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An Integrated Lumped Parameter Model and Computational Fluid Dynamics Framework for Predicting Hemodynamic Parameters
Alessia Di Nardo1, David A Romero1, Rachel D Vanderlaan2
1Department of Mechanical and Industrial Engineering, University of Toronto, Toronto, Ontario, Canada.
Comprehensive Physiology
|May 30, 2026
Summary
Pediatric pulmonary vein stenosis (PVS) involves abnormal blood flow dynamics. This study introduces a new computational framework to analyze these hemodynamics, improving understanding of PVS progression and outcomes.
Area of Science:
- Cardiovascular Research
- Medical Engineering
- Pediatric Cardiology
Background:
- Pediatric pulmonary vein stenosis (PVS) is a progressive vascular disease with poor prognoses.
- Atypical hemodynamics in pulmonary veins are implicated in PVS pathogenesis.
- Current understanding of hemodynamic changes in various PVS presentations is limited.
Purpose of the Study:
- To develop and validate a novel computational framework for analyzing pulmonary vein hemodynamics.
- To integrate computational fluid dynamics (CFD) with lumped parameter models (LPM) for efficient simulation.
- To investigate hemodynamic alterations in diverse PVS scenarios.
Main Methods:
- Developed a coupled CFD-LPM framework using surrogate modeling for computational efficiency.
- Calibrated the LPM using surrogate models to match target pressure and volume values.
- Simulated five patient-representative scenarios with varying stenosis severity, number of affected veins, and shunt physiology.
Main Results:
- Assessed the distribution of time-averaged wall shear stress (TAWSS) in proximal pulmonary veins.
- Predicted hemodynamic parameters including flows, pressures, and volumes in pulmonary arteries, veins, and ventricles.
- Demonstrated the framework's capability to simulate complex PVS conditions.
Conclusions:
- The novel CFD-LPM framework provides a computationally efficient method to study pulmonary vein hemodynamics in PVS.
- This approach allows for detailed analysis of hemodynamic changes across different PVS presentations.
- Findings contribute to a better understanding of PVS pathogenesis and may inform treatment strategies.

