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Systems Biology Approach to Model the Life Cycle of Trypanosoma cruzi
Due to recent advances in reprogramming cell phenotypes, many efforts have been dedicated to developing reverse engineering procedures for the identification of gene regulatory networks that emulate dynamical properties associated with the cell fates of a given biological system. In this work, we pr...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4709001/ https://www.ncbi.nlm.nih.gov/pubmed/26752404 http://dx.doi.org/10.1371/journal.pone.0146947 |
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author | Carrea, Alejandra Diambra, Luis |
author_facet | Carrea, Alejandra Diambra, Luis |
author_sort | Carrea, Alejandra |
collection | PubMed |
description | Due to recent advances in reprogramming cell phenotypes, many efforts have been dedicated to developing reverse engineering procedures for the identification of gene regulatory networks that emulate dynamical properties associated with the cell fates of a given biological system. In this work, we propose a systems biology approach for the reconstruction of the gene regulatory network underlying the dynamics of the Trypanosoma cruzi’s life cycle. By means of an optimisation procedure, we embedded the steady state maintenance, and the known phenotypic transitions between these steady states in response to environmental cues, into the dynamics of a gene network model. In the resulting network architecture we identified a small subnetwork, formed by seven interconnected nodes, that controls the parasite’s life cycle. The present approach could be useful for better understanding other single cell organisms with multiple developmental stages. |
format | Online Article Text |
id | pubmed-4709001 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-47090012016-01-15 Systems Biology Approach to Model the Life Cycle of Trypanosoma cruzi Carrea, Alejandra Diambra, Luis PLoS One Research Article Due to recent advances in reprogramming cell phenotypes, many efforts have been dedicated to developing reverse engineering procedures for the identification of gene regulatory networks that emulate dynamical properties associated with the cell fates of a given biological system. In this work, we propose a systems biology approach for the reconstruction of the gene regulatory network underlying the dynamics of the Trypanosoma cruzi’s life cycle. By means of an optimisation procedure, we embedded the steady state maintenance, and the known phenotypic transitions between these steady states in response to environmental cues, into the dynamics of a gene network model. In the resulting network architecture we identified a small subnetwork, formed by seven interconnected nodes, that controls the parasite’s life cycle. The present approach could be useful for better understanding other single cell organisms with multiple developmental stages. Public Library of Science 2016-01-11 /pmc/articles/PMC4709001/ /pubmed/26752404 http://dx.doi.org/10.1371/journal.pone.0146947 Text en © 2016 Carrea, Diambra http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Carrea, Alejandra Diambra, Luis Systems Biology Approach to Model the Life Cycle of Trypanosoma cruzi |
title | Systems Biology Approach to Model the Life Cycle of Trypanosoma cruzi |
title_full | Systems Biology Approach to Model the Life Cycle of Trypanosoma cruzi |
title_fullStr | Systems Biology Approach to Model the Life Cycle of Trypanosoma cruzi |
title_full_unstemmed | Systems Biology Approach to Model the Life Cycle of Trypanosoma cruzi |
title_short | Systems Biology Approach to Model the Life Cycle of Trypanosoma cruzi |
title_sort | systems biology approach to model the life cycle of trypanosoma cruzi |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4709001/ https://www.ncbi.nlm.nih.gov/pubmed/26752404 http://dx.doi.org/10.1371/journal.pone.0146947 |
work_keys_str_mv | AT carreaalejandra systemsbiologyapproachtomodelthelifecycleoftrypanosomacruzi AT diambraluis systemsbiologyapproachtomodelthelifecycleoftrypanosomacruzi |