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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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 |
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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 |
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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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1763498182688374784 |