Prediction Model for MINS After Major Hepatobiliary Surgery
Development of an Interpretable Prediction Model for Myocardial Injury After Noncardiac Surgery in Patients Undergoing Major Hepatobiliary Surgery
Beijing Tsinghua Chang Gung Hospital
1,800 participants
Jun 11, 2025
OBSERVATIONAL
Conditions
Summary
This multi-center, prospective observational study aims to develop and validate an interpretable prediction model for Myocardial Injury After Noncardiac Surgery (MINS) in patients undergoing major hepatobiliary surgery. The study adopts a nested modeling strategy, starting with baseline risk factors (e.g., RCRI) and stepwise incorporating hepatic inflow occlusion strategies (specifically comparing SPVO vs. Pringle maneuver) and routine intraoperative biomarkers. The model's performance will be evaluated using AUC, Net Reclassification Improvement (NRI), and Decision Curve Analysis (DCA), followed by interpretability analysis using SHAP values and external validation in an independent cohort.
Eligibility
Plain Language Summary
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Interventions
Patients undergo standard major hepatobiliary surgery (e.g., hepatectomy). The specific surgical strategy, including the method of hepatic inflow occlusion (e.g., Pringle maneuver or SPVO), is determined by the attending surgeon based on routine clinical practice and patient condition, not by the study protocol.
Locations(6)
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NCT07335042