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Stochastic modeling of oligodendrocyte generation in cell culture: model validation with time-lapse data

BACKGROUND: The purpose of this paper is two-fold. The first objective is to validate the assumptions behind a stochastic model developed earlier by these authors to describe oligodendrocyte generation in cell culture. The second is to generate time-lapse data that may help biomathematicians to buil...

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Autores principales: Hyrien, Ollivier, Ambeskovic, Ibro, Mayer-Proschel, Margot, Noble, Mark, Yakovlev, Andrei
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2006
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1481529/
https://www.ncbi.nlm.nih.gov/pubmed/16707014
http://dx.doi.org/10.1186/1742-4682-3-21
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author Hyrien, Ollivier
Ambeskovic, Ibro
Mayer-Proschel, Margot
Noble, Mark
Yakovlev, Andrei
author_facet Hyrien, Ollivier
Ambeskovic, Ibro
Mayer-Proschel, Margot
Noble, Mark
Yakovlev, Andrei
author_sort Hyrien, Ollivier
collection PubMed
description BACKGROUND: The purpose of this paper is two-fold. The first objective is to validate the assumptions behind a stochastic model developed earlier by these authors to describe oligodendrocyte generation in cell culture. The second is to generate time-lapse data that may help biomathematicians to build stochastic models of cell proliferation and differentiation under other experimental scenarios. RESULTS: Using time-lapse video recording it is possible to follow the individual evolutions of different cells within each clone. This experimental technique is very laborious and cannot replace model-based quantitative inference from clonal data. However, it is unrivalled in validating the structure of a stochastic model intended to describe cell proliferation and differentiation at the clonal level. In this paper, such data are reported and analyzed for oligodendrocyte precursor cells cultured in vitro. CONCLUSION: The results strongly support the validity of the most basic assumptions underpinning the previously proposed model of oligodendrocyte development in cell culture. However, there are some discrepancies; the most important is that the contribution of progenitor cell death to cell kinetics in this experimental system has been underestimated.
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spelling pubmed-14815292006-06-22 Stochastic modeling of oligodendrocyte generation in cell culture: model validation with time-lapse data Hyrien, Ollivier Ambeskovic, Ibro Mayer-Proschel, Margot Noble, Mark Yakovlev, Andrei Theor Biol Med Model Research BACKGROUND: The purpose of this paper is two-fold. The first objective is to validate the assumptions behind a stochastic model developed earlier by these authors to describe oligodendrocyte generation in cell culture. The second is to generate time-lapse data that may help biomathematicians to build stochastic models of cell proliferation and differentiation under other experimental scenarios. RESULTS: Using time-lapse video recording it is possible to follow the individual evolutions of different cells within each clone. This experimental technique is very laborious and cannot replace model-based quantitative inference from clonal data. However, it is unrivalled in validating the structure of a stochastic model intended to describe cell proliferation and differentiation at the clonal level. In this paper, such data are reported and analyzed for oligodendrocyte precursor cells cultured in vitro. CONCLUSION: The results strongly support the validity of the most basic assumptions underpinning the previously proposed model of oligodendrocyte development in cell culture. However, there are some discrepancies; the most important is that the contribution of progenitor cell death to cell kinetics in this experimental system has been underestimated. BioMed Central 2006-05-17 /pmc/articles/PMC1481529/ /pubmed/16707014 http://dx.doi.org/10.1186/1742-4682-3-21 Text en Copyright © 2006 Hyrien et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License ( (http://creativecommons.org/licenses/by/2.0) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research
Hyrien, Ollivier
Ambeskovic, Ibro
Mayer-Proschel, Margot
Noble, Mark
Yakovlev, Andrei
Stochastic modeling of oligodendrocyte generation in cell culture: model validation with time-lapse data
title Stochastic modeling of oligodendrocyte generation in cell culture: model validation with time-lapse data
title_full Stochastic modeling of oligodendrocyte generation in cell culture: model validation with time-lapse data
title_fullStr Stochastic modeling of oligodendrocyte generation in cell culture: model validation with time-lapse data
title_full_unstemmed Stochastic modeling of oligodendrocyte generation in cell culture: model validation with time-lapse data
title_short Stochastic modeling of oligodendrocyte generation in cell culture: model validation with time-lapse data
title_sort stochastic modeling of oligodendrocyte generation in cell culture: model validation with time-lapse data
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1481529/
https://www.ncbi.nlm.nih.gov/pubmed/16707014
http://dx.doi.org/10.1186/1742-4682-3-21
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