectory groups and knee replacement in regression models. We identified 4 pain trajectory groups in the trial and 6 in the cohort. These overlapped and led us to define 4 OA phenotypes: low-fluctuating, mild-increasing, moderate-treatment-sensitive, and severe-treatment-insensitive pain. Over time, functional knee limitation followed the same trajectory as pain with almost complete concordance (94.3%) between pain and functional limitation trajectory groups. Notably, we identified a phenotype with severe pain that did not benefit from available treatments, and another one most likely to benefit from knee replacement. Thus, knee OA subgroups/phenotypes can be identified based on patients' pain experiences in studies with long and regular follow-up. We provided a robust approach, reproducible between different study designs, which informs clinicians about symptom development and delivery of treatment options and opens a new avenue toward personalized medicine in OA. |
format | Online Article Text |
id | pubmed-7654950 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Wolters Kluwer |
record_format | MEDLINE/PubMed |
spelling | pubmed-76549502020-11-16 Pain trajectory defines knee osteoarthritis subgroups: a prospective observational study Radojčić, Maja R. Arden, Nigel K. Yang, Xiaotian Strauss, Victoria Y. Birrell, Fraser Cooper, Cyrus Kluzek, Stefan Pain Research Paper Knee osteoarthritis (OA) is a heterogeneous disease, and identification of its subgroups/phenotypes can improve patient treatment and drug development. We aimed to identify homogeneous OA subgroups/phenotypes using pain development over time; to understand the interplay between pain and functional limitation in time course; and to investigate subgroups' responses to available pharmacological and surgical treatments. We used group-based trajectory modelling to identify pain trajectories in the phase-3 VIDEO trial (n = 474, 3-year follow-up) and also in the Osteoarthritis Initiative cohort study (n = 4796, 9-year follow-up). We extended trajectory models by (1) fitting dual trajectories to investigate the interplay between pain and functional limitation over time, and (2) including analgesic use as a time-varying covariate. Also, we investigated the relationship between trajectory groups and knee replacement in regression models. We identified 4 pain trajectory groups in the trial and 6 in the cohort. These overlapped and led us to define 4 OA phenotypes: low-fluctuating, mild-increasing, moderate-treatment-sensitive, and severe-treatment-insensitive pain. Over time, functional knee limitation followed the same trajectory as pain with almost complete concordance (94.3%) between pain and functional limitation trajectory groups. Notably, we identified a phenotype with severe pain that did not benefit from available treatments, and another one most likely to benefit from knee replacement. Thus, knee OA subgroups/phenotypes can be identified based on patients' pain experiences in studies with long and regular follow-up. We provided a robust approach, reproducible between different study designs, which informs clinicians about symptom development and delivery of treatment options and opens a new avenue toward personalized medicine in OA. Wolters Kluwer 2020-12 2020-06-24 /pmc/articles/PMC7654950/ /pubmed/32639366 http://dx.doi.org/10.1097/j.pain.0000000000001975 Text en Copyright © 2020 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 Creative Commons Attribution License 4.0 (CCBY) (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Paper Radojčić, Maja R. Arden, Nigel K. Yang, Xiaotian Strauss, Victoria Y. Birrell, Fraser Cooper, Cyrus Kluzek, Stefan Pain trajectory defines knee osteoarthritis subgroups: a prospective observational study |
title | Pain trajectory defines knee osteoarthritis subgroups: a prospective observational study |
title_full | Pain trajectory defines knee osteoarthritis subgroups: a prospective observational study |
title_fullStr | Pain trajectory defines knee osteoarthritis subgroups: a prospective observational study |
title_full_unstemmed | Pain trajectory defines knee osteoarthritis subgroups: a prospective observational study |
title_short | Pain trajectory defines knee osteoarthritis subgroups: a prospective observational study |
title_sort | pain trajectory defines knee osteoarthritis subgroups: a prospective observational study |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7654950/ https://www.ncbi.nlm.nih.gov/pubmed/32639366 http://dx.doi.org/10.1097/j.pain.0000000000001975 |
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