Comprehensive Analysis of RNA Methylation Regulated gene signature and Immune Infiltration in Ischemia/Reperfusion-Induced Acute Kidney Injury.

IF 2.3 4区 医学 Q2 PERIPHERAL VASCULAR DISEASE Kidney & blood pressure research Pub Date : 2024-11-22 DOI:10.1159/000542787
Wei-Hua Liu, Fang Cao, Miao Lin, Fu-Yuan Hong
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Abstract

Introduction: The morbidity and mortality of acute kidney injury (AKI) are increasing. Epigenetic regulation and immune cell infiltration are thought to be involved in the AKI. However, the relationship between epigenetic regulation and immune cell infiltration in AKI has not been elucidated. This study was conducted to identify the differentially expressed genes (DEGs), differentially expressed RNA methylation genes (DEMGs), and infiltrated immune cells in the kidneys of ischemia reperfusion induced- acute kidney injury (IRI-AKI) models and further explore their relationships in IRI-AKI.

Methods: This is a bioinformatic analysis using R programming language in 3 selected IRI-AKI datasets from the Gene Expression Omnibus (GEO) database, including 16 IRI-AKI kidney tissues and 10 normal kidney tissues. The DEGs were screened, and enrichment pathways were analyzed using gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) database. The DEMGs and core DEMGs were identified using the R package. The ROC curve was plotted to predict disease occurrence of 7 core DEMGs. The correlation of 7 core DEMGs and other genes was analyzed using Pearson's correlation test. The gene set enrichment analysis (GSEA) of each DEMG was conducted using the R package. The upstream miRNAs and transcript factors of 7 core DEMGs were predicted based on the RegNetwork database and Cytoscape software. The STITCH database was used to predict the possible binding compounds of the 7 core DEMGs. Immune cell infiltration in kidney tissues between the IRI-AKI group and control group was evaluated using the R package.

Results: A total of 2367 DEGs were obtained, including 1180 upregulated and 1187 downregulated genes in IRI-AKI kidney associated with the cell structure, proliferation, molecule binding/interaction, and signaling pathways such as the leucocyte migration and chemokine signaling pathways. Ten DEMGs were identified, with Ythdf1, Rbm15, Trmt6, Hnrnpc, and Dnmt1 being significantly upregulated, while Lrpprc, Cyfip2, Mettl3, Ncbp2, and Nudt7 were significantly downregulated in IRI-AKI tissues. The molecules interacting with 7 core DEMGs were identified. Significant changes in the infiltration of 8 types of immune cells were observed in IRI-AKI kidneys compared to normal controls. The significant correlation between 6 core DEMGs and the infiltration of immune cells was observed.

Conclusion: IRI may induce AKI through RNA methylation to regulate the expression of genes involved in immune cell infiltration.

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缺血/再灌注诱导的急性肾损伤中 RNA 甲基化调控基因特征和免疫渗透的综合分析
导言:急性肾损伤(AKI)的发病率和死亡率不断上升。表观遗传调控和免疫细胞浸润被认为与急性肾损伤有关。然而,AKI 中表观遗传调控与免疫细胞浸润之间的关系尚未阐明。本研究旨在鉴定缺血再灌注诱导的急性肾损伤(IRI-AKI)模型肾脏中的差异表达基因(DEGs)、差异表达的RNA甲基化基因(DEMGs)和浸润的免疫细胞,并进一步探讨它们在IRI-AKI中的关系:这是一项使用 R 编程语言对基因表达总库(GEO)数据库中的 3 个选定 IRI-AKI 数据集(包括 16 个 IRI-AKI 肾组织和 10 个正常肾组织)进行的生物信息学分析。利用基因本体论(GO)和京都基因组百科全书(KEGG)数据库筛选 DEGs 并分析其富集途径。使用 R 软件包确定了 DEMGs 和核心 DEMGs。绘制了预测 7 个核心 DEMGs 疾病发生的 ROC 曲线。利用皮尔逊相关性检验分析了 7 个核心 DEMGs 与其他基因的相关性。使用 R 软件包对每个 DEMG 进行了基因组富集分析(GSEA)。根据 RegNetwork 数据库和 Cytoscape 软件预测了 7 个核心 DEMG 的上游 miRNA 和转录因子。STITCH 数据库用于预测 7 个核心 DEMGs 的可能结合化合物。使用R软件包评估了IRI-AKI组和对照组肾组织中的免疫细胞浸润情况:结果:共获得2367个DEGs,包括1180个上调基因和1187个下调基因,这些基因在IRI-AKI肾脏中与细胞结构、增殖、分子结合/相互作用以及信号通路(如白细胞迁移和趋化因子信号通路)有关。共鉴定出10个DEMGs,其中Ythdf1、Rbm15、Trmt6、Hnrnpc和Dnmt1在IRI-AKI组织中显著上调,而Lrpprc、Cyfip2、Mettl3、Ncbp2和Nudt7在IRI-AKI组织中显著下调。确定了与 7 个核心 DEMGs 相互作用的分子。与正常对照组相比,IRI-AKI 肾脏中 8 种免疫细胞的浸润发生了显著变化。6种核心DEMGs与免疫细胞浸润之间存在明显的相关性:结论:IRI 可能通过 RNA 甲基化诱导 AKI,从而调节参与免疫细胞浸润的基因的表达。
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来源期刊
Kidney & blood pressure research
Kidney & blood pressure research 医学-泌尿学与肾脏学
CiteScore
4.80
自引率
3.60%
发文量
61
审稿时长
6-12 weeks
期刊介绍: This journal comprises both clinical and basic studies at the interface of nephrology, hypertension and cardiovascular research. The topics to be covered include the structural organization and biochemistry of the normal and diseased kidney, the molecular biology of transporters, the physiology and pathophysiology of glomerular filtration and tubular transport, endothelial and vascular smooth muscle cell function and blood pressure control, as well as water, electrolyte and mineral metabolism. Also discussed are the (patho)physiology and (patho) biochemistry of renal hormones, the molecular biology, genetics and clinical course of renal disease and hypertension, the renal elimination, action and clinical use of drugs, as well as dialysis and transplantation. Featuring peer-reviewed original papers, editorials translating basic science into patient-oriented research and disease, in depth reviews, and regular special topic sections, ''Kidney & Blood Pressure Research'' is an important source of information for researchers in nephrology and cardiovascular medicine.
期刊最新文献
Severe coronary artery calcifications in chronic kidney disease patients, coupled with inflammation and bone mineral disease derangement, promote major adverse cardiovascular events (MACE) through vascular remodeling. Tandem upregulation of ion transporters in thick ascending limb of Henle's loop of young Milan hypertensive strain of rats. Comprehensive Analysis of RNA Methylation Regulated gene signature and Immune Infiltration in Ischemia/Reperfusion-Induced Acute Kidney Injury. Renal and vascular functional decline in aged low birth weight murine adults. Association between Monocyte-to-Lymphocyte Ratio and Inflammation in Chronic Kidney Disease : A Cross-Sectional Study.
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