The STRAT Clinical Risk Score to Predict Early Ischemic Stroke Post-TAVI: findings from the FRANCE-TAVI registry
Besutti, M.; Chopard, R.; Ecarnot, F.; Leclerc, M.; eltchaninoff, H.; Iung, B.; Gilard, M.; Commeau, P.; Akodad, M.; Benamer, H.; Beurtheret, S.; Cuisset, T.; Le Breton, H.; Van Belle, E.; Verhoye, J. P.; Cayla, G.; Schiele, F.; Desmarets, M.; Meneveau, N.
Show abstract
BackgroundPractitioners recommending transcatheter aortic valve implantation (TAVI) currently lack reliable tools to predict periprocedural ischemic stroke risk. We aimed to develop and internally validate a clinical risk score to accurately stratify this risk. MethodsUsing data from the nationwide, multicenter FRANCE-TAVI registry, we developed a clinical predictive risk score for 30-day ischemic stroke post-TAVI using multivariable logistic regression analysis. The model was internally validated through cross-validation techniques. ResultsAmong 62,747 patients, 1,712 (2.7%), experienced ischemic stroke within 30 days. Nine clinical predictors were identified, namely female sex, age >85 years, weight <60 kg, symptomatic status, history of stroke or transient ischemic attack, multiple (i.e., >1) episodes of acute heart failure, severe mobility reduction, diabetes, and creatinine clearance <60 mL/min. The resulting scoring model demonstrated good accuracy (Brier score, 0.17), moderate discrimination (C-index, 0.63), and excellent calibration as assessed by calibration plots, calibration-in-the-large, and calibration slope. The score categorized patients into low (90.2% of the population), intermediate (8.0%) and high-risk (1.8%) groups. Observed stroke rates increased progressively across these groups, from 2.25% in the low-risk group to 6.51% in the intermediate-risk group and 10.10% in the high-risk group. ConclusionsThis newly developed STRAT score is a clinical, practical, and effective tool for predicting early ischemic stroke in patients undergoing TAVI. It may help tailor preventive strategies. Further studies are necessary to externally validate this score and evaluate its impact on clinical decision-making.
Matching journals
The top 6 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Prognostic Value of Patient-Reported Outcomes in Predicting Long-term Mortality after Transcatheter Aortic Valve Replacement (TAVR) 95%
- Predictors of survival in patients with ischemic stroke and active cancer: A prospective, multicenter, observational study 95%
- Treatment of Slow-flow After Primary Percutaneous Coronary Intervention With Flow-mediated Hyperemia. The Randomized RAIN-FLOW Study 95%
Similar papers in this journal
- Atrial Fibrillation Catheter Ablation among Cancer Patients: Utilization Trends and In-Hospital Outcomes 94%
- CT-Perfusion absolute Ghost Infarct Core is a rare phenomenon associated with poor collateral status in acute ischemic stroke patients 94%
- Risk Prediction of Coronary Artery Spasm in Patients Without Obstructive Coronary Artery Disease Using a Comprehensive Clinical, Laboratory and Echocardiographic Diagnostic Score 93%
Similar papers in this journal
- Predicting long-term prognosis after percutaneous coronary intervention in patients with acute coronary syndromes: a prospective nested case-control analysis for county-level health services 96%
- Impact of cardiac rehabilitation and treatment compliance after ST-segment elevation myocardial infarction (STEMI) in France, the STOP SCA+ study 96%
- Development and Validation of a Nomogram for Predicting Survival in Patients With Cardiogenic Shock 94%
Similar papers in this journal
- Ticagrelor vs Clopidogrel: the Impact of Platelet Inhibition on Cerebrovascular Microembolic Events during TAVR 96%
- Direct Oral Anticoagulants Affect Activated Clotting Time During and Bleeding Events After Percutaneous Coronary Intervention 95%
- Sex-Related Outcomes of Transcatheter Aortic Valve Implantation with Self-Expanding or Balloon-Expandable Valves: Insights from the OPERA-TAVI Registry 95%
Similar papers in this journal
- Effects of low versus high inspired oxygen fraction on myocardial injury after transcatheter aortic valve implantation: A randomized clinical trial 95%
- The effect of coronary revascularization treatment timing on mortality in patients with stable ischemic heart disease in British Columbia 95%
- Predicting factors for long-term survival in patients with out-of-hospital cardiac arrest - a propensity score-matched analysis 95%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.