Invasive arterial blood pressure (IBP) monitoring is important to assess patient's cardiovascular competence and guide clinical treatment. Besides, international resuscitation guidelines in force suggest its use during Cardiopulmonary Resuscitation (CPR), but current automated algorithms for IBP variables computation were not designed for cardiac arrest patients. A lack of knowledge is detected in the automated processing of IBP signal during CPR. The aim of this study was to design algorithms for heartbeat detection and for IBP physiological variable computation during CPR, and compare to state-of-the-art (SoA) proposals. The dataset used consists of 81 out-of-hospital-cardiac-arrest (OHCA) patients and two additional public datasets with hemodynamically stable patients. A set of 377 IBP segments, total duration of 1127 min, were extracted from the OHCA dataset during the pauses of chest compressions. The method includes artifact removing from the in IBP using Stationary Wavelet Decomposition and heartbeat detection in the first difference signal. A multicomponent evaluation and two adaptive thresholds were applied to compute IBP physiological variables. Pulsatile segments with heartbeats were discriminated from pulseless segments with mean (standard deviation) sensitivity(Se)/specificity and positive (PPV)/negative predictive values of 98.8(6.9)/91.6(20.2)% and 97.4(9.7)/98.7(6.1)%, respectively. The heartbeat detection showed 96.1(8.3)% of Se, 96.1(7.6)% of PPV and 95.7(6.4)% of F1-score , with absolute errors of 0.55(2.91)/0.39(4.87)/0.78(6.08) mmHg in systolic, diastolic and pulse pressure values, respectively. The proposed algorithms outperformed SoA solutions with both OHCA and stable patients.
机构:
Stryker Emergency Care, Redmond, WA 98052 USAStryker Emergency Care, Redmond, WA 98052 USA
Yin, Rose T.
Berve, Per Olav
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Univ Oslo, Inst Clin Med, Fac Med, Oslo, Norway
Oslo Univ Hosp, Div Prehosp Serv, Norwegian Natl Advisory Unit Prehosp Emergency Med, Oslo, Norway
Oslo Univ Hosp, Air Ambulance Dept, Div Prehosp Care, Doctor Car 119, Oslo, NorwayStryker Emergency Care, Redmond, WA 98052 USA
Berve, Per Olav
Skaalhegg, Tore
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Oslo Univ Hosp, Div Prehosp Serv, Norwegian Natl Advisory Unit Prehosp Emergency Med, Oslo, NorwayStryker Emergency Care, Redmond, WA 98052 USA
Skaalhegg, Tore
Elola, Andoni
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Univ Basque Country UPV EHU, Dept Elect Technol, BioRes Grp, Eibar, SpainStryker Emergency Care, Redmond, WA 98052 USA
Elola, Andoni
Taylor, Tyson G.
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Stryker Emergency Care, Redmond, WA 98052 USAStryker Emergency Care, Redmond, WA 98052 USA
Taylor, Tyson G.
Walker, Robert G.
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Stryker Emergency Care, Redmond, WA 98052 USAStryker Emergency Care, Redmond, WA 98052 USA
Walker, Robert G.
Aramendi, Elisabete
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Univ Basque Country UPV EHU, Dept Commun Engn, BioRes Grp, Bilbao, SpainStryker Emergency Care, Redmond, WA 98052 USA
Aramendi, Elisabete
Chapman, Fred W.
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Stryker Emergency Care, Redmond, WA 98052 USAStryker Emergency Care, Redmond, WA 98052 USA
Chapman, Fred W.
Wik, Lars
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Oslo Univ Hosp, Div Prehosp Serv, Norwegian Natl Advisory Unit Prehosp Emergency Med, Oslo, Norway
Oslo Univ Hosp, Air Ambulance Dept, Div Prehosp Care, Doctor Car 119, Oslo, NorwayStryker Emergency Care, Redmond, WA 98052 USA
机构:
UT Southwestern Med Ctr Dallas, Div Neonatol, Dallas, TX 75390 USAUT Southwestern Med Ctr Dallas, Div Neonatol, Dallas, TX 75390 USA
Ramachandran, Shalini
Bruckner, Marlies
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Med Univ Graz, Dept Pediat & Adolescent Med, Div Neonatol, Graz, AustriaUT Southwestern Med Ctr Dallas, Div Neonatol, Dallas, TX 75390 USA
Bruckner, Marlies
Kapadia, Vishal
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UT Southwestern Med Ctr Dallas, Div Neonatol, Dallas, TX 75390 USAUT Southwestern Med Ctr Dallas, Div Neonatol, Dallas, TX 75390 USA
Kapadia, Vishal
Schmolzer, Georg M.
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Royal Alexandra Hosp, Ctr Studies Asphyxia & Resuscitat, Neonatal Res Unit, Edmonton, AB, Canada
Univ Alberta, Dept Pediat, Edmonton, AB, CanadaUT Southwestern Med Ctr Dallas, Div Neonatol, Dallas, TX 75390 USA
机构:
Univ Basque Country UPV EHU, Grp Signal & Commun, Bilbao, Bizkaia, Spain
Univ Basque Country UPV EHU, Dept Appl Math, Bilbao, Bizkaia, SpainUniv Basque Country UPV EHU, Grp Signal & Commun, Bilbao, Bizkaia, Spain
Uriguen, Jose Antonio
de Gauna, Sofia Ruiz
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Univ Basque Country UPV EHU, Grp Signal & Commun, Bilbao, Bizkaia, SpainUniv Basque Country UPV EHU, Grp Signal & Commun, Bilbao, Bizkaia, Spain
de Gauna, Sofia Ruiz
Gutierrez, Jose Julio
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Univ Basque Country UPV EHU, Grp Signal & Commun, Bilbao, Bizkaia, SpainUniv Basque Country UPV EHU, Grp Signal & Commun, Bilbao, Bizkaia, Spain
Gutierrez, Jose Julio
Azcarate, Izaskun
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Univ Basque Country UPV EHU, Grp Signal & Commun, Bilbao, Bizkaia, Spain
Univ Basque Country UPV EHU, Dept Appl Math, Bilbao, Bizkaia, SpainUniv Basque Country UPV EHU, Grp Signal & Commun, Bilbao, Bizkaia, Spain
Azcarate, Izaskun
Leturiondo, Mikel
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Univ Basque Country UPV EHU, Grp Signal & Commun, Bilbao, Bizkaia, SpainUniv Basque Country UPV EHU, Grp Signal & Commun, Bilbao, Bizkaia, Spain
Leturiondo, Mikel
Redondo, Koldo
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Univ Basque Country UPV EHU, Grp Signal & Commun, Bilbao, Bizkaia, SpainUniv Basque Country UPV EHU, Grp Signal & Commun, Bilbao, Bizkaia, Spain
Redondo, Koldo
Russell, James Knox
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Oregon Hlth & Sci Univ, Ctr Policy & Res Emergency Med CPR EM, Dept Emergency Med, Portland, OR 97239 USAUniv Basque Country UPV EHU, Grp Signal & Commun, Bilbao, Bizkaia, Spain
Russell, James Knox
Daya, Mohamud Ramzan
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Oregon Hlth & Sci Univ, Ctr Policy & Res Emergency Med CPR EM, Dept Emergency Med, Portland, OR 97239 USAUniv Basque Country UPV EHU, Grp Signal & Commun, Bilbao, Bizkaia, Spain