Department of Neonatology, Renmin Hospital of Wuhan University, Wuhan, China.
Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China.
PeerJ. 2024 Sep 25;12:e18135. doi: 10.7717/peerj.18135. eCollection 2024.
This study aims to identify a novel gene signature for coronary artery disease (CAD), explore the role of immune cell infiltration in CAD pathogenesis, and assess the cell function of mast cell-expressed membrane protein 1 () in human umbilical vein endothelial cells (HUVECs) treated with oxidized low-density lipoprotein (ox-LDL).
To identify differentially expressed genes (DEGs) of CAD, datasets GSE24519 and GSE61145 were downloaded from the Gene Expression Omnibus (GEO) database using the R "limma" package with < 0.05 and |log2 FC| > 1. Gene ontology (GO) and pathway analyses were conducted to determine the biological functions of DEGs. Hub genes were identified using support vector machine-recursive feature elimination (SVM-RFE) and least absolute shrinkage and selection operator (LASSO). The expression levels of these hub genes in CAD were validated using the GSE113079 dataset. CIBERSORT program was used to quantify the proportion of immune cell infiltration. Western blot assay and qRT-PCR were used to detect the expression of hub genes in ox-LDL-treated HUVECs to validate the bioinformatics results. Knockdown interference sequences for were synthesized, and cell proliferation and apoptosis were examined using a CCK8 kit and Muse Cell Analyzer, respectively. The concentrations of IL-1β, IL-6, and TNF-α were measured with respective enzyme-linked immunosorbent assay (ELISA) kits.
A total of 73 DEGs (four down-regulated genes and 69 up-regulated genes) were identified in the metadata (GSE24519 and GSE61145) cohort. GO and Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis results indicated that these DEGs might be associated with the regulation of platelet aggregation, defense response or response to bacterium, NF-kappa B signaling pathway, and lipid and atherosclerosis. Using SVM-RFE and LASSO, seven hub genes were obtained from the metadata. The upregulated expression of and in CAD was confirmed in the GSE113079 dataset and in ox-LDL-treated HUVECs. The associations between the two hub genes (DIRC2 and MCEMP1) and the 22 types of immune cell infiltrates in CAD were found. knockdown accelerated cell proliferation and suppressed cell apoptosis for ox-LDL-treated HUVECs. Additionally, knockdown appeared to decrease the expression of inflammatory factors IL-1β, IL-6, and TNF-α.
The results of this study indicate that may play an important role in CAD pathophysiology.
本研究旨在鉴定冠心病(CAD)的新型基因特征,探讨免疫细胞浸润在 CAD 发病机制中的作用,并评估在氧化低密度脂蛋白(ox-LDL)处理的人脐静脉内皮细胞(HUVEC)中表达的肥大细胞表达的膜蛋白 1()的细胞功能。
为了鉴定 CAD 的差异表达基因(DEGs),使用 R“limma”包从基因表达综合(GEO)数据库中下载数据集 GSE24519 和 GSE61145,采用 < 0.05 和 |log2 FC| > 1。进行基因本体论(GO)和途径分析以确定 DEGs 的生物学功能。使用支持向量机递归特征消除(SVM-RFE)和最小绝对值收缩和选择算子(LASSO)识别枢纽基因。使用 GSE113079 数据集验证 CAD 中这些枢纽基因的表达水平。使用 CIBERSORT 程序量化免疫细胞浸润的比例。使用 Western blot 测定和 qRT-PCR 检测 ox-LDL 处理的 HUVEC 中枢纽基因的表达,以验证生物信息学结果。合成了 的敲低干扰序列,并使用 CCK8 试剂盒和 Muse 细胞分析仪分别检测细胞增殖和细胞凋亡。使用各自的酶联免疫吸附测定(ELISA)试剂盒测量 IL-1β、IL-6 和 TNF-α 的浓度。
元数据(GSE24519 和 GSE61145)队列中共鉴定出 73 个 DEGs(四个下调基因和 69 个上调基因)。GO 和京都基因与基因组百科全书(KEGG)分析结果表明,这些 DEGs 可能与血小板聚集的调节、防御反应或对细菌的反应、NF-κB 信号通路以及脂质和动脉粥样硬化有关。使用 SVM-RFE 和 LASSO,从元数据中获得了七个枢纽基因。在 GSE113079 数据集和 ox-LDL 处理的 HUVEC 中证实了 CAD 中 和 的上调表达。发现了两个枢纽基因(DIRC2 和 MCEMP1)与 CAD 中 22 种免疫细胞浸润之间的关联。在 ox-LDL 处理的 HUVEC 中, 敲低可加速细胞增殖并抑制细胞凋亡。此外, 敲低似乎降低了炎症因子 IL-1β、IL-6 和 TNF-α 的表达。
本研究结果表明, 可能在 CAD 病理生理学中发挥重要作用。