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An electrocardiogram-based technique to assess cardiopulmonary coupling during sleep
Robert Joseph Thomas1, Joseph E Mietus, Chung-Kang Peng
1Sleep Unit, Beth Israel Deaconess Medical Center, 330 Brookline Avenue, Boston, MA 02215, USA. thomas1@bidmc.harvard.edu
This study introduces a novel electrocardiogram (ECG)-based method to analyze cardiopulmonary coupling during sleep. The developed sleep spectrogram effectively tracks cardiopulmonary interactions, showing better correlation with cyclic alternating patterns than standard sleep stages.
Area of Science:
- Cardiorespiratory Physiology
- Sleep Medicine
- Signal Processing
Background:
- Cardiopulmonary coupling (CPC) dynamics during sleep are crucial for understanding physiological regulation.
- Current methods for assessing CPC often require complex polysomnography.
- Automated analysis of CPC from single-lead electrocardiograms (ECG) could offer a more accessible approach.
Purpose of the Study:
- To evaluate a novel automated method for measuring cardiopulmonary coupling during sleep.
- To assess the utility of an ECG-derived sleep spectrogram for tracking cardiopulmonary interactions.
Main Methods:
- Utilized training and test datasets (35 polysomnograms each) from a sleep disorders center.
- Extracted normal-to-normal sinus interbeat intervals and ECG-derived respiration from single-lead ECG.
- Employed Fourier-based techniques to generate a spectrographic representation of CPC dynamics.
Main Results:
- The ECG-derived sleep spectrogram revealed distinct high- and low-frequency CPC regimes during non-rapid eye movement sleep.
- Agreement with standard sleep staging was poor (43.9%-62.7%).
- Agreement with cyclic alternating pattern (CAP) scoring was higher (74%-77.3%).
Conclusions:
- A sleep spectrogram from a single-lead ECG can dynamically track cardiopulmonary interactions.
- The identified CPC regimes correlate better with CAP states than standard sleep stages.
- This technique offers a complementary method for characterizing sleep stages, particularly non-rapid eye movement sleep.
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