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A Network Characteristic That Correlates Environmental and Genetic Robustness

As scientific advances in perturbing biological systems and technological advances in data acquisition allow the large-scale quantitative analysis of biological function, the robustness of organisms to both transient environmental stresses and inter-generational genetic changes is a fundamental impe...

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Autores principales: Shreif, Zeina, Periwal, Vipul
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3923666/
https://www.ncbi.nlm.nih.gov/pubmed/24550721
http://dx.doi.org/10.1371/journal.pcbi.1003474
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author Shreif, Zeina
Periwal, Vipul
author_facet Shreif, Zeina
Periwal, Vipul
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collection PubMed
description As scientific advances in perturbing biological systems and technological advances in data acquisition allow the large-scale quantitative analysis of biological function, the robustness of organisms to both transient environmental stresses and inter-generational genetic changes is a fundamental impediment to the identifiability of mathematical models of these functions. An approach to overcoming this impediment is to reduce the space of possible models to take into account both types of robustness. However, the relationship between the two is still controversial. This work uncovers a network characteristic, transient responsiveness, for a specific function that correlates environmental imperturbability and genetic robustness. We test this characteristic extensively for dynamic networks of ordinary differential equations ranging up to 30 interacting nodes and find that there is a power-law relating environmental imperturbability and genetic robustness that tends to linearity as the number of nodes increases. Using our methods, we refine the classification of known 3-node motifs in terms of their environmental and genetic robustness. We demonstrate our approach by applying it to the chemotaxis signaling network. In particular, we investigate plausible models for the role of CheV protein in biochemical adaptation via a phosphorylation pathway, testing modifications that could improve the robustness of the system to environmental and/or genetic perturbation.
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spelling pubmed-39236662014-02-18 A Network Characteristic That Correlates Environmental and Genetic Robustness Shreif, Zeina Periwal, Vipul PLoS Comput Biol Research Article As scientific advances in perturbing biological systems and technological advances in data acquisition allow the large-scale quantitative analysis of biological function, the robustness of organisms to both transient environmental stresses and inter-generational genetic changes is a fundamental impediment to the identifiability of mathematical models of these functions. An approach to overcoming this impediment is to reduce the space of possible models to take into account both types of robustness. However, the relationship between the two is still controversial. This work uncovers a network characteristic, transient responsiveness, for a specific function that correlates environmental imperturbability and genetic robustness. We test this characteristic extensively for dynamic networks of ordinary differential equations ranging up to 30 interacting nodes and find that there is a power-law relating environmental imperturbability and genetic robustness that tends to linearity as the number of nodes increases. Using our methods, we refine the classification of known 3-node motifs in terms of their environmental and genetic robustness. We demonstrate our approach by applying it to the chemotaxis signaling network. In particular, we investigate plausible models for the role of CheV protein in biochemical adaptation via a phosphorylation pathway, testing modifications that could improve the robustness of the system to environmental and/or genetic perturbation. Public Library of Science 2014-02-13 /pmc/articles/PMC3923666/ /pubmed/24550721 http://dx.doi.org/10.1371/journal.pcbi.1003474 Text en https://creativecommons.org/publicdomain/zero/1.0/ This is an open-access article distributed under the terms of the Creative Commons Public Domain declaration, which stipulates that, once placed in the public domain, this work may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose.
spellingShingle Research Article
Shreif, Zeina
Periwal, Vipul
A Network Characteristic That Correlates Environmental and Genetic Robustness
title A Network Characteristic That Correlates Environmental and Genetic Robustness
title_full A Network Characteristic That Correlates Environmental and Genetic Robustness
title_fullStr A Network Characteristic That Correlates Environmental and Genetic Robustness
title_full_unstemmed A Network Characteristic That Correlates Environmental and Genetic Robustness
title_short A Network Characteristic That Correlates Environmental and Genetic Robustness
title_sort network characteristic that correlates environmental and genetic robustness
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3923666/
https://www.ncbi.nlm.nih.gov/pubmed/24550721
http://dx.doi.org/10.1371/journal.pcbi.1003474
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