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整合DNA甲基化和转录组图谱分析以鉴定子痫前期氧化应激相关的胎盘特异性分子。

Integrated analysis of DNA methylation and transcriptome profiles to identify oxidative stress-related placenta-specific molecules for preeclampsia.

作者信息

Xu Yang, Zeng Xiaolin, Guo Shuang, Liao Yuan, Zhao Danqing

机构信息

Guizhou Medical University, Guizhou, China.

Guizhou Provincial People's Hospital, Guizhou, China.

出版信息

J Obstet Gynaecol Res. 2025 Mar;51(3):e16209. doi: 10.1111/jog.16209.

Abstract

BACKGROUND

Preeclampsia (PE) is a pregnancy-specific hypertensive disorder and one of the leading causes of maternal mortality. However, its etiology and pathogenesis are not yet fully clarified. This study aimed to uncover methylation-regulated oxidative stress-related placenta-specific molecules in PE.

METHODS

Two PE datasets, GSE57767 and GSE25906, were subjected into this study. The oxidative stress-related genes were derived from GeneCards database. Differential methylation and expression analysis were applied to identify methylation-regulated oxidative stress-related genes in PE. The methylation-regulated oxidative stress-related placenta-specific molecules were determined by receiver operating characteristic (ROC) analysis. The single-gene gene set enrichment analysis (GSEA) were executed using the R "clusterProfiler." The transcription factor (TF)-gene regulatory network of placenta-specific molecules was created through Network Analyst database and Cytoscape software. The drug-gene network of placenta-specific molecules were developed through DGIdb database and Cytoscape software. Eventually, we further examined biomarker expression trends in the collected clinical samples using real time quantitative PCR (RT-qPCR).

RESULTS

A total of 13 methylation-regulated oxidative stress-related genes in PE were identified. Then, five genes (VIM, SNCA, PIK3CG, DNM2, and BMP6) were authenticated as methylation-regulated oxidative stress-related placenta-specific molecules in PE by ROC curves, suggesting a potential clinical diagnostic value. Single-gene GSEA pointed to the linkage of these five genes to the immune-related pathways, ferroptosis, and oxidative phosphorylation. Finally, a TF-gene regulatory network containing 32 nodes and 38 edges and a drug-gene network containing 126 nodes and 123 edges were generated based on methylation-regulated oxidative stress-related placenta-specific molecules in PE. Ultimately, the experimental results confirmed that the expression trends of VIM, PIK3CG, and BMP6 in our collected clinical samples were in line with the expression trends in the GSE25906 dataset.

CONCLUSION

Three genes, VIM, PIK3CG, and BMP6, were identified as methylation-regulated oxidative stress-related placenta-specific molecules in PE. This might have helped to understand the pathogenesis of the disease and might also have provided new perspectives on the diagnosis and treatment of PE.

摘要

背景

子痫前期(PE)是一种妊娠特有的高血压疾病,也是孕产妇死亡的主要原因之一。然而,其病因和发病机制尚未完全阐明。本研究旨在揭示PE中甲基化调控的氧化应激相关胎盘特异性分子。

方法

本研究纳入了两个PE数据集,GSE57767和GSE25906。氧化应激相关基因来自GeneCards数据库。应用差异甲基化和表达分析来鉴定PE中甲基化调控的氧化应激相关基因。通过受试者工作特征(ROC)分析确定甲基化调控的氧化应激相关胎盘特异性分子。使用R语言的“clusterProfiler”执行单基因基因集富集分析(GSEA)。通过Network Analyst数据库和Cytoscape软件构建胎盘特异性分子的转录因子(TF)-基因调控网络。通过DGIdb数据库和Cytoscape软件构建胎盘特异性分子的药物-基因网络。最终,我们使用实时定量PCR(RT-qPCR)进一步检测了所收集临床样本中生物标志物的表达趋势。

结果

共鉴定出13个PE中甲基化调控的氧化应激相关基因。然后,通过ROC曲线验证了5个基因(波形蛋白(VIM)、α-突触核蛋白(SNCA)、磷脂酰肌醇-3-激酶γ(PIK3CG)、发动蛋白2(DNM2)和骨形态发生蛋白6(BMP6))为PE中甲基化调控的氧化应激相关胎盘特异性分子,提示其潜在的临床诊断价值。单基因GSEA表明这5个基因与免疫相关途径、铁死亡和氧化磷酸化有关。最后,基于PE中甲基化调控的氧化应激相关胎盘特异性分子生成了一个包含32个节点和38条边的TF-基因调控网络以及一个包含126个节点和123条边的药物-基因网络。最终,实验结果证实了我们所收集临床样本中VIM、PIK3CG和BMP6的表达趋势与GSE25906数据集中的表达趋势一致。

结论

VIM、PIK3CG和BMP6这三个基因被鉴定为PE中甲基化调控的氧化应激相关胎盘特异性分子。这可能有助于理解该疾病的发病机制,也可能为PE的诊断和治疗提供新的视角。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dac4/11884871/aa3a7f292ec8/JOG-51-0-g003.jpg

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