Esteban Peiró-Molina, Arthur Gavotto, Julien Robert, Mathieu Andrianoely, Erika Rezola, Begoña Manso, Francisco-José Ferrer-Sargues, José Ignacio Carrasco-Moreno, Stefan Matecki, Alfred Hager, Naomi Gauthier, Suellen Moli Yin, Sophie Guillaumont, Thibault Mura, José Miguel Blanco Borreguero, Pascal Amedro, on behalf of the QUALIREHAB study group
{"title":"Validation of a VO2max Z-score model for fitness assessment in a healthy Spanish pediatric population","authors":"Esteban Peiró-Molina, Arthur Gavotto, Julien Robert, Mathieu Andrianoely, Erika Rezola, Begoña Manso, Francisco-José Ferrer-Sargues, José Ignacio Carrasco-Moreno, Stefan Matecki, Alfred Hager, Naomi Gauthier, Suellen Moli Yin, Sophie Guillaumont, Thibault Mura, José Miguel Blanco Borreguero, Pascal Amedro, on behalf of the QUALIREHAB study group","doi":"10.1016/j.rec.2026.02.006","DOIUrl":null,"url":null,"abstract":"<div><h3>Introduction and objectives</h3><div>Maximal oxygen uptake is the gold standard for assessing aerobic capacity in children and adolescents. Its interpretation requires robust reference models. A pediatric Z-score model has recently been developed, but external validation in independent cohorts is essential to confirm its applicability.</div></div><div><h3>Methods</h3><div>We conducted a multicenter validation study including a total of 1046 healthy participants (mean age, 12.0 <!--> <!-->± 2.6 years), composed of 2 cohorts: a prospective Spanish validation cohort (n <!--> <!-->=<!--> <!--> 175) and a previously published reference cohort (n <!--> <!-->=<!--> <!--> 871). The Z-score model was compared with historical weight- and height-based linear equations in terms of correlation, prediction error, and classification of impaired aerobic fitness. Subgroup analyses were performed by sex and body mass index.</div></div><div><h3>Results</h3><div>The Z-score model showed the strongest correlation between predicted and observed maximal oxygen uptake (R<sup>2</sup> <!--> <!-->=<!--> <!--> 0.70), outperforming weight-based (R<sup>2</sup> <!--> <!-->=<!--> <!--> 0.64) and height-based (R<sup>2</sup> <!--> <!-->=<!--> <!--> 0.66) equations. It yielded smaller prediction errors among body mass index groups and identified 14% of participants as having impaired aerobic fitness, compared with 20% and 23% using weight- and height-based reference models, respectively. The Z-score model showed improved consistency and reduced bias, particularly in overweight participants.</div></div><div><h3>Conclusions</h3><div>The pediatric Z-score model demonstrated superior accuracy, consistency, and classification reliability compared with linear equations in a large, independent Spanish cohort. Its adoption may enhance the interpretation of pediatric cardiopulmonary exercise testing, support early identification of reduced aerobic fitness, and guide prevention strategies and tailored interventions.</div><div>Registered on ClinicalTrials.gov (NCT04876209).</div></div>","PeriodicalId":38430,"journal":{"name":"Revista española de cardiología (English ed.)","volume":"79 8","pages":"Pages 680-690"},"PeriodicalIF":4.9000,"publicationDate":"2026-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Revista española de cardiología (English ed.)","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S188558572600037X","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/3/3 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"CARDIAC & CARDIOVASCULAR SYSTEMS","Score":null,"Total":0}
引用次数: 0
Abstract
Introduction and objectives
Maximal oxygen uptake is the gold standard for assessing aerobic capacity in children and adolescents. Its interpretation requires robust reference models. A pediatric Z-score model has recently been developed, but external validation in independent cohorts is essential to confirm its applicability.
Methods
We conducted a multicenter validation study including a total of 1046 healthy participants (mean age, 12.0 ± 2.6 years), composed of 2 cohorts: a prospective Spanish validation cohort (n = 175) and a previously published reference cohort (n = 871). The Z-score model was compared with historical weight- and height-based linear equations in terms of correlation, prediction error, and classification of impaired aerobic fitness. Subgroup analyses were performed by sex and body mass index.
Results
The Z-score model showed the strongest correlation between predicted and observed maximal oxygen uptake (R2 = 0.70), outperforming weight-based (R2 = 0.64) and height-based (R2 = 0.66) equations. It yielded smaller prediction errors among body mass index groups and identified 14% of participants as having impaired aerobic fitness, compared with 20% and 23% using weight- and height-based reference models, respectively. The Z-score model showed improved consistency and reduced bias, particularly in overweight participants.
Conclusions
The pediatric Z-score model demonstrated superior accuracy, consistency, and classification reliability compared with linear equations in a large, independent Spanish cohort. Its adoption may enhance the interpretation of pediatric cardiopulmonary exercise testing, support early identification of reduced aerobic fitness, and guide prevention strategies and tailored interventions.