A Developmental Systems Perspective on Epistasis : Computational Exploration of Mutational Interactions in Model Developmental Regulatory Networks

ABSTRACT: The way in which the information contained in genotypes is translated into complex phenotypic traits (i.e. embryonic expression patterns) depends on its decoding by a multilayered hierarchy of biomolecular systems (regulatory networks). Each layer of this hierarchy displays its own regulat...

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Autores:
Gutiérrez Betancur, Jayson
Tipo de recurso:
Article of investigation
Fecha de publicación:
2009
Institución:
Universidad de Antioquia
Repositorio:
Repositorio UdeA
Idioma:
eng
OAI Identifier:
oai:bibliotecadigital.udea.edu.co:10495/23736
Acceso en línea:
http://hdl.handle.net/10495/23736
Palabra clave:
Interacción de genes
Gene interaction
Genotipo
Genotypes
Fenotipo
Phenotypes
Sistema biomolucular
http://aims.fao.org/aos/agrovoc/c_32461
http://aims.fao.org/aos/agrovoc/c_3225
http://aims.fao.org/aos/agrovoc/c_5776
Rights
openAccess
License
https://creativecommons.org/licenses/by/4.0/
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repository_id_str
dc.title.spa.fl_str_mv A Developmental Systems Perspective on Epistasis : Computational Exploration of Mutational Interactions in Model Developmental Regulatory Networks
title A Developmental Systems Perspective on Epistasis : Computational Exploration of Mutational Interactions in Model Developmental Regulatory Networks
spellingShingle A Developmental Systems Perspective on Epistasis : Computational Exploration of Mutational Interactions in Model Developmental Regulatory Networks
Interacción de genes
Gene interaction
Genotipo
Genotypes
Fenotipo
Phenotypes
Sistema biomolucular
http://aims.fao.org/aos/agrovoc/c_32461
http://aims.fao.org/aos/agrovoc/c_3225
http://aims.fao.org/aos/agrovoc/c_5776
title_short A Developmental Systems Perspective on Epistasis : Computational Exploration of Mutational Interactions in Model Developmental Regulatory Networks
title_full A Developmental Systems Perspective on Epistasis : Computational Exploration of Mutational Interactions in Model Developmental Regulatory Networks
title_fullStr A Developmental Systems Perspective on Epistasis : Computational Exploration of Mutational Interactions in Model Developmental Regulatory Networks
title_full_unstemmed A Developmental Systems Perspective on Epistasis : Computational Exploration of Mutational Interactions in Model Developmental Regulatory Networks
title_sort A Developmental Systems Perspective on Epistasis : Computational Exploration of Mutational Interactions in Model Developmental Regulatory Networks
dc.creator.fl_str_mv Gutiérrez Betancur, Jayson
dc.contributor.author.none.fl_str_mv Gutiérrez Betancur, Jayson
dc.contributor.researchgroup.spa.fl_str_mv Grupo de Física y Astrofísica Computacional (FACOM)
dc.subject.agrovoc.none.fl_str_mv Interacción de genes
Gene interaction
Genotipo
Genotypes
Fenotipo
Phenotypes
topic Interacción de genes
Gene interaction
Genotipo
Genotypes
Fenotipo
Phenotypes
Sistema biomolucular
http://aims.fao.org/aos/agrovoc/c_32461
http://aims.fao.org/aos/agrovoc/c_3225
http://aims.fao.org/aos/agrovoc/c_5776
dc.subject.proposal.spa.fl_str_mv Sistema biomolucular
dc.subject.agrovocuri.none.fl_str_mv http://aims.fao.org/aos/agrovoc/c_32461
http://aims.fao.org/aos/agrovoc/c_3225
http://aims.fao.org/aos/agrovoc/c_5776
description ABSTRACT: The way in which the information contained in genotypes is translated into complex phenotypic traits (i.e. embryonic expression patterns) depends on its decoding by a multilayered hierarchy of biomolecular systems (regulatory networks). Each layer of this hierarchy displays its own regulatory schemes (i.e. operational rules such as +/2 feedback) and associated control parameters, resulting in characteristic variational constraints. This process can be conceptualized as a mapping issue, and in the context of highly-dimensional genotype-phenotype mappings (GPMs) epistatic events have been shown to be ubiquitous, manifested in non-linear correspondences between changes in the genotype and their phenotypic effects. In this study I concentrate on epistatic phenomena pervading levels of biological organization above the genetic material, more specifically the realm of molecular networks. At this level, systems approaches to studying GPMs are specially suitable to shed light on the mechanistic basis of epistatic phenomena. To this aim, I constructed and analyzed ensembles of highlymodular (fully interconnected) networks with distinctive topologies, each displaying dynamic behaviors that were categorized as either arbitrary or functional according to early patterning processes in the Drosophila embryo. Spatiotemporal expression trajectories in virtual syncytial embryos were simulated via reaction-diffusion models. My in silico mutational experiments show that: 1) the average fitness decay tendency to successively accumulated mutations in ensembles of functional networks indicates the prevalence of positive epistasis, whereas in ensembles of arbitrary networks negative epistasis is the dominant tendency; and 2) the evaluation of epistatic coefficients of diverse interaction orders indicates that, both positive and negative epistasis are more prevalent in functional networks than in arbitrary ones. Overall, I conclude that the phenotypic and fitness effects of multiple perturbations are strongly conditioned by both the regulatory architecture (i.e. pattern of coupled feedback structures) and the dynamic nature of the spatio-temporal expression trajectories displayed by the simulated networks.
publishDate 2009
dc.date.issued.none.fl_str_mv 2009
dc.date.accessioned.none.fl_str_mv 2021-11-03T19:40:10Z
dc.date.available.none.fl_str_mv 2021-11-03T19:40:10Z
dc.type.spa.fl_str_mv Artículo de investigación
dc.type.coar.spa.fl_str_mv http://purl.org/coar/resource_type/c_2df8fbb1
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dc.identifier.citation.spa.fl_str_mv Gutiérrez, J. (2009) A Developmental Systems Perspective on Epistasis: Computational Exploration of Mutational Interactions in Model Developmental Regulatory Networks. PLoS ONE 4(9): e6823. doi:10.1371/journal.pone.0006823
dc.identifier.uri.none.fl_str_mv http://hdl.handle.net/10495/23736
dc.identifier.doi.none.fl_str_mv 10.1371/journal.pone.0006823
dc.identifier.eissn.none.fl_str_mv 1932-6203
identifier_str_mv Gutiérrez, J. (2009) A Developmental Systems Perspective on Epistasis: Computational Exploration of Mutational Interactions in Model Developmental Regulatory Networks. PLoS ONE 4(9): e6823. doi:10.1371/journal.pone.0006823
10.1371/journal.pone.0006823
1932-6203
url http://hdl.handle.net/10495/23736
dc.language.iso.spa.fl_str_mv eng
language eng
dc.relation.ispartofjournalabbrev.spa.fl_str_mv PLoS ONE.
dc.relation.citationendpage.spa.fl_str_mv 14
dc.relation.citationissue.spa.fl_str_mv 9
dc.relation.citationstartpage.spa.fl_str_mv 1
dc.relation.citationvolume.spa.fl_str_mv 4
dc.relation.ispartofjournal.spa.fl_str_mv PLoS ONE
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spelling Gutiérrez Betancur, JaysonGrupo de Física y Astrofísica Computacional (FACOM)2021-11-03T19:40:10Z2021-11-03T19:40:10Z2009Gutiérrez, J. (2009) A Developmental Systems Perspective on Epistasis: Computational Exploration of Mutational Interactions in Model Developmental Regulatory Networks. PLoS ONE 4(9): e6823. doi:10.1371/journal.pone.0006823http://hdl.handle.net/10495/2373610.1371/journal.pone.00068231932-6203ABSTRACT: The way in which the information contained in genotypes is translated into complex phenotypic traits (i.e. embryonic expression patterns) depends on its decoding by a multilayered hierarchy of biomolecular systems (regulatory networks). Each layer of this hierarchy displays its own regulatory schemes (i.e. operational rules such as +/2 feedback) and associated control parameters, resulting in characteristic variational constraints. This process can be conceptualized as a mapping issue, and in the context of highly-dimensional genotype-phenotype mappings (GPMs) epistatic events have been shown to be ubiquitous, manifested in non-linear correspondences between changes in the genotype and their phenotypic effects. In this study I concentrate on epistatic phenomena pervading levels of biological organization above the genetic material, more specifically the realm of molecular networks. At this level, systems approaches to studying GPMs are specially suitable to shed light on the mechanistic basis of epistatic phenomena. To this aim, I constructed and analyzed ensembles of highlymodular (fully interconnected) networks with distinctive topologies, each displaying dynamic behaviors that were categorized as either arbitrary or functional according to early patterning processes in the Drosophila embryo. Spatiotemporal expression trajectories in virtual syncytial embryos were simulated via reaction-diffusion models. My in silico mutational experiments show that: 1) the average fitness decay tendency to successively accumulated mutations in ensembles of functional networks indicates the prevalence of positive epistasis, whereas in ensembles of arbitrary networks negative epistasis is the dominant tendency; and 2) the evaluation of epistatic coefficients of diverse interaction orders indicates that, both positive and negative epistasis are more prevalent in functional networks than in arbitrary ones. Overall, I conclude that the phenotypic and fitness effects of multiple perturbations are strongly conditioned by both the regulatory architecture (i.e. pattern of coupled feedback structures) and the dynamic nature of the spatio-temporal expression trajectories displayed by the simulated networks.COL003826214application/pdfengPublic Library of ScienceSan Francisco, Estados Unidoshttps://creativecommons.org/licenses/by/4.0/http://creativecommons.org/licenses/by/2.5/co/info:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2A Developmental Systems Perspective on Epistasis : Computational Exploration of Mutational Interactions in Model Developmental Regulatory NetworksArtículo de investigaciónhttp://purl.org/coar/resource_type/c_2df8fbb1https://purl.org/redcol/resource_type/ARThttp://purl.org/coar/version/c_970fb48d4fbd8a85info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionInteracción de genesGene interactionGenotipoGenotypesFenotipoPhenotypesSistema biomolucularhttp://aims.fao.org/aos/agrovoc/c_32461http://aims.fao.org/aos/agrovoc/c_3225http://aims.fao.org/aos/agrovoc/c_5776PLoS ONE.14914PLoS ONEPublicationORIGINALGutiérrezJayson_2009_DevelopmentalSystemsEpistasis.pdfGutiérrezJayson_2009_DevelopmentalSystemsEpistasis.pdfArtículo de investigaciónapplication/pdf917934https://bibliotecadigital.udea.edu.co/bitstreams/1950b454-cb73-4c3d-af55-aca375a88c12/download04b302cb18829de6bdf6af61db3775f9MD51trueAnonymousREADCC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; 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