APC and ZBTB2 May Mediate M2 Macrophage Infiltration to Promote the Development of Renal Fibrosis: A Bioinformatics Analysis.

IF 2.6 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY BioMed Research International Pub Date : 2024-09-18 eCollection Date: 2024-01-01 DOI:10.1155/2024/5674711
Jianling Song, Ben Ke, Xiangdong Fang
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Abstract

Background and Purpose: The continuous accumulation of M2 macrophages may potentially contribute to the development of kidney fibrosis in chronic kidney disease (CKD). The purpose of this study was to analyze the infiltration of M2 macrophages in uremic patients and to seek new strategies to slow down the progression of renal fibrosis. Methods: We conducted a comprehensive search for expression data pertaining to uremic samples within the Gene Expression Omnibus (GEO) database, encompassing the time frame from 2010 to 2022. Control and uremic differentially expressed genes (DEGs) were identified. Immune cell infiltration was investigated by CIBERSORT and modules associated with M2 macrophage infiltration were identified by weighted gene coexpression network analysis (WGCNA). Consistent genes were identified using the least absolute shrinkage and selection operator (LASSO) and selection and visualization of the most relevant features (SVM-RFE) methods to search for overlapping genes. Receiver operating characteristic (ROC) curves were examined for the diagnostic value of candidate genes. Quantitative real-time PCR (qPCR) examined the expression levels of candidate genes obtained from uremic patients in M2 macrophage. Results: A total of 1298 DEGs were identified within the GSE37171 dataset. Significant enrichment of DEGs was observed in 20 biological processes (BP), 19 cellular components (CC), 6 molecular functions (MF), and 70 Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways. CIBERSORT analysis observed a significant increase in B-cell memory, dendritic cell activation, M0, M1, M2, and plasma cell numbers in uremic samples. We identified the 10 most interrelated genes. In particular, adenomatous polyposis coli (APC) and zinc finger and BTB structural domain 2 (ZBTB2) were adversely associated with the infiltration of M2 macrophages. Importantly, the expression levels of APC and ZBTB2 were far lower in M2 macrophages from uremic patients than those in healthy individuals. Conclusion: The development of renal fibrosis may be the result of M2 macrophage infiltration promoted by APC and ZBTB2.

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APC和ZBTB2可能介导M2巨噬细胞浸润以促进肾脏纤维化的发展:生物信息学分析
背景和目的:M2巨噬细胞的持续积累可能会导致慢性肾脏病(CKD)肾脏纤维化的发展。本研究旨在分析尿毒症患者体内 M2 巨噬细胞的浸润情况,并寻求减缓肾脏纤维化进展的新策略。研究方法我们在基因表达总库(Gene Expression Omnibus,GEO)数据库中全面搜索了尿毒症样本的表达数据,时间跨度为 2010 年至 2022 年。确定了对照组和尿毒症组的差异表达基因(DEG)。通过 CIBERSORT 调查了免疫细胞浸润情况,并通过加权基因共表达网络分析(WGCNA)确定了与 M2 巨噬细胞浸润相关的模块。使用最小绝对收缩和选择算子(LASSO)以及最相关特征选择和可视化(SVM-RFE)方法识别一致基因,以寻找重叠基因。对候选基因的诊断价值进行了接收操作特征曲线(ROC)检验。实时定量 PCR(qPCR)检测了从尿毒症患者体内获取的候选基因在 M2 巨噬细胞中的表达水平。结果显示在 GSE37171 数据集中共发现了 1298 个 DEGs。在 20 个生物过程(BP)、19 个细胞成分(CC)、6 个分子功能(MF)和 70 个京都基因组百科全书(KEGG)通路中观察到 DEGs 的显著富集。CIBERSORT 分析发现,尿毒症样本中的 B 细胞记忆、树突状细胞活化、M0、M1、M2 和浆细胞数量显著增加。我们确定了 10 个相互关联度最高的基因。其中,腺瘤性息肉病大肠杆菌(APC)和锌指与 BTB 结构域 2(ZBTB2)与 M2 巨噬细胞的浸润有不利关系。重要的是,尿毒症患者的 M2 巨噬细胞中 APC 和 ZBTB2 的表达水平远远低于健康人。结论肾纤维化的发生可能是 APC 和 ZBTB2 促进 M2 巨噬细胞浸润的结果。
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来源期刊
BioMed Research International
BioMed Research International BIOTECHNOLOGY & APPLIED MICROBIOLOGY-MEDICINE, RESEARCH & EXPERIMENTAL
CiteScore
6.70
自引率
0.00%
发文量
1942
审稿时长
19 weeks
期刊介绍: BioMed Research International is a peer-reviewed, Open Access journal that publishes original research articles, review articles, and clinical studies covering a wide range of subjects in life sciences and medicine. The journal is divided into 55 subject areas.
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