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Inferring the functional effect of gene expression changes in signaling pathways
Signaling pathways constitute a valuable source of information that allows interpreting the way in which alterations in gene activities affect to particular cell functionalities. There are web tools available that allow viewing and editing pathways, as well as representing experimental data on them....
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3692130/ https://www.ncbi.nlm.nih.gov/pubmed/23748960 http://dx.doi.org/10.1093/nar/gkt451 |
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author | Sebastián-León, Patricia Carbonell, José Salavert, Francisco Sanchez, Rubén Medina, Ignacio Dopazo, Joaquín |
author_facet | Sebastián-León, Patricia Carbonell, José Salavert, Francisco Sanchez, Rubén Medina, Ignacio Dopazo, Joaquín |
author_sort | Sebastián-León, Patricia |
collection | PubMed |
description | Signaling pathways constitute a valuable source of information that allows interpreting the way in which alterations in gene activities affect to particular cell functionalities. There are web tools available that allow viewing and editing pathways, as well as representing experimental data on them. However, few methods aimed to identify the signaling circuits, within a pathway, associated to the biological problem studied exist and none of them provide a convenient graphical web interface. We present PATHiWAYS, a web-based signaling pathway visualization system that infers changes in signaling that affect cell functionality from the measurements of gene expression values in typical expression microarray case–control experiments. A simple probabilistic model of the pathway is used to estimate the probabilities for signal transmission from any receptor to any final effector molecule (taking into account the pathway topology) using for this the individual probabilities of gene product presence/absence inferred from gene expression values. Significant changes in these probabilities allow linking different cell functionalities triggered by the pathway to the biological problem studied. PATHiWAYS is available at: http://pathiways.babelomics.org/. |
format | Online Article Text |
id | pubmed-3692130 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-36921302013-06-25 Inferring the functional effect of gene expression changes in signaling pathways Sebastián-León, Patricia Carbonell, José Salavert, Francisco Sanchez, Rubén Medina, Ignacio Dopazo, Joaquín Nucleic Acids Res Articles Signaling pathways constitute a valuable source of information that allows interpreting the way in which alterations in gene activities affect to particular cell functionalities. There are web tools available that allow viewing and editing pathways, as well as representing experimental data on them. However, few methods aimed to identify the signaling circuits, within a pathway, associated to the biological problem studied exist and none of them provide a convenient graphical web interface. We present PATHiWAYS, a web-based signaling pathway visualization system that infers changes in signaling that affect cell functionality from the measurements of gene expression values in typical expression microarray case–control experiments. A simple probabilistic model of the pathway is used to estimate the probabilities for signal transmission from any receptor to any final effector molecule (taking into account the pathway topology) using for this the individual probabilities of gene product presence/absence inferred from gene expression values. Significant changes in these probabilities allow linking different cell functionalities triggered by the pathway to the biological problem studied. PATHiWAYS is available at: http://pathiways.babelomics.org/. Oxford University Press 2013-07 2013-06-08 /pmc/articles/PMC3692130/ /pubmed/23748960 http://dx.doi.org/10.1093/nar/gkt451 Text en © The Author(s) 2013. Published by Oxford University Press. http://creativecommons.org/licenses/by/3.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Articles Sebastián-León, Patricia Carbonell, José Salavert, Francisco Sanchez, Rubén Medina, Ignacio Dopazo, Joaquín Inferring the functional effect of gene expression changes in signaling pathways |
title | Inferring the functional effect of gene expression changes in signaling pathways |
title_full | Inferring the functional effect of gene expression changes in signaling pathways |
title_fullStr | Inferring the functional effect of gene expression changes in signaling pathways |
title_full_unstemmed | Inferring the functional effect of gene expression changes in signaling pathways |
title_short | Inferring the functional effect of gene expression changes in signaling pathways |
title_sort | inferring the functional effect of gene expression changes in signaling pathways |
topic | Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3692130/ https://www.ncbi.nlm.nih.gov/pubmed/23748960 http://dx.doi.org/10.1093/nar/gkt451 |
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