Operational definitions of type 2 diabetes influence study population characteristics and outcome associations: Empirical evidence from the UK Biobank
Authors' conclusion
Alternative T2D definitions changed case composition and outcome associations. Inclusion of undiagnosed diabetes shows substantial cardiometabolic burden but less accumulated disease history.
Study context
- Population
- UK Biobank participants
- Participants
- 501,936 participants
- Exposure
- Alternative operational T2D definitions
- Diagnosed T2Dn = 13,873-22,394
- Undiagnosed diabetesn = 3,207
- Outcome
- Case composition and outcome associations (mortality, MI, stroke, dementia) by T2D definition
Methodological detailsmulti-source cohort, methodological comparison of five T2D definition families
- Multi-source cohort
- Methodological comparison of five T2D definition families
Main finding
As reported in the abstract
- Diagnosed case counts varied across definitions
- 13,873-22,394
- Undiagnosed diabetes showed high cross-family agreement
- 3207
- Record-based definition (narrowest case set): diagnosed-only HR for myocardial infarction (MI)
- 3.82; 95 % CI 3.61-4.04
- Record-based definition (narrowest case set): diagnosed-only HR for dementia
- 3.79; 95 % CI 3.52-4.09
- Including undiagnosed diabetes attenuated hazard ratios (HRs), largest for dementia
- 1.2-13.8 %
Observational data: associations, not effects.
Original publication
Operational definitions of type 2 diabetes influence study population characteristics and outcome associations: Empirical evidence from the UK Biobank. Diabetes Res Clin Pract. Published 13 September 2026. doi:10. 1016/ j. diabres. 2026. 113566
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