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.

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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

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article

Computational modelling of liver fibrosis stages: the role of 3D Voronoi structural connectivity in elastography simulations

Fernando Perdigão, Mário Santos, João Madaleno, Jaime Santos
Physics in Medicine and Biology
Ultrasound Imaging and Elastography
article

Computational modelling of liver fibrosis stages: the role of 3D Voronoi structural connectivity in elastography simulations

Fernando Perdigão, Mário Santos, João Madaleno, Jaime Santos
article en

Abstract

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.

Physics in Medicine and Biology
University of Coimbra (PT)
Fundação para a Ciência e a Tecnologia
Industry, innovation and infrastructure
Openalex Percentile: Top 8%
Ultrasound Imaging and Elastography
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Computational modelling of liver fibrosis stages: the role of 3D Voronoi structural connectivity in elastography simulations — Fernando Perdigão, Mário Santos, et al. · Physics in Medicine and Biology (2026) | TGRS Research Map | TGRS