Exploring Chemotherapy-Induced Cardiotoxicity Combining A 3D Computational Model and Preclinical Cardiac Imaging Data - 3IA Côte d’Azur – Interdisciplinary Institute for Artificial Intelligence
Communication Dans Un Congrès Année : 2024

Exploring Chemotherapy-Induced Cardiotoxicity Combining A 3D Computational Model and Preclinical Cardiac Imaging Data

Résumé

Cardiotoxicity following anthracycline-based chemotherapy is becoming a critical clinical burden, leading in time to heart dysfunction such as arrhythmia and heart failure. The purpose of this computational study is to better understand the structure-function interaction and subtle longitudinal changes in the presence of progressive fibrosis induced by chemotherapeutic drugs such as doxorubicin, DOX. Specifically, here we investigated via simulations how the cardiac action potential wave propagates in the presence of collagenous fibrotic clusters generated by this drug. For this, we built isotropic and anisotropic 3D left ventricular (LV) models from in vivo contrast-enhanced MRI data (1.4mm isotropic resolution) acquired in n=2 pigs pre-DOX and post-DOX therapy (at weeks 5 in one pig, at weeks 9 in the other pig). For computations, we employed a modified biophysical Mitchell-Schaeffer model with a fast GPU-based Lattice-Boltzmann numerical method (which runs directly on MR images Cartesian grid). Overall, our results showed that several key parameters (fibrosis density, tissue conductivity, action potential duration, anisotropy) independently contribute to the perturbation of the electrical wave propagation. Future work will focus on simulating potentially lethal arrhythmia in hearts subjected to DOX therapy.

Fichier principal
Vignette du fichier
Stacom2024_DOXO_revised.pdf (4.47 Mo) Télécharger le fichier
Origine Fichiers produits par l'(les) auteur(s)

Dates et versions

hal-04840698 , version 1 (16-12-2024)

Licence

Identifiants

  • HAL Id : hal-04840698 , version 1

Citer

Javier Villar-Valero, Jesus Jairo Rodríguez Padilla, Buntheng Ly, Juan F Gomez, Mihaela Pop, et al.. Exploring Chemotherapy-Induced Cardiotoxicity Combining A 3D Computational Model and Preclinical Cardiac Imaging Data. MICCAI 2024, STACOM Workshop, Oct 2024, Marrakesh, Maroc, Morocco. ⟨hal-04840698⟩
0 Consultations
0 Téléchargements

Partager

More