Cuff-less and continuous blood pressure measurement based on pulse transit time from carotid and toe photoplethysmograms

被引:3
|
作者
Zuhair Sameen A. [1 ]
Jaafar R. [2 ]
Zahedi E. [3 ]
Kok Beng G. [2 ]
机构
[1] Department of Medical Instrumentation Engineering Techniques, College of Medical Techniques, Al-Farahidi University, Baghdad
[2] Department of Electrical Electronic and Systems Engineering, Faculty of Engineering, and Built Environment, University Kebangsaan Malaysia (UKM), Bangi
[3] SwifTek Consulting, Vancouver
来源
关键词
blood pressure (BP); electrocardiogram (ECG); photoplethysmogram (PPG); Pulse transit time (PTT); pulse wave velocity (PWV); system identification (SI);
D O I
10.1080/03091902.2022.2077998
中图分类号
学科分类号
摘要
Blood pressure (BP) is a vital health parameter that varies throughout the day. As a single reading of high BP may not indicate hypertension, continuous monitoring of BP is usually recommended by medical doctors to confirm the diagnosis of hypertension. In the last few decades, researchers have investigated cuff-less and continuous BP measurements based on pulse transit time (PTT). The main purpose of this research is to develop an autoregressive (ARX) system identification (SI)-based PTT calculation model using two PPG signals acquired from carotid and toe. The signals were recorded from 65 subjects with an age range between 20 and 60 years. The results of the study have been validated in two stages. The first validation comprised the estimated BP from PTT using SI compared to the measured BP using the cuff-based method for all subjects. The results of the estimated BP using the proposed method compared to the measured BP obtained using the standard BP cuff measurement method are highly correlated to both systolic blood pressure (R 2 = 0.8132) and diastolic blood pressure (R 2 = 0.8357). The second validation consisted of comparing PTT values using system identification to the results of the PTT derived from the ECG–PPG method. The results showed that both methods are highly correlated (R 2 = 0.7808), and there is no significant difference between them (p < 0.05) with a slightly better PTT estimation related to DBP in the proposed method. Our results have proven that the PTT obtained from the carotid PPG and toe PPG using the system identification approach yielded SBP and DBP estimations that are consistent with the values of the conventional BP cuff method. The newly proposed method has the advantage of being cuff-less and able to provide continuous BP measurements. © 2022 Informa UK Limited, trading as Taylor & Francis Group.
引用
收藏
页码:567 / 589
页数:22
相关论文
共 50 条
  • [41] Multi-Sensor Fusion Approach for Cuff-Less Blood Pressure Measurement
    Miao, Fen
    Liu, Zeng-Ding
    Liu, Ji-Kui
    Wen, Bo
    He, Qing-Yun
    Li, Ye
    IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2020, 24 (01) : 79 - 91
  • [42] Cuff-Less Blood Pressure Prediction Based on Photoplethysmography and Modified ResNet
    Qin, Caijie
    Li, Yong
    Liu, Chibiao
    Ma, Xibo
    BIOENGINEERING-BASEL, 2023, 10 (04):
  • [43] Cuff-less blood pressure estimation from photoplethysmography signal and electrocardiogram
    Yao, Li-Ping
    Pan, Zhong-liang
    PHYSICAL AND ENGINEERING SCIENCES IN MEDICINE, 2021, 44 (02) : 397 - 408
  • [44] Continuous Cuff-Less Blood Pressure Estimation Based on Combined Information Using Deep Learning Approach
    Wu, Dan
    Xu, Lin
    Zhang, Ruiqin
    Zhang, Heye
    Ren, Lijie
    Zhang, Yuan-Ting
    JOURNAL OF MEDICAL IMAGING AND HEALTH INFORMATICS, 2018, 8 (06) : 1290 - 1299
  • [45] A Hybrid Deep Learning Approach for Cuff-less Noninvasive Continuous Blood Pressure Estimation Based on Photoplethysmography
    Ali, Md Sadek
    Islam, Md Shohidul
    Chan, Raymond Hon-Fu
    Chan, Kannie Wai Yan
    Ho, Derek
    2024 IEEE 3RD INTERNATIONAL CONFERENCE ON MICRO/NANO SENSORS FOR AI, HEALTHCARE, AND ROBOTICS, NSENS, 2024, : 35 - 40
  • [46] Cuff-less, Personal, Ambulatory Blood Pressure Devices and Disruption of Existing Blood Pressure Measurement Paradigms
    van Helmond, Noud
    Day, Wesley
    Martin, Seth S.
    Plante, Timothy B.
    AMERICAN JOURNAL OF HYPERTENSION, 2020, 33 (09) : 813 - 815
  • [47] PPG Sensor Contact Pressure Should Be Taken Into Account for Cuff-Less Blood Pressure Measurement
    Chandrasekhar, Anand
    Yavarimanesh, Mohammad
    Natarajan, Keerthana
    Hahn, Jin-Oh
    Mukkamala, Ramakrishna
    IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2020, 67 (11) : 3134 - 3140
  • [48] Cuff-less blood pressure estimation from photoplethysmography signal and electrocardiogram
    Li-Ping Yao
    Zhong-liang Pan
    Physical and Engineering Sciences in Medicine, 2021, 44 : 397 - 408
  • [49] Continuous cuff-less blood pressure monitoring using vascular elasticity model on photoplethysmogram
    Lin, T. T. L.
    Guo, H. W. G.
    Lee, H. F. L.
    Su, P. Y. S.
    EUROPEAN HEART JOURNAL, 2019, 40 : 402 - 402
  • [50] CONTINUOUS AND NON-INVASIVE BLOOD PRESSURE MEASUREMENT BASED ON PULSE TRANSIT TIME COMPARED TO AMBULATORY BLOOD PRESSURE MEASUREMENT
    Haberl, R.
    Wesely, M.
    Thimel, K.
    Gehring, J.
    Kuechler, G.
    JOURNAL OF HYPERTENSION, 2016, 34 : E287 - E287