Cargando…

Transition state characteristics during cell differentiation

Models describing the process of stem-cell differentiation are plentiful, and may offer insights into the underlying mechanisms and experimentally observed behaviour. Waddington’s epigenetic landscape has been providing a conceptual framework for differentiation processes since its inception. It als...

Descripción completa

Detalles Bibliográficos
Autores principales: Brackston, Rowan D., Lakatos, Eszter, Stumpf, Michael P. H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6168170/
https://www.ncbi.nlm.nih.gov/pubmed/30235202
http://dx.doi.org/10.1371/journal.pcbi.1006405
_version_ 1783360323988750336
author Brackston, Rowan D.
Lakatos, Eszter
Stumpf, Michael P. H.
author_facet Brackston, Rowan D.
Lakatos, Eszter
Stumpf, Michael P. H.
author_sort Brackston, Rowan D.
collection PubMed
description Models describing the process of stem-cell differentiation are plentiful, and may offer insights into the underlying mechanisms and experimentally observed behaviour. Waddington’s epigenetic landscape has been providing a conceptual framework for differentiation processes since its inception. It also allows, however, for detailed mathematical and quantitative analyses, as the landscape can, at least in principle, be related to mathematical models of dynamical systems. Here we focus on a set of dynamical systems features that are intimately linked to cell differentiation, by considering exemplar dynamical models that capture important aspects of stem cell differentiation dynamics. These models allow us to map the paths that cells take through gene expression space as they move from one fate to another, e.g. from a stem-cell to a more specialized cell type. Our analysis highlights the role of the transition state (TS) that separates distinct cell fates, and how the nature of the TS changes as the underlying landscape changes—change that can be induced by e.g. cellular signaling. We demonstrate that models for stem cell differentiation may be interpreted in terms of either a static or transitory landscape. For the static case the TS represents a particular transcriptional profile that all cells approach during differentiation. Alternatively, the TS may refer to the commonly observed period of heterogeneity as cells undergo stochastic transitions.
format Online
Article
Text
id pubmed-6168170
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-61681702018-10-19 Transition state characteristics during cell differentiation Brackston, Rowan D. Lakatos, Eszter Stumpf, Michael P. H. PLoS Comput Biol Research Article Models describing the process of stem-cell differentiation are plentiful, and may offer insights into the underlying mechanisms and experimentally observed behaviour. Waddington’s epigenetic landscape has been providing a conceptual framework for differentiation processes since its inception. It also allows, however, for detailed mathematical and quantitative analyses, as the landscape can, at least in principle, be related to mathematical models of dynamical systems. Here we focus on a set of dynamical systems features that are intimately linked to cell differentiation, by considering exemplar dynamical models that capture important aspects of stem cell differentiation dynamics. These models allow us to map the paths that cells take through gene expression space as they move from one fate to another, e.g. from a stem-cell to a more specialized cell type. Our analysis highlights the role of the transition state (TS) that separates distinct cell fates, and how the nature of the TS changes as the underlying landscape changes—change that can be induced by e.g. cellular signaling. We demonstrate that models for stem cell differentiation may be interpreted in terms of either a static or transitory landscape. For the static case the TS represents a particular transcriptional profile that all cells approach during differentiation. Alternatively, the TS may refer to the commonly observed period of heterogeneity as cells undergo stochastic transitions. Public Library of Science 2018-09-20 /pmc/articles/PMC6168170/ /pubmed/30235202 http://dx.doi.org/10.1371/journal.pcbi.1006405 Text en © 2018 Brackston 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 (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Brackston, Rowan D.
Lakatos, Eszter
Stumpf, Michael P. H.
Transition state characteristics during cell differentiation
title Transition state characteristics during cell differentiation
title_full Transition state characteristics during cell differentiation
title_fullStr Transition state characteristics during cell differentiation
title_full_unstemmed Transition state characteristics during cell differentiation
title_short Transition state characteristics during cell differentiation
title_sort transition state characteristics during cell differentiation
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6168170/
https://www.ncbi.nlm.nih.gov/pubmed/30235202
http://dx.doi.org/10.1371/journal.pcbi.1006405
work_keys_str_mv AT brackstonrowand transitionstatecharacteristicsduringcelldifferentiation
AT lakatoseszter transitionstatecharacteristicsduringcelldifferentiation
AT stumpfmichaelph transitionstatecharacteristicsduringcelldifferentiation