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Characterizing classes of fibromyalgia within the continuum of central sensitization syndrome
BACKGROUND: While fibromyalgia (FM) is characterized by chronic widespread pain and tenderness, its presentation among patients as a continuum of diseases rather than a single disease contributes to the challenges of diagnosis and treatment. The purpose of this analysis was to distinguish and charac...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Dove Medical Press
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6205129/ https://www.ncbi.nlm.nih.gov/pubmed/30425566 http://dx.doi.org/10.2147/JPR.S147199 |
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author | Davis, Fred Gostine, Mark Roberts, Bradley Risko, Rebecca Cappelleri, Joseph C Sadosky, Alesia |
author_facet | Davis, Fred Gostine, Mark Roberts, Bradley Risko, Rebecca Cappelleri, Joseph C Sadosky, Alesia |
author_sort | Davis, Fred |
collection | PubMed |
description | BACKGROUND: While fibromyalgia (FM) is characterized by chronic widespread pain and tenderness, its presentation among patients as a continuum of diseases rather than a single disease contributes to the challenges of diagnosis and treatment. The purpose of this analysis was to distinguish and characterize classes of FM within the continuum using data from chronic pain patients. METHODS: FM patients were identified from administrative claims data from the ProCare Systems’ network of Michigan pain clinics between January 1999 and February 2015. Identification was based on either use of traditional criteria (ie, ICD-9 codes) or a predictive model indicative of patients having FM. Patients were classified based on similarity of comorbidities (symptom severity), region of pain (widespread pain), and type and number of procedures (treatment intensity) using unsupervised learning. Text mining and a review of physician notes were conducted to assist in understanding the FM continuum. RESULTS: A total of 2,529 FM patients with 79,570 observations or clinical visits were evaluated. Four main classes of FM patients were identified: Class 1) regional FM with classic symptoms; Class 2) generalized FM with increasing widespread pain and some additional symptoms; Class 3) FM with advanced and associated conditions, increasing widespread pain, increased sleep disturbance, and chemical sensitivity; and Class 4) FM secondary to other conditions. CONCLUSION: FM is a disease continuum characterized by progressive and identifiable classifications. Four classes of FM can be differentiated by pain and symptom severity, specific comorbidities, and use of clinical procedures. |
format | Online Article Text |
id | pubmed-6205129 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Dove Medical Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-62051292018-11-13 Characterizing classes of fibromyalgia within the continuum of central sensitization syndrome Davis, Fred Gostine, Mark Roberts, Bradley Risko, Rebecca Cappelleri, Joseph C Sadosky, Alesia J Pain Res Original Research BACKGROUND: While fibromyalgia (FM) is characterized by chronic widespread pain and tenderness, its presentation among patients as a continuum of diseases rather than a single disease contributes to the challenges of diagnosis and treatment. The purpose of this analysis was to distinguish and characterize classes of FM within the continuum using data from chronic pain patients. METHODS: FM patients were identified from administrative claims data from the ProCare Systems’ network of Michigan pain clinics between January 1999 and February 2015. Identification was based on either use of traditional criteria (ie, ICD-9 codes) or a predictive model indicative of patients having FM. Patients were classified based on similarity of comorbidities (symptom severity), region of pain (widespread pain), and type and number of procedures (treatment intensity) using unsupervised learning. Text mining and a review of physician notes were conducted to assist in understanding the FM continuum. RESULTS: A total of 2,529 FM patients with 79,570 observations or clinical visits were evaluated. Four main classes of FM patients were identified: Class 1) regional FM with classic symptoms; Class 2) generalized FM with increasing widespread pain and some additional symptoms; Class 3) FM with advanced and associated conditions, increasing widespread pain, increased sleep disturbance, and chemical sensitivity; and Class 4) FM secondary to other conditions. CONCLUSION: FM is a disease continuum characterized by progressive and identifiable classifications. Four classes of FM can be differentiated by pain and symptom severity, specific comorbidities, and use of clinical procedures. Dove Medical Press 2018-10-23 /pmc/articles/PMC6205129/ /pubmed/30425566 http://dx.doi.org/10.2147/JPR.S147199 Text en © 2018 Davis et al. This work is published and licensed by Dove Medical Press Limited The full terms of this license are available at https://www.dovepress.com/terms.php and incorporate the Creative Commons Attribution – Non Commercial (unported, v3.0) License (http://creativecommons.org/licenses/by-nc/3.0/). By accessing the work you hereby accept the Terms. Non-commercial uses of the work are permitted without any further permission from Dove Medical Press Limited, provided the work is properly attributed. |
spellingShingle | Original Research Davis, Fred Gostine, Mark Roberts, Bradley Risko, Rebecca Cappelleri, Joseph C Sadosky, Alesia Characterizing classes of fibromyalgia within the continuum of central sensitization syndrome |
title | Characterizing classes of fibromyalgia within the continuum of central sensitization syndrome |
title_full | Characterizing classes of fibromyalgia within the continuum of central sensitization syndrome |
title_fullStr | Characterizing classes of fibromyalgia within the continuum of central sensitization syndrome |
title_full_unstemmed | Characterizing classes of fibromyalgia within the continuum of central sensitization syndrome |
title_short | Characterizing classes of fibromyalgia within the continuum of central sensitization syndrome |
title_sort | characterizing classes of fibromyalgia within the continuum of central sensitization syndrome |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6205129/ https://www.ncbi.nlm.nih.gov/pubmed/30425566 http://dx.doi.org/10.2147/JPR.S147199 |
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