Amy S Fuller, Nduka C Okwose, Sarah J Charman, Alban E Voppel, Renae J Stefanetti, Amy Groenewegen, Annamaria Del Franco, Maria Tafelmeier, Andrej Preveden, Aleksandra Milovancev, Duncan Edwards, Anne P Nelissen, Fausto Barlocco, Alessandra Fornaro, Jose Luis Zamorano, Massimo Milli, Laura Sasso, Giulia Taborchi, Simone Bartolini, Serena Fatucchi, Prithwish Banerjee, Guy A MacGowan, Oscar Fernandez, Marta Jimenez-Blanco Bravo, Lars S Maier, Iacopo Olivotto, Frans H Rutten, Jonathan Mant, Lazar Velicki, Petar M Seferovic, Nenad Filipovic, Djordje G Jakovljevic
{"title":"Voice recognition as an innovative method to identify and monitor heart failure - a review.","authors":"Amy S Fuller, Nduka C Okwose, Sarah J Charman, Alban E Voppel, Renae J Stefanetti, Amy Groenewegen, Annamaria Del Franco, Maria Tafelmeier, Andrej Preveden, Aleksandra Milovancev, Duncan Edwards, Anne P Nelissen, Fausto Barlocco, Alessandra Fornaro, Jose Luis Zamorano, Massimo Milli, Laura Sasso, Giulia Taborchi, Simone Bartolini, Serena Fatucchi, Prithwish Banerjee, Guy A MacGowan, Oscar Fernandez, Marta Jimenez-Blanco Bravo, Lars S Maier, Iacopo Olivotto, Frans H Rutten, Jonathan Mant, Lazar Velicki, Petar M Seferovic, Nenad Filipovic, Djordje G Jakovljevic","doi":"10.1007/s10741-026-10625-3","DOIUrl":null,"url":null,"abstract":"<p><p>Screening of heart failure (HF) remains suboptimal. However, vocal biomarkers are an emerging tool to screen for HF and predict adverse outcomes. This article is a literature review of the current evidence, exploring the use of vocal biomarkers to screen for HF and predict hospitalisation and mortality. Voice may be utilised as a time-efficient method for the screening of HF, risk stratification, and monitoring of disease progression. Vocal biomarkers such as pause ratio and artificial neural networks can screen for HF accurately in a case-control setting. Other vocal markers like maximum phonation time, creak percent are useful to monitor disease progression. Vocal biomarkers appear to match current predictors of one-year mortality, HF related decompensation and hospitalisation. The integration of vocal biomarkers assessment in HF healthcare is promising across primary and secondary care settings. Key challenges including health data protection, regulatory compliance, and user acceptance must be addressed before these tools can be fully integrated into HF clinical care pathway.</p>","PeriodicalId":12950,"journal":{"name":"Heart Failure Reviews","volume":"31 1","pages":""},"PeriodicalIF":5.3000,"publicationDate":"2026-04-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13086659/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Heart Failure Reviews","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1007/s10741-026-10625-3","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CARDIAC & CARDIOVASCULAR SYSTEMS","Score":null,"Total":0}
引用次数: 0
Abstract
Screening of heart failure (HF) remains suboptimal. However, vocal biomarkers are an emerging tool to screen for HF and predict adverse outcomes. This article is a literature review of the current evidence, exploring the use of vocal biomarkers to screen for HF and predict hospitalisation and mortality. Voice may be utilised as a time-efficient method for the screening of HF, risk stratification, and monitoring of disease progression. Vocal biomarkers such as pause ratio and artificial neural networks can screen for HF accurately in a case-control setting. Other vocal markers like maximum phonation time, creak percent are useful to monitor disease progression. Vocal biomarkers appear to match current predictors of one-year mortality, HF related decompensation and hospitalisation. The integration of vocal biomarkers assessment in HF healthcare is promising across primary and secondary care settings. Key challenges including health data protection, regulatory compliance, and user acceptance must be addressed before these tools can be fully integrated into HF clinical care pathway.
期刊介绍:
Heart Failure Reviews is an international journal which develops links between basic scientists and clinical investigators, creating a unique, interdisciplinary dialogue focused on heart failure, its pathogenesis and treatment. The journal accordingly publishes papers in both basic and clinical research fields. Topics covered include clinical and surgical approaches to therapy, basic pharmacology, biochemistry, molecular biology, pathology, and electrophysiology.
The reviews are comprehensive, expanding the reader''s knowledge base and awareness of current research and new findings in this rapidly growing field of cardiovascular medicine. All reviews are thoroughly peer-reviewed before publication.