Valerio Garrone Barauna, Jeremias da Silva Leão, Divanei Zaniqueli, Camila Maciel de Oliveira, Alexandre Costa Pereira, José Geraldo Mill, Rafael de Oliveira Alvim
{"title":"External Validation and Local Adaptation of Estimated Pulse Wave Velocity Models in a Brazilian Population.","authors":"Valerio Garrone Barauna, Jeremias da Silva Leão, Divanei Zaniqueli, Camila Maciel de Oliveira, Alexandre Costa Pereira, José Geraldo Mill, Rafael de Oliveira Alvim","doi":"10.1007/s40292-025-00767-0","DOIUrl":null,"url":null,"abstract":"<p><strong>Introduction: </strong>Estimated pulse wave velocity (ePWV) is a non-invasive and low-cost method that uses age and blood pressure to assess cardiovascular risk. However, as it is not a true measure of arterial mechanics, its accuracy in diverse cohorts, such as Brazilian populations, is uncertain due to inherent genetic and environmental differences.</p><p><strong>Aim: </strong>to externally validate existing European ePWV equations and develop new, population-specific models for ePWV estimation in a large, admixed Brazilian cohort.</p><p><strong>Methods: </strong>We analyzed data from 2122 Brazilian adults, assessing carotid-femoral pulse wave velocity (cfPWV), age, mean arterial pressure (MAP), and sex. Linear regression models were developed, incorporating all these variables as predictors. Model performance was evaluated using root mean square error (RMSE) and coefficient of determination (R<sup>2</sup>). Bland-Altman analyses assessed agreement between estimated and measured cfPWV.</p><p><strong>Results: </strong>The newly developed equations demonstrated superior performance compared to existing European models. Our best-performing model (Equation 2) achieved an RMSE of 0.744 in individuals without cardiovascular risk factor, demonstrating superior performance to the model derived by the Arterial Stiffness Collaboration Group (ASCG) (RMSE: 0.879). Inclusion of sex as a predictor further improved model accuracy. Bland-Altman analyses revealed narrower limits of agreement for the new models. Notably, higher prediction errors were observed in subgroups underrepresented in the sample, such as individuals with very high cfPWV, advanced age, or elevated MAP.</p><p><strong>Conclusions: </strong>Population-specific ePWV equations tailored to the Brazilian cohort provide more accurate estimations of arterial stiffness. This improved precision is clinically meaningful, allowing for better stratification of cardiovascular risk using a low-cost tool readily applicable in the public health system. These findings underscore the importance of developing and validating cardiovascular risk assessment tools within diverse populations to enhance predictive accuracy and clinical utility.</p>","PeriodicalId":12890,"journal":{"name":"High Blood Pressure & Cardiovascular Prevention","volume":" ","pages":"207-216"},"PeriodicalIF":2.9000,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"High Blood Pressure & Cardiovascular Prevention","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1007/s40292-025-00767-0","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/12/5 0:00:00","PubModel":"Epub","JCR":"Q2","JCRName":"PERIPHERAL VASCULAR DISEASE","Score":null,"Total":0}
引用次数: 0
Abstract
Introduction: Estimated pulse wave velocity (ePWV) is a non-invasive and low-cost method that uses age and blood pressure to assess cardiovascular risk. However, as it is not a true measure of arterial mechanics, its accuracy in diverse cohorts, such as Brazilian populations, is uncertain due to inherent genetic and environmental differences.
Aim: to externally validate existing European ePWV equations and develop new, population-specific models for ePWV estimation in a large, admixed Brazilian cohort.
Methods: We analyzed data from 2122 Brazilian adults, assessing carotid-femoral pulse wave velocity (cfPWV), age, mean arterial pressure (MAP), and sex. Linear regression models were developed, incorporating all these variables as predictors. Model performance was evaluated using root mean square error (RMSE) and coefficient of determination (R2). Bland-Altman analyses assessed agreement between estimated and measured cfPWV.
Results: The newly developed equations demonstrated superior performance compared to existing European models. Our best-performing model (Equation 2) achieved an RMSE of 0.744 in individuals without cardiovascular risk factor, demonstrating superior performance to the model derived by the Arterial Stiffness Collaboration Group (ASCG) (RMSE: 0.879). Inclusion of sex as a predictor further improved model accuracy. Bland-Altman analyses revealed narrower limits of agreement for the new models. Notably, higher prediction errors were observed in subgroups underrepresented in the sample, such as individuals with very high cfPWV, advanced age, or elevated MAP.
Conclusions: Population-specific ePWV equations tailored to the Brazilian cohort provide more accurate estimations of arterial stiffness. This improved precision is clinically meaningful, allowing for better stratification of cardiovascular risk using a low-cost tool readily applicable in the public health system. These findings underscore the importance of developing and validating cardiovascular risk assessment tools within diverse populations to enhance predictive accuracy and clinical utility.
期刊介绍:
High Blood Pressure & Cardiovascular Prevention promotes knowledge, update and discussion in the field of hypertension and cardiovascular disease prevention, by providing a regular programme of independent review articles covering key aspects of the management of hypertension and cardiovascular diseases. The journal includes: Invited ''State of the Art'' reviews. Expert commentaries on guidelines, major trials, technical advances.Presentation of new intervention trials design.''Pros and Cons'' or round tables on controversial issues.Statements on guidelines from hypertension and cardiovascular scientific societies.Socio-economic issues.Cost/benefit in prevention of cardiovascular diseases.Monitoring of healthcare systems.News and views from the Italian Society of Hypertension (including abstracts).All manuscripts are subject to peer review by international experts. Letters to the editor are welcomed and will be considered for publication.