Evidence map›Paper›PMID 41663281›Full record

ArticleBMJ open diabetes research & care2026

Enhancing evidence-based care using trial emulation in electronic health records: real-world effects of empagliflozin in people with type 2 diabetes.

David K Ryan, Ruth H Keogh, Elizabeth Williamson, R Thomas Lumbers, Karla Diaz-Ordaz, Anoop D Shah, Patrick Bidulka

Abstract read
In one paragraph

Article in BMJ open diabetes research & care, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–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

1 citing paper in PubMed.

  1. 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

7 authors.

David K RyanInstitute of Health Informatics, University College London, London, UK smgxdry@ucl.ac.uk.ORCID http://orcid.org/0000-0002-1264-7165
Ruth H KeoghMedical Statistics, London School of Hygiene and Tropical Medicine, London, UK.
Elizabeth WilliamsonMedical Statistics, London School of Hygiene and Tropical Medicine, London, UK.ORCID http://orcid.org/0000-0001-6905-876X
R Thomas LumbersInstitute of Health Informatics, UCL, London, UK.
Karla Diaz-OrdazDepartment of Statistical Science, University College London, London, England, UK.
Anoop D Shah *Institute of Health Informatics, University College London, London, UK.
Patrick Bidulka *Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK.ORCID http://orcid.org/0000-0001-7644-2030

Funding

Wellcome Trust
6 · The paper itself

Abstract

backgroundThere is growing interest in widening the use of sodium-glucose co-transporter 2 inhibitors (SGLT2i) to all people with type 2 diabetes mellitus (T2DM). However, pivotal randomized controlled trials (RCTs) evaluated these drugs only in highly selected populations, often lacking generalizability to real-world populations. Understanding the effects of SGLT2i in populations where RCT evidence may be lacking is essential to help inform guideline development. To address this, we estimated the effect of empagliflozin in real-world users, many of whom would not have been eligible for the pivotal EMPA-REG RCT.

methodsWe designed a trial emulation in UK primary care data, based on the EMPA-REG RCT, to assess the effect of empagliflozin in a more clinically relevant population. Adults with T2DM initiating empagliflozin (intervention) or dipeptidyl peptidase-4 inhibitors (active control) between January 1, 2014 and December 31, 2022 were included. Eligibility was extended to both RCT-eligible and RCT-ineligible individuals. The effect of empagliflozin on all-cause mortality was estimated using an adjusted Cox proportional hazards model, with stratified analyses by RCT eligibility.

findingsThe majority of people prescribed empagliflozin would not have met the EMPA-REG RCT eligibility criteria (11,011/13,239, 83.2% RCT-ineligible). During follow-up, all-cause mortality occurred in 551 out of 13,239 (4.2%) in the empagliflozin group and 6,589 out of 49,264 (13.4%) in the active control group (adjusted HR 0.76, 95% CI 0.69 to 0.83). There was no evidence of differential treatment effect by RCT eligibility status (p-interaction=0.27).

interpretationPatients prescribed empagliflozin in real-world settings differ substantially from those enrolled in the EMPA-REG RCT. Using electronic health records, we demonstrate that the mortality benefit observed in EMPA-REG extends to a broader, more diverse real-world population, including those excluded from the original RCT. These findings provide a novel source of real-world evidence supporting the wider use of empagliflozin in routine clinical practice.

Indexed as

Benzhydryl CompoundsDiabetes Mellitus, Type 2Electronic Health RecordsEvidence-Based PracticeGlucosidesHypoglycemic AgentsSodium-Glucose Transporter 2 InhibitorsAgedDipeptidyl-Peptidase IV InhibitorsFemaleFollow-Up StudiesHumansMaleMiddle AgedPrognosisUnited KingdomBenzhydryl CompoundsDipeptidyl-Peptidase IV InhibitorsempagliflozinGlucosidesHypoglycemic AgentsSodium-Glucose Transporter 2 InhibitorsCardiologyEpidemiology

Identifiers

PMID41663281
PMCPMC12887525

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LicenceCC BY
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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.