Li Shifu, Zhang Qian, Weng Ling, Han Ying, Li Jian
Department of Neurosurgery, Xiangya Hospital, Central South University, Changsha, China.
National Clinical Research Center for Geriatric Disorders, Central South University, Changsha, China.
Front Aging Neurosci. 2022 Aug 11;14:973258. doi: 10.3389/fnagi.2022.973258. eCollection 2022.
Growing evidence demonstrated that m6A modification in cardiovascular diseases. However, how it is involved in the intracranial aneurysm (IA) is still unclear. This study aimed to identify the role of m6A modification in IA.
Three datasets downloaded from the Gene Expression Omnibus (GEO) database were used, including GSE122897, GSE15629, and GSE3679. The landscapes of 24 m6A regulators were depicted using the STRING database, Pearson's correlation analysis, and Wilcoxon test. The targets of differentially expressed m6A (DEm6A) were predicted in the m6A2Target database and the modification m6A sites of hub targets were identified in SRAMP online tool. A diagnostic model based on DEm6A was constructed and verified in training and test databases. A consensus clustering algorithm was performed to classify IA patients into distinct m6A-related clusters. Functional analyses including gene ontology, Kyoto Encyclopedia of Genes and Genomes (KEGG), gene set variation analysis, and gene set enrichment analysis analyses were conducted to elucidate the underlying mechanisms. ssGSEA algorithm was performed to uncover the immune characteristics. A PCA method was adopted to quantify the m6A score.
Nine DEm6A (IGF2BP1, IGF2BP3, YTHDF2, ZNF217, RBM15, YTHDF3, YTHDC1, FTO, and LRPPRC) significantly differed between IA and controls. Biological annotations showed that immune-related pathways (such as complement activation, inflammatory response, and interleukin signaling) and apoptosis were more enriched in IAs than in controls. Immune analyses indicate that the abundance of immune cells, immune responses, and HLA gene expression were elevated in IA samples than in controls. PCA results showed that IA has a lower m6A score than controls. An immune/apoptosis-related network modified by DEm6A was constructed. The m6A sites of six hub targets (CDK1, ASPM, AURKB, BUB1B, MKI67, and TPX2) were predicted with very high confidence. A diagnostic model with four genes (LRPPRC, YTHDF3, IGF2BP1, and ZNF217) was constructed and verified. Two m6A modification subtypes were identified with unsupervised cluster analysis. Immune infiltration analysis revealed that cluster 1 had higher immune activation than cluster 2. Further study showed that cluster 1 had a larger proportion of ruptured IAs.
The m6A modification may shape the IAs microenvironment and participates in the formation and rupture of IAs by regulating immune infiltration.
越来越多的证据表明m6A修饰与心血管疾病有关。然而,其在颅内动脉瘤(IA)中的作用仍不清楚。本研究旨在确定m6A修饰在IA中的作用。
使用从基因表达综合数据库(GEO)下载的三个数据集,包括GSE122897、GSE15629和GSE3679。利用STRING数据库、Pearson相关性分析和Wilcoxon检验描绘了24个m6A调节因子的图谱。在m6A2Target数据库中预测差异表达的m6A(DEm6A)的靶标,并在SRAMP在线工具中识别核心靶标的m6A修饰位点。构建基于DEm6A的诊断模型,并在训练和测试数据库中进行验证。采用共识聚类算法将IA患者分为不同的m6A相关簇。进行包括基因本体论、京都基因与基因组百科全书(KEGG)、基因集变异分析和基因集富集分析在内的功能分析,以阐明潜在机制。采用单样本基因集富集分析(ssGSEA)算法揭示免疫特征。采用主成分分析(PCA)方法量化m6A评分。
9个DEm6A(IGF2BP1、IGF2BP3、YTHDF2、ZNF217、RBM15、YTHDF3、YTHDC1、FTO和LRPPRC)在IA组和对照组之间存在显著差异。生物学注释显示,与免疫相关的途径(如补体激活、炎症反应和白细胞介素信号传导)和细胞凋亡在IA中比在对照组中更富集。免疫分析表明,IA样本中免疫细胞的丰度、免疫反应和HLA基因表达均高于对照组。PCA结果显示,IA的m6A评分低于对照组。构建了一个由DEm6A修饰的免疫/细胞凋亡相关网络。以非常高的置信度预测了6个核心靶标(CDK1、ASPM、AURKB、BUB1B、MKI67和TPX2)的m6A位点。构建并验证了一个包含四个基因(LRPPRC、YTHDF3、IGF2BP1和ZNF217)的诊断模型。通过无监督聚类分析确定了两种m6A修饰亚型。免疫浸润分析显示,簇1的免疫激活高于簇2。进一步研究表明,簇1中破裂IA的比例更大。
m6A修饰可能塑造IA的微环境,并通过调节免疫浸润参与IA的形成和破裂。