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Genome-scale mechanistic modeling of signaling pathways made easy: A bioconductor/cytoscape/web server framework for the analysis of omic data

Genome-scale mechanistic models of pathways are gaining importance for genomic data interpretation because they provide a natural link between genotype measurements (transcriptomics or genomics data) and the phenotype of the cell (its functional behavior). Moreover, mechanistic models can be used to...

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Autores principales: Rian, Kinza, Hidalgo, Marta R., Çubuk, Cankut, Falco, Matias M., Loucera, Carlos, Esteban-Medina, Marina, Alamo-Alvarez, Inmaculada, Peña-Chilet, María, Dopazo, Joaquín
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Research Network of Computational and Structural Biotechnology 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8170118/
https://www.ncbi.nlm.nih.gov/pubmed/34136096
http://dx.doi.org/10.1016/j.csbj.2021.05.022
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author Rian, Kinza
Hidalgo, Marta R.
Çubuk, Cankut
Falco, Matias M.
Loucera, Carlos
Esteban-Medina, Marina
Alamo-Alvarez, Inmaculada
Peña-Chilet, María
Dopazo, Joaquín
author_facet Rian, Kinza
Hidalgo, Marta R.
Çubuk, Cankut
Falco, Matias M.
Loucera, Carlos
Esteban-Medina, Marina
Alamo-Alvarez, Inmaculada
Peña-Chilet, María
Dopazo, Joaquín
author_sort Rian, Kinza
collection PubMed
description Genome-scale mechanistic models of pathways are gaining importance for genomic data interpretation because they provide a natural link between genotype measurements (transcriptomics or genomics data) and the phenotype of the cell (its functional behavior). Moreover, mechanistic models can be used to predict the potential effect of interventions, including drug inhibitions. Here, we present the implementation of a mechanistic model of cell signaling for the interpretation of transcriptomic data as an R/Bioconductor package, a Cytoscape plugin and a web tool with enhanced functionality which includes building interpretable predictors, estimation of the effect of perturbations and assessment of the effect of mutations in complex scenarios.
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spelling pubmed-81701182021-06-15 Genome-scale mechanistic modeling of signaling pathways made easy: A bioconductor/cytoscape/web server framework for the analysis of omic data Rian, Kinza Hidalgo, Marta R. Çubuk, Cankut Falco, Matias M. Loucera, Carlos Esteban-Medina, Marina Alamo-Alvarez, Inmaculada Peña-Chilet, María Dopazo, Joaquín Comput Struct Biotechnol J Method Article Genome-scale mechanistic models of pathways are gaining importance for genomic data interpretation because they provide a natural link between genotype measurements (transcriptomics or genomics data) and the phenotype of the cell (its functional behavior). Moreover, mechanistic models can be used to predict the potential effect of interventions, including drug inhibitions. Here, we present the implementation of a mechanistic model of cell signaling for the interpretation of transcriptomic data as an R/Bioconductor package, a Cytoscape plugin and a web tool with enhanced functionality which includes building interpretable predictors, estimation of the effect of perturbations and assessment of the effect of mutations in complex scenarios. Research Network of Computational and Structural Biotechnology 2021-05-15 /pmc/articles/PMC8170118/ /pubmed/34136096 http://dx.doi.org/10.1016/j.csbj.2021.05.022 Text en © 2021 The Author(s) https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Method Article
Rian, Kinza
Hidalgo, Marta R.
Çubuk, Cankut
Falco, Matias M.
Loucera, Carlos
Esteban-Medina, Marina
Alamo-Alvarez, Inmaculada
Peña-Chilet, María
Dopazo, Joaquín
Genome-scale mechanistic modeling of signaling pathways made easy: A bioconductor/cytoscape/web server framework for the analysis of omic data
title Genome-scale mechanistic modeling of signaling pathways made easy: A bioconductor/cytoscape/web server framework for the analysis of omic data
title_full Genome-scale mechanistic modeling of signaling pathways made easy: A bioconductor/cytoscape/web server framework for the analysis of omic data
title_fullStr Genome-scale mechanistic modeling of signaling pathways made easy: A bioconductor/cytoscape/web server framework for the analysis of omic data
title_full_unstemmed Genome-scale mechanistic modeling of signaling pathways made easy: A bioconductor/cytoscape/web server framework for the analysis of omic data
title_short Genome-scale mechanistic modeling of signaling pathways made easy: A bioconductor/cytoscape/web server framework for the analysis of omic data
title_sort genome-scale mechanistic modeling of signaling pathways made easy: a bioconductor/cytoscape/web server framework for the analysis of omic data
topic Method Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8170118/
https://www.ncbi.nlm.nih.gov/pubmed/34136096
http://dx.doi.org/10.1016/j.csbj.2021.05.022
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