A novel risk classification system for 30-day mortality in children undergoing surgery
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Published on: December 2, 2015
Oguz Akbilgic1,2, Max R Langham3, Arianne I Walter3
1University of Tennessee Health Science Center-Oak Ridge National Laboratory Center for Biomedical Informatics, Memphis, Tennessee, United States of America.
Insights
A new five-level system accurately classifies pediatric surgical patients into risk groups for postsurgical mortality. This tool helps identify very low to very high-risk children, improving surgical care and outcomes.
Area of Science:
- Pediatric Surgery
- Surgical Outcomes Research
- Clinical Risk Stratification
Background:
- Accurate preoperative risk assessment is crucial for children undergoing surgery.
- Existing systems may lack precision for diverse pediatric surgical populations.
- A need exists for a simple, objective, and validated risk classification system.
Purpose of the Study:
- To develop and validate a preoperative risk classification system for 30-day postsurgical mortality in children.
- To identify key preoperative variables associated with postsurgical mortality.
- To create and test a multi-level risk stratification tool for pediatric surgical patients.
Main Methods:
- Analysis of the National Surgical Quality Improvement Project-Pediatric (NSQIP-Ped) dataset (2012-2014).
- Classification tree analysis to identify significant preoperative predictors of 30-day mortality (D30).
- Validation using 2015 NSQIP-Ped data and application to high-risk subpopulations (neonates, specific CPT codes).
Main Results:
- A five-level risk classification system was developed, demonstrating high accuracy.
- Key predictors included need for ventilation, oxygen support, inotropic support, sepsis, emergent surgery, and do-not-resuscitate orders.
- Observed D30 mortality ranged from 0.075% (Very Low Risk) to 38.6% (Very High Risk).
- The system maintained predictive accuracy in neonates and across different surgical complexity levels.
Conclusions:
- The developed five-level system provides an objective and accurate method for risk stratification in pediatric surgery.
- This classification system effectively differentiates risk levels, aiding in clinical decision-making and resource allocation.
- The validated tool is applicable across a wide range of pediatric operations, including high-risk cases and neonates.
Abstract:
A simple, objective and accurate way of grouping children undergoing surgery into clinically relevant risk groups is needed. The purpose of this study, is to develop and validate a preoperative risk classification system for postsurgical 30-day mortality for children undergoing a wide variety of operations. The National Surgical Quality Improvement Project-Pediatric participant use file data for calendar years 2012-2014 was analyzed to determine preoperative variables most associated with death within 30 days of operation (D30). Risk groups were created using classification tree analysis based on these preoperative variables. The resulting risk groups were validated using 2015 data, and applied to neonates and higher risk CPT codes to determine validity in high-risk subpopulations. A five-level risk classification was found to be most accurate. The preoperative need for ventilation, oxygen support, inotropic support, sepsis, the need for emergent surgery and a do not resuscitate order defined non-overlapping groups with observed rates of D30 that vary from 0.075% (Very Low Risk) to 38.6% (Very High Risk). When CPT codes where death was never observed are eliminated or when the system is applied to neonates, the groupings remained predictive of death in an ordinal manner.
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