An audit of uncertainty in multi-scale cardiac electrophysiology models.


Journal

Philosophical transactions. Series A, Mathematical, physical, and engineering sciences
ISSN: 1471-2962
Titre abrégé: Philos Trans A Math Phys Eng Sci
Pays: England
ID NLM: 101133385

Informations de publication

Date de publication:
12 Jun 2020
Historique:
entrez: 26 5 2020
pubmed: 26 5 2020
medline: 2 3 2021
Statut: ppublish

Résumé

Models of electrical activation and recovery in cardiac cells and tissue have become valuable research tools, and are beginning to be used in safety-critical applications including guidance for clinical procedures and for drug safety assessment. As a consequence, there is an urgent need for a more detailed and quantitative understanding of the ways that uncertainty and variability influence model predictions. In this paper, we review the sources of uncertainty in these models at different spatial scales, discuss how uncertainties are communicated across scales, and begin to assess their relative importance. We conclude by highlighting important challenges that continue to face the cardiac modelling community, identifying open questions, and making recommendations for future studies. This article is part of the theme issue 'Uncertainty quantification in cardiac and cardiovascular modelling and simulation'.

Identifiants

pubmed: 32448070
doi: 10.1098/rsta.2019.0335
pmc: PMC7287340
doi:

Types de publication

Journal Article Review

Langues

eng

Sous-ensembles de citation

IM

Pagination

20190335

Subventions

Organisme : Medical Research Council
ID : MR/S015086/1
Pays : United Kingdom
Organisme : British Heart Foundation
ID : PG/16/17/32069
Pays : United Kingdom

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Auteurs

Richard H Clayton (RH)

Insigneo institute for in-silico Medicine and Department of Computer Science, University of Sheffield, Sheffield, UK.

Yasser Aboelkassem (Y)

Department of Bioengineering, University of California, San Diego, CA, USA.

Chris D Cantwell (CD)

Department of Aeronautics, Imperial College London, London, UK.

Cesare Corrado (C)

Division of Imaging Sciences and Biomedical Engineering, King's College London, London, UK.

Tammo Delhaas (T)

School of Cardiovascular Diseases, Maastricht University, Maastricht, The Netherlands.

Wouter Huberts (W)

School of Cardiovascular Diseases, Maastricht University, Maastricht, The Netherlands.
Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands.

Chon Lok Lei (CL)

Computational Biology and Health Informatics, Department of Computer Science, University of Oxford, Oxford, UK.

Haibo Ni (H)

Department of Pharmacology, University of California, Davis, CA, USA.

Alexander V Panfilov (AV)

Department of Physics and Astronomy, University of Gent, Gent, Belgium.
Laboratory of Computational Biology and Medicine, Ural Federal University, Ekaterinburg, Russia.

Caroline Roney (C)

Division of Imaging Sciences and Biomedical Engineering, King's College London, London, UK.

Rodrigo Weber Dos Santos (RW)

Universitade Federal de Juiz de Fora, Juiz de Fora, Brazil.

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