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Vasohibin-1 is identified as a master-regulator of endothelial cell apoptosis using gene network analysis

BACKGROUND: Apoptosis is a critical process in endothelial cell (EC) biology and pathology, which has been extensively studied at protein level. Numerous gene expression studies of EC apoptosis have also been performed, however few attempts have been made to use gene expression data to identify the...

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Autores principales: Affara, Muna, Sanders, Debbie, Araki, Hiromitsu, Tamada, Yoshinori, Dunmore, Benjamin J, Humphreys, Sally, Imoto, Seiya, Savoie, Christopher, Miyano, Satoru, Kuhara, Satoru, Jeffries, David, Print, Cristin, Charnock-Jones, D Stephen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3570387/
https://www.ncbi.nlm.nih.gov/pubmed/23324451
http://dx.doi.org/10.1186/1471-2164-14-23
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author Affara, Muna
Sanders, Debbie
Araki, Hiromitsu
Tamada, Yoshinori
Dunmore, Benjamin J
Humphreys, Sally
Imoto, Seiya
Savoie, Christopher
Miyano, Satoru
Kuhara, Satoru
Jeffries, David
Print, Cristin
Charnock-Jones, D Stephen
author_facet Affara, Muna
Sanders, Debbie
Araki, Hiromitsu
Tamada, Yoshinori
Dunmore, Benjamin J
Humphreys, Sally
Imoto, Seiya
Savoie, Christopher
Miyano, Satoru
Kuhara, Satoru
Jeffries, David
Print, Cristin
Charnock-Jones, D Stephen
author_sort Affara, Muna
collection PubMed
description BACKGROUND: Apoptosis is a critical process in endothelial cell (EC) biology and pathology, which has been extensively studied at protein level. Numerous gene expression studies of EC apoptosis have also been performed, however few attempts have been made to use gene expression data to identify the molecular relationships and master regulators that underlie EC apoptosis. Therefore, we sought to understand these relationships by generating a Bayesian gene regulatory network (GRN) model. RESULTS: ECs were induced to undergo apoptosis using serum withdrawal and followed over a time course in triplicate, using microarrays. When generating the GRN, this EC time course data was supplemented by a library of microarray data from EC treated with siRNAs targeting over 350 signalling molecules. The GRN model proposed Vasohibin-1 (VASH1) as one of the candidate master-regulators of EC apoptosis with numerous downstream mRNAs. To evaluate the role played by VASH1 in EC, we used siRNA to reduce the expression of VASH1. Of 10 mRNAs downstream of VASH1 in the GRN that were examined, 7 were significantly up- or down-regulated in the direction predicted by the GRN.Further supporting an important biological role of VASH1 in EC, targeted reduction of VASH1 mRNA abundance conferred resistance to serum withdrawal-induced EC death. CONCLUSION: We have utilised Bayesian GRN modelling to identify a novel candidate master regulator of EC apoptosis. This study demonstrates how GRN technology can complement traditional methods to hypothesise the regulatory relationships that underlie important biological processes.
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spelling pubmed-35703872013-02-15 Vasohibin-1 is identified as a master-regulator of endothelial cell apoptosis using gene network analysis Affara, Muna Sanders, Debbie Araki, Hiromitsu Tamada, Yoshinori Dunmore, Benjamin J Humphreys, Sally Imoto, Seiya Savoie, Christopher Miyano, Satoru Kuhara, Satoru Jeffries, David Print, Cristin Charnock-Jones, D Stephen BMC Genomics Research Article BACKGROUND: Apoptosis is a critical process in endothelial cell (EC) biology and pathology, which has been extensively studied at protein level. Numerous gene expression studies of EC apoptosis have also been performed, however few attempts have been made to use gene expression data to identify the molecular relationships and master regulators that underlie EC apoptosis. Therefore, we sought to understand these relationships by generating a Bayesian gene regulatory network (GRN) model. RESULTS: ECs were induced to undergo apoptosis using serum withdrawal and followed over a time course in triplicate, using microarrays. When generating the GRN, this EC time course data was supplemented by a library of microarray data from EC treated with siRNAs targeting over 350 signalling molecules. The GRN model proposed Vasohibin-1 (VASH1) as one of the candidate master-regulators of EC apoptosis with numerous downstream mRNAs. To evaluate the role played by VASH1 in EC, we used siRNA to reduce the expression of VASH1. Of 10 mRNAs downstream of VASH1 in the GRN that were examined, 7 were significantly up- or down-regulated in the direction predicted by the GRN.Further supporting an important biological role of VASH1 in EC, targeted reduction of VASH1 mRNA abundance conferred resistance to serum withdrawal-induced EC death. CONCLUSION: We have utilised Bayesian GRN modelling to identify a novel candidate master regulator of EC apoptosis. This study demonstrates how GRN technology can complement traditional methods to hypothesise the regulatory relationships that underlie important biological processes. BioMed Central 2013-01-16 /pmc/articles/PMC3570387/ /pubmed/23324451 http://dx.doi.org/10.1186/1471-2164-14-23 Text en Copyright ©2013 Affara et al.; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Affara, Muna
Sanders, Debbie
Araki, Hiromitsu
Tamada, Yoshinori
Dunmore, Benjamin J
Humphreys, Sally
Imoto, Seiya
Savoie, Christopher
Miyano, Satoru
Kuhara, Satoru
Jeffries, David
Print, Cristin
Charnock-Jones, D Stephen
Vasohibin-1 is identified as a master-regulator of endothelial cell apoptosis using gene network analysis
title Vasohibin-1 is identified as a master-regulator of endothelial cell apoptosis using gene network analysis
title_full Vasohibin-1 is identified as a master-regulator of endothelial cell apoptosis using gene network analysis
title_fullStr Vasohibin-1 is identified as a master-regulator of endothelial cell apoptosis using gene network analysis
title_full_unstemmed Vasohibin-1 is identified as a master-regulator of endothelial cell apoptosis using gene network analysis
title_short Vasohibin-1 is identified as a master-regulator of endothelial cell apoptosis using gene network analysis
title_sort vasohibin-1 is identified as a master-regulator of endothelial cell apoptosis using gene network analysis
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3570387/
https://www.ncbi.nlm.nih.gov/pubmed/23324451
http://dx.doi.org/10.1186/1471-2164-14-23
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