Evidence map›Paper›PMID 41678194›Full record

ArticleJAMA network open2026

PREVENT Equation Performance in Asian and Native Hawaiian and Other Pacific Islander Groups.

Michael Au, Yiyi Zhang, Matt M Zhou, Soon Kyu Choi, Hui Zhou, Teresa N Harrison, Matthew T Mefford, Ming-Sum Lee, Eugene Yang, Nilay S Shah and 2 more

Abstract read
In one paragraph

Article in JAMA network open, 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

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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. Review
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

12 authors.

Michael AuKaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, California.
Yiyi ZhangDivision of General Medicine, Columbia University Irving Medical Center, New York, New York.
Matt M ZhouDepartment of Research and Evaluation, Kaiser Permanente Southern California, Pasadena, California.
Soon Kyu ChoiDepartment of Research and Evaluation, Kaiser Permanente Southern California, Pasadena, California.
Hui ZhouKaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, California.
Teresa N HarrisonDepartment of Research and Evaluation, Kaiser Permanente Southern California, Pasadena, California.
Matthew T MeffordDepartment of Research and Evaluation, Kaiser Permanente Southern California, Pasadena, California.
Ming-Sum LeeKaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, California.
Eugene YangDivision of Cardiology, University of Washington School of Medicine, Seattle.
Nilay S ShahDepartment of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois.
Kristi ReynoldsKaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, California.
Jaejin AnKaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, California.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Importance: In 2023, the PREVENT (Predicting Risk of CVD Events) equations were introduced to estimate 10-year risk of total cardiovascular disease (CVD). However, their accuracy in individual Asian or Native Hawaiian and Other Pacific Islander ethnic groups remains unknown. Objective: To evaluate the risk prediction accuracy of the PREVENT base and full equations in Asian and Native Hawaiian and Other Pacific Islander ethnic groups. Design, Setting, and Participants: This retrospective cohort study was conducted among adults aged 30 to 79 years without CVD who self-reported as being non-Hispanic White, Asian, or Native Hawaiian and Other Pacific Islander and were active Kaiser Permanente Southern California members as of September 30, 2009. Participants were followed up through 2019. Non-Hispanic Asian adults were further disaggregated into ethnic groups. Analysis was performed between February and June 2025. Main Outcomes and Measures: The main measures were the PREVENT base equation (age, total and high-density lipoprotein cholesterol, systolic blood pressure, body mass index, estimated glomerular filtration rate, diabetes, smoking, and lipid and antihypertensive medication) and the PREVENT full equation (base plus hemoglobin A1c, urine albumin-creatinine ratio, and Social Deprivation Index). The main outcome was the 10-year incidence of total CVD, atherosclerotic CVD, and heart failure. Estimated risks were compared with observed events using the Harrell C index and mean calibration (predicted to observed event ratios). Results: The study cohort consisted of 542 848 adults, including 424 277 non-Hispanic White adults (mean [SD] age, 55.6 [11.8] years; 235 722 [55.6%] female), 110 855 non-Hispanic Asian adults (mean [SD] age, 52.5 [11.9] years; 66 292 [59.8%] female), and 7716 non-Hispanic Native Hawaiian and Other Pacific Islander adults (mean [SD] age, 51.4 [11.9] years; 4 398 [57.0%] female). A total of 31 556 CVD events occurred during 10 years. For total CVD, the PREVENT base equation demonstrated good discrimination across non-Hispanic White (C index, 0.764; 95% CI, 0.761-0.767), non-Hispanic Asian (C index, 0.773; 95% CI, 0.765-0.779) and non-Hispanic Native Hawaiian and Other Pacific Islander (C index, 0.757; 95% CI, 0.733-0.780) groups. Among Asian ethnic groups, C indexes for the PREVENT base equation ranged from 0.738 (95% CI, 0.701-0.774) in Vietnamese adults to 0.806 (95% CI, 0.787-0.826) in Chinese adults. The PREVENT full equations showed consistent results. The PREVENT base and full equations generally overestimated total CVD, atherosclerotic CVD, and heart failure risk in non-Hispanic Asian (mean calibration, 0.96-1.33) and underestimated risk in non-Hispanic Native Hawaiian and Other Pacific Islander (mean calibration, 0.74-0.96) and non-Hispanic White (mean calibration, 0.63-1.03) populations. Conclusions and Relevance: In this retrospective cohort study, the PREVENT base and full equations demonstrated overall strong performance in predicting 10-year cardiovascular risk. However, notable differences were observed across disaggregated Asian and Native Hawaiian and Other Pacific Islander ethnic groups, underscoring the importance of recognizing heterogeneity within these populations when applying risk prediction models.

Indexed as

AsianCardiovascular DiseasesHeart Disease Risk FactorsNative Hawaiian or Pacific IslanderAdultAgedCaliforniaFemaleHawaiiHumansMaleMiddle AgedRetrospective StudiesRisk AssessmentWhite

Identifiers

PMID41678194
PMCPMC12902880

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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.