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Published on: August 9, 2024
Voice Signal Characteristics Are Independently Associated With Coronary Artery Disease
Elad Maor1, Jaskanwal D Sara1, Diana M Orbelo2
1Department of Cardiovascular Diseases, Mayo Clinic, Rochester, MN.
Insights
Patient voice analysis may help detect coronary artery disease (CAD). Specific voice features, especially during emotional recall, were linked to CAD presence, offering potential for noninvasive screening.
Area of Science:
- Cardiology
- Biomedical Engineering
- Speech Analysis
Background:
- Coronary artery disease (CAD) is a leading cause of mortality worldwide.
- Noninvasive diagnostic tools for CAD are crucial for early detection and management.
- Voice signal analysis is an emerging field with potential for health diagnostics.
Purpose of the Study:
- To investigate the association between patient voice signal characteristics and the presence of coronary artery disease (CAD).
- To determine if specific voice features can serve as noninvasive biomarkers for CAD.
Main Methods:
- 138 patients (37 controls, 101 undergoing coronary angiogram) had voice signals recorded via smartphone.
- Voice features, including Mel Frequency Cepstral Coefficients, were extracted from readings and emotional descriptions.
- Analysis utilized univariate and multivariate logistic regression, adjusting for atherosclerotic cardiovascular disease (ASCVD) risk score.
Main Results:
- 71% of the 101-patient cohort had CAD.
- Two voice features were independently associated with CAD after adjusting for ASCVD risk score (P=.009 and P=.02).
- Voice features showed stronger association with CAD during emotionally significant experiences.
Conclusions:
- A potential relationship exists between voice characteristics and CAD.
- Voice analysis may offer a noninvasive method for CAD detection.
- These findings have implications for telemedicine and remote patient monitoring.
Objective:
Voice signal analysis is an emerging noninvasive diagnostic tool. The current study tested the hypothesis that patient voice signal characteristics are associated with the presence of coronary artery disease (CAD).
Methods:
The study population included 138 patients who were enrolled between January 1, 2015, and February 28, 2017: 37 control subjects and 101 subjects who underwent planned coronary angiogram. All subjects had their voice signal recorded to their smartphone 3 times: reading a text, describing a positive emotional experience, and describing a negative emotional experience. The Mel Frequency Cepstral Coefficients were used to extract prespecified voice features from all 3 recordings. Voice was recorded before the angiogram and analysis was blinded with respect to patient data.
Results:
Final study cohort included 101 patients, of whom 71 (71%) had CAD. Compared with subjects without CAD, patients with CAD were older (median, 63 years; interquartile range [IQR], 55-68 years vs median, 53 years; IQR, 42-66 years; P=.003) and had a higher 10-year atherosclerotic cardiovascular disease (ASCVD) risk score (9.4%; IQR, 5.0-18.7 vs 2.7%; IQR, 1.6-11.8; P=.005). Univariate binary logistic regression analysis identified 5 voice features that were associated with CAD (P<.05 for all). Multivariate binary logistic regression with adjustment for ASCVD risk score identified 2 voice features that were independently associated with CAD (odds ratio [OR], 0.37; 95% CI, 0.18-0.79; and 4.01; 95% CI, 1.25-12.84; P=.009 and P=.02, respectively). Both features were more strongly associated with CAD when patients were asked to describe an emotionally significant experience.
Conclusion:
This study suggests a potential relationship between voice characteristics and CAD, with clinical implications for telemedicine-when clinical health care is provided at a distance.
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