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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...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Research Network of Computational and Structural Biotechnology
2021
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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. |
format | Online Article Text |
id | pubmed-8170118 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Research Network of Computational and Structural Biotechnology |
record_format | MEDLINE/PubMed |
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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