Wearable PPG Based BP Estimation Methods: A Systematic Review and Meta-Analysis

被引:1
作者
Sastimoglu, Ziya [1 ]
Subramaniam, Sophini [2 ]
Faisal, Abu Ilius [1 ]
Jiang, Wei [1 ]
Ye, Andrew [1 ]
Deen, M. Jamal [1 ,2 ]
机构
[1] McMaster Univ, Dept Elect Comp Engn, Hamilton, ON L8S 4L8, Canada
[2] McMaster Univ, Sch Biomed Engn, Hamilton, ON L8S 4L8, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
IHypertension; blood pressure; continuous monitoring; cuff-less devices; photoplethysmograms; pulse transit time; pulse arrival time; pulse waveform analysis; pulse wave velocity; wearable technology; BLOOD-PRESSURE ESTIMATION; PULSE TRANSIT-TIME; CUFFLESS; PHOTOPLETHYSMOGRAPHY; WAVE; HYPERTENSION; ALGORITHM;
D O I
10.1109/JBHI.2024.3499834
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This meta-analysis and systematic review, conducted in accordance with PRISMA guidelines, explores the efficacy of cuff-less blood pressure (BP) monitoring methods, particularly focusing on photoplethysmogram-based technologies. This comprehensive analysis carefully searched prominent databases such as MEDLINE, PubMed, AMED, Embase, and IEEE-Xplore, encompassing 25 studies with a collective participant pool of 21 142 individuals. The study primarily investigates the accuracy and practicality of continuous BP estimation devices and algorithms, aiming to assess their suitability for daily or long-term, as well as their applicability and usability across a broad population. The mean disparities were 4.14 mmHg for systolic blood pressure (SBP) and 2.79 mmHg for diastolic blood pressure (DBP), highlighting a close congruence with established measurement techniques. An in-depth analysis into specific methodologies reveals that Pulse Waveform Analysis (PWA) demonstrates a more favorable performance compared to Pulse Wave Velocity (PWV) for both SBP and DBP, although these differences are not statistically significant. The findings indicate a promising future for wearable devices in short-term BP monitoring scenarios. Both PWA and PWV methods in wearable formats have shown considerable potential as effective tools for BP assessment. However, the study underscores the need for further research, particularly targeting hypertensive populations, to validate the long-term effectiveness and reliability of these wearables. Finally, this investigation is crucial for establishing the role of wearables in ongoing, reliable BP monitoring, especially when considered in conjunction with other health monitoring technologies.
引用
收藏
页码:2439 / 2452
页数:14
相关论文
共 85 条
[1]  
A. Instrumentation, 2013, Non-invasive sphygmomanometers-part 2: Clinical validation of automated measurement type
[2]   Blood Pressure Sensors: Materials, Fabrication Methods, Performance Evaluations and Future Perspectives [J].
Al-Qatatsheh, Ahmed ;
Morsi, Yosry ;
Zavabeti, Ali ;
Zolfagharian, Ali ;
Salim, Nisa ;
Z. Kouzani, Abbas ;
Mosadegh, Bobak ;
Gharaie, Saleh .
SENSORS, 2020, 20 (16) :1-77
[3]  
[Anonymous], 2014, IEEE standard for wearable cuffless blood pressure measuring devices, DOI [DOI 10.1109/IEEESTD.2014.6882122, 10.1109/IEEESTD.2014.6882122]
[4]   A computationally efficient CNN-LSTM neural network for estimation of blood pressure from features of electrocardiogram and photoplethysmogram waveforms [J].
Baker, Stephanie ;
Xiang, Wei ;
Atkinson, Ian .
KNOWLEDGE-BASED SYSTEMS, 2022, 250
[5]   Measurements of pulse wave velocity [J].
Bazett, HC ;
Dreyer, NB .
AMERICAN JOURNAL OF PHYSIOLOGY, 1922, 63 (01) :94-116
[7]   CAN PULSE OXIMETRY BE USED TO MEASURE SYSTOLIC BLOOD-PRESSURE [J].
CHAWLA, R ;
KUMARVEL, V ;
GIRDHAR, KK ;
SETHI, AK ;
INDRAYAN, A ;
BHATTACHARYA, A .
ANESTHESIA AND ANALGESIA, 1992, 74 (02) :196-200
[8]  
Chen Y, 2017, IEEE ENG MED BIO, P1712, DOI 10.1109/EMBC.2017.8037172
[9]   Blood Pressure Continuous Measurement through a Wearable Device: Development and Validation of a Cuffless Method [J].
De Marchi, Beatrice ;
Frigerio, Mattia ;
De Nadai, Silvia ;
Longinotti-Buitoni, Gianluigi ;
Aliverti, Andrea .
SENSORS, 2021, 21 (21)
[10]  
Ebrahim MP, 2019, IEEE SYS MAN CYBERN, P3878, DOI 10.1109/SMC.2019.8914567