A contemporary risk model for predicting 30-day mortality following percutaneous coronary intervention in England and
Katherine S L McAllister1, Peter F Ludman2, William Hulme1
1Health eResearch Centre, Farr Institute, University of Manchester, UK.
Insights
A new risk model for percutaneous coronary intervention (PCI) accurately predicts 30-day mortality in contemporary patients. This validated model offers improved discrimination and calibration for PCI audits.
Area of Science:
- Interventional Cardiology
- Health Outcomes Research
- Clinical Risk Prediction
Background:
- Existing UK percutaneous coronary intervention (PCI) risk models are outdated, reflecting an earlier era of interventional cardiology.
- A contemporary cohort is needed to develop a more accurate risk prediction tool for current PCI procedures.
Purpose of the Study:
- To develop and validate a new risk prediction model for 30-day mortality following percutaneous coronary intervention (PCI).
- To ensure the model provides good discrimination and calibration across a wide spectrum of patient risk.
- To create a tool applicable to modern interventional cardiology practices.
Main Methods:
- A large training dataset of 336,433 PCI cases (2007-2011) from England and Wales was used.
- 30-day mortality was determined via record linkage; variables were selected based on clinical consensus and data quality.
- Temporal validation was performed using 2012 PCI procedure data.
Main Results:
- The strongest predictors of 30-day mortality included cardiogenic shock, dialysis, and the urgency of the PCI procedure.
- The model achieved an area under the receiver operator characteristic curve of 0.85 (training) and 0.86 (validation).
- Calibration plots demonstrated a good model fit, maintained during validation.
Conclusions:
- A contemporary, validated risk model for PCI has been developed, suitable for diverse clinical scenarios from elective to emergency procedures.
- The model exhibits high discrimination and excellent calibration across the risk spectrum.
- This risk-adjusted model can enhance the examination of key outcomes in PCI audits.
Background:
The current risk model for percutaneous coronary intervention (PCI) in the UK is based on outcomes of patients treated in a different era of interventional cardiology. This study aimed to create a new model, based on a contemporary cohort of PCI treated patients, which would: predict 30 day mortality; provide good discrimination; and be well calibrated across a broad risk-spectrum.
Methods And Results:
The model was derived from a training dataset of 336,433 PCI cases carried out between 2007 and 2011 in England and Wales, with 30 day mortality provided by record linkage. Candidate variables were selected on the basis of clinical consensus and data quality. Procedures in 2012 were used to perform temporal validation of the model. The strongest predictors of 30-day mortality were: cardiogenic shock; dialysis; and the indication for PCI and the degree of urgency with which it was performed. The model had an area under the receiver operator characteristic curve of 0.85 on the training data and 0.86 on validation. Calibration plots indicated a good model fit on development which was maintained on validation.
Conclusion:
We have created a contemporary model for PCI that encompasses a range of clinical risk, from stable elective PCI to emergency primary PCI and cardiogenic shock. The model is easy to apply and based on data reported in national registries. It has a high degree of discrimination and is well calibrated across the risk spectrum. The examination of key outcomes in PCI audit can be improved with this risk-adjusted model.
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