Enabling Continuous Wearable Reflectance Pulse Oximetry at the Sternum

被引:19
作者
Chan, Michael [1 ]
Ganti, Venu G. [2 ]
Heller, J. Alex [3 ]
Abdallah, Calvin A. [1 ]
Etemadi, Mozziyar [3 ,4 ]
Inan, Omer T. [1 ,5 ]
机构
[1] Georgia Inst Technol, Wallace H Coulter Dept Biomed Engn, Atlanta, GA 30332 USA
[2] Georgia Inst Technol, Bioengn Grad Program, Atlanta, GA 30332 USA
[3] Northwestern Univ, Feinberg Sch Med, Dept Anesthesiol, Chicago, IL 60611 USA
[4] Northwestern Univ, McCormick Sch Engn, Dept Biomed Engn, Evanston, IL 60201 USA
[5] Georgia Inst Technol, Sch Elect & Comp Engn, Atlanta, GA 30332 USA
来源
BIOSENSORS-BASEL | 2021年 / 11卷 / 12期
关键词
reflectance pulse oximetry; oxygen saturation; photoplethysmogram (PPG); continuous monitoring; respiratory monitoring; outlier rejection; ARTERIAL OXYGEN DESATURATION; SATURATION; ACCURACY; EXERCISE; KINETICS; APNEA;
D O I
10.3390/bios11120521
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
In light of the recent Coronavirus disease (COVID-19) pandemic, peripheral oxygen saturation (SpO(2)) has shown to be amongst the vital signs most indicative of deterioration in persons with COVID-19. To allow for the continuous monitoring of SpO(2), we attempted to demonstrate accurate SpO(2) estimation using our custom chest-based wearable patch biosensor, capable of measuring electrocardiogram (ECG) and photoplethysmogram (PPG) signals with high fidelity. Through a breath-hold protocol, we collected physiological data with a wide dynamic range of SpO(2) from 20 subjects. The ratio of ratios (R) used in pulse oximetry to estimate SpO(2) was robustly extracted from the red and infrared PPG signals during the breath-hold segments using novel feature extraction and PPG(green)-based outlier rejection algorithms. Through subject independent training, we achieved a low root-mean-square error (RMSE) of 2.64 +/- 1.14% and a Pearson correlation coefficient (PCC) of 0.89. With subject-specific calibration, we further reduced the RMSE to 2.27 +/- 0.76% and increased the PCC to 0.91. In addition, we showed that calibration is more efficiently accomplished by standardizing and focusing on the duration of breath-hold rather than the resulting range in SpO(2). The accurate SpO(2) estimation provided by our custom biosensor and the algorithms provide research opportunities for a wide range of disease and wellness monitoring applications.
引用
收藏
页数:19
相关论文
共 38 条
  • [1] Andersson J, 1998, EUR J APPL PHYSIOL O, V77, P19
  • [2] Andersson J, 1998, UNDERSEA HYPERBAR M, V25, P21
  • [3] Diving response and arterial oxygen saturation during apnea and exercise in breath-hold divers
    Andersson, JPA
    Linér, MH
    Rünow, E
    Schagatay, EKA
    [J]. JOURNAL OF APPLIED PHYSIOLOGY, 2002, 93 (03) : 882 - 886
  • [4] ARNOLD M, 1972, J THORAC CARDIOV SUR, V64, P596
  • [5] Classification of Decompensated Heart Failure From Clinical and Home Ballistocardiography
    Aydemir, Varol Burak
    Nagesh, Supriya
    Shandhi, Md. Mobashir Hasan
    Fan, Joanna
    Klein, Liviu
    Etemadi, Mozziyar
    Heller, James Alex
    Inan, Omer T.
    Rehg, James M.
    [J]. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2020, 67 (05) : 1303 - 1313
  • [6] Effects of skin pigmentation on pulse oximeter accuracy at low saturation
    Bickler, PE
    Feiner, JR
    Severinghaus, JW
    [J]. ANESTHESIOLOGY, 2005, 102 (04) : 715 - 719
  • [7] Hold your breath: peripheral and cerebral oxygenation during dry static apnea
    Bouten, Janne
    Bourgois, Jan G.
    Boone, Jan
    [J]. EUROPEAN JOURNAL OF APPLIED PHYSIOLOGY, 2020, 120 (10) : 2213 - 2222
  • [8] Pulse oximetry: Understanding its basic principles facilitates appreciation of its limitations
    Chan, Edward D.
    Chan, Michael M.
    Chan, Mallory M.
    [J]. RESPIRATORY MEDICINE, 2013, 107 (06) : 789 - 799
  • [9] In-Ear SpO2: A Tool for Wearable, Unobtrusive Monitoring of Core Blood Oxygen Saturation
    Davies, Harry J.
    Williams, Ian
    Peters, Nicholas S.
    Mandic, Danilo P.
    [J]. SENSORS, 2020, 20 (17) : 1 - 12
  • [10] Dark Skin Decreases the Accuracy of Pulse Oximeters at Low Oxygen Saturation: The Effects of Oximeter Probe Type and Gender
    Feiner, John R.
    Severinghaus, John W.
    Bickler, Philip E.
    [J]. ANESTHESIA AND ANALGESIA, 2007, 105 : S18 - S23