Validation of Physiologic CPR Quality Using NOn-inVasive Waveform Analytics (CPR-NOVA)
Validation of Physiologic CPR Quality Using NOn-inVasive Waveform Analytics (CPR-NOVA)
批准号:
9910446
负责人:
ROBERT ALLEN BERG
金额:
$40.47万
依托单位国家:
美国
项目类别:
财政年份:
2019
资助国家:
美国
项目状态:
已结题
起止时间:
2019-04-15 至 2022-02-28
关键词:
AffectAlgorithmsAncillary StudyAreaArterial LinesBlood PressureBrain InjuriesCarbon DioxideCardiopulmonary ResuscitationCardiovascular systemCaringChestChildChildhoodClinicalCollectionCritical CareDataDatabasesDefibrillatorsDevicesDiastolic blood pressureDiseaseEventFailureFeedbackFundingFutureGoldGuidelinesHeartHeart ArrestHospitalsInfrastructureIntensive Care UnitsInvestigationLifeLinkLungMachine LearningMechanicsMedicalMethodsMonitorMorbidity - disease rateNational Heart, Lung, and Blood InstituteNational Institute of Child Health and Human DevelopmentNeurologicNeurological outcomeOrganOutcomeParentsPatient CarePatient MonitoringPatientsPerformancePerfusionPhotoplethysmographyPhysiologic MonitoringPhysiologic pulsePhysiologicalProceduresProcessProviderPublic HealthPulse OximetryROC CurveResearchResuscitationRisk FactorsSignal TransductionSurvival RateSurvivorsSystemTechniquesTechnologyTimeValidationVulnerable PopulationsWorkclassification algorithmclinical careclinically relevanthemodynamicsimprovedimproved outcomemachine learning algorithmmachine learning methodmodifiable riskmonitoring devicemultimodalitynovelpatient responsepediatric patientsprospectiveresponsesurvival outcomeventilation
中文摘要
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英文摘要
Project Abstract
Pediatric cardiac arrest affects thousands of children each year. Progressive heart and lung failure is a
predisposing cause in many of these events. Despite improvements in survival outcomes over the past two
decades, more than half of these children still do not survive. As new brain injury complicates care among
survivors, the burden to these children and the public's health is substantial.
Cardiopulmonary resuscitation (CPR) – the medical procedure of providing chest compressions and
ventilations during cardiac arrest – saves lives, and higher quality CPR is more effective at doing so. One
method to improve CPR quality is through the use of CPR quality monitoring defibrillators. By providing real-
time feedback on CPR mechanics targets such as chest compression depth and rate, they represent the best
patient care option currently available to improve CPR performance. Unfortunately, most of these devices are
either not approved for children or use pads that are too large for many pediatric patients. Thus, current
technology limits the benefit of meaningful CPR quality monitoring to a small percentage of the children who
suffer a cardiac arrest. Given the strong association between pediatric CPR quality and outcomes, new methods
to monitor CPR quality are urgently needed to improve the care of this vulnerable population.
Physiologic-directed CPR is a promising technique that uses the hemodynamic response of the patient to
guide the ongoing resuscitation effort. This approach overcomes the technological limitations of existing CPR
quality monitoring technology by using data from patient monitors. Unfortunately, because many patients do
not have intra-arterial lines in place at the time of arrest to guide CPR, its clinical impact has been limited. To
overcome this limitation, the objective of this ancillary application is to leverage the existing infrastructure of
the National Institute of Child Health and Human Development-funded Collaborative Pediatric Critical Care
Research Network (CPCCRN) and the unique hemodynamic waveform database of the National Heart, Lung,
and Blood Institute-funded parent R01 – the ICU-Resuscitation (ICU-RESUS) Project – to validate two
noninvasive physiologic CPR monitors applicable to nearly every pediatric cardiac arrest: 1) end-tidal carbon
dioxide (ETCO2); and 2) PhotoPlethysmoGraphy (PPG) obtained via pulse oximetry. Using sophisticated
machine learning methods, a prospective observational analytic investigation is proposed with the following
Aims: 1) Evaluate ETCO2 as a noninvasive CPR quality monitor among children receiving at least 1 minute of
CPR in a CPCCRN intensive care unit; and 2) Using novel machine learning classification algorithms, evaluate
PPG and other candidate physiologic waveforms as noninvasive CPR quality monitors.
By leveraging the substantial infrastructure of the CPCCRN, the novel hemodynamic waveform database of
ICU-RESUS, and advanced machine learning analytics, this submission represents a unique opportunity to
validate two noninvasive physiologic pediatric CPR quality monitors to improve clinical care and save lives. !
期刊论文(0)
专著(0)
科研奖励(0)
会议论文
Collaborative Pediatric Critical Care Research Network - Clinical Site
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批准号:10393847
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项目类别:
-
资助金额:$17.6万
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财政年份:2021
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负责人:ROBERT ALLEN BERG
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依托单位:
Collaborative Pediatric Critical Care Research Network - Clinical Site
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批准号:10470937
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项目类别:
-
资助金额:$17.6万
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财政年份:2021
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负责人:ROBERT ALLEN BERG
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依托单位:
Collaborative Pediatric Critical Care Research Network - Clinical Site
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批准号:10667505
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项目类别:
-
资助金额:$17.6万
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财政年份:2021
-
负责人:ROBERT ALLEN BERG
-
依托单位:
Validation of Physiologic CPR Quality Using NOn-inVasive Waveform Analytics (CPR-NOVA)
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批准号:9769944
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项目类别:
-
资助金额:$44.13万
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财政年份:2019
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负责人:ROBERT ALLEN BERG
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依托单位:
Pediatric Critical Care Research Network at Children's Hospital of Philadelphia
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批准号:8204482
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项目类别:
-
资助金额:$28.42万
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财政年份:2009
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负责人:ROBERT ALLEN BERG
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依托单位:
Pediatric Critical Care Research Network at Children's Hospital of Philadelphia
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批准号:7798750
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项目类别:
-
资助金额:$30.43万
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财政年份:2009
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负责人:ROBERT ALLEN BERG
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依托单位:
Pediatric Critical Care Research Network at Children's Hospital of Philadelphia
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批准号:8599784
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项目类别:
-
资助金额:$26.95万
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财政年份:2009
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负责人:ROBERT ALLEN BERG
-
依托单位:
Pediatric Critical Care Research Network at Children's Hospital of Philadelphia
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批准号:8401899
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项目类别:
-
资助金额:$26.65万
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财政年份:2009
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负责人:ROBERT ALLEN BERG
-
依托单位:
Pediatric Critical Care Research Network at Children's Hospital of Philadelphia
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批准号:9187924
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项目类别:
-
资助金额:$28.9万
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财政年份:2009
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负责人:ROBERT ALLEN BERG
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依托单位:
Pediatric Critical Care Research Network at Children's Hospital of Philadelphia
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批准号:8010169
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项目类别:
-
资助金额:$29.19万
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财政年份:2009
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负责人:ROBERT ALLEN BERG
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依托单位:
Pediatric Critical Care Research Network at Children's Hospital of Philadelphia
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批准号:10053811
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项目类别:
-
资助金额:$28.9万
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财政年份:2009
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负责人:ROBERT ALLEN BERG
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依托单位:
Post-Countershock CPR After Prolonged VF
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批准号:6560050
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项目类别:
-
资助金额:$34.09万
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财政年份:2002
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负责人:ROBERT ALLEN BERG
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依托单位:
Post-Countershock CPR After Prolonged VF
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批准号:6921476
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项目类别:
-
资助金额:$34.09万
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财政年份:2002
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负责人:ROBERT ALLEN BERG
-
依托单位:
Post-Countershock CPR After Prolonged VF
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批准号:6782620
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项目类别:
-
资助金额:$34.09万
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财政年份:2002
-
负责人:ROBERT ALLEN BERG
-
依托单位:
Post-Countershock CPR After Prolonged VF
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批准号:6662568
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项目类别:
-
资助金额:$34.09万
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财政年份:2002
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负责人:ROBERT ALLEN BERG
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依托单位:
海外基金