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Published on: March 30, 2019
Vasohibin-1 is identified as a master-regulator of endothelial cell apoptosis using gene network analysis
Muna Affara1, Debbie Sanders, Hiromitsu Araki
1Department of Obstetrics and Gynaecology, University of Cambridge, The Rosie Hospital, Robinson Way, Cambridge CB2 0SW, UK.
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.
Insights
Bayesian gene regulatory network (GRN) modeling identified Vasohibin-1 (VASH1) as a master regulator of endothelial cell (EC) apoptosis. Reducing VASH1 expression protected ECs from apoptosis, highlighting its critical role.
Area of Science:
- Endothelial cell biology
- Molecular pathology
- Systems biology
Background:
- Apoptosis is crucial in endothelial cell (EC) biology and pathology.
- Previous studies focused on protein levels; gene expression data for EC apoptosis master regulators is limited.
- Gene regulatory network (GRN) modeling can uncover underlying molecular relationships.
Purpose of the Study:
- To identify master regulators of endothelial cell (EC) apoptosis using gene expression data.
- To construct a Bayesian gene regulatory network (GRN) model for EC apoptosis.
- To investigate the role of candidate regulators in EC apoptosis.
Main Methods:
- Generated a Bayesian gene regulatory network (GRN) model.
- Utilized time-course microarray data from serum withdrawal-induced EC apoptosis.
- Integrated microarray data from ECs treated with siRNAs targeting over 350 signaling molecules.
Main Results:
- The GRN model identified Vasohibin-1 (VASH1) as a candidate master regulator of EC apoptosis.
- siRNA-mediated knockdown of VASH1 confirmed its role, with 7 out of 10 downstream mRNAs showing predicted regulation.
- Reduced VASH1 mRNA levels conferred resistance to serum withdrawal-induced EC death.
Conclusions:
- Bayesian GRN modeling successfully identified VASH1 as a novel master regulator of EC apoptosis.
- This study demonstrates the utility of GRN technology in complementing traditional methods.
- GRN modeling provides a powerful approach to hypothesize regulatory relationships in biological processes.
Related Concept Videos
Regulation of Angiogenesis and Blood Supply
Apoptosis
Regulation of Hematopoietic Stem Cells
The Extrinsic Apoptotic Pathway
The Intrinsic Apoptotic Pathway
Mechanism of Angiogenesis

