Evidence map›Paper›PMID 41691466›Full record

ArticleThe journals of gerontology. Series A, Biological sciences and medical sciences2026

Development and validation of cardiorespiratory fitness prediction equations from 6-minute walk test: the Coronary Artery Risk Development in Adults (CARDIA) study.

Bjoern Hornikel, Erin E Dooley, Christopher Barrett Bowling, Baojiang Chen, Pablo Martinez-Amezcua, David R Jacobs, Mercedes Carnethon, Barbara Sternfeld, Cora E Lewis, Stephen Sidney and 2 more

Abstract readValidation Study
In one paragraph

Article in The journals of gerontology. Series A, Biological sciences and medical sciences, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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2 · The registry

The trial behind it

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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

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4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

12 authors.

Bjoern HornikelDepartment of Epidemiology, University of Alabama at Birmingham, Birmingham, Alabama, United States.ORCID 0000-0003-0040-5473
Erin E DooleyDepartment of Epidemiology, University of Alabama at Birmingham, Birmingham, Alabama, United States.ORCID 0000-0001-9881-5053
Christopher Barrett BowlingDurham Veterans Affairs Medical Center (VAMC), Durham Veterans Affairs Geriatric Research Education and Clinical Center, Durham, North Carolina, United States.
Baojiang ChenDepartment of Biostatistics and Data Science, UTHealth Houston School of Public Health in Austin, Austin, Texas, United States.
Pablo Martinez-AmezcuaDepartment of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, United States.ORCID 0000-0002-3076-0946
David R JacobsDivision of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, Minnesota, United States.ORCID 0000-0002-7232-0543
Mercedes CarnethonDepartment of Preventive Medicine, Northwestern University, Chicago, Illinois, United States.ORCID 0000-0001-7035-0848
Barbara SternfeldDivision of Research, Kaiser Permanente Northern California, Pleasanton, California, United States.
Cora E LewisDepartment of Epidemiology, University of Alabama at Birmingham, Birmingham, Alabama, United States.
Stephen SidneyDivision of Research, Kaiser Permanente Northern California, Pleasanton, California, United States.
Priya PaltaDepartment of Neurology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States.
Kelley P GabrielDepartment of Epidemiology, University of Alabama at Birmingham, Birmingham, Alabama, United States.ORCID 0000-0003-4986-7927

Funding

CORONARY ARTERY RISK DEVELOPMENT IN YOUNG ADULTS (CARDIA) STUDY - COORDINATING CENTER (CC)75N92023D00002 · NHLBI · UNIVERSITY OF ALABAMA AT BIRMINGHAM · PI LI, JING · 2023 to 2025
$6.8M
Young Adult and Midlife Transitions in Physical Activity and Sedentary Behavior with Heart Failure Risk and Progression: Coronary Artery Risk Development in Young Adults (CARDIA)R01HL149796 · NHLBI · UNIVERSITY OF ALABAMA AT BIRMINGHAM · PI GABRIEL, KELLEY PETTEE · 2020 to 2023
$5.6M
Functional limitations during the transition to older ageR01AG062502 · NIA · DUKE UNIVERSITY · PI Christopher Barrett Bowling · 2020 to 2026
$3.4M
CORONARY ARTERY RISK DEVELOPMENT IN YOUNG ADULTS (CARDIA) STUDY - OAKLAND FIELD CENTER75N92023D00003 · NHLBI · KAISER FOUNDATION RESEARCH INSTITUTE · PI BHATT, ANKEET S. · 2023 to 2025
$2.2M
CORONARY ARTERY RISK DEVELOPMENT IN YOUNG ADULTS (CARDIA) STUDY - BIRMINGHAM FIELD CENTER75N92023D00005 · NHLBI · UNIVERSITY OF ALABAMA AT BIRMINGHAM · PI LEWIS, CORA · 2023 to 2025
$2.2M
CORONARY ARTERY RISK DEVELOPMENT IN YOUNG ADULTS (CARDIA) STUDY - CHICAGO FIELD CENTERDIVERSITY SUPPLEMENT FOR MORGANN WEST75N92023D00004 · NHLBI · NORTHWESTERN UNIVERSITY · PI CARNETHON, MERCEDES · 2023 to 2025
$2.1M
CORONARY ARTERY RISK DEVELOPMENT IN YOUNG ADULTS (CARDIA) STUDY - UNIVERSITY OF MINNESOTA FIELD CENTER.75N92023D00006 · NHLBI · UNIVERSITY OF MINNESOTA · PI SCHREINER, PAMELA J · 2023 to 2025
$1.7M
National Heart, Lung, and Blood Institute (NHLBI) R01AG062502National Heart, Lung, and Blood Institute (NHLBI) R01HL149796NHLBI NIH HHS 75N92023D00002NHLBI NIH HHS 75N92023D00003NHLBI NIH HHS 75N92023D00004NHLBI NIH HHS 75N92023D00005NHLBI NIH HHS 75N92023D00006NHLBI NIH HHS R01 HL149796NIA NIH HHS R01 AG062502Paffenbarger-Blair Fund for Epidemiological Research on Physical Activity from the American College of Sports Medicine Foundation
6 · The paper itself

Abstract

backgroundAssessing maximal oxygen consumption (VO2max), the gold standard for assessing cardiorespiratory fitness, is often impractical in large-scale studies. We derived sex-specific VO2 max and graded exercise test duration (GXTd) prediction equations from 6-minute walk test (6MWT) performance.

methodsData were from 564 Coronary Artery Risk Development in Young Adults (CARDIA) participants (mean age: 61.5 years; 58% women; 40% Black) who completed the 6MWT and symptom-limited modified Balke treadmill graded exercise test at the Year 35 (2021-2022) follow-up exam. Sex-stratified samples were randomly split (2/3 for training, 1/3 for testing) to derive and evaluate prediction equations. Stepwise linear regression identified predictors of VO2max and GXTd from 6MWT distance. Sex-specific VO2max CARDIA equations were compared with Burr and FRIEND equations. Models' accuracies were evaluated by comparing the predicted values to measured values using Student's t-test and Pearson correlation coefficients (r). Bland-Altman plots used to evaluate agreement between measured and predicted values.

resultsSex-specific VO2max CARDIA equations explained 53% and 57% of the variance in men and women, respectively, with strong correlations between measured and predicted values (r = 0.73 and 0.78). The Burr and FRIEND equations showed larger biases and weaker correlations compared with the CARDIA equations. The GXTd equations explained 59% and 62% of the variance in men and women, with strong correlations (r = 0.71 and 0.72) and no significant mean differences between observed and predicted.

conclusionsThe CARDIA prediction equations for VO2max and GXTd from 6MWT enhance accuracy and accessibility, providing a practical tool for large-scale studies and clinical assessments, particularly in aging populations.

Indexed as

Cardiorespiratory FitnessCoronary Artery DiseaseOxygen ConsumptionWalk TestAdultExercise TestFemaleHumansMaleMiddle AgedCohort studiesPhysical fitnessVO2peak

Identifiers

PMID41691466
PMCPMC12944221

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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.