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Incorporating Comorbidity Within Risk Adjustment for UK Pediatric Cardiac Surgery
Katherine L Brown1, Libby Rogers2, David J Barron3
1Great Ormond Street Hospital NHS Foundation Trust, London, United Kingdom.
Insights
Risk adjustment for pediatric cardiac surgery survival must account for patient comorbidities. New risk factor groups, including non-Down congenital anomalies and acquired conditions, significantly impact operative mortality predictions.
Area of Science:
- Cardiovascular Surgery
- Pediatric Cardiology
- Health Services Research
Background:
- Accurate risk adjustment is crucial for assessing early survival rates after pediatric cardiac surgery.
- Case complexity, particularly patient comorbidity, is a significant factor influencing outcomes but has been historically underestimated.
- Understanding and quantifying comorbidity is essential for refining risk prediction models.
Purpose of the Study:
- To develop and validate new groupings for comorbidity and other non-procedure-based risk factors.
- To improve the accuracy of risk adjustment models for 30-day mortality following pediatric cardiac surgery.
- To better understand the impact of various risk factors on operative mortality.
Main Methods:
- Utilized data from the National Congenital Heart Disease Audit (2009-2014) encompassing all UK and Ireland pediatric cardiac surgeries.
- Employed a combination of expert consensus and empirical statistical analyses to define and test novel comorbidity groupings.
- Developed a risk adjustment model incorporating surgical procedure details and new non-procedure-based risk factors.
Main Results:
- The study included 21,838 procedures in 18,834 patients, with a 2.5% 30-day mortality rate.
- Identified several independent predictors of operative mortality beyond surgical factors: non-Down congenital anomalies, acquired comorbidities, indicators of severe illness (e.g., mechanical ventilation), and additional cardiac risk factors (e.g., cardiomyopathy, pulmonary hypertension).
- These new risk factor groups significantly increased the risk of operative mortality.
Conclusions:
- Non-procedure-based risk factors are critical components of risk adjustment in pediatric cardiac surgery.
- In an era of generally low mortality, these factors explain significant variations in predicted operative risk.
- Accurate risk adjustment requires comprehensive consideration of patient-specific comorbidities and conditions beyond the surgical procedure itself.
Background:
When considering early survival rates after pediatric cardiac surgery it is essential to adjust for risk linked to case complexity. An important but previously less well understood component of case mix complexity is comorbidity.
Methods:
The National Congenital Heart Disease Audit data representing all pediatric cardiac surgery procedures undertaken in the United Kingdom and Ireland between 2009 and 2014 was used to develop and test groupings for comorbidity and additional non-procedure-based risk factors within a risk adjustment model for 30-day mortality. A mixture of expert consensus based opinion and empiric statistical analyses were used to define and test the new comorbidity groups.
Results:
The study dataset consisted of 21,838 pediatric cardiac surgical procedure episodes in 18,834 patients with 539 deaths (raw 30-day mortality rate, 2.5%). In addition to surgical procedure type, primary cardiac diagnosis, univentricular status, age, weight, procedure type (bypass, nonbypass, or hybrid), and era, the new risk factor groups of non-Down congenital anomalies, acquired comorbidities, increased severity of illness indicators (eg, preoperative mechanical ventilation or circulatory support) and additional cardiac risk factors (eg, heart muscle conditions and raised pulmonary arterial pressure) all independently increased the risk of operative mortality.
Conclusions:
In an era of low mortality rates across a wide range of operations, non-procedure-based risk factors form a vital element of risk adjustment and their presence leads to wide variations in the predicted risk of a given operation.
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