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与特发性肺纤维化相关的转录因子-微小RNA-信使核糖核酸网络的构建

Construction of a TFs-miRNA-mRNA network related to idiopathic pulmonary fibrosis.

作者信息

Su Minhong, Liu Junfang, Wu Xiping, Chen Xin, Xiao Qiang, Jiang Ning

机构信息

Department of Respiratory and Critical Care Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou, China.

Department of Pulmonary and Critical Care Medicine, Shunde Hospital, Southern Medical University, Foshan, China.

出版信息

Ann Transl Med. 2023 Jan 31;11(2):78. doi: 10.21037/atm-22-6161.

Abstract

BACKGROUND

The transcription factors (TFs)-microRNA (miRNA)-messenger RNA (mRNA) network plays an important role in a variety of diseases. However, the relationship between the TFs-miRNA-mRNA network and idiopathic pulmonary fibrosis (IPF) remains unclear.

METHODS

The GSE110147 and GSE53845 datasets from the Gene Expression Omnibus (GEO) database were used to process differentially expressed genes (DEGs) analysis, gene set enrichment analysis (GSEA), weighted gene co-expression network analysis (WGCNA), as well as Gene ontology and Kyoto Encyclopedia of Genes and Genomes (KEGG) analyses. The GSE13316 dataset was used to perform differentially expressed miRNAs (DEMs) analysis and TFs prediction. Finally, a TFs-miRNA-mRNA network related to IPF was constructed, and its function was evaluated by Gene Ontology (GO) and KEGG analyses. Also, 19 TFs in the network were verified by quantitative real time polymerase chain reaction (qRT-PCR).

RESULTS

Through our analysis, 53 DEMs and 2,630 DEGs were screened. The GSEA results suggested these genes were mainly related to protein digestion and absorption. The WGCNA results showed that these DEGs were divided into eight modules, and the GO and KEGG analyses results of blue module genes showed that these 86 blue module genes were mainly enriched in cilium assembly and cilium organization. Moreover, a TFs-miRNA-mRNA network comprising 25 TFs, 11 miRNAs, and 60 mRNAs was constructed. Ultimately, the functional enrichment analysis showed that the TFs-miRNA-mRNA network was mainly related to the cell cycle and the phosphatidylinositol 3 kinase-protein kinase B () signaling pathway. Furthermore, experimental verification of the TFs showed that , , , , and were sufficiently up-regulated in the transforming growth factor (TGF)-β1 treatment groups, while , , , and were significantly down-regulated.

CONCLUSIONS

The novel TFs-miRNA-mRNA network that we constructed could provide new insights into the underlying molecular mechanisms of IPF. , , , , , , , , and may play important roles in IPF and become effective biomarkers for diagnosis and treatment.

摘要

背景

转录因子(TFs)-微小RNA(miRNA)-信使核糖核酸(mRNA)网络在多种疾病中发挥重要作用。然而,TFs-miRNA-mRNA网络与特发性肺纤维化(IPF)之间的关系仍不清楚。

方法

使用来自基因表达综合数据库(GEO)的GSE110147和GSE53845数据集进行差异表达基因(DEGs)分析、基因集富集分析(GSEA)、加权基因共表达网络分析(WGCNA)以及基因本体论和京都基因与基因组百科全书(KEGG)分析。使用GSE13316数据集进行差异表达miRNA(DEMs)分析和TFs预测。最后,构建了与IPF相关的TFs-miRNA-mRNA网络,并通过基因本体论(GO)和KEGG分析对其功能进行评估。此外,通过定量实时聚合酶链反应(qRT-PCR)验证了网络中的19个TFs。

结果

通过分析,筛选出53个DEMs和2630个DEGs。GSEA结果表明这些基因主要与蛋白质消化和吸收有关。WGCNA结果显示这些DEGs被分为8个模块,蓝色模块基因的GO和KEGG分析结果表明这86个蓝色模块基因主要富集在纤毛组装和纤毛组织中。此外,构建了一个包含25个TFs、11个miRNAs和60个mRNAs的TFs-miRNA-mRNA网络。最终,功能富集分析表明TFs-miRNA-mRNA网络主要与细胞周期和磷脂酰肌醇3激酶-蛋白激酶B(PI3K-Akt)信号通路有关。此外,对TFs的实验验证表明,在转化生长因子(TGF)-β1处理组中,、、、和充分上调,而、、和显著下调。

结论

我们构建的新型TFs-miRNA-mRNA网络可为IPF潜在的分子机制提供新的见解。、、、、、、、和可能在IPF中发挥重要作用,并成为诊断和治疗的有效生物标志物。

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