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Comparison of the Simulated Response of Three in Silico Human Stem Cell-Derived Cardiomyocytes Models and in Vitro Data Under 15 Drug Actions

Objectives: Improvements in human stem cell-derived cardiomyocyte (hSC-CM) technology have promoted their use for drug testing and disease investigations. Several in silico hSC-CM models have been proposed to augment interpretation of experimental findings through simulations. This work aims to asse...

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Autores principales: Paci, Michelangelo, Koivumäki, Jussi T., Lu, Hua Rong, Gallacher, David J., Passini, Elisa, Rodriguez, Blanca
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8033762/
https://www.ncbi.nlm.nih.gov/pubmed/33841140
http://dx.doi.org/10.3389/fphar.2021.604713
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author Paci, Michelangelo
Koivumäki, Jussi T.
Lu, Hua Rong
Gallacher, David J.
Passini, Elisa
Rodriguez, Blanca
author_facet Paci, Michelangelo
Koivumäki, Jussi T.
Lu, Hua Rong
Gallacher, David J.
Passini, Elisa
Rodriguez, Blanca
author_sort Paci, Michelangelo
collection PubMed
description Objectives: Improvements in human stem cell-derived cardiomyocyte (hSC-CM) technology have promoted their use for drug testing and disease investigations. Several in silico hSC-CM models have been proposed to augment interpretation of experimental findings through simulations. This work aims to assess the response of three hSC-CM in silico models (Koivumäki2018, Kernik2019, and Paci2020) to simulated drug action, and compare simulation results against in vitro data for 15 drugs. Methods: First, simulations were conducted considering 15 drugs, using a simple pore-block model and experimental data for seven ion channels. Similarities and differences were analyzed in the in silico responses of the three models to drugs, in terms of Ca(2+) transient duration (CTD(90)) and occurrence of arrhythmic events. Then, the sensitivity of each model to different degrees of blockage of Na(+) (I(Na)), L-type Ca(2+) (I(CaL)), and rapid delayed rectifying K(+) (I(Kr)) currents was quantified. Finally, we compared the drug-induced effects on CTD(90) against the corresponding in vitro experiments. Results: The observed CTD(90) changes were overall consistent among the in silico models, all three showing changes of smaller magnitudes compared to the ones measured in vitro. For example, sparfloxacin 10 µM induced +42% CTD(90) prolongation in vitro, and +17% (Koivumäki2018), +6% (Kernik2019), and +9% (Paci2020) in silico. Different arrhythmic events were observed following drug application, mainly for drugs affecting I(Kr). Paci2020 and Kernik2019 showed only repolarization failure, while Koivumäki2018 also displayed early and delayed afterdepolarizations. The spontaneous activity was suppressed by Na(+) blockers and by drugs with similar effects on I(CaL) and I(Kr) in Koivumäki2018 and Paci2020, while only by strong I(CaL) blockers, e.g. nisoldipine, in Kernik2019. These results were confirmed by the sensitivity analysis. Conclusion: To conclude, The CTD(90) changes observed in silico are qualitatively consistent with our in vitro data, although our simulations show differences in drug responses across the hSC-CM models, which could stem from variability in the experimental data used in their construction.
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spelling pubmed-80337622021-04-10 Comparison of the Simulated Response of Three in Silico Human Stem Cell-Derived Cardiomyocytes Models and in Vitro Data Under 15 Drug Actions Paci, Michelangelo Koivumäki, Jussi T. Lu, Hua Rong Gallacher, David J. Passini, Elisa Rodriguez, Blanca Front Pharmacol Pharmacology Objectives: Improvements in human stem cell-derived cardiomyocyte (hSC-CM) technology have promoted their use for drug testing and disease investigations. Several in silico hSC-CM models have been proposed to augment interpretation of experimental findings through simulations. This work aims to assess the response of three hSC-CM in silico models (Koivumäki2018, Kernik2019, and Paci2020) to simulated drug action, and compare simulation results against in vitro data for 15 drugs. Methods: First, simulations were conducted considering 15 drugs, using a simple pore-block model and experimental data for seven ion channels. Similarities and differences were analyzed in the in silico responses of the three models to drugs, in terms of Ca(2+) transient duration (CTD(90)) and occurrence of arrhythmic events. Then, the sensitivity of each model to different degrees of blockage of Na(+) (I(Na)), L-type Ca(2+) (I(CaL)), and rapid delayed rectifying K(+) (I(Kr)) currents was quantified. Finally, we compared the drug-induced effects on CTD(90) against the corresponding in vitro experiments. Results: The observed CTD(90) changes were overall consistent among the in silico models, all three showing changes of smaller magnitudes compared to the ones measured in vitro. For example, sparfloxacin 10 µM induced +42% CTD(90) prolongation in vitro, and +17% (Koivumäki2018), +6% (Kernik2019), and +9% (Paci2020) in silico. Different arrhythmic events were observed following drug application, mainly for drugs affecting I(Kr). Paci2020 and Kernik2019 showed only repolarization failure, while Koivumäki2018 also displayed early and delayed afterdepolarizations. The spontaneous activity was suppressed by Na(+) blockers and by drugs with similar effects on I(CaL) and I(Kr) in Koivumäki2018 and Paci2020, while only by strong I(CaL) blockers, e.g. nisoldipine, in Kernik2019. These results were confirmed by the sensitivity analysis. Conclusion: To conclude, The CTD(90) changes observed in silico are qualitatively consistent with our in vitro data, although our simulations show differences in drug responses across the hSC-CM models, which could stem from variability in the experimental data used in their construction. Frontiers Media S.A. 2021-03-15 /pmc/articles/PMC8033762/ /pubmed/33841140 http://dx.doi.org/10.3389/fphar.2021.604713 Text en Copyright © 2021 Paci, Koivumäki, Lu, Gallacher, Passini and Rodriguez. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Pharmacology
Paci, Michelangelo
Koivumäki, Jussi T.
Lu, Hua Rong
Gallacher, David J.
Passini, Elisa
Rodriguez, Blanca
Comparison of the Simulated Response of Three in Silico Human Stem Cell-Derived Cardiomyocytes Models and in Vitro Data Under 15 Drug Actions
title Comparison of the Simulated Response of Three in Silico Human Stem Cell-Derived Cardiomyocytes Models and in Vitro Data Under 15 Drug Actions
title_full Comparison of the Simulated Response of Three in Silico Human Stem Cell-Derived Cardiomyocytes Models and in Vitro Data Under 15 Drug Actions
title_fullStr Comparison of the Simulated Response of Three in Silico Human Stem Cell-Derived Cardiomyocytes Models and in Vitro Data Under 15 Drug Actions
title_full_unstemmed Comparison of the Simulated Response of Three in Silico Human Stem Cell-Derived Cardiomyocytes Models and in Vitro Data Under 15 Drug Actions
title_short Comparison of the Simulated Response of Three in Silico Human Stem Cell-Derived Cardiomyocytes Models and in Vitro Data Under 15 Drug Actions
title_sort comparison of the simulated response of three in silico human stem cell-derived cardiomyocytes models and in vitro data under 15 drug actions
topic Pharmacology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8033762/
https://www.ncbi.nlm.nih.gov/pubmed/33841140
http://dx.doi.org/10.3389/fphar.2021.604713
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