Transcriptional dynamics of the embryonic stem cell switch.

Recent ChIP experiments of human and mouse embryonic stem cells have elucidated the architecture of the transcriptional regulatory circuitry responsible for cell determination, which involves the transcription factors OCT4, SOX2, and NANOG. In addition to regulating each other through feedback loops...

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Main Authors: Vijay Chickarmane, Carl Troein, Ulrike A Nuber, Herbert M Sauro, Carsten Peterson
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2006-09-01
Series:PLoS Computational Biology
Online Access:https://doi.org/10.1371/journal.pcbi.0020123
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spelling doaj-a05808d19688458dbc0d3dae71e8dd7c2021-04-21T15:09:03ZengPublic Library of Science (PLoS)PLoS Computational Biology1553-734X1553-73582006-09-0129e12310.1371/journal.pcbi.0020123Transcriptional dynamics of the embryonic stem cell switch.Vijay ChickarmaneCarl TroeinUlrike A NuberHerbert M SauroCarsten PetersonRecent ChIP experiments of human and mouse embryonic stem cells have elucidated the architecture of the transcriptional regulatory circuitry responsible for cell determination, which involves the transcription factors OCT4, SOX2, and NANOG. In addition to regulating each other through feedback loops, these genes also regulate downstream target genes involved in the maintenance and differentiation of embryonic stem cells. A search for the OCT4-SOX2-NANOG network motif in other species reveals that it is unique to mammals. With a kinetic modeling approach, we ascribe function to the observed OCT4-SOX2-NANOG network by making plausible assumptions about the interactions between the transcription factors at the gene promoter binding sites and RNA polymerase (RNAP), at each of the three genes as well as at the target genes. We identify a bistable switch in the network, which arises due to several positive feedback loops, and is switched on/off by input environmental signals. The switch stabilizes the expression levels of the three genes, and through their regulatory roles on the downstream target genes, leads to a binary decision: when OCT4, SOX2, and NANOG are expressed and the switch is on, the self-renewal genes are on and the differentiation genes are off. The opposite holds when the switch is off. The model is extremely robust to parameter changes. In addition to providing a self-consistent picture of the transcriptional circuit, the model generates several predictions. Increasing the binding strength of NANOG to OCT4 and SOX2, or increasing its basal transcriptional rate, leads to an irreversible bistable switch: the switch remains on even when the activating signal is removed. Hence, the stem cell can be manipulated to be self-renewing without the requirement of input signals. We also suggest tests that could discriminate between a variety of feedforward regulation architectures of the target genes by OCT4, SOX2, and NANOG.https://doi.org/10.1371/journal.pcbi.0020123
collection DOAJ
language English
format Article
sources DOAJ
author Vijay Chickarmane
Carl Troein
Ulrike A Nuber
Herbert M Sauro
Carsten Peterson
spellingShingle Vijay Chickarmane
Carl Troein
Ulrike A Nuber
Herbert M Sauro
Carsten Peterson
Transcriptional dynamics of the embryonic stem cell switch.
PLoS Computational Biology
author_facet Vijay Chickarmane
Carl Troein
Ulrike A Nuber
Herbert M Sauro
Carsten Peterson
author_sort Vijay Chickarmane
title Transcriptional dynamics of the embryonic stem cell switch.
title_short Transcriptional dynamics of the embryonic stem cell switch.
title_full Transcriptional dynamics of the embryonic stem cell switch.
title_fullStr Transcriptional dynamics of the embryonic stem cell switch.
title_full_unstemmed Transcriptional dynamics of the embryonic stem cell switch.
title_sort transcriptional dynamics of the embryonic stem cell switch.
publisher Public Library of Science (PLoS)
series PLoS Computational Biology
issn 1553-734X
1553-7358
publishDate 2006-09-01
description Recent ChIP experiments of human and mouse embryonic stem cells have elucidated the architecture of the transcriptional regulatory circuitry responsible for cell determination, which involves the transcription factors OCT4, SOX2, and NANOG. In addition to regulating each other through feedback loops, these genes also regulate downstream target genes involved in the maintenance and differentiation of embryonic stem cells. A search for the OCT4-SOX2-NANOG network motif in other species reveals that it is unique to mammals. With a kinetic modeling approach, we ascribe function to the observed OCT4-SOX2-NANOG network by making plausible assumptions about the interactions between the transcription factors at the gene promoter binding sites and RNA polymerase (RNAP), at each of the three genes as well as at the target genes. We identify a bistable switch in the network, which arises due to several positive feedback loops, and is switched on/off by input environmental signals. The switch stabilizes the expression levels of the three genes, and through their regulatory roles on the downstream target genes, leads to a binary decision: when OCT4, SOX2, and NANOG are expressed and the switch is on, the self-renewal genes are on and the differentiation genes are off. The opposite holds when the switch is off. The model is extremely robust to parameter changes. In addition to providing a self-consistent picture of the transcriptional circuit, the model generates several predictions. Increasing the binding strength of NANOG to OCT4 and SOX2, or increasing its basal transcriptional rate, leads to an irreversible bistable switch: the switch remains on even when the activating signal is removed. Hence, the stem cell can be manipulated to be self-renewing without the requirement of input signals. We also suggest tests that could discriminate between a variety of feedforward regulation architectures of the target genes by OCT4, SOX2, and NANOG.
url https://doi.org/10.1371/journal.pcbi.0020123
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