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Updated: Jul 28, 2025

A Methodological Approach to Non-invasive Assessments of Vascular Function and Morphology
Published on: February 7, 2015
Assessment of extracranial carotid artery disease using digital twins - A pilot study
Linus Dubs1, Vasileios Charitatos2, Stefano Buoso3
1University of Zurich, Institute of Physiology, The Interface Group, Winterthurerstrasse 190, 8057 Zürich, Switzerland.
Insights
This study introduces a computational fluid dynamics (CFD) method using patient-specific digital twins to noninvasively assess extracranial internal carotid artery disease (CAD). The workflow shows promise for functional severity evaluation, aiding in identifying patients for revascularization.
Area of Science:
- Biomedical Engineering
- Medical Imaging
- Fluid Dynamics
Background:
- Accurate risk stratification is crucial for patients with extracranial internal carotid artery disease (CAD).
- Fractional flow reserve (FFR) is a gold standard in coronary artery disease, but noninvasive methods are needed for carotid arteries.
- Computational fluid dynamics (CFD) offers a potential noninvasive approach for functional assessment.
Purpose of the Study:
- To develop and validate a CFD-based workflow for noninvasive functional assessment of extracranial internal carotid artery disease (CAD).
- To utilize patient-specific digital twins derived from computed tomography angiography (CTA).
- To establish a foundation for CFD-derived metrics analogous to FFR in carotid artery disease.
Main Methods:
- Reconstruction of 37 patient-specific digital twins of carotid bifurcations from CTA data.
- Implementation of a CFD model with Doppler ultrasound (DUS) peak systolic velocity (PSV) as inlet and Windkessel model as outlet boundary conditions.
- Comparison of CFD-derived PSV with DUS measurements in the internal carotid artery (ICA).
Main Results:
- A relative error of 9% ± 20% and an intraclass correlation coefficient of 0.88 were found between DUS and CFD for PSV.
- Hyperemic CFD simulations demonstrated significant differences in pressure drops across stenoses with similar anatomical narrowing.
- The method successfully identified varying hemodynamic significance in stenoses.
Conclusions:
- A validated CFD workflow using digital twins enables noninvasive functional assessment of internal carotid artery disease (CAD).
- This approach provides a basis for developing noninvasive hemodynamic indices similar to FFR for carotid artery stenosis.
- The findings support improved risk stratification and patient selection for revascularization procedures.
Abstract:
To improve risk stratification in extracranial internal carotid artery disease (CAD), patients who would benefit maximally from revascularization must be identified. In cardiology, the fractional flow reserve (FFR) has become a reference standard for evaluating the functional severity of coronary artery stenosis, and noninvasive surrogates thereof relying on computational fluid dynamics (CFD) have been developed. Here, we present a CFD-based workflow using digital twins of patients' carotid bifurcations derived from computed tomography angiography for the noninvasive functional assessment of CAD. We reconstructed patient-specific digital twins of 37 carotid bifurcations. We implemented a CFD model using common carotid artery peak systolic velocity (PSV) acquired with Doppler ultrasound (DUS) as inlet boundary condition and a two-element Windkessel model as oulet boundary condition. The agreement between CFD and DUS on the PSV in the internal carotid artery (ICA) was then compared. The relative error for the agreement between DUS and CFD was 9% ± 20% and the intraclass correlation coefficient was 0.88. Furthermore, hyperemic simulations in a physiological range were feasible and unmasked markedly different pressure drops along two ICA stenoses with similar degree of narrowing under comparable ICA blood flow. Hereby, we lay the foundation for prospective studies on noninvasive CFD-based derivation of metrics similar to the FFR for the assessment of CAD.
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