Key result
Wearable ECG RR interval increase links linearly to lower cardiac output.
Why the study?
Conventional methods for measuring cardiac output are limited by equipment accessibility and challenges with repeated measurements, motivating exploration of wearable ECG-based estimation.
Do physiological parameters derived from wearable ECG devices correlate with pulse wave-based cardiac output in healthy young adults?
Observational (n=30)
No
Do physiological parameters derived from wearable ECG devices correlate with pulse wave-based cardiac output in healthy young adults?
Effect estimate: slope -0.0072 (95% CI -0.0108 to -0.0036)
p-value: p=0.0003
Wearable ECG-derived temporal parameters exhibit significant linear relationships with pulse wave-based cardiac output, supporting the technical feasibility of noninvasive CO estimation algorithms.
Should not yet inform clinical cardiac output estimation; leaves open wearable feasibility for prospective validation.
Cardiac output (CO) is a crucial indicator for assessing hemodynamic status in intensive care units and clinical settings. However, conventional reference methods like echocardiography are limited by equipment accessibility and the challenges associated with repeated measurements. This study aimed to quantitatively analyze the relationships between physiological parameters derived from wearable electrocardiogram (ECG) devices and pulse wave-derived CO. The goal was to explore the feasibility of developing a wearable ECG-based CO estimation algorithm. The study included 30 healthy university students in their 20s, comprising both males and females, with no history of cardiovascular disease. The RR interval, QRS duration, and PR interval demonstrated statistically significant correlations with CO. Simple linear regression analysis revealed the following: a 1-ms increase in the RR interval was associated with an estimated decrease of 0.0072 L/min in CO; a 1-ms increase in the QRS duration was associated with an estimated increase of 0.0513 L/min; and a 1-ms increase in the PR interval was associated with an estimated decrease of 0.0346 L/min in CO. Our findings confirm that physiological parameters extracted from wearable ECG devices exhibit significant linear relationships with pulse wave-based CO. This supports the technical feasibility of noninvasive CO estimation using wearable ECG signals.
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Seon-Chil Kim (2026) conducted an observational in Healthy (n=30). Wearable electrocardiogram-derived temporal parameters was evaluated on Pulse wave-based cardiac output (L/min) association with RR interval (slope -0.0072, 95% CI -0.0108 to -0.0036, p=0.0003). Wearable ECG-derived parameters exhibited significant linear relationships with pulse wave-based cardiac output, including a 0.0072 L/min decrease in cardiac output per 1-ms increase in RR interval.
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