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Combined abnormal muscle activity and pain-related factors affect disability in patients with chronic low back pain: An association rule analysis

OBJECTIVES: In patients with chronic low back pain (CLBP), reduced lumbar flexion-relaxation and reduced variability of muscle activity distribution are reported as abnormal muscle activity. It is not known how abnormal muscle activity and pain-related factors are related to CLBP-based disability. H...

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Autores principales: Shigetoh, Hayato, Nishi, Yuki, Osumi, Michihiro, Morioka, Shu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7746291/
https://www.ncbi.nlm.nih.gov/pubmed/33332431
http://dx.doi.org/10.1371/journal.pone.0244111
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author Shigetoh, Hayato
Nishi, Yuki
Osumi, Michihiro
Morioka, Shu
author_facet Shigetoh, Hayato
Nishi, Yuki
Osumi, Michihiro
Morioka, Shu
author_sort Shigetoh, Hayato
collection PubMed
description OBJECTIVES: In patients with chronic low back pain (CLBP), reduced lumbar flexion-relaxation and reduced variability of muscle activity distribution are reported as abnormal muscle activity. It is not known how abnormal muscle activity and pain-related factors are related to CLBP-based disability. Here, we performed an association rule analysis to investigated how CLBP disability, muscle activity, and pain-related factors in CLBP patients are related. METHODS: Surface electromyographic signals were recorded from over the bilateral lumbar erector spinae muscle with four-channel electrodes from 24 CLBP patients while they performed a trunk flexion re-extension task. We calculated the average value of muscle activities of all channels and then calculated the flexion relaxation ratio (FRR) and the spatial variability of muscle activities. We also assessed the pain-related factors and CLBP disability by a questionnaire method. A clustering association rules analysis was performed to determine the relationships among pain-related factors, the FRR, and the variability of muscle activity distribution. RESULTS: The association rules of severe CLBP disability were divisible into five classes, including ‘low FRR-related rules.’ The rules of the mild CLBP disability were divisible into four classes, including ‘high FRR-related rules’ and ‘high muscle variability-related rules.’ When we combined pain-related factors with the FRR and muscle variability, the relationship between abnormal FRR/muscle variability and CLBP disability became stronger. DISCUSSION: Our findings thus highlight the importance of focusing on not only the patients’ pain-related factors but also the abnormal motor control associated with CLBP, which causes CLBP disability.
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spelling pubmed-77462912020-12-31 Combined abnormal muscle activity and pain-related factors affect disability in patients with chronic low back pain: An association rule analysis Shigetoh, Hayato Nishi, Yuki Osumi, Michihiro Morioka, Shu PLoS One Research Article OBJECTIVES: In patients with chronic low back pain (CLBP), reduced lumbar flexion-relaxation and reduced variability of muscle activity distribution are reported as abnormal muscle activity. It is not known how abnormal muscle activity and pain-related factors are related to CLBP-based disability. Here, we performed an association rule analysis to investigated how CLBP disability, muscle activity, and pain-related factors in CLBP patients are related. METHODS: Surface electromyographic signals were recorded from over the bilateral lumbar erector spinae muscle with four-channel electrodes from 24 CLBP patients while they performed a trunk flexion re-extension task. We calculated the average value of muscle activities of all channels and then calculated the flexion relaxation ratio (FRR) and the spatial variability of muscle activities. We also assessed the pain-related factors and CLBP disability by a questionnaire method. A clustering association rules analysis was performed to determine the relationships among pain-related factors, the FRR, and the variability of muscle activity distribution. RESULTS: The association rules of severe CLBP disability were divisible into five classes, including ‘low FRR-related rules.’ The rules of the mild CLBP disability were divisible into four classes, including ‘high FRR-related rules’ and ‘high muscle variability-related rules.’ When we combined pain-related factors with the FRR and muscle variability, the relationship between abnormal FRR/muscle variability and CLBP disability became stronger. DISCUSSION: Our findings thus highlight the importance of focusing on not only the patients’ pain-related factors but also the abnormal motor control associated with CLBP, which causes CLBP disability. Public Library of Science 2020-12-17 /pmc/articles/PMC7746291/ /pubmed/33332431 http://dx.doi.org/10.1371/journal.pone.0244111 Text en © 2020 Shigetoh et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Shigetoh, Hayato
Nishi, Yuki
Osumi, Michihiro
Morioka, Shu
Combined abnormal muscle activity and pain-related factors affect disability in patients with chronic low back pain: An association rule analysis
title Combined abnormal muscle activity and pain-related factors affect disability in patients with chronic low back pain: An association rule analysis
title_full Combined abnormal muscle activity and pain-related factors affect disability in patients with chronic low back pain: An association rule analysis
title_fullStr Combined abnormal muscle activity and pain-related factors affect disability in patients with chronic low back pain: An association rule analysis
title_full_unstemmed Combined abnormal muscle activity and pain-related factors affect disability in patients with chronic low back pain: An association rule analysis
title_short Combined abnormal muscle activity and pain-related factors affect disability in patients with chronic low back pain: An association rule analysis
title_sort combined abnormal muscle activity and pain-related factors affect disability in patients with chronic low back pain: an association rule analysis
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7746291/
https://www.ncbi.nlm.nih.gov/pubmed/33332431
http://dx.doi.org/10.1371/journal.pone.0244111
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