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New photoplethysmogram indicators for improving cuffless and continuous blood pressure estimation accuracy
Wan-Hua Lin1,2,3, Hui Wang1,2,3, Oluwarotimi Williams Samuel1,2,3
1CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems, Shenzhen Institutes of Advanced Technology (SIAT), Chinese Academy of Sciences (CAS), Shenzhen 518055, People's Republic of China.
New photoplethysmogram (PPG) indicators improve cuffless blood pressure (BP) estimation accuracy. These novel PPG features, combined with pulse transit time (PTT), significantly reduce BP estimation errors for clinical applications.
Area of Science:
- Biomedical Engineering
- Physiological Monitoring
- Cardiovascular Health
Background:
- Cuffless and continuous blood pressure (BP) estimation accuracy remains a challenge for clinical utility.
- Existing methods require further refinement to meet clinical standards.
Purpose of the Study:
- To enhance the accuracy of cuffless and continuous BP estimation.
- To develop improved BP estimation models using novel physiological indicators.
Main Methods:
- Extraction of new indicators from photoplethysmogram (PPG) recordings.
- Development of BP estimation models using linear regression with PPG indicators and pulse transit time (PTT).
- Evaluation of model performance during induced BP fluctuations (mental arithmetic stress, Valsalva's manoeuvre) in 22 subjects.
Main Results:
- The best PPG-based model reduced estimation errors (GAM & GSD) by 0.31±0.08 mmHg (SBP) and 0.33±0.01 mmHg (DBP) compared to prior PPG methods.
- The combined PPG and PTT model achieved superior error reduction (GAM & GSD) of 0.81±0.95 mmHg (SBP) and 0.75±0.54 mmHg (DBP) over PTT-based methods.
Conclusions:
- Newly proposed PPG indicators show significant promise for improving continuous and cuffless BP estimation.
- The developed models offer a potential advancement for non-invasive BP monitoring.
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