1. Systematic review and meta-analysis of mortality risk prediction models in adult cardiac surgery
- Author
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Arnaldo Dimagli, Gianni D Angelini, Lauren Dixon, Mario Gaudino, Shubhra Sinha, Hunaid A Vohra, Umberto Benedetto, and Massimo Caputo
- Subjects
Pulmonary and Respiratory Medicine ,Adult ,medicine.medical_specialty ,Society of Thoracic Surgeons ,Calibration (statistics) ,Subgroup analysis ,Review ,030204 cardiovascular system & hematology ,Risk Assessment ,03 medical and health sciences ,0302 clinical medicine ,Risk Factors ,Internal medicine ,Medicine ,Humans ,Cardiac Surgical Procedures ,Mortality ,Surgeons ,Adult Cardiac ,Receiver operating characteristic ,business.industry ,AcademicSubjects/MED00920 ,Eacts/173 ,Thoracic Surgery ,European System for Cardiac Operative Risk Evaluation ,Cardiac surgery ,Random effects model ,Confidence interval ,Systematic review ,030228 respiratory system ,Meta-analysis ,Surgery ,Cardiology and Cardiovascular Medicine ,business ,Prediction ,Eacts/123 - Abstract
OBJECTIVES The most used mortality risk prediction models in cardiac surgery are the European System for Cardiac Operative Risk Evaluation (ES) and Society of Thoracic Surgeons (STS) score. There is no agreement on which score should be considered more accurate nor which score should be utilized in each population subgroup. We sought to provide a thorough quantitative assessment of these 2 models. METHODS We performed a systematic literature review and captured information on discrimination, as quantified by the area under the receiver operator curve (AUC), and calibration, as quantified by the ratio of observed-to-expected mortality (O:E). We performed random effects meta-analysis of the performance of the individual models as well as pairwise comparisons and subgroup analysis by procedure type, time and continent. RESULTS The ES2 {AUC 0.783 [95% confidence interval (CI) 0.765–0.800]; O:E 1.102 (95% CI 0.943–1.289)} and STS [AUC 0.757 (95% CI 0.727–0.785); O:E 1.111 (95% CI 0.853–1.447)] showed good overall discrimination and calibration. There was no significant difference in the discrimination of the 2 models (difference in AUC −0.016; 95% CI −0.034 to −0.002; P = 0.09). However, the calibration of ES2 showed significant geographical variations (P, Cardiac surgery carries an inherent risk of perioperative mortality and morbidity.
- Published
- 2020
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