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Article

Post-Diagnostic Lifestyle Adaptations in Fibromyalgia: A Network and Cluster Analysis of Real-World Behavioral Patterns

by
Matylda Kosiorz
1,
Małgorzata Muc-Wierzgoń
2,*,
Katarzyna Weronika Walkiewicz
2 and
Sylwia Dzięgielewska-Gęsiak
2
1
Student Scientific Association at the Department of Internal Medicine and Emergency Medicine, Medical University of Silesia in Katowice, 41-902 Katowice, Poland
2
Department of Propedeutics of Internal Medicine and Emergency Medicine, Medical University of Silesia in Katowice, 41-902 Katowice, Poland
*
Author to whom correspondence should be addressed.
Nutrients 2026, 18(11), 1791; https://doi.org/10.3390/nu18111791
Submission received: 18 April 2026 / Revised: 23 May 2026 / Accepted: 25 May 2026 / Published: 2 June 2026

Abstract

Background: Fibromyalgia is a chronic pain disorder. Patients often introduce lifestyle changes, including dietary modifications and physical activity, after diagnosis to alleviate symptoms. However, real-world patterns of these post-diagnostic adaptations remain poorly understood. Methods: An exploratory cross-sectional study was conducted in 88 patients with fibromyalgia using a study-specific questionnaire. Spearman correlation and network analysis were applied to assess relationships between lifestyle changes. K-means clustering was used to identify adaptation patterns. Differences in symptom severity were evaluated using the Kruskal–Wallis test and regression analysis. Results: Participants most frequently increased vegetable and water intake and reduced consumption of meat, alcohol, and sugar-sweetened beverages. Network analysis revealed structured co-occurrence patterns among dietary changes. Three clusters were identified: minimal (n = 47), selective (n = 27), and comprehensive (n = 14). No significant association was found between adaptation patterns and symptom severity (p = 0.53). Conclusions: Patients with fibromyalgia may adopt structured, non-random lifestyle changes following diagnosis. These findings provide a data-driven perspective on real-world behavioral adaptation patterns and highlight the need for longitudinal research to better understand their potential role in disease management.
Keywords: musculoskeletal disease; fibromyalgia; lifestyle adaptation; dietary modification; physical activity; behavioral patterns; cluster analysis musculoskeletal disease; fibromyalgia; lifestyle adaptation; dietary modification; physical activity; behavioral patterns; cluster analysis

Share and Cite

MDPI and ACS Style

Kosiorz, M.; Muc-Wierzgoń, M.; Walkiewicz, K.W.; Dzięgielewska-Gęsiak, S. Post-Diagnostic Lifestyle Adaptations in Fibromyalgia: A Network and Cluster Analysis of Real-World Behavioral Patterns. Nutrients 2026, 18, 1791. https://doi.org/10.3390/nu18111791

AMA Style

Kosiorz M, Muc-Wierzgoń M, Walkiewicz KW, Dzięgielewska-Gęsiak S. Post-Diagnostic Lifestyle Adaptations in Fibromyalgia: A Network and Cluster Analysis of Real-World Behavioral Patterns. Nutrients. 2026; 18(11):1791. https://doi.org/10.3390/nu18111791

Chicago/Turabian Style

Kosiorz, Matylda, Małgorzata Muc-Wierzgoń, Katarzyna Weronika Walkiewicz, and Sylwia Dzięgielewska-Gęsiak. 2026. "Post-Diagnostic Lifestyle Adaptations in Fibromyalgia: A Network and Cluster Analysis of Real-World Behavioral Patterns" Nutrients 18, no. 11: 1791. https://doi.org/10.3390/nu18111791

APA Style

Kosiorz, M., Muc-Wierzgoń, M., Walkiewicz, K. W., & Dzięgielewska-Gęsiak, S. (2026). Post-Diagnostic Lifestyle Adaptations in Fibromyalgia: A Network and Cluster Analysis of Real-World Behavioral Patterns. Nutrients, 18(11), 1791. https://doi.org/10.3390/nu18111791

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