ArticlePloS one2020
Non-invasive vocal biomarker is associated with pulmonary hypertension.
Article in PloS one, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers.
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Who cites it
20 citing papers in PubMed.
- Non-invasive classification of stable HFpEF using a deep learning model trained on acoustic features of sustained vowels.Biomedical engineering online · 2026Article
- The voice of reflux: A systematic review about acoustic voice analysis in reflux patients.iScience · 2025Article
- Acoustic features are independently associated with heart failure and pulmonary hypertension.ESC heart failure · 2025Article
- The Human Voice as a Digital Health Solution Leveraging Artificial Intelligence.Sensors (Basel, Switzerland) · 2025Review
- AI listens for health conditions.Nature · 2025Article
- Vocal biomarkers correlate with FEV1 variations during methacholine challenge.Clinical and translational allergy · 2025Article
- Identifying and Estimating Frailty Phenotypes by Vocal Biomarkers: Cross-Sectional Study.Journal of medical Internet research · 2024Article
- Impact of Audio Data Compression on Feature Extraction for Vocal Biomarker Detection: Validation Study.JMIR biomedical engineering · 2024Article
- Acoustic Voice and Speech Biomarkers of Treatment Status during Hospitalization for Acute Decompensated Heart Failure.Applied sciences (Basel, Switzerland) · 2023Article
- Article
- Discovery and Analytical Validation of a Vocal Biomarker to Monitor Anosmia and Ageusia in Patients With COVID-19: Cross-sectional Study.JMIR medical informatics · 2022Article
- Post-stroke respiratory complications using machine learning with voice features from mobile devices.Scientific reports · 2022Article
- Voice Biomarkers: The Most Modern and Least Invasive Tool for Coronary Assessment?Mayo Clinic proceedings · 2022Article
- Noninvasive Vocal Biomarker is Associated With Severe Acute Respiratory Syndrome Coronavirus 2 Infection.Mayo Clinic proceedings. Innovations, quality & outcomes · 2021Article
- Smart Wearables for Cardiac Monitoring-Real-World Use beyond Atrial Fibrillation.Sensors (Basel, Switzerland) · 2021Review
- Feasibility of Incorporating Voice Technology and Virtual Assistants in Cardiovascular Care and Clinical Trials.Current cardiovascular risk reports · 2021Review
- EnRank: An Ensemble Method to Detect Pulmonary Hypertension Biomarkers Based on Feature Selection and Machine Learning Models.Frontiers in genetics · 2021Article
- Digital Health in Cardiac Rehabilitation and Secondary Prevention: A Search for the Ideal Tool.Sensors (Basel, Switzerland) · 2020Article
- Innovation in Precision Cardio-Oncology During the Coronavirus Pandemic and Into a Post-pandemic World.Frontiers in cardiovascular medicine · 2020Article
- Article
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Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Emerging data suggest that noninvasive voice biomarker analysis is associated with coronary artery disease. We recently showed that a vocal biomarker was associated with hospitalization and heart failure in patients with heart failure. We evaluate the association between a vocal biomarker and invasively measured indices of pulmonary hypertension (PH). Patients were referred for an invasive cardiac hemodynamic study between January 2017 and December 2018, and had their voices recorded on three separate occasions to their smartphone prior to each study. A pre-established vocal biomarker was determined based on each individual recording. The intra-class correlation co-efficient between the separate voice recording biomarker values for each individual participant was 0.829 (95% CI 0.740-0.889) implying very good agreement between values. Thus, the mean biomarker was calculated for each patient. Patients were divided into two groups: high pulmonary arterial pressure (PAP) defined as ≥ 35 mmHg (moderate or greater PH), versus lower PAP. Eighty three patients, mean age 61.6 ± 15.1 years, 37 (44.6%) male, were included. Patients with a high mean PAP (≥ 35 mmHg) had on average significantly higher values of the mean voice biomarker compared to those with a lower mean PAP (0.74 ± 0.85 vs. 0.40 ± 0.88 p = 0.046). Multivariate logistic regression showed that an increase in the mean voice biomarker by 1 unit was associated with a high PAP, odds ratio 2.31, 95% CI 1.05-5.07, p = 0.038. This study shows a relationship between a noninvasive vocal biomarker and an invasively derived hemodynamic index related to PH obtained during clinically indicated cardiac catheterization. These results may have important practical clinical implications for telemedicine and remote monitoring of patients with heart failure and PH.
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