Cargando…

A Model-Based Analysis of Culture-Dependent Phenotypes of mESCs

Mouse embryonic stem cells (mESCs) can be maintained in a proliferative and undifferentiated state over many passages (self-renewal) while retaining the potential to give rise to every cell type of the organism (pluripotency). Autocrine FGF4/Erk signalling has been identified as a major stimulus for...

Descripción completa

Detalles Bibliográficos
Autores principales: Herberg, Maria, Kalkan, Tüzer, Glauche, Ingmar, Smith, Austin, Roeder, Ingo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3958526/
https://www.ncbi.nlm.nih.gov/pubmed/24643025
http://dx.doi.org/10.1371/journal.pone.0092496
_version_ 1782307889375870976
author Herberg, Maria
Kalkan, Tüzer
Glauche, Ingmar
Smith, Austin
Roeder, Ingo
author_facet Herberg, Maria
Kalkan, Tüzer
Glauche, Ingmar
Smith, Austin
Roeder, Ingo
author_sort Herberg, Maria
collection PubMed
description Mouse embryonic stem cells (mESCs) can be maintained in a proliferative and undifferentiated state over many passages (self-renewal) while retaining the potential to give rise to every cell type of the organism (pluripotency). Autocrine FGF4/Erk signalling has been identified as a major stimulus for fate decisions and lineage commitment in these cells. Recent findings on serum-free culture conditions with specific inhibitors (known as 2i) demonstrate that the inhibition of this pathway reduces transcription factor heterogeneity and is vital to maintain ground state pluripotency of mESCs. We suggest a novel mathematical model to explicitly integrate FGF4/Erk signalling into an interaction network of key pluripotency factors (namely Oct4, Sox2, Nanog and Rex1). The envisaged model allows to explore whether and how proposed mechanisms and feedback regulations can account for different expression patterns in mESC cultures. We demonstrate that an FGF4/Erk-mediated negative feedback is sufficient to induce molecular heterogeneity with respect to Nanog and Rex1 expression and thus critically regulates the propensity for differentiation and the loss of pluripotency. Furthermore, we compare simulation results on the transcription factor dynamics in different self-renewing states and during differentiation with experimental data on a Rex1GFPd2 reporter cell line using flow cytometry and qRT-PCR measurements. Concluding from our results we argue that interaction between FGF4/Erk signalling and Nanog expression qualifies as a key mechanism to manipulate mESC pluripotency. In particular, we infer that ground state pluripotency under 2i is achieved by shifting stable expression pattern of Nanog from a bistable into a monostable regulation impeding stochastic state transitions. Furthermore, we derive testable predictions on altering the degree of Nanog heterogeneity and on the frequency of state transitions in LIF/serum conditions to challenge our model assumptions.
format Online
Article
Text
id pubmed-3958526
institution National Center for Biotechnology Information
language English
publishDate 2014
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-39585262014-03-24 A Model-Based Analysis of Culture-Dependent Phenotypes of mESCs Herberg, Maria Kalkan, Tüzer Glauche, Ingmar Smith, Austin Roeder, Ingo PLoS One Research Article Mouse embryonic stem cells (mESCs) can be maintained in a proliferative and undifferentiated state over many passages (self-renewal) while retaining the potential to give rise to every cell type of the organism (pluripotency). Autocrine FGF4/Erk signalling has been identified as a major stimulus for fate decisions and lineage commitment in these cells. Recent findings on serum-free culture conditions with specific inhibitors (known as 2i) demonstrate that the inhibition of this pathway reduces transcription factor heterogeneity and is vital to maintain ground state pluripotency of mESCs. We suggest a novel mathematical model to explicitly integrate FGF4/Erk signalling into an interaction network of key pluripotency factors (namely Oct4, Sox2, Nanog and Rex1). The envisaged model allows to explore whether and how proposed mechanisms and feedback regulations can account for different expression patterns in mESC cultures. We demonstrate that an FGF4/Erk-mediated negative feedback is sufficient to induce molecular heterogeneity with respect to Nanog and Rex1 expression and thus critically regulates the propensity for differentiation and the loss of pluripotency. Furthermore, we compare simulation results on the transcription factor dynamics in different self-renewing states and during differentiation with experimental data on a Rex1GFPd2 reporter cell line using flow cytometry and qRT-PCR measurements. Concluding from our results we argue that interaction between FGF4/Erk signalling and Nanog expression qualifies as a key mechanism to manipulate mESC pluripotency. In particular, we infer that ground state pluripotency under 2i is achieved by shifting stable expression pattern of Nanog from a bistable into a monostable regulation impeding stochastic state transitions. Furthermore, we derive testable predictions on altering the degree of Nanog heterogeneity and on the frequency of state transitions in LIF/serum conditions to challenge our model assumptions. Public Library of Science 2014-03-18 /pmc/articles/PMC3958526/ /pubmed/24643025 http://dx.doi.org/10.1371/journal.pone.0092496 Text en © 2014 Herberg 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
Herberg, Maria
Kalkan, Tüzer
Glauche, Ingmar
Smith, Austin
Roeder, Ingo
A Model-Based Analysis of Culture-Dependent Phenotypes of mESCs
title A Model-Based Analysis of Culture-Dependent Phenotypes of mESCs
title_full A Model-Based Analysis of Culture-Dependent Phenotypes of mESCs
title_fullStr A Model-Based Analysis of Culture-Dependent Phenotypes of mESCs
title_full_unstemmed A Model-Based Analysis of Culture-Dependent Phenotypes of mESCs
title_short A Model-Based Analysis of Culture-Dependent Phenotypes of mESCs
title_sort model-based analysis of culture-dependent phenotypes of mescs
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3958526/
https://www.ncbi.nlm.nih.gov/pubmed/24643025
http://dx.doi.org/10.1371/journal.pone.0092496
work_keys_str_mv AT herbergmaria amodelbasedanalysisofculturedependentphenotypesofmescs
AT kalkantuzer amodelbasedanalysisofculturedependentphenotypesofmescs
AT glaucheingmar amodelbasedanalysisofculturedependentphenotypesofmescs
AT smithaustin amodelbasedanalysisofculturedependentphenotypesofmescs
AT roederingo amodelbasedanalysisofculturedependentphenotypesofmescs
AT herbergmaria modelbasedanalysisofculturedependentphenotypesofmescs
AT kalkantuzer modelbasedanalysisofculturedependentphenotypesofmescs
AT glaucheingmar modelbasedanalysisofculturedependentphenotypesofmescs
AT smithaustin modelbasedanalysisofculturedependentphenotypesofmescs
AT roederingo modelbasedanalysisofculturedependentphenotypesofmescs