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Pain phenotyping and investigation of outcomes in physical therapy: An exploratory study in patients with low back pain
Phenotypes have been proposed as a method of characterizing subgroups based on biopsychosocial factors to identify responders to analgesic treatments. This study aimed to, first, confirm phenotypes in patients with low back pain receiving physical therapy based on an a priori set of factors used to...
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Published in: | PloS one 2023-02, Vol.18 (2), p.e0281517-e0281517 |
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creator | Wilson, Abigail T Riley, 3rd, Joseph L Bishop, Mark D Beneciuk, Jason M Cruz-Almeida, Yenisel Markut, Keri Redd, Charlotte LeBlond, Nicholas Pham, Patrick H Shirey, David Bialosky, Joel E |
description | Phenotypes have been proposed as a method of characterizing subgroups based on biopsychosocial factors to identify responders to analgesic treatments. This study aimed to, first, confirm phenotypes in patients with low back pain receiving physical therapy based on an a priori set of factors used to derive subgroups in other pain populations. Second, an exploratory analysis examined if phenotypes differentiated pain and disability outcomes at four weeks of physical therapy. Fifty-five participants completed psychological questionnaires and pressure pain threshold (PPT). Somatization, anxiety, and depression domains of the Symptom-Checklist-90-Revised, and PPT, were entered into a hierarchical agglomerative cluster analysis with Ward's method to identify phenotypes. Repeated measures ANOVAs assessed pain ratings and disability by phenotype at four weeks. Three clusters emerged: 1) high emotional distress and pain sensitivity (n = 10), 2) low emotional distress (n = 34), 3) low pain sensitivity (n = 11). As an exploratory study, clusters did not differentiate pain ratings or disability after four weeks of physical therapy (p's>0.05). However, trends were observed as magnitude of change for pain varied by phenotype. This supports the characterization of homogenous subgroups based on a protocol conducted in the clinical setting with varying effect sizes noted by phenotype for short-term changes in pain. As an exploratory study, future studies should aim to repeat this trial in a larger sample of patients. |
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This study aimed to, first, confirm phenotypes in patients with low back pain receiving physical therapy based on an a priori set of factors used to derive subgroups in other pain populations. Second, an exploratory analysis examined if phenotypes differentiated pain and disability outcomes at four weeks of physical therapy. Fifty-five participants completed psychological questionnaires and pressure pain threshold (PPT). Somatization, anxiety, and depression domains of the Symptom-Checklist-90-Revised, and PPT, were entered into a hierarchical agglomerative cluster analysis with Ward's method to identify phenotypes. Repeated measures ANOVAs assessed pain ratings and disability by phenotype at four weeks. Three clusters emerged: 1) high emotional distress and pain sensitivity (n = 10), 2) low emotional distress (n = 34), 3) low pain sensitivity (n = 11). As an exploratory study, clusters did not differentiate pain ratings or disability after four weeks of physical therapy (p's>0.05). However, trends were observed as magnitude of change for pain varied by phenotype. This supports the characterization of homogenous subgroups based on a protocol conducted in the clinical setting with varying effect sizes noted by phenotype for short-term changes in pain. As an exploratory study, future studies should aim to repeat this trial in a larger sample of patients.</description><identifier>ISSN: 1932-6203</identifier><identifier>EISSN: 1932-6203</identifier><identifier>DOI: 10.1371/journal.pone.0281517</identifier><identifier>PMID: 36787322</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>Analgesics ; Analysis ; Anxiety ; Back pain ; Backache ; Biology and Life Sciences ; Care and treatment ; Chronic pain ; Clinical outcomes ; Cluster analysis ; Complications and side effects ; Depression, Mental ; Disability Evaluation ; Emotions ; Humans ; Identification methods ; Low back pain ; Low Back Pain - psychology ; Medical prognosis ; Medical research ; Medicine and Health Sciences ; Medicine, Experimental ; Pain Measurement - methods ; Pain sensitivity ; Pain Threshold ; Patient outcomes ; Patients ; Phenotype ; Phenotypes ; Phenotyping ; Physical therapists ; Physical therapy ; Physical Therapy Modalities ; Questionnaires ; Ratings ; Ratings & rankings ; Rehabilitation ; Sleep ; Social Sciences ; Subgroups ; Surveys and Questionnaires ; Therapeutics, Physiological</subject><ispartof>PloS one, 2023-02, Vol.18 (2), p.e0281517-e0281517</ispartof><rights>Copyright: © 2023 Wilson et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</rights><rights>COPYRIGHT 2023 Public Library of Science</rights><rights>2023 Wilson et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>2023 Wilson et al 2023 Wilson et al</rights><rights>2023 Wilson et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c692t-f6a4dbad8ecccecd00d51332a54d52b32e7397d85462be9b4547643e9906010c3</citedby><cites>FETCH-LOGICAL-c692t-f6a4dbad8ecccecd00d51332a54d52b32e7397d85462be9b4547643e9906010c3</cites><orcidid>0000-0001-9740-5917</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.proquest.com/docview/2776416419/fulltextPDF?pq-origsite=primo$$EPDF$$P50$$Gproquest$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.proquest.com/docview/2776416419?pq-origsite=primo$$EHTML$$P50$$Gproquest$$Hfree_for_read</linktohtml><link.rule.ids>230,315,733,786,790,891,25783,27957,27958,37047,37048,44625,53827,53829,75483</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/36787322$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><contributor>Özden, Fatih</contributor><creatorcontrib>Wilson, Abigail T</creatorcontrib><creatorcontrib>Riley, 3rd, Joseph L</creatorcontrib><creatorcontrib>Bishop, Mark D</creatorcontrib><creatorcontrib>Beneciuk, Jason M</creatorcontrib><creatorcontrib>Cruz-Almeida, Yenisel</creatorcontrib><creatorcontrib>Markut, Keri</creatorcontrib><creatorcontrib>Redd, Charlotte</creatorcontrib><creatorcontrib>LeBlond, Nicholas</creatorcontrib><creatorcontrib>Pham, Patrick H</creatorcontrib><creatorcontrib>Shirey, David</creatorcontrib><creatorcontrib>Bialosky, Joel E</creatorcontrib><title>Pain phenotyping and investigation of outcomes in physical therapy: An exploratory study in patients with low back pain</title><title>PloS one</title><addtitle>PLoS One</addtitle><description>Phenotypes have been proposed as a method of characterizing subgroups based on biopsychosocial factors to identify responders to analgesic treatments. 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As an exploratory study, future studies should aim to repeat this trial in a larger sample of patients.</description><subject>Analgesics</subject><subject>Analysis</subject><subject>Anxiety</subject><subject>Back pain</subject><subject>Backache</subject><subject>Biology and Life Sciences</subject><subject>Care and treatment</subject><subject>Chronic pain</subject><subject>Clinical outcomes</subject><subject>Cluster analysis</subject><subject>Complications and side effects</subject><subject>Depression, Mental</subject><subject>Disability Evaluation</subject><subject>Emotions</subject><subject>Humans</subject><subject>Identification methods</subject><subject>Low back pain</subject><subject>Low Back Pain - psychology</subject><subject>Medical prognosis</subject><subject>Medical research</subject><subject>Medicine and Health Sciences</subject><subject>Medicine, Experimental</subject><subject>Pain Measurement - methods</subject><subject>Pain sensitivity</subject><subject>Pain 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phenotyping and investigation of outcomes in physical therapy: An exploratory study in patients with low back pain</title><author>Wilson, Abigail T ; Riley, 3rd, Joseph L ; Bishop, Mark D ; Beneciuk, Jason M ; Cruz-Almeida, Yenisel ; Markut, Keri ; Redd, Charlotte ; LeBlond, Nicholas ; Pham, Patrick H ; Shirey, David ; Bialosky, Joel E</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c692t-f6a4dbad8ecccecd00d51332a54d52b32e7397d85462be9b4547643e9906010c3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Analgesics</topic><topic>Analysis</topic><topic>Anxiety</topic><topic>Back pain</topic><topic>Backache</topic><topic>Biology and Life Sciences</topic><topic>Care and treatment</topic><topic>Chronic pain</topic><topic>Clinical outcomes</topic><topic>Cluster analysis</topic><topic>Complications and side effects</topic><topic>Depression, Mental</topic><topic>Disability 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One</addtitle><date>2023-02-14</date><risdate>2023</risdate><volume>18</volume><issue>2</issue><spage>e0281517</spage><epage>e0281517</epage><pages>e0281517-e0281517</pages><issn>1932-6203</issn><eissn>1932-6203</eissn><notes>ObjectType-Article-1</notes><notes>SourceType-Scholarly Journals-1</notes><notes>ObjectType-Feature-2</notes><notes>content type line 23</notes><notes>Competing Interests: The authors have declared that no competing interests exist.</notes><abstract>Phenotypes have been proposed as a method of characterizing subgroups based on biopsychosocial factors to identify responders to analgesic treatments. This study aimed to, first, confirm phenotypes in patients with low back pain receiving physical therapy based on an a priori set of factors used to derive subgroups in other pain populations. Second, an exploratory analysis examined if phenotypes differentiated pain and disability outcomes at four weeks of physical therapy. Fifty-five participants completed psychological questionnaires and pressure pain threshold (PPT). Somatization, anxiety, and depression domains of the Symptom-Checklist-90-Revised, and PPT, were entered into a hierarchical agglomerative cluster analysis with Ward's method to identify phenotypes. Repeated measures ANOVAs assessed pain ratings and disability by phenotype at four weeks. Three clusters emerged: 1) high emotional distress and pain sensitivity (n = 10), 2) low emotional distress (n = 34), 3) low pain sensitivity (n = 11). As an exploratory study, clusters did not differentiate pain ratings or disability after four weeks of physical therapy (p's>0.05). However, trends were observed as magnitude of change for pain varied by phenotype. This supports the characterization of homogenous subgroups based on a protocol conducted in the clinical setting with varying effect sizes noted by phenotype for short-term changes in pain. As an exploratory study, future studies should aim to repeat this trial in a larger sample of patients.</abstract><cop>United States</cop><pub>Public Library of Science</pub><pmid>36787322</pmid><doi>10.1371/journal.pone.0281517</doi><tpages>e0281517</tpages><orcidid>https://orcid.org/0000-0001-9740-5917</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Analgesics Analysis Anxiety Back pain Backache Biology and Life Sciences Care and treatment Chronic pain Clinical outcomes Cluster analysis Complications and side effects Depression, Mental Disability Evaluation Emotions Humans Identification methods Low back pain Low Back Pain - psychology Medical prognosis Medical research Medicine and Health Sciences Medicine, Experimental Pain Measurement - methods Pain sensitivity Pain Threshold Patient outcomes Patients Phenotype Phenotypes Phenotyping Physical therapists Physical therapy Physical Therapy Modalities Questionnaires Ratings Ratings & rankings Rehabilitation Sleep Social Sciences Subgroups Surveys and Questionnaires Therapeutics, Physiological |
title | Pain phenotyping and investigation of outcomes in physical therapy: An exploratory study in patients with low back pain |
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