Key result
Detrended cross-correlation analysis scaling exponents between heartbeat and pulse decreased from wake/REM to deep sleep, showing better sleep stage discrimination than DFA scaling exponents.
Why the study?
Does detrended cross-correlation analysis of heartbeat and pulse improve discrimination of sleep stages compared to detrended fluctuation analysis?
Observational
Does detrended cross-correlation analysis of heartbeat and pulse improve discrimination of sleep stages compared to detrended fluctuation analysis?
The coupling strength between heartbeat and pulse, measured by DCCA scaling exponents, decreases during deep sleep and can be used as an indicator for automatic sleep staging.
May refine sleep staging via heartbeat-pulse coupling; leaves open validation in clinical cohorts.
OBJECTIVE: The aim of this study is to investigate the coupling behavior between heartbeat and pulse of blood flow at different sleep stages, and to explore the feasibility of using this coupling strength for automatic sleep staging. APPROACH: The electrocardiogram and photoplethysmography signals are recorded during sleep, and R-wave-to-R-wave intervals (RRI) and pulse-to-pulse intervals (PPI) are extracted respectively. The detrended cross-correlation analysis (DCCA) is applied to quantify long-range cross correlations between the RRIs and PPIs across sleep stages. The DCCA scaling exponents are used as the indicator of coupling strength between heartbeat and pulse, and are compared with detrended fluctuation analysis (DFA) scaling exponents of RRIs and PPIs in the application of sleep stage discrimination. MAIN RESULTS: We find the DCCA scaling exponents between RRIs and PPIs decrease monotonously from wake, REM sleep to light and deep sleep, indicating that the coupling strength between heartbeat and pulse are reduced gradually when entering deep sleep. Statistical analysis shows that the DCCA scaling exponents possess better discrimination ability between wake/REM sleep and light/deep sleep, compared with DFA scaling exponents of RRIs and PPIs. SIGNIFICANCE: Our study reveals the coupling strength between heartbeat and pulse changes regularly across sleep stages, which may help understand the regulation mechanism underlying the cardiovascular system. The DCCA scaling exponents between RRIs and PPIs can be used as an indicator for measuring vigilance level and automatic sleep staging.
No takes yet. Share an insight, caveat, or question.
Qianli et al. (2018) conducted an observational in Sleep. Detrended cross-correlation analysis (DCCA) scaling exponents vs. Detrended fluctuation analysis (DFA) scaling exponents was evaluated on Discrimination ability between wake/REM sleep and light/deep sleep. Detrended cross-correlation analysis scaling exponents between heartbeat and pulse decreased from wake/REM to deep sleep, showing better sleep stage discrimination than DFA scaling exponents.
Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context: