A comparison of deterministic and stochastic simulations of neuronal vesicle release models

We study the calcium-induced vesicle release into the synaptic cleft using a deterministic algorithm and MCell, a Monte Carlo algorithm that tracks individual molecules. We compare the average vesicle release probability obtained using both algorithms and investigate the effect of the three main sou...

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Main Authors: Charin Modchang, Suhita Nadkarni, Thomas M. Bartol, Wannapong Triampo, Terrence J. Sejnowski, Herbert Levine, Wouter Jan Rappel
Other Authors: University of California, San Diego
Format: Article
Published: 2018
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Online Access:https://repository.li.mahidol.ac.th/handle/123456789/28828
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spelling th-mahidol.288282018-09-24T15:49:24Z A comparison of deterministic and stochastic simulations of neuronal vesicle release models Charin Modchang Suhita Nadkarni Thomas M. Bartol Wannapong Triampo Terrence J. Sejnowski Herbert Levine Wouter Jan Rappel University of California, San Diego Mahidol University Salk Institute Howard Hughes Medical Institute Biochemistry, Genetics and Molecular Biology We study the calcium-induced vesicle release into the synaptic cleft using a deterministic algorithm and MCell, a Monte Carlo algorithm that tracks individual molecules. We compare the average vesicle release probability obtained using both algorithms and investigate the effect of the three main sources of noise: diffusion, sensor kinetics and fluctuations from the voltage-dependent calcium channels (VDCCs). We find that the stochastic opening kinetics of the VDCCs are the main contributors to differences in the release probability. Our results show that the deterministic calculations lead to reliable results, with an error of less than 20%, when the sensor is located at least 50 nm from the VDCCs, corresponding to microdomain signaling. For smaller distances, i.e. nanodomain signaling, the error becomes larger and a stochastic algorithm is necessary. © 2010 IOP Publishing Ltd. 2018-09-24T08:49:24Z 2018-09-24T08:49:24Z 2010-01-01 Article Physical Biology. Vol.7, No.2 (2010) 10.1088/1478-3975/7/2/026008 14783975 14783967 2-s2.0-77954109049 https://repository.li.mahidol.ac.th/handle/123456789/28828 Mahidol University SCOPUS https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=77954109049&origin=inward
institution Mahidol University
building Mahidol University Library
continent Asia
country Thailand
Thailand
content_provider Mahidol University Library
collection Mahidol University Institutional Repository
topic Biochemistry, Genetics and Molecular Biology
spellingShingle Biochemistry, Genetics and Molecular Biology
Charin Modchang
Suhita Nadkarni
Thomas M. Bartol
Wannapong Triampo
Terrence J. Sejnowski
Herbert Levine
Wouter Jan Rappel
A comparison of deterministic and stochastic simulations of neuronal vesicle release models
description We study the calcium-induced vesicle release into the synaptic cleft using a deterministic algorithm and MCell, a Monte Carlo algorithm that tracks individual molecules. We compare the average vesicle release probability obtained using both algorithms and investigate the effect of the three main sources of noise: diffusion, sensor kinetics and fluctuations from the voltage-dependent calcium channels (VDCCs). We find that the stochastic opening kinetics of the VDCCs are the main contributors to differences in the release probability. Our results show that the deterministic calculations lead to reliable results, with an error of less than 20%, when the sensor is located at least 50 nm from the VDCCs, corresponding to microdomain signaling. For smaller distances, i.e. nanodomain signaling, the error becomes larger and a stochastic algorithm is necessary. © 2010 IOP Publishing Ltd.
author2 University of California, San Diego
author_facet University of California, San Diego
Charin Modchang
Suhita Nadkarni
Thomas M. Bartol
Wannapong Triampo
Terrence J. Sejnowski
Herbert Levine
Wouter Jan Rappel
format Article
author Charin Modchang
Suhita Nadkarni
Thomas M. Bartol
Wannapong Triampo
Terrence J. Sejnowski
Herbert Levine
Wouter Jan Rappel
author_sort Charin Modchang
title A comparison of deterministic and stochastic simulations of neuronal vesicle release models
title_short A comparison of deterministic and stochastic simulations of neuronal vesicle release models
title_full A comparison of deterministic and stochastic simulations of neuronal vesicle release models
title_fullStr A comparison of deterministic and stochastic simulations of neuronal vesicle release models
title_full_unstemmed A comparison of deterministic and stochastic simulations of neuronal vesicle release models
title_sort comparison of deterministic and stochastic simulations of neuronal vesicle release models
publishDate 2018
url https://repository.li.mahidol.ac.th/handle/123456789/28828
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