Three topological features of regulatory networks control life-essential and specialized subsystems

Detalhes bibliográficos
Autor(a) principal: Wolf, Ivan Rodrigo [UNESP]
Data de Publicação: 2021
Outros Autores: Simões, Rafael Plana [UNESP], Valente, Guilherme Targino [UNESP]
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.1038/s41598-021-03625-w
http://hdl.handle.net/11449/223091
Resumo: Gene regulatory networks (GRNs) play key roles in development, phenotype plasticity, and evolution. Although graph theory has been used to explore GRNs, associations amongst topological features, transcription factors (TFs), and systems essentiality are poorly understood. Here we sought the relationship amongst the main GRN topological features that influence the control of essential and specific subsystems. We found that the Knn, page rank, and degree are the most relevant GRN features: the ones are conserved along the evolution and are also relevant in pluripotent cells. Interestingly, life-essential subsystems are governed mainly by TFs with intermediary Knn and high page rank or degree, whereas specialized subsystems are mainly regulated by TFs with low Knn. Hence, we suggest that the high probability of TFs be toured by a random signal, and the high probability of the signal propagation to target genes ensures the life-essential subsystems’ robustness. Gene/genome duplication is the main evolutionary process to rise Knn as the most relevant feature. Herein, we shed light on unexplored topological GRN features to assess how they are related to subsystems and how the duplications shaped the regulatory systems along the evolution. The classification model generated can be found here: https://github.com/ivanrwolf/NoC/.
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spelling Three topological features of regulatory networks control life-essential and specialized subsystemsGene regulatory networks (GRNs) play key roles in development, phenotype plasticity, and evolution. Although graph theory has been used to explore GRNs, associations amongst topological features, transcription factors (TFs), and systems essentiality are poorly understood. Here we sought the relationship amongst the main GRN topological features that influence the control of essential and specific subsystems. We found that the Knn, page rank, and degree are the most relevant GRN features: the ones are conserved along the evolution and are also relevant in pluripotent cells. Interestingly, life-essential subsystems are governed mainly by TFs with intermediary Knn and high page rank or degree, whereas specialized subsystems are mainly regulated by TFs with low Knn. Hence, we suggest that the high probability of TFs be toured by a random signal, and the high probability of the signal propagation to target genes ensures the life-essential subsystems’ robustness. Gene/genome duplication is the main evolutionary process to rise Knn as the most relevant feature. Herein, we shed light on unexplored topological GRN features to assess how they are related to subsystems and how the duplications shaped the regulatory systems along the evolution. The classification model generated can be found here: https://github.com/ivanrwolf/NoC/.Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)Department of Bioprocess and Biotechnology School of Agriculture São Paulo State University (UNESP)Medical School Sao Paulo State University (UNESP)Max-Planck-Institut für Herz- und Lungenforschung Max Planck InstituteDepartment of Bioprocess and Biotechnology School of Agriculture São Paulo State University (UNESP)Medical School Sao Paulo State University (UNESP)FAPESP: 2015/12093-9FAPESP: 2015/19211-7Universidade Estadual Paulista (UNESP)Max Planck InstituteWolf, Ivan Rodrigo [UNESP]Simões, Rafael Plana [UNESP]Valente, Guilherme Targino [UNESP]2022-04-28T19:48:30Z2022-04-28T19:48:30Z2021-12-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://dx.doi.org/10.1038/s41598-021-03625-wScientific Reports, v. 11, n. 1, 2021.2045-2322http://hdl.handle.net/11449/22309110.1038/s41598-021-03625-w2-s2.0-85121569399Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengScientific Reportsinfo:eu-repo/semantics/openAccess2022-04-28T19:48:30Zoai:repositorio.unesp.br:11449/223091Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-05T17:06:35.737567Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Three topological features of regulatory networks control life-essential and specialized subsystems
title Three topological features of regulatory networks control life-essential and specialized subsystems
spellingShingle Three topological features of regulatory networks control life-essential and specialized subsystems
Wolf, Ivan Rodrigo [UNESP]
title_short Three topological features of regulatory networks control life-essential and specialized subsystems
title_full Three topological features of regulatory networks control life-essential and specialized subsystems
title_fullStr Three topological features of regulatory networks control life-essential and specialized subsystems
title_full_unstemmed Three topological features of regulatory networks control life-essential and specialized subsystems
title_sort Three topological features of regulatory networks control life-essential and specialized subsystems
author Wolf, Ivan Rodrigo [UNESP]
author_facet Wolf, Ivan Rodrigo [UNESP]
Simões, Rafael Plana [UNESP]
Valente, Guilherme Targino [UNESP]
author_role author
author2 Simões, Rafael Plana [UNESP]
Valente, Guilherme Targino [UNESP]
author2_role author
author
dc.contributor.none.fl_str_mv Universidade Estadual Paulista (UNESP)
Max Planck Institute
dc.contributor.author.fl_str_mv Wolf, Ivan Rodrigo [UNESP]
Simões, Rafael Plana [UNESP]
Valente, Guilherme Targino [UNESP]
description Gene regulatory networks (GRNs) play key roles in development, phenotype plasticity, and evolution. Although graph theory has been used to explore GRNs, associations amongst topological features, transcription factors (TFs), and systems essentiality are poorly understood. Here we sought the relationship amongst the main GRN topological features that influence the control of essential and specific subsystems. We found that the Knn, page rank, and degree are the most relevant GRN features: the ones are conserved along the evolution and are also relevant in pluripotent cells. Interestingly, life-essential subsystems are governed mainly by TFs with intermediary Knn and high page rank or degree, whereas specialized subsystems are mainly regulated by TFs with low Knn. Hence, we suggest that the high probability of TFs be toured by a random signal, and the high probability of the signal propagation to target genes ensures the life-essential subsystems’ robustness. Gene/genome duplication is the main evolutionary process to rise Knn as the most relevant feature. Herein, we shed light on unexplored topological GRN features to assess how they are related to subsystems and how the duplications shaped the regulatory systems along the evolution. The classification model generated can be found here: https://github.com/ivanrwolf/NoC/.
publishDate 2021
dc.date.none.fl_str_mv 2021-12-01
2022-04-28T19:48:30Z
2022-04-28T19:48:30Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://dx.doi.org/10.1038/s41598-021-03625-w
Scientific Reports, v. 11, n. 1, 2021.
2045-2322
http://hdl.handle.net/11449/223091
10.1038/s41598-021-03625-w
2-s2.0-85121569399
url http://dx.doi.org/10.1038/s41598-021-03625-w
http://hdl.handle.net/11449/223091
identifier_str_mv Scientific Reports, v. 11, n. 1, 2021.
2045-2322
10.1038/s41598-021-03625-w
2-s2.0-85121569399
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Scientific Reports
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.source.none.fl_str_mv Scopus
reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str Repositório Institucional da UNESP
collection Repositório Institucional da UNESP
repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
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