Robust automated calcification meshing for personalized cardiovascular biomechanics
Robust automated calcification meshing for personalized cardiovascular biomechanics
Calcification has significant influence over cardiovascular diseases and interventions. Detailed characterization of calcification is thus desired for predictive modeling, but calcium deposits on cardiovascular structures are still often manually reconstructed for physics-driven simulations. This poses a major bottleneck for large-scale adoption of computational simulations for research or clinical use. To address this, we propose an end-to-end automated image-to-mesh algorithm that enables robust incorporation of patient-specific calcification onto a given cardiovascular tissue mesh. The algorithm provides a substantial speed-up from several hours of manual meshing to ~1 min of automated computation, and it solves an important problem that cannot be addressed with recent template-based meshing techniques. We validated our final calcified tissue meshes with extensive simulations, demonstrating our ability to accurately model patient-specific aortic stenosis and Transcatheter Aortic Valve Replacement. Our method may serve as an important tool for accelerating the development and usage of personalized cardiovascular biomechanics.
Pak, Daniel H.
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Liu, Minliang
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Kim, Theodore
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Ozturk, Caglar
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McKay, Raymond
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Roche, Ellen T.
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Gleason, Rudolph
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Duncan, James S.
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15 August 2024
Pak, Daniel H.
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Liu, Minliang
47979ae7-213a-4303-ac59-c33356d5c4b5
Kim, Theodore
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Ozturk, Caglar
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McKay, Raymond
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Roche, Ellen T.
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Gleason, Rudolph
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Duncan, James S.
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Pak, Daniel H., Liu, Minliang, Kim, Theodore, Ozturk, Caglar, McKay, Raymond, Roche, Ellen T., Gleason, Rudolph and Duncan, James S.
(2024)
Robust automated calcification meshing for personalized cardiovascular biomechanics.
npj Digital Medicine, 7 (1), [213].
(doi:10.1038/s41746-024-01202-9).
Abstract
Calcification has significant influence over cardiovascular diseases and interventions. Detailed characterization of calcification is thus desired for predictive modeling, but calcium deposits on cardiovascular structures are still often manually reconstructed for physics-driven simulations. This poses a major bottleneck for large-scale adoption of computational simulations for research or clinical use. To address this, we propose an end-to-end automated image-to-mesh algorithm that enables robust incorporation of patient-specific calcification onto a given cardiovascular tissue mesh. The algorithm provides a substantial speed-up from several hours of manual meshing to ~1 min of automated computation, and it solves an important problem that cannot be addressed with recent template-based meshing techniques. We validated our final calcified tissue meshes with extensive simulations, demonstrating our ability to accurately model patient-specific aortic stenosis and Transcatheter Aortic Valve Replacement. Our method may serve as an important tool for accelerating the development and usage of personalized cardiovascular biomechanics.
Text
s41746-024-01202-9
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Accepted/In Press date: 26 July 2024
Published date: 15 August 2024
Identifiers
Local EPrints ID: 494406
URI: http://eprints.soton.ac.uk/id/eprint/494406
ISSN: 2398-6352
PURE UUID: 782d1f14-64ce-4a38-b1a5-60fbcc6660d0
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Date deposited: 07 Oct 2024 17:14
Last modified: 08 Oct 2024 02:11
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Contributors
Author:
Daniel H. Pak
Author:
Minliang Liu
Author:
Theodore Kim
Author:
Caglar Ozturk
Author:
Raymond McKay
Author:
Ellen T. Roche
Author:
Rudolph Gleason
Author:
James S. Duncan
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