Department of Obstetrics and Gynaecology, University of Cambridge, The Rosie Hospital, Robinson Way, Cambridge CB2 0SW, UK.
BMC Genomics. 2013 Jan 16;14:23. doi: 10.1186/1471-2164-14-23.
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.
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.
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.
细胞凋亡是内皮细胞(EC)生物学和病理学中的一个关键过程,在蛋白质水平上已经进行了广泛的研究。已经进行了许多关于 EC 细胞凋亡的基因表达研究,但是很少有尝试利用基因表达数据来识别构成 EC 细胞凋亡的分子关系和主要调控因子。因此,我们试图通过生成贝叶斯基因调控网络(GRN)模型来理解这些关系。
使用血清剥夺诱导 EC 细胞凋亡,并在三复孔中随时间追踪,使用微阵列进行。在生成 GRN 时,该 EC 时间过程数据通过针对 350 多种信号分子的 siRNA 处理的 EC 的微阵列数据库进行补充。GRN 模型提出血管抑肽-1(VASH1)是 EC 细胞凋亡的候选主调控因子之一,具有许多下游 mRNAs。为了评估 VASH1 在 EC 中的作用,我们使用 siRNA 降低 VASH1 的表达。在 GRN 中,VASH1 的 10 个下游 mRNAs 中有 7 个在 GRN 预测的方向上显著上调或下调。进一步支持 VASH1 在 EC 中的重要生物学作用,靶向降低 VASH1 mRNA 丰度赋予了对血清剥夺诱导的 EC 死亡的抗性。
我们利用贝叶斯 GRN 建模来鉴定 EC 细胞凋亡的新候选主调控因子。这项研究表明,GRN 技术如何补充传统方法来假设构成重要生物学过程的调控关系。