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Statistical Approach to Incorporating Experimental Variability into a Mathematical Model of the Voltage-Gated Na(+) Channel and Human Atrial Action Potential
The voltage-gated Na(+) channel Na(v)1.5 is critical for normal cardiac myocyte excitability. Mathematical models have been widely used to study Na(v)1.5 function and link to a range of cardiac arrhythmias. There is growing appreciation for the importance of incorporating physiological heterogeneity...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8234464/ https://www.ncbi.nlm.nih.gov/pubmed/34208565 http://dx.doi.org/10.3390/cells10061516 |
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author | Gratz, Daniel Winkle, Alexander J Weinberg, Seth H Hund, Thomas J |
author_facet | Gratz, Daniel Winkle, Alexander J Weinberg, Seth H Hund, Thomas J |
author_sort | Gratz, Daniel |
collection | PubMed |
description | The voltage-gated Na(+) channel Na(v)1.5 is critical for normal cardiac myocyte excitability. Mathematical models have been widely used to study Na(v)1.5 function and link to a range of cardiac arrhythmias. There is growing appreciation for the importance of incorporating physiological heterogeneity observed even in a healthy population into mathematical models of the cardiac action potential. Here, we apply methods from Bayesian statistics to capture the variability in experimental measurements on human atrial Na(v)1.5 across experimental protocols and labs. This variability was used to define a physiological distribution for model parameters in a novel model formulation of Na(v)1.5, which was then incorporated into an existing human atrial action potential model. Model validation was performed by comparing the simulated distribution of action potential upstroke velocity measurements to experimental measurements from several different sources. Going forward, we hope to apply this approach to other major atrial ion channels to create a comprehensive model of the human atrial AP. We anticipate that such a model will be useful for understanding excitability at the population level, including variable drug response and penetrance of variants linked to inherited cardiac arrhythmia syndromes. |
format | Online Article Text |
id | pubmed-8234464 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-82344642021-06-27 Statistical Approach to Incorporating Experimental Variability into a Mathematical Model of the Voltage-Gated Na(+) Channel and Human Atrial Action Potential Gratz, Daniel Winkle, Alexander J Weinberg, Seth H Hund, Thomas J Cells Article The voltage-gated Na(+) channel Na(v)1.5 is critical for normal cardiac myocyte excitability. Mathematical models have been widely used to study Na(v)1.5 function and link to a range of cardiac arrhythmias. There is growing appreciation for the importance of incorporating physiological heterogeneity observed even in a healthy population into mathematical models of the cardiac action potential. Here, we apply methods from Bayesian statistics to capture the variability in experimental measurements on human atrial Na(v)1.5 across experimental protocols and labs. This variability was used to define a physiological distribution for model parameters in a novel model formulation of Na(v)1.5, which was then incorporated into an existing human atrial action potential model. Model validation was performed by comparing the simulated distribution of action potential upstroke velocity measurements to experimental measurements from several different sources. Going forward, we hope to apply this approach to other major atrial ion channels to create a comprehensive model of the human atrial AP. We anticipate that such a model will be useful for understanding excitability at the population level, including variable drug response and penetrance of variants linked to inherited cardiac arrhythmia syndromes. MDPI 2021-06-16 /pmc/articles/PMC8234464/ /pubmed/34208565 http://dx.doi.org/10.3390/cells10061516 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Gratz, Daniel Winkle, Alexander J Weinberg, Seth H Hund, Thomas J Statistical Approach to Incorporating Experimental Variability into a Mathematical Model of the Voltage-Gated Na(+) Channel and Human Atrial Action Potential |
title | Statistical Approach to Incorporating Experimental Variability into a Mathematical Model of the Voltage-Gated Na(+) Channel and Human Atrial Action Potential |
title_full | Statistical Approach to Incorporating Experimental Variability into a Mathematical Model of the Voltage-Gated Na(+) Channel and Human Atrial Action Potential |
title_fullStr | Statistical Approach to Incorporating Experimental Variability into a Mathematical Model of the Voltage-Gated Na(+) Channel and Human Atrial Action Potential |
title_full_unstemmed | Statistical Approach to Incorporating Experimental Variability into a Mathematical Model of the Voltage-Gated Na(+) Channel and Human Atrial Action Potential |
title_short | Statistical Approach to Incorporating Experimental Variability into a Mathematical Model of the Voltage-Gated Na(+) Channel and Human Atrial Action Potential |
title_sort | statistical approach to incorporating experimental variability into a mathematical model of the voltage-gated na(+) channel and human atrial action potential |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8234464/ https://www.ncbi.nlm.nih.gov/pubmed/34208565 http://dx.doi.org/10.3390/cells10061516 |
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