Characterizing classes of fibromyalgia within the continuum of central sensitization syndrome
Authors Davis F, Gostine M, Roberts B, Risko R, Cappelleri JC, Sadosky A
Received 25 July 2017
Accepted for publication 30 May 2018
Published 23 October 2018 Volume 2018:11 Pages 2551—2560
Checked for plagiarism Yes
Review by Single-blind
Peer reviewer comments 3
Editor who approved publication: Dr Michael E Schatman
Fred Davis,1 Mark Gostine,2 Bradley Roberts,1 Rebecca Risko,1 Joseph C Cappelleri,3 Alesia Sadosky4
1ProCare Systems Inc, Grand Rapids, MI, USA; 2Michigan Pain Consultants, Grand Rapids, MI, USA; 3Statistics, Pfizer Inc., New York, NY, USA; 4Patient and Health Impact Pfizer Inc., Groton, CT, USA
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.
Keywords: fibromyalgia, severity, comorbidities, clinical procedures, predictive modeling, disease progression, machine learning
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