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基于网络的组学数据综合分析揭示了 TGF-β1 诱导人腹膜间皮细胞 EMT 的新分子。

Network-based integrated analysis of omics data reveal novel players of TGF-β1-induced EMT in human peritoneal mesothelial cells.

机构信息

Graduate School of Pharmaceutical Sciences, College of Pharmacy, Ewha Womans University, Seoul, Republic of Korea.

Department of Pharmacology, Yonsei University College of Medicine, Seoul, Republic of Korea.

出版信息

Sci Rep. 2019 Feb 6;9(1):1497. doi: 10.1038/s41598-018-37101-9.

DOI:10.1038/s41598-018-37101-9
PMID:30728376
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6365569/
Abstract

Long-term peritoneal dialysis is associated with progressive fibrosis of the peritoneum. Epithelial-mesenchymal transition (EMT) of mesothelial cells is an important mechanism involved in peritoneal fibrosis, and TGF-β1 is considered central in this process. However, targeting currently known TGF-β1-associated pathways has not proven effective to date. Therefore, there are still gaps in understanding the mechanisms underlying TGF-β1-associated EMT and peritoneal fibrosis. We conducted network-based integrated analysis of transcriptomic and proteomic data to systemically characterize the molecular signature of TGF-β1-stimulated human peritoneal mesothelial cells (HPMCs). To increase the power of the data, multiple expression datasets of TGF-β1-stimulated human cells were employed, and extended based on a human functional gene network. Dense network sub-modules enriched with differentially expressed genes by TGF-β1 stimulation were prioritized and genes of interest were selected for functional analysis in HPMCs. Through integrated analysis, ECM constituents and oxidative stress-related genes were shown to be the top-ranked genes as expected. Among top-ranked sub-modules, TNFAIP6, ZC3H12A, and NNT were validated in HPMCs to be involved in regulation of E-cadherin, ZO-1, fibronectin, and αSMA expression. The present data shows the validity of network-based integrated analysis in discovery of novel players in TGF-β1-induced EMT in peritoneal mesothelial cells, which may serve as new prognostic markers and therapeutic targets for peritoneal dialysis patients.

摘要

长期腹膜透析会导致腹膜进行性纤维化。上皮-间充质转化(EMT)是腹膜纤维化过程中的一个重要机制,而 TGF-β1 被认为在此过程中起核心作用。然而,迄今为止,针对目前已知的 TGF-β1 相关途径的治疗并未被证明有效。因此,对于 TGF-β1 相关 EMT 和腹膜纤维化的机制,我们仍有许多需要理解的地方。

我们对转录组学和蛋白质组学数据进行了基于网络的综合分析,以系统地描述 TGF-β1 刺激人腹膜间皮细胞(HPMCs)的分子特征。为了增加数据的效力,我们使用了多个 TGF-β1 刺激的人类细胞的表达数据集,并基于人类功能基因网络进行了扩展。

通过 TGF-β1 刺激优先富集差异表达基因的密集网络子模块,并选择感兴趣的基因进行 HPMCs 的功能分析。通过综合分析,ECM 成分和与氧化应激相关的基因是预期的排名最高的基因。在排名最高的子模块中,TNFAIP6、ZC3H12A 和 NNT 在 HPMCs 中被验证参与调节 E-钙黏蛋白、ZO-1、纤连蛋白和αSMA 的表达。

本研究表明,基于网络的综合分析在发现 TGF-β1 诱导的腹膜间皮细胞 EMT 中的新调控因子方面是有效的,这些新调控因子可能成为腹膜透析患者新的预后标志物和治疗靶点。

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