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A Modeling Insight into Adipose-Derived Stem Cell Myogenesis

Adipose-derived stem cells (ASCs) are clinically important in regenerative medicine as they are relatively easy to obtain, are characterized by low morbidity, and can differentiate into myogenic progenitor cells. Although studies have elucidated the principal markers, PAX7, Desmin, MyoD, and MHC, th...

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Detalles Bibliográficos
Autores principales: Deshpande, Rajiv S., Grayson, Warren L., Spector, Alexander A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4574760/
https://www.ncbi.nlm.nih.gov/pubmed/26378788
http://dx.doi.org/10.1371/journal.pone.0137918
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author Deshpande, Rajiv S.
Grayson, Warren L.
Spector, Alexander A.
author_facet Deshpande, Rajiv S.
Grayson, Warren L.
Spector, Alexander A.
author_sort Deshpande, Rajiv S.
collection PubMed
description Adipose-derived stem cells (ASCs) are clinically important in regenerative medicine as they are relatively easy to obtain, are characterized by low morbidity, and can differentiate into myogenic progenitor cells. Although studies have elucidated the principal markers, PAX7, Desmin, MyoD, and MHC, the underlying mechanisms are not completely understood. This motivates the application of computational methods to facilitate greater understanding of such processes. In the following, we present a multi-stage kinetic model comprising a system of ordinary differential equations (ODEs). We sought to model ASC differentiation using data from a static culture, where no strain is applied, and a dynamic culture, where 10% strain is applied. The coefficients of the equations have been modulated by those experimental data points. To correctly represent the trajectories, various switches and a feedback factor based on total cell number have been introduced to better represent the biology of ASC differentiation. Furthermore, the model has then been applied to predict ASC fate for strains different from those used in the experimental conditions and for times longer than the duration of the experiment. Analysis of the results reveals unique characteristics of ASC myogenesis under dynamic conditions of the applied strain.
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spelling pubmed-45747602015-09-25 A Modeling Insight into Adipose-Derived Stem Cell Myogenesis Deshpande, Rajiv S. Grayson, Warren L. Spector, Alexander A. PLoS One Research Article Adipose-derived stem cells (ASCs) are clinically important in regenerative medicine as they are relatively easy to obtain, are characterized by low morbidity, and can differentiate into myogenic progenitor cells. Although studies have elucidated the principal markers, PAX7, Desmin, MyoD, and MHC, the underlying mechanisms are not completely understood. This motivates the application of computational methods to facilitate greater understanding of such processes. In the following, we present a multi-stage kinetic model comprising a system of ordinary differential equations (ODEs). We sought to model ASC differentiation using data from a static culture, where no strain is applied, and a dynamic culture, where 10% strain is applied. The coefficients of the equations have been modulated by those experimental data points. To correctly represent the trajectories, various switches and a feedback factor based on total cell number have been introduced to better represent the biology of ASC differentiation. Furthermore, the model has then been applied to predict ASC fate for strains different from those used in the experimental conditions and for times longer than the duration of the experiment. Analysis of the results reveals unique characteristics of ASC myogenesis under dynamic conditions of the applied strain. Public Library of Science 2015-09-17 /pmc/articles/PMC4574760/ /pubmed/26378788 http://dx.doi.org/10.1371/journal.pone.0137918 Text en © 2015 Deshpande 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
Deshpande, Rajiv S.
Grayson, Warren L.
Spector, Alexander A.
A Modeling Insight into Adipose-Derived Stem Cell Myogenesis
title A Modeling Insight into Adipose-Derived Stem Cell Myogenesis
title_full A Modeling Insight into Adipose-Derived Stem Cell Myogenesis
title_fullStr A Modeling Insight into Adipose-Derived Stem Cell Myogenesis
title_full_unstemmed A Modeling Insight into Adipose-Derived Stem Cell Myogenesis
title_short A Modeling Insight into Adipose-Derived Stem Cell Myogenesis
title_sort modeling insight into adipose-derived stem cell myogenesis
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4574760/
https://www.ncbi.nlm.nih.gov/pubmed/26378788
http://dx.doi.org/10.1371/journal.pone.0137918
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