PLoS ONE · 2025 · 10 citations · 43 references
MedicineAnatomyBioengineering3D ModelingBiomedical ImagingHuman AnatomyCardiac AnatomyCardiac ImagingCardiovascular AnatomyCardiovascular ImagingCardiovascular System ModelingMedical ImagingCardiac Imaging AnatomyCardiac MorphometryCohort ConstructionComputational Cardiac ModelingDigital Twin SimulationDigital TwinsPatient-specific Cardiovascular ModelingVolumetric Meshes
A cardiac digital twin is a virtual replica of a patient's heart for screening, diagnosis, prognosis, risk assessment, and treatment planning of cardiovascular diseases. This requires an anatomically accurate patient-specific 3D structural representation of the heart, suitable for electro-mechanical simulations or study of disease mechanisms. However, generation of cardiac digital twins at scale is demanding and there are no public repositories of models across demographic groups. We describe an automatic open-source pipeline for creating patient-specific left and right ventricular meshes from cardiovascular magnetic resonance images, its application to a large cohort of [Formula: see text] participants from UK Biobank, and the construction of the most comprehensive cohort of adult heart models to date, comprising 1423 representative meshes across sex (male, female), body mass index (range: 16-42 kg/m2) and age (range: 49-80 years). Our code is available at https://github.com/cdttk/biv-volumetric-meshing/tree/plos2025, and pre-trained networks, representative volumetric meshes with fibers and UVCs are available at https://doi.org/10.5281/zenodo.15649643.
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Deep Learning for Cardiac Image Segmentation: A Review
Frontiers in Cardiovascular Medicine · 2020 · 840 citations · Full text
The ‘Digital Twin’ to enable the vision of precision cardiology
Jorge Corral Acero, Francesca Margara, M Marciniak et al. · European Heart Journal · 2020 · 823 citations · Full text