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

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

PMC · DOI: 10.1136/bmjdrc-2025-005672 · BMJ Open Diabetes Research & Care · 2026-02-10

## TL;DR

This study shows that empagliflozin reduces mortality in a real-world population of people with type 2 diabetes, including those not eligible for the original clinical trial.

## Contribution

The study uses trial emulation in electronic health records to extend the findings of a clinical trial to a broader, real-world population.

## Key findings

- Empagliflozin was associated with a 24% lower risk of all-cause mortality compared to active controls.
- The mortality benefit was consistent across both RCT-eligible and RCT-ineligible patients.
- Most real-world users of empagliflozin would not have qualified for the original EMPA-REG trial.

## Abstract

There 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.

We 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.

The 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).

Patients 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.

## Linked entities

- **Chemicals:** empagliflozin (PubChem CID 11949646)
- **Diseases:** type 2 diabetes mellitus (MONDO:0005148), type 2 diabetes (MONDO:0005148)

## Full-text entities

- **Diseases:** T2DM (MESH:D003924)
- **Chemicals:** empagliflozin (MESH:C570240), SGLT2i (-)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

34 references — full list in the complete paper: https://tomesphere.com/paper/PMC12887525/full.md

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Source: https://tomesphere.com/paper/PMC12887525