Computational modelling of liver fibrosis stages: the role of 3D Voronoi structural connectivity in elastography simulations
OBJECTIVE: This study proposes a novel 3D modelling framework based on Voronoi tessellation to simulate the progression of liver fibrosis across all METAVIR stages (F0-F4), addressing the limitations of traditional simplified 2D geometries in representing hepatic tissue heterogeneity. APPROACH: A 3D structural model was developed where microstructural connectivity was translated into macroscopic elastic properties. Numerical simulations of shear wave propagation were performed using the k-Wave toolbox, using GPU acceleration to process high-resolution 3D volumes. The framework's performance was validated by comparing simulated Young's modulus values with clinical gold standards from existing literature. MAIN RESULTS: =0.976) with clinical data. A critical structural percolation threshold was identified during the transition from F2 to F3, where isolated collagen clusters merge into interconnected bridges, causing a marked increase stiffness increment. Furthermore, a significant discrepancy was observed between dimensions, with 2D models underestimating cirrhosis stiffness (F4) by approximately 35% compared to 3D estimations (15.23 kPa vs. 23.57 kPa). SIGNIFICANCE: The findings underscore the necessity of accounting for 3D structural connectivity to achieve accurate elastography modelling. This validated framework provides a robust virtual environment for developing advanced diagnostic sequences and improves the understanding of wave propagation in heterogeneous fibrotic tissues, potentially refining non-invasive fibrosis staging.
Authors
- Fernando Perdigão (ORCID: https://orcid.org/0000-0002-8980-1992)
- Mário Santos (ORCID: https://orcid.org/0000-0002-0188-7761)
- João Madaleno (ORCID: https://orcid.org/0000-0001-5547-9424)
- Jaime Santos
Institutions
- University of Coimbra (PT)
Publication Details
- Journal
- Physics in Medicine and Biology
- Published
- 2026-07-17
- DOI
- https://doi.org/10.1088/1361-6560/ae8ca2
- Primary Topic
- Ultrasound Imaging and Elastography
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Fundação para a Ciência e a Tecnologia