ArticleMayo Clinic proceedings2022
Noninvasive Voice Biomarker Is Associated With Incident Coronary Artery Disease Events at Follow-up.
Article in Mayo Clinic proceedings, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
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Who cites it
10 citing papers in PubMed.
- Review
- The Human Voice as a Digital Health Solution Leveraging Artificial Intelligence.Sensors (Basel, Switzerland) · 2025Review
- The role of artificial intelligence in cardiovascular research: Fear less and live bolder.European journal of clinical investigation · 2025Review
- Responsible development of clinical speech AI: Bridging the gap between clinical research and technology.NPJ digital medicine · 2024Review
- Article
- Acoustic Analysis and Prediction of Type 2 Diabetes Mellitus Using Smartphone-Recorded Voice Segments.Mayo Clinic proceedings. Digital health · 2023Article
- Reshaping care in the aftermath of the pandemic. Implications for cardiology health systems.European journal of internal medicine · 2023Review
- Evaluation of Speech and Pause Alterations in Patients With Acute and Chronic Heart Failure.Journal of the American Heart Association · 2022Article
- Voice Biomarkers: The Most Modern and Least Invasive Tool for Coronary Assessment?Mayo Clinic proceedings · 2022Article
- Speech biomarkers of risk factors for vascular dementia in people with mild cognitive impairment.Frontiers in human neuroscience · 2022Article
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6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectiveTo evaluate the association between a preidentified voice biomarker and incident coronary artery disease (CAD) events.
methodsPatients referred for clinically indicated coronary angiography underwent a total of three 30-second voice recordings using the Vocalis Health smartphone application between January 1, 2015, and February 28, 2017. A pre-established voice biomarker was derived from each individual recording, and the mean biomarker value was calculated for each patient. Individuals were clinically observed through December 31, 2019. The prespecified primary outcome was a composite of presenting to the emergency department with chest pain, being admitted to the hospital with chest pain, or having an acute coronary syndrome; the prespecified secondary outcome was a composite of a positive stress test result at follow-up or the presence of CAD at follow-up coronary angiography.
resultsIn the final analysis, 108 patients were included (mean age, 59.47±11.44 years; male, 59 [54.6%]). The median follow-up time was 24 months (range, 1 to 60 months). In multivariable Cox proportional hazards models adjusting for CAD grade on baseline angiography, a high baseline mean voice biomarker was significantly associated with both the primary (hazard ratio, 2.61; 95% CI, 1.42 to 4.80; P=.002) and secondary (hazard ratio, 3.13; 95% CI, 1.13 to 8.68; P=.03) composite outcomes.
conclusionThis study found a significant association between a noninvasive voice biomarker and incident CAD events at follow-up. These results may have important clinical implications for the remote and noninvasive screening of patients to identify those at risk of coronary disease and its complications.
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