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PATHOME: an algorithm for accurately detecting differentially expressed subpathways

The translation of high-throughput gene expression data into biologically meaningful information remains a bottleneck. We developed a novel computational algorithm, PATHOME, for detecting differentially expressed biological pathways. This algorithm employs straightforward statistical tests to evalua...

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Autores principales: Nam, S, Chang, H R, Kim, K-T, Kook, M-C, Hong, D, Kwon, C H, Jung, H R, Park, H S, Powis, G, Liang, H, Park, T, Kim, Y H
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4182295/
https://www.ncbi.nlm.nih.gov/pubmed/24681952
http://dx.doi.org/10.1038/onc.2014.80
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author Nam, S
Chang, H R
Kim, K-T
Kook, M-C
Hong, D
Kwon, C H
Jung, H R
Park, H S
Powis, G
Liang, H
Park, T
Kim, Y H
author_facet Nam, S
Chang, H R
Kim, K-T
Kook, M-C
Hong, D
Kwon, C H
Jung, H R
Park, H S
Powis, G
Liang, H
Park, T
Kim, Y H
author_sort Nam, S
collection PubMed
description The translation of high-throughput gene expression data into biologically meaningful information remains a bottleneck. We developed a novel computational algorithm, PATHOME, for detecting differentially expressed biological pathways. This algorithm employs straightforward statistical tests to evaluate the significance of differential expression patterns along subpathways. Applying it to gene expression data sets of gastric cancer (GC), we compared its performance with those of other leading programs. Based on a literature-driven reference set, PATHOME showed greater consistency in identifying known cancer-related pathways. For the WNT pathway uniquely identified by PATHOME, we validated its involvement in gastric carcinogenesis through experimental perturbation of both cell lines and animal models. We identified HNF4α-WNT5A regulation in the cross-talk between the AMPK metabolic pathway and the WNT signaling pathway, and further identified WNT5A as a potential therapeutic target for GC. We have demonstrated PATHOME to be a powerful tool, with improved sensitivity for identifying disease-related dysregulated pathways.
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spelling pubmed-41822952014-11-13 PATHOME: an algorithm for accurately detecting differentially expressed subpathways Nam, S Chang, H R Kim, K-T Kook, M-C Hong, D Kwon, C H Jung, H R Park, H S Powis, G Liang, H Park, T Kim, Y H Oncogene Original Article The translation of high-throughput gene expression data into biologically meaningful information remains a bottleneck. We developed a novel computational algorithm, PATHOME, for detecting differentially expressed biological pathways. This algorithm employs straightforward statistical tests to evaluate the significance of differential expression patterns along subpathways. Applying it to gene expression data sets of gastric cancer (GC), we compared its performance with those of other leading programs. Based on a literature-driven reference set, PATHOME showed greater consistency in identifying known cancer-related pathways. For the WNT pathway uniquely identified by PATHOME, we validated its involvement in gastric carcinogenesis through experimental perturbation of both cell lines and animal models. We identified HNF4α-WNT5A regulation in the cross-talk between the AMPK metabolic pathway and the WNT signaling pathway, and further identified WNT5A as a potential therapeutic target for GC. We have demonstrated PATHOME to be a powerful tool, with improved sensitivity for identifying disease-related dysregulated pathways. Nature Publishing Group 2014-10-09 2014-03-31 /pmc/articles/PMC4182295/ /pubmed/24681952 http://dx.doi.org/10.1038/onc.2014.80 Text en Copyright © 2014 Macmillan Publishers Limited http://creativecommons.org/licenses/by-nc-nd/3.0/ This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivs 3.0 Unported License. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-nd/3.0/
spellingShingle Original Article
Nam, S
Chang, H R
Kim, K-T
Kook, M-C
Hong, D
Kwon, C H
Jung, H R
Park, H S
Powis, G
Liang, H
Park, T
Kim, Y H
PATHOME: an algorithm for accurately detecting differentially expressed subpathways
title PATHOME: an algorithm for accurately detecting differentially expressed subpathways
title_full PATHOME: an algorithm for accurately detecting differentially expressed subpathways
title_fullStr PATHOME: an algorithm for accurately detecting differentially expressed subpathways
title_full_unstemmed PATHOME: an algorithm for accurately detecting differentially expressed subpathways
title_short PATHOME: an algorithm for accurately detecting differentially expressed subpathways
title_sort pathome: an algorithm for accurately detecting differentially expressed subpathways
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4182295/
https://www.ncbi.nlm.nih.gov/pubmed/24681952
http://dx.doi.org/10.1038/onc.2014.80
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