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Published on: May 26, 2023
An Empirically Derived Pediatric Cardiac Inotrope Score Associated With Pediatric Heart Surgery
Punkaj Gupta1, Mallikarjuna Rettiganti2, Andrew Wilcox1
1Division of Pediatric Cardiology, Department of Pediatrics, University of Arkansas for Medical Sciences, College of Medicine, Arkansas Children's Hospital, Little Rock, Arkansas.
Insights
A new pediatric cardiac inotrope score (PCIS) predicts outcomes after heart surgery using inotrope doses. This tool helps assess mortality and hospital stay in children undergoing cardiac operations.
Area of Science:
- Pediatric Cardiology
- Critical Care Medicine
- Pharmacometrics
Background:
- Predicting outcomes in pediatric cardiac surgery patients is challenging.
- Inotrope management is critical for hemodynamic support post-cardiac operations.
- A validated scoring system for inotrope use is lacking in this population.
Purpose of the Study:
- To empirically derive and validate a novel pediatric cardiac inotrope score (PCIS).
- To predict real-time outcomes including in-hospital mortality and prolonged length of stay.
- To utilize inotrope doses administered within 24 hours post-operation for outcome prediction.
Main Methods:
- Data from 1030 pediatric patients (<18 years) undergoing cardiac surgery were analyzed.
- A hierarchical framework with Bayesian conditional probit regression was employed.
- Markov chain Monte Carlo simulations were used to develop the PCIS and outcome prediction models.
Main Results:
- The developed PCIS demonstrated high discrimination for predicting in-hospital mortality and prolonged hospital stay.
- The score effectively integrated doses of epinephrine, norepinephrine, dopamine, and milrinone.
- An online calculator is available for clinical application of the PCIS.
Conclusions:
- The novel empiric PCIS is a valuable tool for predicting real-time outcomes in pediatric cardiac surgery.
- PCIS provides a quantitative measure to guide management and prognosticate based on inotrope administration.
- This score is applicable to children undergoing cardiac operations of varying complexity.
Abstract:
We aimed to empirically derive an inotrope score to predict real-time outcomes using the doses of inotropes after pediatric cardiac surgery. The outcomes evaluated included in-hospital mortality, prolonged hospital length of stay, and composite poor outcome (mortality or prolonged hospital length of stay). The study population included patients <18 years of age undergoing heart operations (with or without cardiopulmonary bypass) of varying complexity. To create this novel pediatric cardiac inotrope score (PCIS), we collected the data on the highest doses of 4 commonly used inotropes (epinephrine, norepinephrine, dopamine, and milrinone) in the first 24 hours after heart operation. We employed a hierarchical framework by representing discrete probability models with continuous latent variables that depended on the dosage of drugs for a particular patient. We used Bayesian conditional probit regression to model the effects of the inotropes on the mean of the latent variables. We then used Markov chain Monte Carlo simulations for simulating posterior samples to create a score function for each of the study outcomes. The training dataset utilized 1030 patients to make the scientific model. An online calculator for the tool can be accessed at https://soipredictiontool.shinyapps.io/InotropeScoreApp. The newly proposed empiric PCIS demonstrated a high degree of discrimination for predicting study outcomes in children undergoing heart operations. The newly proposed empiric PCIS provides a novel measure to predict real-time outcomes using the doses of inotropes among children undergoing heart operations of varying complexity.
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