Evidence mapPaperPMID 40820495Full record

ArticleClinical pharmacology and therapeutics2026

Emulating Six Cardiovascular Outcome Trials of Antidiabetic Drugs in Individuals with Type 2 Diabetes: Analyses Based on Real-World Databases from Korea and Taiwan.

Hwa Yeon Ko, Philip C M Au, Michael Chun-Yuan Cheng, Ching-Lung Cheung, Ahhyung Choi, Miyuki Hsing-Chun Hsieh, Han Eol Jeong, Edward Chia-Cheng Lai, Brian Meng-Hsun Li, Kenneth K C Man and 6 more

Abstract read
In one paragraph

Article in Clinical pharmacology and therapeutics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper, 1 of them a synthesis that pooled it.

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

1 citing paper in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
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

16 authors.

Hwa Yeon KoSchool of Pharmacy, Sungkyunkwan University, Suwon, South Korea.ORCID 0000-0001-5297-8826
Philip C M AuDepartment of Pharmacology and Pharmacy, Centre for Safe Medication Practice and Research, University of Hong Kong, Hong Kong City, Hong Kong.ORCID 0000-0002-0736-4726
Michael Chun-Yuan ChengSchool of Pharmacy, Institute of Clinical Pharmacy and Pharmaceutical Sciences, College of Medicine, National Cheng Kung University, Tainan, Taiwan.ORCID 0000-0002-8640-3593
Ching-Lung CheungDepartment of Pharmacology and Pharmacy, Centre for Safe Medication Practice and Research, University of Hong Kong, Hong Kong City, Hong Kong.ORCID 0000-0002-6233-9144
Ahhyung ChoiSchool of Pharmacy, Sungkyunkwan University, Suwon, South Korea.ORCID 0000-0002-0101-7328
Miyuki Hsing-Chun HsiehSchool of Pharmacy, Institute of Clinical Pharmacy and Pharmaceutical Sciences, College of Medicine, National Cheng Kung University, Tainan, Taiwan.ORCID 0000-0002-7995-7408
Han Eol JeongSchool of Pharmacy, Sungkyunkwan University, Suwon, South Korea.ORCID 0000-0001-6678-0941
Edward Chia-Cheng LaiSchool of Pharmacy, Institute of Clinical Pharmacy and Pharmaceutical Sciences, College of Medicine, National Cheng Kung University, Tainan, Taiwan.ORCID 0000-0002-5852-7652
Brian Meng-Hsun LiSchool of Pharmacy, Institute of Clinical Pharmacy and Pharmaceutical Sciences, College of Medicine, National Cheng Kung University, Tainan, Taiwan.ORCID 0009-0007-7445-8806
Kenneth K C ManDepartment of Pharmacology and Pharmacy, Centre for Safe Medication Practice and Research, University of Hong Kong, Hong Kong City, Hong Kong.ORCID 0000-0001-8645-1942
Jeremy A RassenAetion, New York, New York, USA.ORCID 0000-0003-4369-7381
Daniel Hsiang-Te TsaiSchool of Pharmacy, Institute of Clinical Pharmacy and Pharmaceutical Sciences, College of Medicine, National Cheng Kung University, Tainan, Taiwan.ORCID 0000-0003-2841-0338
Shirley V WangBrigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA.ORCID 0000-0001-7761-7090
Ian C K WongDepartment of Pharmacology and Pharmacy, Centre for Safe Medication Practice and Research, University of Hong Kong, Hong Kong City, Hong Kong.ORCID 0000-0001-8242-0014
Ju-Young ShinSchool of Pharmacy, Sungkyunkwan University, Suwon, South Korea.ORCID 0000-0003-1010-7525
Sohee ParkSchool of Pharmacy, Sungkyunkwan University, Suwon, South Korea.ORCID 0000-0001-7829-4131

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

With the increasing volume of clinical evidence derived from large-scale Asian real-world data (RWD) and the growing interest in its use in regulatory decision-making, it is important to conduct benchmarking exercises that evaluate whether studies using Asian RWD can generate similar conclusions as randomized controlled trials (RCTs). We aimed to assess whether observational studies based on Korea and Taiwan RWD can yield comparable results with trials by emulating six cardiovascular outcome trials (CVOTs) of antidiabetic drugs in individuals with type 2 diabetes (T2D). We emulated six CVOTs using nationwide claims of Korea and Taiwan. An active comparator, new-user design was applied, and observational analogues to the eligibility criteria and outcomes of the corresponding RCT were implemented. Propensity score matching was utilized to balance the treatment groups. Hazard ratios and 95% confidence intervals (CI) were estimated and compared with corresponding RCT estimates. We used three pre-specified binary agreement metrics that have been used in prior benchmarking studies to define concordance in results. Results from each of the six emulations were concordant with the corresponding CVOT on ≥ 1 binary agreement metric. Five out of six emulations indicated superiority when the corresponding CVOT only demonstrated non-inferiority. Results from emulations were more concordant with Asian-specific results from RCT, with four emulations meeting all agreement metrics. In this binational study using two Asian healthcare claims data, emulations yielded comparable clinical conclusions with the corresponding RCT, increasing the confidence in the validity of RWE studies in patients with T2D using these databases.

Indexed as

Cardiovascular DiseasesDiabetes Mellitus, Type 2Hypoglycemic AgentsAgedDatabases, FactualFemaleHumansMaleMiddle AgedRandomized Controlled Trials as TopicRepublic of KoreaTaiwanTreatment OutcomeHypoglycemic Agents

Identifiers

PMID40820495
PMCPMC13083378

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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 Socratic graph.