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Multi-domain variational autoencoders for combined modeling of MRI-based biventricular anatomy and ECG-based cardiac electrophysiology

Abstract:

Human cardiac function is characterized by a complex interplay of mechanical deformation and electrophysiological conduction. Similar to the underlying cardiac anatomy, these interconnected physiological patterns vary considerably across the human population with important implications for the effectiveness of clinical decision-making and the accuracy of computerized heart models. While many previous works have investigated this variability separately for either cardiac anatomy or physiology,...

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Publication status:
Published
Peer review status:
Peer reviewed

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Publisher copy:
10.3389/fphys.2022.886723

Authors


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Institution:
University of Oxford
Division:
MPLS
Department:
Engineering Science
Role:
Author
ORCID:
0000-0001-8198-5128
Publisher:
Frontiers Media Publisher's website
Journal:
Frontiers in Physiology Journal website
Volume:
13
Article number:
886723
Publication date:
2022-06-08
Acceptance date:
2022-05-02
DOI:
EISSN:
1664-042X
Pmid:
35755443

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