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基于生物信息学的心肌梗死相关染色质调节因子分析验证及免疫浸润机制研究

Bioinformatics-based Analysis and Verification of Chromatin Regulators and the Mechanism of Immune Infiltration Associated with Myocardial Infarction.

作者信息

Zhao Huanyi, Tang Na, Xu Liang, Li Junlong, Pi Jianbin, Chu Qingmin

机构信息

Department of Cardiovascular, First Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, Guangdong, 510405, China.

Department of Cardiovascular, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong, 510405, China.

出版信息

Curr Med Chem. 2025;32(1):188-209. doi: 10.2174/0109298673265089231117054348.

Abstract

BACKGROUND

Recent studies have shown that dysfunction in chromatin regulators (CRs) may be an important mechanism of myocardial infarction (MI). They are thus expected to become a new target in the diagnosis and treatment of MI. However, the diagnostic value of CRs in MI and the mechanisms are not clear.

METHODS

CRs-related differentially expressed genes (DEGs) were screened between healthy controls and patients with MI via GSE48060, GSE60993, and GSE66360 datasets. DEGs were further analyzed for enrichment analysis. Hub genes were screened by least absolute shrinkage and selection operator (LASSO) regression and weighted gene co-expression network analysis (WGCNA). GSE61144 datasets were further used to validate hub genes. RT-qPCR examined peripheral blood mononuclear cells (PBMCs) to verify expressions of hub genes. In addition, a correlation between hub genes and immune cell infiltration was identified by CIBERSORT and single-sample gene set enrichment analysis (ssGSEA). Finally, we constructed a diagnostic nomogram and ceRNA network and found possible therapeutic medicines which were based on hub genes.

RESULTS

Firstly, 16 CR-related DEGs were identified. Next, Dual-specificity phosphatase 1 (DUSP1), growth arrest and DNA damage-inducible 45 (GADD45A), and transcriptional regulator Jun dimerization protein 2 (JDP2) were selected as hub genes by LASSO and WGCNA. Receiver operating characteristic curves in the training and test data sets verified the reliability of hub genes. Results of RT-qPCR confirmed the upregulation of hub genes in MI. Subsequently, the immune infiltration analysis indicated that DUSP1, GADD45A, and JDP2 were correlated with plasmacytoid dendritic cells, natural killer cells, eosinophils, effector memory CD4 T cells, central memory CD4 T cells, activated dendritic cells, and activated CD8 T cells. Furthermore, a nomogram that included DUSP1, GADD45A, and JDP2 was created. The calibration curve, decision curve analysis, and the clinical impact curve indicated that the nomogram could predict the occurrence of MI with high efficacy. The results of the ceRNA network suggest that hub genes may be cross-regulated by various lncRNAs and miRNAs. In addition, 10 drugs, including 2H-1-benzopyran, Nifuroxazide, and Bepridil, were predicted to be potential therapeutic agents for MI.

CONCLUSION

Our study identifies three promising genes associated with the progression of chromatin regulators (CRs)-related myocardial infarction (MI) and immune cell infiltration, including Dual-specificity phosphatase 1 (), growth arrest and DNA damage-inducible 45 (GADD45A), and Jun dimerization protein 2 (), which might be worthy of further study.

摘要

背景

近期研究表明,染色质调节因子(CRs)功能障碍可能是心肌梗死(MI)的重要机制。因此,它们有望成为MI诊断和治疗的新靶点。然而,CRs在MI中的诊断价值及其机制尚不清楚。

方法

通过GSE48060、GSE60993和GSE66360数据集筛选健康对照与MI患者之间与CRs相关的差异表达基因(DEGs)。对DEGs进行进一步的富集分析。通过最小绝对收缩和选择算子(LASSO)回归和加权基因共表达网络分析(WGCNA)筛选枢纽基因。进一步使用GSE61144数据集验证枢纽基因。采用RT-qPCR检测外周血单个核细胞(PBMCs)以验证枢纽基因的表达。此外,通过CIBERSORT和单样本基因集富集分析(ssGSEA)确定枢纽基因与免疫细胞浸润之间的相关性。最后,基于枢纽基因构建诊断列线图和ceRNA网络,并找出可能的治疗药物。

结果

首先,鉴定出16个与CR相关的DEGs。其次,通过LASSO和WGCNA选择双特异性磷酸酶1(DUSP1)、生长停滞和DNA损伤诱导蛋白45(GADD45A)以及转录调节因子Jun二聚化蛋白2(JDP2)作为枢纽基因。训练和测试数据集中的受试者工作特征曲线验证了枢纽基因的可靠性。RT-qPCR结果证实MI中枢纽基因上调。随后,免疫浸润分析表明,DUSP1、GADD45A和JDP2与浆细胞样树突状细胞、自然杀伤细胞、嗜酸性粒细胞、效应记忆CD4 T细胞、中枢记忆CD4 T细胞、活化树突状细胞和活化CD8 T细胞相关。此外,创建了一个包含DUSP1、GADD45A和JDP2的列线图。校准曲线、决策曲线分析和临床影响曲线表明,该列线图能够高效预测MI的发生。ceRNA网络结果表明,枢纽基因可能受到多种lncRNA和miRNA的交叉调控。此外,预测包括2H-1-苯并吡喃、硝呋齐特和苄普地尔在内的10种药物是MI的潜在治疗药物。

结论

我们的研究确定了三个与染色质调节因子(CRs)相关的心肌梗死(MI)进展和免疫细胞浸润相关的有前景的基因,包括双特异性磷酸酶1(DUSP1)、生长停滞和DNA损伤诱导蛋白45(GADD45A)以及Jun二聚化蛋白2(JDP2),它们可能值得进一步研究。

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