Hierarchical Cluster Analysis Based on Clinical and Neuropsychological Symptoms Reveals Distinct Subgroups in Fibromyalgia: A Population-Based Cohort Study.
chronic pain
cluster analysis
fatigue
fibromyalgia
mindfulness
neuropsychological symptoms
Journal
Biomedicines
ISSN: 2227-9059
Titre abrégé: Biomedicines
Pays: Switzerland
ID NLM: 101691304
Informations de publication
Date de publication:
23 Oct 2023
23 Oct 2023
Historique:
received:
03
10
2023
revised:
18
10
2023
accepted:
21
10
2023
medline:
28
10
2023
pubmed:
28
10
2023
entrez:
28
10
2023
Statut:
epublish
Résumé
Fibromyalgia (FM) is a condition characterized by musculoskeletal pain and multiple comorbidities. Our study aimed to identify four clusters of FM patients according to their core clinical symptoms and neuropsychological comorbidities to identify possible therapeutic targets in the condition. We performed a population-based cohort study on 251 adult FM patients referred to primary care according to the 2010 ACR case criteria. Patients were aggregated in clusters by a K-medians hierarchical cluster analysis based on physical and emotional symptoms and neuropsychological variables. Four different clusters were identified in the FM population. Global cluster analysis reported a four-cluster profile (cluster 1: pain, fatigue, poorer sleep quality, stiffness, anxiety/depression and disability at work; cluster 2: injustice, catastrophizing, positive affect and negative affect; cluster 3: mindfulness and acceptance; and cluster 4: surrender). The second analysis on clinical symptoms revealed three distinct subgroups (cluster 1: fatigue, poorer sleep quality, stiffness and difficulties at work; cluster 2: pain; and cluster 3: anxiety and depression). The third analysis of neuropsychological variables provided two opposed subgroups (cluster 1: those with high scores in surrender, injustice, catastrophizing and negative affect, and cluster 2: those with high scores in acceptance, positive affect and mindfulness). These empirical results support models that assume an interaction between neurobiological, psychological and social factors beyond the classical biomedical model. A detailed assessment of such risk and protective factors is critical to differentiate FM subtypes, allowing for further identification of their specific needs and designing tailored personalized therapeutic interventions.
Identifiants
pubmed: 37893239
pii: biomedicines11102867
doi: 10.3390/biomedicines11102867
pmc: PMC10604090
pii:
doi:
Types de publication
Journal Article
Langues
eng
Références
Eur J Pain. 2008 May;12(4):491-500
pubmed: 17884643
Actas Esp Psiquiatr. 2010 Mar-Apr;38(2):108-20
pubmed: 21361054
Psychosom Med. 2002 Sep-Oct;64(5):773-86
pubmed: 12271108
Reumatol Clin. 2007 Jan;3(1):21-4
pubmed: 21794391
Integr Med Res. 2019 Jun;8(2):101-106
pubmed: 31193363
J Pain Palliat Care Pharmacother. 2012 Dec;26(4):310-25
pubmed: 23216170
J Rheumatol Suppl. 2005 Aug;75:22-8
pubmed: 16078357
J Psychosom Res. 2004 Feb;56(2):185-8
pubmed: 15016576
Semin Arthritis Rheum. 2000 Jun;29(6):400-8
pubmed: 10924026
J Pain. 2006 May;7(5):308-18
pubmed: 16632320
IEEE Trans Neural Syst Rehabil Eng. 2022 Dec 05;PP:
pubmed: 37015568
Psychosomatics. 1999 Jan-Feb;40(1):57-63
pubmed: 9989122
Reumatol Clin. 2009 Mar-Apr;5(2):55-62
pubmed: 21794578
Children (Basel). 2022 Apr 28;9(5):
pubmed: 35626815
Acta Biomed. 2007 Aug;78(2):88-95
pubmed: 17933276
J Rheumatol Suppl. 2005 Aug;75:41-5
pubmed: 16078360
Arthritis Rheum. 2008 Jun 15;59(6):833-40
pubmed: 18512724
BMC Musculoskelet Disord. 2010 Nov 04;11:255
pubmed: 21050485
J Rheumatol. 1991 May;18(5):728-33
pubmed: 1865419
Psychol Bull. 2007 Jul;133(4):581-624
pubmed: 17592957
Clin J Pain. 2005 Jan-Feb;21(1):44-55; discussion 69-72
pubmed: 15599131
Arthritis Rheum. 2003 Oct;48(10):2916-22
pubmed: 14558098
J Pers Soc Psychol. 1988 Jun;54(6):1063-70
pubmed: 3397865
Clin Exp Rheumatol. 2016 Mar-Apr;34(2 Suppl 96):S55-8
pubmed: 26752202
Gen Hosp Psychiatry. 2003 Jul-Aug;25(4):277-83
pubmed: 12850660
Pediatr Rheumatol Online J. 2021 May 18;19(1):74
pubmed: 34006290
Med Clin (Barc). 2008 Oct 18;131(13):487-92
pubmed: 19007576
J Occup Rehabil. 2008 Sep;18(3):249-61
pubmed: 18536983
Psychosom Med. 2004 Nov-Dec;66(6):837-44
pubmed: 15564347
Clin J Pain. 2005 Jan-Feb;21(1):38-43; discussion 69-72
pubmed: 15599130
Rheumatol Int. 2009 Mar;29(5):509-15
pubmed: 18820930
Ann Rheum Dis. 2001 Nov;60(11):1040-5
pubmed: 11602475
Actas Esp Psiquiatr. 2012 Jan-Feb;40(1):19-26
pubmed: 22344492
J Psychosom Res. 2012 Aug;73(2):86-91
pubmed: 22789409
Reumatol Clin. 2006 Mar;2 Suppl 1:S34-7
pubmed: 21794360
J Sleep Res. 2012 Feb;21(1):73-9
pubmed: 21615580
Med Clin (Barc). 2006 Sep 2;127(8):295-9
pubmed: 16949015
Pain Res Manag. 2009 Nov-Dec;14(6):445-53
pubmed: 20011715
Psychiatr Clin North Am. 2010 Jun;33(2):375-408
pubmed: 20385343
Health Qual Life Outcomes. 2010 Apr 12;8:37
pubmed: 20385016
Arthritis Rheum. 2007 Apr 15;57(3):474-80
pubmed: 17394218
Rheumatol Int. 2007 Sep;27(11):1005-10
pubmed: 17653720