Three topological features of regulatory networks control life-essential and specialized subsystems
Autor(a) principal: | |
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Data de Publicação: | 2021 |
Outros Autores: | , |
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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Repositório Institucional da UNESP |
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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) |
repository.mail.fl_str_mv |
|
_version_ |
1808128756591624192 |