Validation of the 'paediatric extracorporeal membrane oxygenation prediction' model in a UK extracorporeal membrane oxygenation centre.
benchmarking
extracorporeal life support
extracorporeal membrane oxygenation
outcome prediction
paediatric extracorporeal membrane oxygenation prediction model
risk-adjustment
Journal
Perfusion
ISSN: 1477-111X
Titre abrégé: Perfusion
Pays: England
ID NLM: 8700166
Informations de publication
Date de publication:
11 2020
11 2020
Historique:
pubmed:
15
5
2020
medline:
12
8
2021
entrez:
15
5
2020
Statut:
ppublish
Résumé
There is a need for a universal risk-adjustment model that may be used regardless of the indication and nature of neonatal or paediatric extracorporeal membrane oxygenation support. The 'paediatric extracorporeal membrane oxygenation prediction' model appeared to be a promising candidate but required external validation. We performed a validation study using institutional database of extracorporeal membrane oxygenation patients (2008-2019). We used the published paediatric extracorporeal membrane oxygenation prediction score calculator to derive estimated mortality based on the model in this cohort of patients in our institutional database. We used standardized mortality ratio, area under the receiver operating characteristic curve and Hosmer-Lemeshow goodness-of-fit test in 10 deciles to assess model performance. We analysed 154 extracorporeal membrane oxygenation episodes in 150 patients. About 53% of the patients were full term (age ⩽30 days and gestation at birth ⩾37 weeks) neonates. The commonest category of extracorporeal membrane oxygenation support was cardiac (42%). The overall in-paediatric intensive care unit mortality was 37% (57/154) and the in-hospital mortality was 42% (64/154). Distribution of estimated mortality risk was similar to the derivation study. The calculated standardized mortality ratio was 0.81 based on the paediatric extracorporeal membrane oxygenation prediction model of risk-adjustment. The area under the receiver operating characteristic curve was 0.55 (0.45-0.64) and Hosmer-Lemeshow-test p value <0.001 was unable to support goodness-of-fit. This small single-centre study with a small number of events was unable to validate the paediatric extracorporeal membrane oxygenation prediction-model of risk-adjustment. Although this remains the most promising of all the available models, further validation in larger data sets and/or refinement may be required before widespread use.
Identifiants
pubmed: 32404019
doi: 10.1177/0267659120914141
doi:
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM