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Interplay between Path and Speed in Decision Making by High-Dimensional Stochastic Gene Regulatory Networks

Induction of a specific transcriptional program by external signaling inputs is a crucial aspect of intracellular network functioning. The theoretical concept of coexisting attractors representing particular genetic programs is reasonably adapted to experimental observations of “genome-wide” express...

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Detalles Bibliográficos
Autores principales: Nené, Nuno R., Zaikin, Alexey
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3398018/
https://www.ncbi.nlm.nih.gov/pubmed/22815725
http://dx.doi.org/10.1371/journal.pone.0040085
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author Nené, Nuno R.
Zaikin, Alexey
author_facet Nené, Nuno R.
Zaikin, Alexey
author_sort Nené, Nuno R.
collection PubMed
description Induction of a specific transcriptional program by external signaling inputs is a crucial aspect of intracellular network functioning. The theoretical concept of coexisting attractors representing particular genetic programs is reasonably adapted to experimental observations of “genome-wide” expression profiles or phenotypes. Attractors can be associated either with developmental outcomes such as differentiation into specific types of cells, or maintenance of cell functioning such as proliferation or apoptosis. Here we review a mechanism known as speed-dependent cellular decision making (SdCDM) in a small epigenetic switch and generalize the concept to high-dimensional space. We demonstrate that high-dimensional network clustering capacity is dependent on the level of intrinsic noise and the speed at which external signals operate on the transcriptional landscape.
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spelling pubmed-33980182012-07-19 Interplay between Path and Speed in Decision Making by High-Dimensional Stochastic Gene Regulatory Networks Nené, Nuno R. Zaikin, Alexey PLoS One Research Article Induction of a specific transcriptional program by external signaling inputs is a crucial aspect of intracellular network functioning. The theoretical concept of coexisting attractors representing particular genetic programs is reasonably adapted to experimental observations of “genome-wide” expression profiles or phenotypes. Attractors can be associated either with developmental outcomes such as differentiation into specific types of cells, or maintenance of cell functioning such as proliferation or apoptosis. Here we review a mechanism known as speed-dependent cellular decision making (SdCDM) in a small epigenetic switch and generalize the concept to high-dimensional space. We demonstrate that high-dimensional network clustering capacity is dependent on the level of intrinsic noise and the speed at which external signals operate on the transcriptional landscape. Public Library of Science 2012-07-16 /pmc/articles/PMC3398018/ /pubmed/22815725 http://dx.doi.org/10.1371/journal.pone.0040085 Text en Nené, Zaikin. 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
Nené, Nuno R.
Zaikin, Alexey
Interplay between Path and Speed in Decision Making by High-Dimensional Stochastic Gene Regulatory Networks
title Interplay between Path and Speed in Decision Making by High-Dimensional Stochastic Gene Regulatory Networks
title_full Interplay between Path and Speed in Decision Making by High-Dimensional Stochastic Gene Regulatory Networks
title_fullStr Interplay between Path and Speed in Decision Making by High-Dimensional Stochastic Gene Regulatory Networks
title_full_unstemmed Interplay between Path and Speed in Decision Making by High-Dimensional Stochastic Gene Regulatory Networks
title_short Interplay between Path and Speed in Decision Making by High-Dimensional Stochastic Gene Regulatory Networks
title_sort interplay between path and speed in decision making by high-dimensional stochastic gene regulatory networks
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3398018/
https://www.ncbi.nlm.nih.gov/pubmed/22815725
http://dx.doi.org/10.1371/journal.pone.0040085
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