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An R-Based Landscape Validation of a Competing Risk Model
Published on: September 16, 2022
Development and Internal Validation of a Bailout Risk Score in PCI with Drug-Coated Balloons
Luigi Alberto Iossa1, Marco Ferrone1, Luigi Salemme1
1Division of Interventional Cardiology, Montevergine Clinic, 83013 Mercogliano, Italy.
Insights
A new bedside Bail-Out Risk Score helps predict the need for emergency stenting during drug-coated balloon procedures for coronary artery intervention. This tool aids clinicians in managing procedural risks for patients undergoing percutaneous coronary intervention.
Area of Science:
- Interventional Cardiology
- Medical Device Technology
- Clinical Risk Prediction
Background:
- Bail-out stenting is a significant challenge in percutaneous coronary intervention (PCI) using drug-coated balloons (DCBs).
- Currently, no bedside tool exists to predict the likelihood of requiring bail-out stenting during DCB procedures.
- This gap highlights the need for a practical method to assess procedural risk.
Purpose of the Study:
- To develop and internally validate a bedside risk score for predicting bail-out stenting in DCB-treated lesions.
- To identify independent predictors of bail-out stenting in patients undergoing DCB-only PCI.
- To provide a tool for real-time risk assessment during complex PCI procedures.
Main Methods:
- Analysis of 352 patients (399 lesions) treated with DCB-only PCI between 2021-2025.
- Multivariable logistic regression identified predictors of bail-out stenting, with significant variables converted to integer points.
- Model performance assessed using AUC-ROC, calibration, and bootstrap internal validation.
Main Results:
- Bail-out stenting occurred in 14.5% of lesions.
- Independent predictors included prior CABG, proximal lesion location, and diffuse disease; prior PCI and lipid-lowering therapy were protective.
- The developed Bail-Out Risk Score demonstrated moderate discrimination (AUC=0.734) and excellent calibration, stratifying patients into low, intermediate, and high-risk groups.
Conclusions:
- The Bail-Out Risk Score is a practical and reliable bedside tool for estimating procedural risk in stentless PCI.
- The score aids clinicians in anticipating and managing potential complications during DCB procedures.
- This tool can potentially improve patient outcomes by enabling better procedural planning and risk stratification.
Abstract:
Background/Objectives: Bail-out stenting remains a procedural challenge for percutaneous coronary intervention (PCI) performed with drug-coated balloons (DCBs). No dedicated bedside tool is currently available to predict this event. We aimed to develop and internally validate a bedside Bail-Out Risk Score. Methods: We analyzed patients treated with DCBs between 2021 and 2025. Predictors of bailout stenting were identified through univariate analysis, and variables with p < 0.10 were entered into a multivariable logistic regression model. Regression coefficients were then transformed into integer points using the Sullivan method. Model performance was evaluated by AUC-ROC, calibration, and bootstrap internal validation (B = 1000). Results: A total of 352 patients (399 de novo lesions) were treated with DCB-only PCI. Bail-out stenting occurred in 14.5% of lesions (58/399). Independent predictors of bail-out stenting were prior CABG (OR 4.29, p = 0.002), proximal lesion location (OR 2.99, p = 0.003), and diffuse disease (OR 2.18, p = 0.018). Prior PCI (OR 0.44, p = 0.009) and lipid-lowering therapy (OR 0.42, p = 0.029) were protective, while LAD involvement showed a non-significant trend (OR 1.57, p = 0.137). The model demonstrated moderate discrimination (AUC = 0.734; optimism-corrected AUC = 0.704) and excellent calibration (intercept = 0.000, slope = 1.000). The final score (range -4 to +8) stratified lesions into low (≤-1), intermediate (0-3), and high (≥3) risk groups, with progressively higher predicted probabilities (≤9%, 13-37%, and ≥49%). Conclusions: The Bail-Out Risk Score provides a practical and reliable bedside tool to estimate procedural risk during stentless PCI.
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