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Updated: Jan 19, 2026

Noninvasive Determination of Vortex Formation Time Using Transesophageal Echocardiography During Cardiac Surgery
Published on: November 28, 2018
Comparison of Different Methods for Estimating Cardiac Timings: A Comprehensive Multimodal Echocardiography
Parastoo Dehkordi1, Farzad Khosrow-Khavar2, Marco Di Rienzo3
1Electrical and Computer Engineering Department, University of British Columbia, Vancouver, BC, Canada.
Seismocardiography (SCG) and phonocardiography (PCG) accurately estimate cardiac time intervals, offering a viable alternative to impedance cardiography (ICG) for wearable health monitoring.
Area of Science:
- Biomedical Engineering
- Cardiovascular Physiology
- Wearable Technology
Background:
- Cardiac time intervals are crucial hemodynamic indices reflecting left ventricular performance.
- Phonocardiography (PCG), impedance cardiography (ICG), and seismocardiography (SCG) are unobtrusive methods for measuring cardiac timings.
- These methods hold potential for integration into wearable devices for continuous monitoring.
Purpose of the Study:
- To evaluate the accuracy and precision of beat-to-beat cardiac timing extraction using PCG, ICG, and SCG.
- To compare these methods against multimodal echocardiography as the clinical gold standard.
- To assess the suitability of SCG and PCG for wearable applications.
Main Methods:
- Acquired PCG, ICG, and SCG recordings from 86 healthy adults.
- Analyzed a total of 2,120 cardiac cycles.
- Utilized multimodal echocardiography (Doppler, TDI, M-mode) as the reference standard for validation.
Main Results:
- SCG showed 86% accuracy for pre-ejection period (PEP) estimation, compared to 43% for ICG.
- For total systolic time (TST) estimation, SCG achieved 90% accuracy, PCG 80%, and ICG 43%.
- SCG and PCG demonstrated acceptable accuracy and precision in estimating cardiac timings.
Conclusions:
- SCG and PCG are promising non-invasive techniques for assessing cardiac timings.
- These methods offer better accuracy than ICG for key cardiac interval measurements.
- SCG and PCG are suitable for development in wearable cardiac monitoring devices.
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