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Bridging the gap between measurements and modelling: a cardiovascular functional avatar
Belén Casas1,2, Jonas Lantz1,2, Federica Viola1
1Division of Cardiovascular Medicine, Department of Medical and Health Sciences, Linköping University, Linköping, Sweden.
Researchers developed a non-invasive method to create subject-specific cardiovascular models, termed the cardiovascular avatar, using MRI and cuff pressure data for better understanding of heart and circulation function.
Area of Science:
- Cardiovascular Physiology
- Biomedical Engineering
- Computational Modeling
Background:
- Lumped parameter models aid cardiovascular research but personalization often requires invasive methods or lacks sufficient clinical data.
- Subject-specific models are crucial for accurate understanding of individual cardiovascular function.
- Existing personalization techniques face limitations due to data requirements and invasiveness.
Purpose of the Study:
- To develop and validate a non-invasive approach for personalizing lumped parameter cardiovascular models.
- To create a subject-specific cardiovascular model, termed the 'cardiovascular avatar', using only non-invasive measurements.
- To assess the accuracy of the cardiovascular avatar in reproducing in vivo hemodynamic data.
Main Methods:
- Personalization of a lumped parameter model of the heart and systemic circulation.
- Utilized four-dimensional magnetic resonance imaging (4D-MRI) for flow data acquisition.
- Employed non-invasive cuff pressure measurements from the brachial artery.
Main Results:
- The cardiovascular avatar accurately reproduced subject-specific pressures and flows.
- Quantitative and qualitative agreement was observed between model predictions and in vivo measurements.
- The proof-of-concept study included eight healthy subjects.
Conclusions:
- The proposed non-invasive approach successfully personalizes cardiovascular models.
- The cardiovascular avatar synthesizes medical data into clinically relevant indicators.
- This method enables estimation of unmeasured hemodynamic variables non-invasively.
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