ArticleBMC musculoskeletal disorders2025
Type 2 diabetes, metabolic health, and the development of frozen shoulder: a cohort study in UK electronic health records.
Article in BMC musculoskeletal disorders, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers, 1 of them a synthesis that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
4 citing papers in PubMed, 1 synthesis or guideline pooled it.
- The diabetic shoulder: association between diabetes mellitus and adhesive capsulitis - a systematic review and meta-analysis.International orthopaedics · 2026Pooled it
- Psyllium and Glucomannan as Viscous Fiber Modulators of the Gut-Microbiome-Incretin Axis: Molecular Links to Metabolic Inflammation, Barrier Function, and GLP-1 Receptor Agonist Therapy.International journal of molecular sciences · 2026Review
- Letter to the Editor concerning "The diabetic shoulder: association between diabetes mellitus and adhesive capsulitis - a systematic review and meta-analysis".International orthopaedics · 2026Article
- Prevalence and factors associated with shoulder pain among diabetic patients and menopausal women: evidence from the China health and retirement longitudinal study.Journal of orthopaedic surgery and research · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
Abstract
objectiveEstimate the effect of type 2 diabetes on the development of frozen shoulder and investigate whether the effect is mediated by other metabolic factors.
methodsPrimary 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.
resultsThe 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.
conclusionsThis 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.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.