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A Dynamic Gene Regulatory Network Model That Recovers the Cyclic Behavior of Arabidopsis thaliana Cell Cycle

Cell cycle control is fundamental in eukaryotic development. Several modeling efforts have been used to integrate the complex network of interacting molecular components involved in cell cycle dynamics. In this paper, we aimed at recovering the regulatory logic upstream of previously known component...

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Autores principales: Ortiz-Gutiérrez, Elizabeth, García-Cruz, Karla, Azpeitia, Eugenio, Castillo, Aaron, Sánchez, María de la Paz, Álvarez-Buylla, Elena R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4560428/
https://www.ncbi.nlm.nih.gov/pubmed/26340681
http://dx.doi.org/10.1371/journal.pcbi.1004486
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author Ortiz-Gutiérrez, Elizabeth
García-Cruz, Karla
Azpeitia, Eugenio
Castillo, Aaron
Sánchez, María de la Paz
Álvarez-Buylla, Elena R.
author_facet Ortiz-Gutiérrez, Elizabeth
García-Cruz, Karla
Azpeitia, Eugenio
Castillo, Aaron
Sánchez, María de la Paz
Álvarez-Buylla, Elena R.
author_sort Ortiz-Gutiérrez, Elizabeth
collection PubMed
description Cell cycle control is fundamental in eukaryotic development. Several modeling efforts have been used to integrate the complex network of interacting molecular components involved in cell cycle dynamics. In this paper, we aimed at recovering the regulatory logic upstream of previously known components of cell cycle control, with the aim of understanding the mechanisms underlying the emergence of the cyclic behavior of such components. We focus on Arabidopsis thaliana, but given that many components of cell cycle regulation are conserved among eukaryotes, when experimental data for this system was not available, we considered experimental results from yeast and animal systems. We are proposing a Boolean gene regulatory network (GRN) that converges into only one robust limit cycle attractor that closely resembles the cyclic behavior of the key cell-cycle molecular components and other regulators considered here. We validate the model by comparing our in silico configurations with data from loss- and gain-of-function mutants, where the endocyclic behavior also was recovered. Additionally, we approximate a continuous model and recovered the temporal periodic expression profiles of the cell-cycle molecular components involved, thus suggesting that the single limit cycle attractor recovered with the Boolean model is not an artifact of its discrete and synchronous nature, but rather an emergent consequence of the inherent characteristics of the regulatory logic proposed here. This dynamical model, hence provides a novel theoretical framework to address cell cycle regulation in plants, and it can also be used to propose novel predictions regarding cell cycle regulation in other eukaryotes.
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spelling pubmed-45604282015-09-10 A Dynamic Gene Regulatory Network Model That Recovers the Cyclic Behavior of Arabidopsis thaliana Cell Cycle Ortiz-Gutiérrez, Elizabeth García-Cruz, Karla Azpeitia, Eugenio Castillo, Aaron Sánchez, María de la Paz Álvarez-Buylla, Elena R. PLoS Comput Biol Research Article Cell cycle control is fundamental in eukaryotic development. Several modeling efforts have been used to integrate the complex network of interacting molecular components involved in cell cycle dynamics. In this paper, we aimed at recovering the regulatory logic upstream of previously known components of cell cycle control, with the aim of understanding the mechanisms underlying the emergence of the cyclic behavior of such components. We focus on Arabidopsis thaliana, but given that many components of cell cycle regulation are conserved among eukaryotes, when experimental data for this system was not available, we considered experimental results from yeast and animal systems. We are proposing a Boolean gene regulatory network (GRN) that converges into only one robust limit cycle attractor that closely resembles the cyclic behavior of the key cell-cycle molecular components and other regulators considered here. We validate the model by comparing our in silico configurations with data from loss- and gain-of-function mutants, where the endocyclic behavior also was recovered. Additionally, we approximate a continuous model and recovered the temporal periodic expression profiles of the cell-cycle molecular components involved, thus suggesting that the single limit cycle attractor recovered with the Boolean model is not an artifact of its discrete and synchronous nature, but rather an emergent consequence of the inherent characteristics of the regulatory logic proposed here. This dynamical model, hence provides a novel theoretical framework to address cell cycle regulation in plants, and it can also be used to propose novel predictions regarding cell cycle regulation in other eukaryotes. Public Library of Science 2015-09-04 /pmc/articles/PMC4560428/ /pubmed/26340681 http://dx.doi.org/10.1371/journal.pcbi.1004486 Text en © 2015 Ortiz-Gutiérrez 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
Ortiz-Gutiérrez, Elizabeth
García-Cruz, Karla
Azpeitia, Eugenio
Castillo, Aaron
Sánchez, María de la Paz
Álvarez-Buylla, Elena R.
A Dynamic Gene Regulatory Network Model That Recovers the Cyclic Behavior of Arabidopsis thaliana Cell Cycle
title A Dynamic Gene Regulatory Network Model That Recovers the Cyclic Behavior of Arabidopsis thaliana Cell Cycle
title_full A Dynamic Gene Regulatory Network Model That Recovers the Cyclic Behavior of Arabidopsis thaliana Cell Cycle
title_fullStr A Dynamic Gene Regulatory Network Model That Recovers the Cyclic Behavior of Arabidopsis thaliana Cell Cycle
title_full_unstemmed A Dynamic Gene Regulatory Network Model That Recovers the Cyclic Behavior of Arabidopsis thaliana Cell Cycle
title_short A Dynamic Gene Regulatory Network Model That Recovers the Cyclic Behavior of Arabidopsis thaliana Cell Cycle
title_sort dynamic gene regulatory network model that recovers the cyclic behavior of arabidopsis thaliana cell cycle
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4560428/
https://www.ncbi.nlm.nih.gov/pubmed/26340681
http://dx.doi.org/10.1371/journal.pcbi.1004486
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