Brett P. Dyer
Type 2 diabetes, metabolic health, and the development of frozen shoulder: a cohort study in UK electronic health records
Dyer, Brett P.; Burton, Claire; Rathod-Mistry, Trishna; Blagojevic-Bucknall, Miliça; van der Windt, Danielle A.
Authors
Claire Burton c.burton@keele.ac.uk
Trishna Rathod-Mistry
Milica Bucknall m.bucknall@keele.ac.uk
Danielle Van Der Windt d.van.der.windt@keele.ac.uk
Abstract
Objective: Estimate the effect of type 2 diabetes on the development of frozen shoulder and investigate whether the effect is mediated by other metabolic factors. Methods: Primary care medical record-based cohort study containing 43,977 people newly diagnosed with type 2 diabetes and 43,977 without diabetes. Variables were identified using established Read codes. A weighting approach with Cox regression was used to decompose the total effect into the direct effect and indirect effect, mediated by metabolic health (which was defined as the number of metabolic factors developed during follow-up). Estimates were expressed as hazard ratios (HR). Confounders were identified using a DAG. Sensitivity to unmeasured confounding, extreme weights, and missing data were tested. Results: The total effect of type 2 diabetes on the development of frozen shoulder was HR = 4.38 (95% CI: 3.70–5.21), the natural indirect effect (mediated through metabolic health) was HR = 0.98 (95% CI: 0.93–1.03) and the natural direct effect was HR = 4.46 (95% CI: 3.68–5.41). Results were robust to unmeasured confounding, extreme weights, and missing data. Conclusions: This study suggests that type 2 diabetes may be a cause of frozen shoulder but does not support the hypothesis that the effect is mediated by metabolic health. Clinicians should remain alert that shoulder pain in people with diabetes could be indicative of a frozen shoulder. This study should raise awareness that, despite often being overlooked, musculoskeletal conditions can be complications of diabetes and should be considered during clinical conversations with patients. ISAC protocol registration number: 19_219R.
Citation
Dyer, B. P., Burton, C., Rathod-Mistry, T., Blagojevic-Bucknall, M., & van der Windt, D. A. (2025). Type 2 diabetes, metabolic health, and the development of frozen shoulder: a cohort study in UK electronic health records. BMC Musculoskeletal Disorders, 26(1), Article 471. https://doi.org/10.1186/s12891-025-08672-2
Journal Article Type | Article |
---|---|
Acceptance Date | Apr 17, 2025 |
Online Publication Date | May 14, 2025 |
Publication Date | May 14, 2025 |
Deposit Date | May 19, 2025 |
Publicly Available Date | May 19, 2025 |
Journal | BMC Musculoskeletal Disorders |
Electronic ISSN | 1471-2474 |
Publisher | Springer Verlag |
Peer Reviewed | Peer Reviewed |
Volume | 26 |
Issue | 1 |
Article Number | 471 |
DOI | https://doi.org/10.1186/s12891-025-08672-2 |
Keywords | Metabolic syndrome, Mediation analysis, Diabetes, Frozen shoulder, Adhesive capsulitis |
Public URL | https://keele-repository.worktribe.com/output/1238536 |
Publisher URL | https://bmcmusculoskeletdisord.biomedcentral.com/articles/10.1186/s12891-025-08672-2 |
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Type 2 diabetes, metabolic health, and the development of frozen shoulder: a cohort study in UK electronic health records
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Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
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