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Development and validation of a clinical risk score to predict mortality after percutaneous coronary intervention
Joshua J S Wall1,2, Javaid Iqbal1,2, Michael Andrews1,2
1Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, UK.
Insights
A new clinical risk score accurately predicts 30-day mortality after percutaneous coronary intervention (PCI). This score uses key patient factors available before the procedure, aiding clinical decision-making.
Area of Science:
- Cardiology
- Clinical Risk Prediction
- Health Outcomes Research
Background:
- Percutaneous coronary intervention (PCI) is a common procedure for coronary artery disease.
- Predicting mortality after PCI is crucial for patient management and resource allocation.
- Existing risk scores may not reflect contemporary patient populations or procedural techniques.
Purpose of the Study:
- To develop and validate a clinical risk score for predicting 30-day mortality following PCI.
- To identify key pre-procedural clinical variables associated with post-PCI mortality.
- To create a tool that is easily applicable in routine clinical practice.
Main Methods:
- Development of a risk score using logistic regression on data from 6522 patients undergoing PCI.
- Identification of significant predictors: cardiogenic shock, procedural urgency, renal disease, diabetes mellitus, and age.
- Internal validation on 3290 patients and external validation on 3230 patients from different UK centers.
Main Results:
- The developed risk score demonstrated high predictive accuracy (C-statistic=0.82 in development, 0.81 internally, 0.90 externally).
- Five clinical variables (cardiogenic shock, procedural urgency, renal disease, diabetes, age) were significant predictors of 30-day mortality.
- No significant difference was observed between predicted and actual mortality rates across all cohorts.
Conclusions:
- A contemporary clinical risk score effectively predicts 30-day mortality after PCI.
- The score utilizes readily available pre-procedural clinical variables, independent of coronary anatomy.
- This tool offers a reliable method for risk stratification in patients undergoing PCI.
Objective:
To develop and validate a contemporary clinical risk score to predict mortality after percutaneous coronary intervention (PCI).
Methods:
Using data collected from patients undergoing PCI at the South Yorkshire Cardiothoracic Centre, Sheffield, UK, between January 2007 and September 2013, a risk score was developed to predict mortality. Logistic regression was used to evaluate the effect of each variable upon 30-day mortality. A backwards stepwise logistic regression model was then used to build a predictive model. The results were validated both internally and externally with data from Manchester Royal Infirmary, UK. 30-Day mortality status was determined from the UK Office of National Statistics.
Results:
The development data set comprised 6522 patients from Sheffield. Five risk factors, including cardiogenic shock, procedural urgency, history of renal disease, diabetes mellitus and age, were statistically significant to predict 30-day mortality. The risk score was validated internally on a further 3290 patients from Sheffield and externally on 3230 patients from Manchester. The discrimination of the model was high in the development (C-statistic=0.82, 95% CI 0.79 to 0.85), internal (C-statistic=0.81, 95% CI 0.76 to 0.86) and external (C statistics=0.90, 95% CI 0.87 to 0.93) cohorts. There was no significant difference between observed and predicted mortality in any group.
Conclusion:
This contemporary risk score reliably predicts 30-day mortality after PCI using a small number of clinical variables obtainable prior to the procedure, without knowledge of the coronary anatomy.
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