Calibration of ionic and cellular cardiac electrophysiology models
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 i...
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Veröffentlicht in: | Wiley interdisciplinary reviews. Mechanisms of disease 2020-07, Vol.12 (4), p.e1482-n/a, Article 1482 |
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Sprache: | eng |
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Zusammenfassung: | 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
A schematic of a cardiac electrophysiology model, highlighting the components described by equations that need to be calibrated using experimental data. |
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ISSN: | 1939-5094 1939-005X 2692-9368 |
DOI: | 10.1002/wsbm.1482 |