Mesangial cell-derived CircRNAs in chronic glomerulonephritis: RNA sequencing and bioinformatics analysis.

IF 3 3区 医学 Q1 UROLOGY & NEPHROLOGY
Renal Failure Pub Date : 2024-12-01 Epub Date: 2024-07-01 DOI:10.1080/0886022X.2024.2371059
Ji Hui Fan, Xiao Min Li
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引用次数: 0

Abstract

Background: Circular RNAs (circRNAs) have been shown to play critical roles in the initiation and progression of chronic glomerulonephritis (CGN), while their role from mesangial cells in contributing to the pathogenesis of CGN is rarely understood. Our study aims to explore the potential functions of mesangial cell-derived circRNAs using RNA sequencing (RNA-seq) and bioinformatics analysis.

Methods: Mouse mesangial cells (MMCs) were stimulated by lipopolysaccharide (LPS) to establish an in vitro model of CGN. Pro-inflammatory cytokines and cell cycle stages were detected by Enzyme-linked immunosorbent assay (ELISA) and Flow Cytometry experiment, respectively. Subsequently, differentially expressed circRNAs (DE-circRNAs) were identified by RNA-seq. GEO microarrays were used to identify differentially expressed mRNAs (DE-mRNAs) between CGN and healthy populations. Weighted co-expression network analysis (WGCNA) was utilized to explore clinically significant modules of CGN. CircRNA-associated CeRNA networks were constructed by bioinformatics analysis. The hub mRNAs from CeRNA network were identified using LASSO algorithms. Furthermore, utilizing protein-protein interaction (PPI), gene ontology (GO), pathway enrichment (KEGG), and GSEA analyses to explore the potential biological function of target genes from CeRNA network. In addition, we investigated the relationships between immune cells and hub mRNAs from CeRNA network using CIBERSORT.

Results: The expression of pro-inflammatory cytokines IL-1β, IL-6, and TNF-α was drastically increased in LPS-induced MMCs. The number of cells decreased significantly in the G1 phase but increased significantly in the S/G2 phase. A total of 6 DE-mRNAs were determined by RNA-seq, including 4 up-regulated circRNAs and 2 down-regulated circRNAs. WGCNA analysis identified 1747 DE-mRNAs of the turquoise module from CGN people in the GEO database. Then, the CeRNA networks, including 6 circRNAs, 38 miRNAs, and 80 mRNAs, were successfully constructed. The results of GO and KEGG analyses revealed that the target mRNAs were mainly enriched in immune, infection, and inflammation-related pathways. Furthermore, three hub mRNAs (BOC, MLST8, and HMGCS2) from the CeRNA network were screened using LASSO algorithms. GSEA analysis revealed that hub mRNAs were implicated in a great deal of immune system responses and inflammatory pathways, including IL-5 production, MAPK signaling pathway, and JAK-STAT signaling pathway. Moreover, according to an evaluation of immune infiltration, hub mRNAs have statistical correlations with neutrophils, plasma cells, monocytes, and follicular helper T cells.

Conclusions: Our findings provide fundamental and novel insights for further investigations into the role of mesangial cell-derived circRNAs in CGN pathogenesis.

慢性肾小球肾炎中间质细胞衍生的 CircRNA:RNA测序和生物信息学分析
背景:循环RNAs(circRNAs)已被证明在慢性肾小球肾炎(CGN)的发生和发展过程中起着关键作用,而它们从系膜细胞中提取并在CGN发病机制中的作用却鲜为人知。我们的研究旨在利用 RNA 测序(RNA-seq)和生物信息学分析探索系膜细胞衍生的 circRNAs 的潜在功能:方法:用脂多糖(LPS)刺激小鼠间质细胞(MMCs),建立 CGN 体外模型。通过酶联免疫吸附试验(ELISA)和流式细胞术实验分别检测促炎细胞因子和细胞周期阶段。随后,通过 RNA-seq 鉴定了差异表达的 circRNAs(DE-circRNAs)。GEO 微阵列用于鉴定 CGN 和健康人群之间差异表达的 mRNA(DE-mRNA)。利用加权共表达网络分析(WGCNA)来探索具有临床意义的 CGN 模块。通过生物信息学分析构建了CircRNA相关的CeRNA网络。利用 LASSO 算法识别了 CeRNA 网络中的中心 mRNA。此外,我们还利用蛋白质-蛋白质相互作用(PPI)、基因本体(GO)、通路富集(KEGG)和 GSEA 分析来探索 CeRNA 网络中靶基因的潜在生物学功能。此外,我们还利用 CIBERSORT 研究了免疫细胞与 CeRNA 网络中枢 mRNA 之间的关系:结果:在 LPS 诱导的 MMCs 中,促炎细胞因子 IL-1β、IL-6 和 TNF-α 的表达急剧增加。细胞数量在 G1 期明显减少,但在 S/G2 期明显增加。RNA-seq共测定了6个DE-mRNA,包括4个上调的circRNA和2个下调的circRNA。WGCNA分析从GEO数据库中的CGN人群中发现了1747个绿松石模块的DE-mRNA。然后,成功构建了包括 6 个 circRNA、38 个 miRNA 和 80 个 mRNA 的 CeRNA 网络。GO和KEGG分析结果显示,目标mRNA主要富集于免疫、感染和炎症相关通路。此外,利用 LASSO 算法筛选了 CeRNA 网络中的三个中心 mRNA(BOC、MLST8 和 HMGCS2)。GSEA分析显示,中枢mRNA与大量免疫系统反应和炎症通路有关,包括IL-5的产生、MAPK信号通路和JAK-STAT信号通路。此外,根据对免疫浸润的评估,中枢 mRNA 与中性粒细胞、浆细胞、单核细胞和滤泡辅助 T 细胞有统计学相关性:我们的研究结果为进一步研究间质细胞衍生的 circRNA 在 CGN 发病机制中的作用提供了基础性的新见解。
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来源期刊
Renal Failure
Renal Failure 医学-泌尿学与肾脏学
CiteScore
3.90
自引率
13.30%
发文量
374
审稿时长
1 months
期刊介绍: Renal Failure primarily concentrates on acute renal injury and its consequence, but also addresses advances in the fields of chronic renal failure, hypertension, and renal transplantation. Bringing together both clinical and experimental aspects of renal failure, this publication presents timely, practical information on pathology and pathophysiology of acute renal failure; nephrotoxicity of drugs and other substances; prevention, treatment, and therapy of renal failure; renal failure in association with transplantation, hypertension, and diabetes mellitus.
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