Cargando…
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...
Autores principales: | , , , , , , , , , , , |
---|---|
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 |
_version_ | 1782337512183693312 |
---|---|
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. |
format | Online Article Text |
id | pubmed-4182295 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT nams pathomeanalgorithmforaccuratelydetectingdifferentiallyexpressedsubpathways AT changhr pathomeanalgorithmforaccuratelydetectingdifferentiallyexpressedsubpathways AT kimkt pathomeanalgorithmforaccuratelydetectingdifferentiallyexpressedsubpathways AT kookmc pathomeanalgorithmforaccuratelydetectingdifferentiallyexpressedsubpathways AT hongd pathomeanalgorithmforaccuratelydetectingdifferentiallyexpressedsubpathways AT kwonch pathomeanalgorithmforaccuratelydetectingdifferentiallyexpressedsubpathways AT junghr pathomeanalgorithmforaccuratelydetectingdifferentiallyexpressedsubpathways AT parkhs pathomeanalgorithmforaccuratelydetectingdifferentiallyexpressedsubpathways AT powisg pathomeanalgorithmforaccuratelydetectingdifferentiallyexpressedsubpathways AT liangh pathomeanalgorithmforaccuratelydetectingdifferentiallyexpressedsubpathways AT parkt pathomeanalgorithmforaccuratelydetectingdifferentiallyexpressedsubpathways AT kimyh pathomeanalgorithmforaccuratelydetectingdifferentiallyexpressedsubpathways |