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Hierarchical Cluster Analysis Based on Clinical and Neuropsychological Symptoms Reveals Distinct Subgroups in Fibromyalgia: A Population-Based Cohort Study

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Journal Biomedicines
Date 2023 Oct 28
PMID 37893239
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Abstract

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.

Citing Articles

Association between Drug Use and Perception of Mental Health in Women Diagnosed with Fibromyalgia: An Observational Study.

Lizama-Lefno A, Mojica K, Roco-Videla A, Ruiz-Tagle J, Gonzalez-Droguett N, Munoz-Yanez M Biomedicines. 2024; 12(10).

PMID: 39457597 PMC: 11504724. DOI: 10.3390/biomedicines12102284.

References
1.
Wicksell R, Renofalt J, Olsson G, Bond F, Melin L . Avoidance and cognitive fusion--central components in pain related disability? Development and preliminary validation of the Psychological Inflexibility in Pain Scale (PIPS). Eur J Pain. 2007; 12(4):491-500. DOI: 10.1016/j.ejpain.2007.08.003. View

2.
de Miquel C, Garcia Campayo J, Florez M, Arguelles J, Tarrio E, Montoya M . Interdisciplinary consensus document for the treatment of fibromyalgia. Actas Esp Psiquiatr. 2011; 38(2):108-20. View

3.
Dersh J, Polatin P, Gatchel R . Chronic pain and psychopathology: research findings and theoretical considerations. Psychosom Med. 2002; 64(5):773-86. DOI: 10.1097/01.psy.0000024232.11538.54. View

4.
Esteve-Vives J, Rivera Redondo J, Isabel Salvat Salvat M, de Gracia Blanco M, Alegre de Miquel C . [Proposal for a consensus version of the Fibromyalgia Impact Questionnaire (FIQ) for the Spanish population]. Reumatol Clin. 2011; 3(1):21-4. DOI: 10.1016/S1699-258X(07)73594-5. View

5.
Rawlett K, Friedmann E, Thomas S . Mindfulness based intervention with an attentional comparison group in at risk young adolescents: a pilot randomized controlled trial. Integr Med Res. 2019; 8(2):101-106. PMC: 6527909. DOI: 10.1016/j.imr.2019.04.002. View