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人类肥胖相关炎症中活性微小RNA和转录因子调控通路的鉴定

Identification of active miRNA and transcription factor regulatory pathways in human obesity-related inflammation.

作者信息

Zhang Xi-Mei, Guo Lin, Chi Mei-Hua, Sun Hong-Mei, Chen Xiao-Wen

机构信息

Department of Histology and Embryology, Harbin Medical University, Harbin, 150081, PR China.

Department of Endocrinology and Metabolism, the Second Affiliated Hospital of Harbin Medical University, Harbin, 150081, PR China.

出版信息

BMC Bioinformatics. 2015 Mar 7;16:76. doi: 10.1186/s12859-015-0512-5.

Abstract

BACKGROUND

Obesity-induced chronic inflammation plays a fundamental role in the pathogenesis of metabolic syndrome (MS). Recently, a growing body of evidence supports that miRNAs are largely dysregulated in obesity and that specific miRNAs regulate obesity-associated inflammation. We applied an approach aiming to identify active miRNA-TF-gene regulatory pathways in obesity. Firstly, we detected differentially expressed genes (DEGs) and differentially expressed miRNAs (DEmiRs) from mRNA and miRNA expression profiles, respectively. Secondly, by mapping the DEGs and DEmiRs to the curated miRNA-TF-gene regulatory network as active seed nodes and connect them with their immediate neighbors, we obtained the potential active miRNA-TF-gene regulatory subnetwork in obesity. Thirdly, using a Breadth-First-Search (BFS) algorithm, we identified potential active miRNA-TF-gene regulatory pathways in obesity. Finally, through the hypergeometric test, we identified the active miRNA-TF-gene regulatory pathways that were significantly related to obesity.

RESULTS

The potential active pathways with FDR < 0.0005 were considered to be the active miRNA-TF regulatory pathways in obesity. The union of the active pathways is visualized and identical nodes of the active pathways were merged.

CONCLUSIONS

We identified 23 active miRNA-TF-gene regulatory pathways that were significantly related to obesity-related inflammation.

摘要

背景

肥胖诱导的慢性炎症在代谢综合征(MS)的发病机制中起重要作用。最近,越来越多的证据支持miRNA在肥胖中大多失调,并且特定的miRNA调节与肥胖相关的炎症。我们应用了一种方法旨在识别肥胖中活跃的miRNA-转录因子-基因调控通路。首先,我们分别从mRNA和miRNA表达谱中检测差异表达基因(DEGs)和差异表达miRNAs(DEmiRs)。其次,通过将DEGs和DEmiRs映射到经过整理的miRNA-转录因子-基因调控网络作为活跃种子节点,并将它们与其直接邻居相连,我们获得了肥胖中潜在的活跃miRNA-转录因子-基因调控子网。第三,使用广度优先搜索(BFS)算法,我们识别了肥胖中潜在的活跃miRNA-转录因子-基因调控通路。最后,通过超几何检验,我们识别了与肥胖显著相关的活跃miRNA-转录因子-基因调控通路。

结果

FDR < 0.0005的潜在活跃通路被认为是肥胖中活跃的miRNA-转录因子调控通路。活跃通路的并集被可视化,并且活跃通路的相同节点被合并。

结论

我们识别了23条与肥胖相关炎症显著相关的活跃miRNA-转录因子-基因调控通路。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2a9c/4355475/57001709450d/12859_2015_512_Fig1_HTML.jpg

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