Enhancing the estimation of blood pressure using pulse arrival time and two confounding factors

被引:43
|
作者
Baek, Hyun Jae [2 ]
Kim, Ko Keun [3 ]
Kim, Jung Soo [3 ]
Lee, Boreom [4 ]
Park, Kwang Suk [1 ]
机构
[1] Seoul Natl Univ, Coll Med, Dept Biomed Engn, Seoul, South Korea
[2] Seoul Natl Univ, Grad Program Bioengn, Seoul, South Korea
[3] Seoul Natl Univ, Interdisciplinary Program Biomed Engn, Seoul, South Korea
[4] Seoul Natl Univ, Med Res Ctr, Inst Med & Biol Engn, Seoul, South Korea
关键词
BP; PAT; heart rate; arterial stiffness; multiple-regression analysis; TRANSIT-TIME; CARDIOVASCULAR-DISEASE; RISK;
D O I
10.1088/0967-3334/31/2/002
中图分类号
Q6 [生物物理学];
学科分类号
071011 ;
摘要
A new method of blood pressure (BP) estimation using multiple regression with pulse arrival time (PAT) and two confounding factors was evaluated in clinical and unconstrained monitoring situations. For the first analysis with clinical data, electrocardiogram (ECG), photoplethysmogram (PPG) and invasive BP signals were obtained by a conventional patient monitoring device during surgery. In the second analysis, ECG, PPG and non-invasive BP were measured using systems developed to obtain data under conditions in which the subject was not constrained. To enhance the performance of BP estimation methods, heart rate (HR) and arterial stiffness were considered as confounding factors in regression analysis. The PAT and HR were easily extracted from ECG and PPG signals. For arterial stiffness, the duration from the maximum derivative point to the maximum of the dicrotic notch in the PPG signal, a parameter called TDB, was employed. In two experiments that normally cause BP variation, the correlation between measured BP and the estimated BP was investigated. Multiple-regression analysis with the two confounding factors improved correlation coefficients for diastolic blood pressure and systolic blood pressure to acceptable confidence levels, compared to existing methods that consider PAT only. In addition, reproducibility for the proposed method was determined using constructed test sets. Our results demonstrate that non-invasive, non-intrusive BP estimation can be obtained using methods that can be applied in both clinical and daily healthcare situations.
引用
收藏
页码:145 / 157
页数:13
相关论文
共 50 条
  • [1] Effect of confounding factors on blood pressure estimation using pulse arrival time
    Kim, Jung Soo
    Kim, Ko Keun
    Baek, Hyun Jae
    Park, Kwang Suk
    PHYSIOLOGICAL MEASUREMENT, 2008, 29 (05) : 615 - 624
  • [2] Continuous estimation of systolic blood pressure using the pulse arrival time and intermittent calibration
    W. Chen
    T. Kobayashi
    S. Ichikawa
    Y. Takeuchi
    T. Togawa
    Medical and Biological Engineering and Computing, 2000, 38 : 569 - 574
  • [3] Continuous estimation of systolic blood pressure using the pulse arrival time and intermittent calibration
    Chen, W
    Kobayashi, T
    Ichikawa, S
    Takeuchi, Y
    Togawa, T
    MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2000, 38 (05) : 569 - 574
  • [4] Cuff-Less Blood Pressure Estimation Using Pulse Waveform Analysis and Pulse Arrival Time
    Yoon, Young-Zoon
    Kang, Jae Min
    Kwon, Yongjoo
    Park, Sangyun
    Noh, Seungwoo
    Kim, Younho
    Park, Jongae
    Hwang, Sung Woo
    IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2018, 22 (04) : 1068 - 1074
  • [5] Pulse Arrival Time and Ballistocardiogram Application to Blood Pressure Variability Estimation
    Pinheiro, Eduardo
    Postolache, Octavian
    Girao, Pedro
    MEMEA: 2009 IEEE INTERNATIONAL WORKSHOP ON MEDICAL MEASUREMENTS AND APPLICATIONS, 2009, : 132 - +
  • [6] Evaluation of blood pressure estimation models based on pulse arrival time
    Bote, Jose M.
    Recas, Joaquin
    Hermida, Roman
    COMPUTERS & ELECTRICAL ENGINEERING, 2020, 84
  • [7] Nonlinear Cuffless Blood Pressure Estimation of Healthy Subjects Using Pulse Transit Time and Arrival Time
    Esmaili, Amirhossein
    Kachuee, Mohammad
    Shabany, Mahdi
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2017, 66 (12) : 3299 - 3308
  • [8] BLOOD PRESSURE ESTIMATION FROM PPG-BASED PULSE ARRIVAL TIME
    Villeneuve, Emma
    Anglade, Daniel
    Sandre-ballester, Caroline
    Auclair, Loic
    Fuchs, Olivier
    Blandin, Pierre
    JOURNAL OF HYPERTENSION, 2024, 42
  • [9] Pulse arrival time as a surrogate of blood pressure
    Finnegan, Eoin
    Davidson, Shaun
    Harford, Mirae
    Jorge, Joao
    Watkinson, Peter
    Young, Duncan
    Tarassenko, Lionel
    Villarroel, Mauricio
    SCIENTIFIC REPORTS, 2021, 11 (01)
  • [10] Pulse arrival time as a surrogate of blood pressure
    Eoin Finnegan
    Shaun Davidson
    Mirae Harford
    João Jorge
    Peter Watkinson
    Duncan Young
    Lionel Tarassenko
    Mauricio Villarroel
    Scientific Reports, 11