Evidence map›Paper›PMID 40369566›Full record

ArticleBMC musculoskeletal disorders2025

Type 2 diabetes, metabolic health, and the development of frozen shoulder: a cohort study in UK electronic health records.

Brett P Dyer, Claire Burton, Trishna Rathod-Mistry, Miliça Blagojevic-Bucknall, Danielle A van der Windt

Abstract read
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Review
  3. Article
  4. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Brett P DyerGriffith Biostatistics Unit, Griffith Health, Griffith University, Gold Coast, Queensland, Australia.ORCID http://orcid.org/0000-0001-8039-7631
Claire BurtonPrimary Care Centre Versus Arthritis, School of Medicine, Keele University, Staffordshire, UK.ORCID http://orcid.org/0000-0003-4688-3075
Trishna Rathod-MistryPharmaco- and Device Epidemiology Group, Centre for Statistics in Medicine, Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, University of Oxford, Oxford, UK.ORCID http://orcid.org/0000-0002-6369-4746
Miliça Blagojevic-BucknallPrimary Care Centre Versus Arthritis, School of Medicine, Keele University, Staffordshire, UK.ORCID http://orcid.org/0000-0001-7230-7771
Danielle A van der WindtPrimary Care Centre Versus Arthritis, School of Medicine, Keele University, Staffordshire, UK. d.van.der.windt@keele.ac.uk.ORCID http://orcid.org/0000-0002-7248-6703

Funding

Versus Arthritis 21899
6 · The paper itself

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.

Indexed as

BursitisDiabetes Mellitus, Type 2Electronic Health RecordsAdultAgedCohort StudiesFemaleHumansMaleMiddle AgedRisk FactorsUnited KingdomAdhesive capsulitisDiabetesFrozen shoulderMediation analysisMetabolic syndrome

Identifiers

PMID40369566
PMCPMC12080057

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.