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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2012
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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. |
format | Online Article Text |
id | pubmed-3398018 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT nenenunor interplaybetweenpathandspeedindecisionmakingbyhighdimensionalstochasticgeneregulatorynetworks AT zaikinalexey interplaybetweenpathandspeedindecisionmakingbyhighdimensionalstochasticgeneregulatorynetworks |