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Development of the Pediatric Extracorporeal Membrane Oxygenation Prediction Model for Risk-Adjusting Mortality
- Source :
- Pediatric critical care medicine : a journal of the Society of Critical Care Medicine and the World Federation of Pediatric Intensive and Critical Care Societies. 20(5)
- Publication Year :
- 2019
-
Abstract
- To develop a prognostic model for predicting mortality at time of extracorporeal membrane oxygenation initiation for children which is important for determining center-specific risk-adjusted outcomes.Multivariable logistic regression using a large national cohort of pediatric extracorporeal membrane oxygenation patients.The ICUs of the eight tertiary care children's hospitals of the Collaborative Pediatric Critical Care Research Network.Five-hundred fourteen children (19 yr old), enrolled with an initial extracorporeal membrane oxygenation run for any indication between January 2012 and September 2014.None.A total of 514 first extracorporeal membrane oxygenation runs were analyzed with an overall mortality of 45% (n = 232). Weighted logistic regression was used for model selection and internal validation was performed using cross validation. The variables included in the Pediatric Extracorporeal Membrane Oxygenation Prediction model were age (pre-term neonate, full-term neonate, infant, child, and adolescent), indication for extracorporeal membrane oxygenation (extracorporeal cardiopulmonary resuscitation, cardiac, or respiratory), meconium aspiration, congenital diaphragmatic hernia, documented blood stream infection, arterial blood pH, partial thromboplastin time, and international normalized ratio. The highest risk of mortality was associated with the presence of a documented blood stream infection (odds ratio, 5.26; CI, 1.90-14.57) followed by extracorporeal cardiopulmonary resuscitation (odds ratio, 4.36; CI, 2.23-8.51). The C-statistic was 0.75 (95% CI, 0.70-0.80).The Pediatric Extracorporeal Membrane Oxygenation Prediction model represents a model for predicting in-hospital mortality among children receiving extracorporeal membrane oxygenation support for any indication. Consequently, it holds promise as the first comprehensive pediatric extracorporeal membrane oxygenation risk stratification model which is important for benchmarking extracorporeal membrane oxygenation outcomes across many centers.
- Subjects :
- Male
medicine.medical_specialty
Adolescent
medicine.medical_treatment
Critical Care and Intensive Care Medicine
Logistic regression
Intensive Care Units, Pediatric
National cohort
03 medical and health sciences
0302 clinical medicine
Extracorporeal Membrane Oxygenation
030225 pediatrics
Outcome Assessment, Health Care
Extracorporeal membrane oxygenation
medicine
Humans
Hospital Mortality
Child
business.industry
Case-control study
Infant, Newborn
Infant
030208 emergency & critical care medicine
Risk adjustment
Logistic Models
Multicenter study
Case-Control Studies
Child, Preschool
Pediatrics, Perinatology and Child Health
Emergency medicine
Prognostic model
Female
Risk Adjustment
Risk assessment
business
Subjects
Details
- ISSN :
- 15297535
- Volume :
- 20
- Issue :
- 5
- Database :
- OpenAIRE
- Journal :
- Pediatric critical care medicine : a journal of the Society of Critical Care Medicine and the World Federation of Pediatric Intensive and Critical Care Societies
- Accession number :
- edsair.doi.dedup.....12a29ee81e16f9d1f2d565e95d54aaa1