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Monitoring systemic ventriculoarterial coupling after cardiac surgery using continuous transoesophageal
Jinyang Yu1,2,3, Tomas Dybos Tannvik4, Anders Austlid Taskén5
1Department of Circulation and Medical Imaging, Norwegian University of Science and Technology, Trondheim, Norway. jinyang_yu@hotmail.com.
A new tool, autoMAPSE, uses echocardiography and deep learning to monitor heart function after surgery. It accurately reflects ventriculoarterial coupling and predicts cardiac biomarkers like ProBNP and TnT.
Area of Science:
- Cardiovascular Physiology
- Medical Technology
- Artificial Intelligence in Medicine
Background:
- Ventriculoarterial coupling is crucial for cardiovascular and left ventricular function.
- Deterioration in this coupling can have severe consequences.
- Continuous monitoring of left ventricular function is needed, especially post-cardiac surgery.
Purpose of the Study:
- To develop and validate autoMAPSE, a novel tool for automatic measurement of mitral annular plane systolic excursion (MAPSE) using transesophageal echocardiography and deep learning.
- To assess if autoMAPSE can monitor systemic ventriculoarterial coupling and detect changes in postoperative cardiac biomarkers.
- To evaluate the relationship between autoMAPSE, ventriculoarterial coupling indices, and cardiac biomarkers (ProBNP, TnT) in the early postoperative period.
Main Methods:
- Fifty patients undergoing cardiac surgery were monitored for 120 minutes postoperatively.
- autoMAPSE measurements and mean arterial pressure (MAP) were recorded every 5 minutes.
- Ventriculoarterial coupling was assessed using the arterial elastance to end-systolic elastance ratio (Ea/Ees).
- Postoperative N-terminal pro B-type natriuretic peptide (ProBNP) and high-sensitivity troponin-T (TnT) levels were measured.
- Statistical analyses included correlation and linear mixed-effects models to assess relationships.
Main Results:
- autoMAPSE showed a significant negative correlation with the Ea/Ees ratio, indicating its ability to reflect ventriculoarterial coupling.
- Individual patient data revealed significant heterogeneity in the relationship between autoMAPSE and MAP, highlighting personalized coupling dynamics.
- Continuous autoMAPSE measurements were negatively correlated with peak postoperative ProBNP and troponin-T levels.
- The tool demonstrated effectiveness in reflecting ventriculoarterial coupling and predicting cardiac biomarker levels.
Conclusions:
- The autoMAPSE tool provides continuous, non-invasive monitoring of left ventricular function and ventriculoarterial coupling post-cardiac surgery.
- Early postoperative autoMAPSE measurements correlate with key cardiac biomarkers (ProBNP, TnT) over the subsequent 24 hours.
- autoMAPSE shows promise as a valuable tool for real-time assessment and management of cardiovascular function in the critical postoperative period.
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