Many studies have focused on novel noninvasive techniques to monitor respiratory rate such as bioimpedance. We propose an algorithm to detect respiratory phases using wearable bioimpedance to compute time parameters like respiratory rate, inspiratory and expiratory times, and duty cycle. The proposed algorithm was compared with two other algorithms from literature designed to estimate the respiratory rate using physiological signals like bioimpedance. We acquired bioimpedance and airflow from 50 chronic obstructive pulmonary disease (COPD) patients during an inspiratory loading protocol. We compared performance of the algorithms by computing accuracy and mean average percentage error (MAPE) between the bioimpedance parameters and the reference parameters from airflow. We found similar performance for the three algorithms in terms of accuracy (>0.96) and respiratory time and rate errors (<3.42 %). However, the proposed algorithm showed lower MAPE in duty cycle (10.18 %), inspiratory time (10.65 %) and expiratory time (8.61 %). Furthermore, only the proposed algorithm kept the statistical differences in duty cycle between COPD severity levels that were observed using airflow. Accordingly, we suggest bioimpedance to monitor breathing pattern parameters in home situations. Clinical relevance- This study exhibits the suitability of wearable thoracic bioimpedance to detect respiratory phases and to compute accurate breathing pattern parameters.
机构:
Hosp Civils Lyon, Hop Edouard Herriot, Serv Med Intens Reanimat, F-69437 Lyon, France
Univ Lyon VetAgro Sup, Pulm & Cardiovasc Aggress Sepsis, VetAgro Sup, Campus Vet Lyon,UPSP 2016-A101, F-69280 Marcy Ietoile, FranceHosp Civils Lyon, Hop Edouard Herriot, Serv Med Intens Reanimat, F-69437 Lyon, France
Dargent, Auguste
Hombreux, Alexandra
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Hosp Civils Lyon, Hop Edouard Herriot, Serv Med Intens Reanimat, F-69437 Lyon, FranceHosp Civils Lyon, Hop Edouard Herriot, Serv Med Intens Reanimat, F-69437 Lyon, France
Hombreux, Alexandra
Roccia, Hugo
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Hosp Civils Lyon, Hop Edouard Herriot, Serv Med Intens Reanimat, F-69437 Lyon, FranceHosp Civils Lyon, Hop Edouard Herriot, Serv Med Intens Reanimat, F-69437 Lyon, France
Roccia, Hugo
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Argaud, Laurent
Cour, Martin
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Hosp Civils Lyon, Hop Edouard Herriot, Serv Med Intens Reanimat, F-69437 Lyon, France
Univ Lyon, Univ Claude Bernard Lyon 1, Fac Med Lyon Est, F-69373 Lyon, FranceHosp Civils Lyon, Hop Edouard Herriot, Serv Med Intens Reanimat, F-69437 Lyon, France
Cour, Martin
Guerin, Claude
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Hosp Civils Lyon, Hop Edouard Herriot, Serv Med Intens Reanimat, F-69437 Lyon, France
Univ Lyon, Univ Claude Bernard Lyon 1, Fac Med Lyon Est, F-69373 Lyon, FranceHosp Civils Lyon, Hop Edouard Herriot, Serv Med Intens Reanimat, F-69437 Lyon, France
机构:
NYU, Dept Radiol, Ctr Adv Imaging Innovat & Res CAI2R, Grossman Sch Med, 660 1st Ave,1st Floor, New York, NY 10016 USANYU, Dept Radiol, Ctr Adv Imaging Innovat & Res CAI2R, Grossman Sch Med, 660 1st Ave,1st Floor, New York, NY 10016 USA
Solomon, Eddy
Rigie, David S.
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NYU, Dept Radiol, Ctr Adv Imaging Innovat & Res CAI2R, Grossman Sch Med, 660 1st Ave,1st Floor, New York, NY 10016 USANYU, Dept Radiol, Ctr Adv Imaging Innovat & Res CAI2R, Grossman Sch Med, 660 1st Ave,1st Floor, New York, NY 10016 USA
Rigie, David S.
Vahle, Thomas
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Siemens Healthcare GmbH, Erlangen, GermanyNYU, Dept Radiol, Ctr Adv Imaging Innovat & Res CAI2R, Grossman Sch Med, 660 1st Ave,1st Floor, New York, NY 10016 USA
Vahle, Thomas
Paska, Jan
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NYU, Dept Radiol, Ctr Adv Imaging Innovat & Res CAI2R, Grossman Sch Med, 660 1st Ave,1st Floor, New York, NY 10016 USANYU, Dept Radiol, Ctr Adv Imaging Innovat & Res CAI2R, Grossman Sch Med, 660 1st Ave,1st Floor, New York, NY 10016 USA
Paska, Jan
Bollenbeck, Jan
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Siemens Healthcare GmbH, Erlangen, GermanyNYU, Dept Radiol, Ctr Adv Imaging Innovat & Res CAI2R, Grossman Sch Med, 660 1st Ave,1st Floor, New York, NY 10016 USA
Bollenbeck, Jan
Sodickson, Daniel K.
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NYU, Dept Radiol, Ctr Adv Imaging Innovat & Res CAI2R, Grossman Sch Med, 660 1st Ave,1st Floor, New York, NY 10016 USANYU, Dept Radiol, Ctr Adv Imaging Innovat & Res CAI2R, Grossman Sch Med, 660 1st Ave,1st Floor, New York, NY 10016 USA
Sodickson, Daniel K.
Boada, Fernando E.
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NYU, Dept Radiol, Ctr Adv Imaging Innovat & Res CAI2R, Grossman Sch Med, 660 1st Ave,1st Floor, New York, NY 10016 USANYU, Dept Radiol, Ctr Adv Imaging Innovat & Res CAI2R, Grossman Sch Med, 660 1st Ave,1st Floor, New York, NY 10016 USA
Boada, Fernando E.
Block, Kai Tobias
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NYU, Dept Radiol, Ctr Adv Imaging Innovat & Res CAI2R, Grossman Sch Med, 660 1st Ave,1st Floor, New York, NY 10016 USA
Siemens Healthcare GmbH, Erlangen, GermanyNYU, Dept Radiol, Ctr Adv Imaging Innovat & Res CAI2R, Grossman Sch Med, 660 1st Ave,1st Floor, New York, NY 10016 USA
Block, Kai Tobias
Chandarana, Hersh
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NYU, Dept Radiol, Ctr Adv Imaging Innovat & Res CAI2R, Grossman Sch Med, 660 1st Ave,1st Floor, New York, NY 10016 USANYU, Dept Radiol, Ctr Adv Imaging Innovat & Res CAI2R, Grossman Sch Med, 660 1st Ave,1st Floor, New York, NY 10016 USA
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Washington Univ, Sch Med, Div Cardiovasc, St Louis, MO 63110 USAWashington Univ, Sch Med, Div Cardiovasc, St Louis, MO 63110 USA
Stein, P. K.
Redline, S.
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Harvard Univ, Sch Med, Dept Med, Boston, MA USA
Harvard Univ, Sch Med, Div Sleep Med, Boston, MA USAWashington Univ, Sch Med, Div Cardiovasc, St Louis, MO 63110 USA
机构:
Hosp Morales, Intens Care Unit, Murcia, SpainHosp Morales, Intens Care Unit, Murcia, Spain
Esquinas, Antonio M.
Bhakta, Pradipta
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机构:
Hull Univ Teaching Hosp NHS Trust, Dept Anesthesiol & Intens Care, Kingston Upon Hull, East Yorkshire, EnglandHosp Morales, Intens Care Unit, Murcia, Spain
Bhakta, Pradipta
O'Brien, Brian
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Cork Univ Hosp, Dept Anesthesiol & Intens Care, Cork, IrelandHosp Morales, Intens Care Unit, Murcia, Spain
O'Brien, Brian
Mandal, Mohanchandra
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Inst Post Grad Med Educ & Res, Dept Anesthesiol, Kolkata, West Bengal, IndiaHosp Morales, Intens Care Unit, Murcia, Spain
机构:
Hop Edouard Herriot, Hosp Civils Lyon, Serv Medecine Intens Reanimat, F-69437 Lyon, France
Univ Lyon, Univ Claude Bernard Lyon 1, Fac med Lyon Est, F-69373 Lyon, FranceHop Edouard Herriot, Hosp Civils Lyon, Serv Medecine Intens Reanimat, F-69437 Lyon, France
Cour, Martin
Guerin, Claude
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Hop Edouard Herriot, Hosp Civils Lyon, Serv Medecine Intens Reanimat, F-69437 Lyon, France
Univ Lyon, Univ Claude Bernard Lyon 1, Fac med Lyon Est, F-69373 Lyon, FranceHop Edouard Herriot, Hosp Civils Lyon, Serv Medecine Intens Reanimat, F-69437 Lyon, France