4.5 Article

Extraction of respiratory signals from the electrocardiogram and photoplethysmogram: technical and physiological determinants

期刊

PHYSIOLOGICAL MEASUREMENT
卷 38, 期 5, 页码 669-690

出版社

IOP PUBLISHING LTD
DOI: 10.1088/1361-6579/aa670e

关键词

respiratory modulation; biomedical signal processing; electrocardiography; photoplethysmography; respiration

资金

  1. UK Engineering and Physical Sciences Research Council (EPSRC) [EP/H019944/1]
  2. Oxford and King's College London Centres of Excellence in Medical Engineering - Wellcome Trust
  3. EPSRC [WT88877/Z/09/Z, WT088641/Z/09/Z]
  4. National Institute for Health Research (NIHR) Biomedical Research Centre based at Guy's & St Thomas' NHS Foundation Trust King's College London
  5. NIHR Oxford Biomedical Research Centre Programme
  6. Royal Academy of Engineering Research Fellowship (RAEng)
  7. EPSRC Challenge Award
  8. Engineering and Physical Sciences Research Council [EP/H019944/1, EP/K031546/1, EP/P009824/1, EP/N024966/1, EP/N020774/1] Funding Source: researchfish
  9. EPSRC [EP/N020774/1, EP/K031546/1, EP/N024966/1, EP/P009824/1] Funding Source: UKRI

向作者/读者索取更多资源

Objective: Breathing rate (BR) can be estimated by extracting respiratory signals from the electrocardiogram (ECG) or photoplethysmogram (PPG). The extracted respiratory signals may be influenced by several technical and physiological factors. In this study, our aim was to determine how technical and physiological factors influence the quality of respiratory signals. Approach: Using a variety of techniques 15 respiratory signals were extracted from the ECG, and 11 from PPG signals collected from 57 healthy subjects. The quality of each respiratory signal was assessed by calculating its correlation with a reference oral-nasal pressure respiratory signal using Pearson's correlation coefficient. Main results: Relevant results informing device design and clinical application were obtained. The results informing device design were: (i) seven out of 11 respiratory signals were of higher quality when extracted from finger PPG compared to ear PPG; (ii) laboratory equipment did not provide higher quality of respiratory signals than a clinical monitor; (iii) the ECG provided higher quality respiratory signals than the PPG; (iv) during downsampling of the ECG and PPG significant reductions in quality were first observed at sampling frequencies of < 250 Hz and < 16 Hz respectively. The results informing clinical application were: (i) frequency modulation-based respiratory signals were generally of lower quality in elderly subjects compared to young subjects; (ii) the qualities of 23 out of 26 respiratory signals were reduced at elevated BRs; (iii) there were no differences associated with gender. Significance: Recommendations based on the results are provided regarding device designs for BR estimation, and clinical applications. The dataset and code used in this study are publicly available.

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