医学
内科学
心肌梗塞
冲程(发动机)
心脏病学
逻辑回归
冠状动脉搭桥手术
旁路移植
动脉
机械工程
工程类
作者
Aleksander Dokollari,Fabrizio Rosati,Claudio Muneretto,Andrea Amabile,Marjela Pernoci,Marco Gemelli,Ali Fatehi Hassanabad,Serge Sicouri,Noah Sicouri,Yoshiyuki Yamashita,Massimo Baudo,Massimo Bonacchi,Francesco Cabrucci,Beatrice Bacchi,Nitin Ghorpade,Ashish S. Shah,Lindita Çoku,Matteo Cameli,Giulia Elena Mandoli,Stephanie Kjelstrom,Georgia Montone,MaryAnn C. Wertan,Basel Ramlawi,Arnaldo Dimagli,Francis P. Sutter
标识
DOI:10.1016/j.amjcard.2024.03.039
摘要
OBJECTIVE: To develop risk scoring models predicting long-term survival and major adverse cardiovascular and cerebrovascular events (MACCE) including myocardial infarction and stroke after coronary artery bypass grafting (CABG). METHODS: All-consecutive 4,821 patients undergoing isolated CABG at Lankenau between 01/2005-07/2021 were included. MACCE was defined as all-cause mortality+myocardial infarction (MI)+stroke. Variable selection for both outcomes was obtained using a double selection logit Lasso with adaptive selection. Models performance was internally evaluated by calibration and accuracy using bootstrap cross-validation. Mortality and MACCE were compared among patients split into three groups based on the predicted risk scores for all-cause mortality and MACCE. An external validation of our database was performed with 665 patients from the University of Brescia, Italy. RESULTS: Pre-operative risk predictors were found to be predictors for all-cause mortality and MACCE. In addition, being of African American ethnicity is a significant predictor for MACCE after isolated CABG. The AUC which measures the discrimination of the models were 80.4%, 79.1%, 81.3%, and 79.2% for mortality at 1,2,3, and 5 years follow-up. The AUC for MACCE were 75%, 72.5%, 73,8%, and 72.7% at 1, 2, 3, and 5-years follow-up. For external validation, AUC for all-cause mortality and MACCE at 1, 2, 3, and 5 years was 73.7%, 70.8%, 68.7%, and 72.2% and 72.3%, 68.2%, 65.6%, 69.6%, respectively. CONCLUSIONS: The Advanced (AD) Coronary Risk Score for All-Cause Mortality and MACCE provide good discrimination of long-term mortality and MACCE after isolated CABG. External validation observed a more AUC's above 70%.