Bingyu Wang, Xi Yang, Jiangfang Lian, Jianqing Zhou
Department of Cardiovascular, Ningbo Medical Center Lihuili Hospital, Ningbo, China.
Ningbo Institute of Innovation for Combined Medicine and Engineering, Ningbo, China.
Heliyon. 2024 Mar 29;10(7):e28685. doi: 10.1016/j.heliyon.2024.e28685. eCollection 2024 Apr 15.
Chromatin regulators are indispensable upstream epigenetic regulators.The emergence and progression of atherosclerosis has been demonstrated to be influenced by smooth muscle-related chromatin regulators, such as ZEB2 and MAFF. However, specific chromatin regulators and their possible roles have not been clarified. Information was gathered from 51 patients diagnosed with coronary artery disease (CAD) and 50 individuals in good health from the GEO database. 440 genes were identified as having differential expression across the two datasets, and these genes were linked to cellular reactions. Enrichment of pathways related to histone modification and transcriptional regulatory factors was observed in GO and KEGG analyses. Four machine learning models (RF, SVM, GLM, and XGB) were developed using the expression profiles of 440 chromatin-associated genes in the CAD cohort to pinpoint genes with significant diagnostic potential. After evaluating residuals, root mean square errors, receiver operating characteristic curves, and immune-infiltration, four key genes (HCFC1, RNF8, TNP1, and SET) were identified. Gene expression in different blood vessel levels in atherosclerotic plaques in a mouse model of coronary artery disease showed significant variations. The gene expression levels in macrophages aligned with clinical data from the GEO database as expected. This discovery is crucial for future analysis and the prediction of drug and miRNA targets. In conclusion, we found that the four hub genes are important in the mechanism of CAD. These findings provide new ideas for the study of potential epigenetic predictive markers and therapeutic targets to be used in determining a treatment strategy for CAD.
染色质调节因子是不可或缺的上游表观遗传调节因子。动脉粥样硬化的发生和发展已被证明受平滑肌相关染色质调节因子(如ZEB2和MAFF)的影响。然而,具体的染色质调节因子及其可能的作用尚未明确。从基因表达综合数据库(GEO数据库)中收集了51例被诊断为冠心病(CAD)的患者和50名健康个体的信息。在两个数据集中鉴定出440个具有差异表达的基因,这些基因与细胞反应相关。在基因本体(GO)和京都基因与基因组百科全书(KEGG)分析中观察到与组蛋白修饰和转录调节因子相关的通路富集。利用CAD队列中440个染色质相关基因的表达谱开发了四种机器学习模型(随机森林、支持向量机、广义线性模型和极端梯度提升),以确定具有显著诊断潜力的基因。在评估残差、均方根误差、受试者工作特征曲线和免疫浸润后,鉴定出四个关键基因(HCFC1、RNF8、TNP1和SET)。在冠心病小鼠模型中,动脉粥样硬化斑块不同血管水平的基因表达显示出显著差异。巨噬细胞中的基因表达水平与GEO数据库中的临床数据预期一致。这一发现对于未来的分析以及药物和微小RNA靶点的预测至关重要。总之,我们发现这四个枢纽基因在CAD的发病机制中很重要。这些发现为研究潜在的表观遗传预测标志物和治疗靶点提供了新思路,可用于确定CAD的治疗策略。