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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...

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Autores principales: Davis, Fred, Gostine, Mark, Roberts, Bradley, Risko, Rebecca, Cappelleri, Joseph C, Sadosky, Alesia
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Dove Medical Press 2018
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.
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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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