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

Authors :
Clayton RH
Aboelkassem Y
Cantwell CD
Corrado C
Delhaas T
Huberts W
Lei CL
Ni H
Panfilov AV
Roney C
Dos Santos RW
Source :
Philosophical transactions. Series A, Mathematical, physical, and engineering sciences [Philos Trans A Math Phys Eng Sci] 2020 Jun 12; Vol. 378 (2173), pp. 20190335. Date of Electronic Publication: 2020 May 25.
Publication Year :
2020

Abstract

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'.

Details

Language :
English
ISSN :
1471-2962
Volume :
378
Issue :
2173
Database :
MEDLINE
Journal :
Philosophical transactions. Series A, Mathematical, physical, and engineering sciences
Publication Type :
Academic Journal
Accession number :
32448070
Full Text :
https://doi.org/10.1098/rsta.2019.0335