Calibration of ionic and cellular cardiac electrophysiology models
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Keyword
cardiacelectrophysiology
identification
inference
mathematical modeling
optimization
parameterization
Journal title
WIREs Systems Biology and MedicineTerm and Year
4Date Published
2020-02-21Publication Volume
12Publication Issue
4
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Show full item recordAbstract
Cardiac electrophysiology models are among the most mature and well-studied mathematical models of biological systems. This maturity is bringing new challenges as models are being used increasingly to make quantitative rather than qualitative predictions. As such, calibrating the parameters within ion current and action potential (AP) models to experimental data sets is a crucial step in constructing a predictive model. This review highlights some of the fundamental concepts in cardiac model calibration and is intended to be readily understood by computational and mathematical modelers working in other fields of biology. We discuss the classic and latest approaches to calibration in the electrophysiology field, at both the ion channel and cellular AP scales. We end with a discussion of the many challenges that work to date has raised and the need for reproducible descriptions of the calibration process to enable models to be recalibrated to new data sets and built upon for new studies. This article is categorized under: Analytical and Computational Methods > Computational Methods Physiology > Mammalian Physiology in Health and Disease Models of Systems Properties and Processes > Cellular Models.Citation
Whittaker DG, Clerx M, Lei CL, Christini DJ, Mirams GR. Calibration of ionic and cellular cardiac electrophysiology models. Wiley Interdiscip Rev Syst Biol Med. 2020 Jul;12(4):e1482. doi: 10.1002/wsbm.1482. Epub 2020 Feb 21. PMID: 32084308; PMCID: PMC8614115.DOI
10.1002/wsbm.1482ae974a485f413a2113503eed53cd6c53
10.1002/wsbm.1482
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Except where otherwise noted, this item's license is described as http://creativecommons.org/licenses/by/4.0/
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