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Calcium Signals Driven by Single Channel Noise
Usually, the occurrence of random cell behavior is appointed to small copy numbers of molecules involved in the stochastic process. Recently, we demonstrated for a variety of cell types that intracellular Ca(2+) oscillations are sequences of random spikes despite the involvement of many molecules in...
Autores principales: | , , |
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Formato: | Texto |
Lenguaje: | English |
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Public Library of Science
2010
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2917103/ https://www.ncbi.nlm.nih.gov/pubmed/20700497 http://dx.doi.org/10.1371/journal.pcbi.1000870 |
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author | Skupin, Alexander Kettenmann, Helmut Falcke, Martin |
author_facet | Skupin, Alexander Kettenmann, Helmut Falcke, Martin |
author_sort | Skupin, Alexander |
collection | PubMed |
description | Usually, the occurrence of random cell behavior is appointed to small copy numbers of molecules involved in the stochastic process. Recently, we demonstrated for a variety of cell types that intracellular Ca(2+) oscillations are sequences of random spikes despite the involvement of many molecules in spike generation. This randomness arises from the stochastic state transitions of individual Ca(2+) release channels and does not average out due to the existence of steep concentration gradients. The system is hierarchical due to the structural levels channel - channel cluster - cell and a corresponding strength of coupling. Concentration gradients introduce microdomains which couple channels of a cluster strongly. But they couple clusters only weakly; too weak to establish deterministic behavior on cell level. Here, we present a multi-scale modelling concept for stochastic hierarchical systems. It simulates active molecules individually as Markov chains and their coupling by deterministic diffusion. Thus, we are able to follow the consequences of random single molecule state changes up to the signal on cell level. To demonstrate the potential of the method, we simulate a variety of experiments. Comparisons of simulated and experimental data of spontaneous oscillations in astrocytes emphasize the role of spatial concentration gradients in Ca(2+) signalling. Analysis of extensive simulations indicates that frequency encoding described by the relation between average and standard deviation of interspike intervals is surprisingly robust. This robustness is a property of the random spiking mechanism and not a result of control. |
format | Text |
id | pubmed-2917103 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2010 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-29171032010-08-10 Calcium Signals Driven by Single Channel Noise Skupin, Alexander Kettenmann, Helmut Falcke, Martin PLoS Comput Biol Research Article Usually, the occurrence of random cell behavior is appointed to small copy numbers of molecules involved in the stochastic process. Recently, we demonstrated for a variety of cell types that intracellular Ca(2+) oscillations are sequences of random spikes despite the involvement of many molecules in spike generation. This randomness arises from the stochastic state transitions of individual Ca(2+) release channels and does not average out due to the existence of steep concentration gradients. The system is hierarchical due to the structural levels channel - channel cluster - cell and a corresponding strength of coupling. Concentration gradients introduce microdomains which couple channels of a cluster strongly. But they couple clusters only weakly; too weak to establish deterministic behavior on cell level. Here, we present a multi-scale modelling concept for stochastic hierarchical systems. It simulates active molecules individually as Markov chains and their coupling by deterministic diffusion. Thus, we are able to follow the consequences of random single molecule state changes up to the signal on cell level. To demonstrate the potential of the method, we simulate a variety of experiments. Comparisons of simulated and experimental data of spontaneous oscillations in astrocytes emphasize the role of spatial concentration gradients in Ca(2+) signalling. Analysis of extensive simulations indicates that frequency encoding described by the relation between average and standard deviation of interspike intervals is surprisingly robust. This robustness is a property of the random spiking mechanism and not a result of control. Public Library of Science 2010-08-05 /pmc/articles/PMC2917103/ /pubmed/20700497 http://dx.doi.org/10.1371/journal.pcbi.1000870 Text en Skupin et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Skupin, Alexander Kettenmann, Helmut Falcke, Martin Calcium Signals Driven by Single Channel Noise |
title | Calcium Signals Driven by Single Channel Noise |
title_full | Calcium Signals Driven by Single Channel Noise |
title_fullStr | Calcium Signals Driven by Single Channel Noise |
title_full_unstemmed | Calcium Signals Driven by Single Channel Noise |
title_short | Calcium Signals Driven by Single Channel Noise |
title_sort | calcium signals driven by single channel noise |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2917103/ https://www.ncbi.nlm.nih.gov/pubmed/20700497 http://dx.doi.org/10.1371/journal.pcbi.1000870 |
work_keys_str_mv | AT skupinalexander calciumsignalsdrivenbysinglechannelnoise AT kettenmannhelmut calciumsignalsdrivenbysinglechannelnoise AT falckemartin calciumsignalsdrivenbysinglechannelnoise |