Zheng Yue, Qi Bingcai, Gao Wenqing, Qi Zhenchang, Liu Yanwu, Wang Yuchao, Feng Jianyu, Cheng Xian, Luo Zhiqiang, Li Tong
School of Medicine, Nankai University, Tianjin, China.
Department of Heart Center, The Third Central Hospital of Tianjin, Tianjin, China.
Front Cardiovasc Med. 2022 Jun 30;9:890321. doi: 10.3389/fcvm.2022.890321. eCollection 2022.
The macrophages are involved in all stages of cardiovascular diseases, demonstrating the correlation between inflammation, atherosclerosis, and myocardial infarction (MI). Here, we aim to investigate macrophages-related genes in the deterioration of atherosclerosis.
GSE41571 was downloaded and the abundance of immune cells was estimated by utilizing the xCell. By utilizing the limma test and correlation analysis, differentially expressed macrophages-related genes (DEMRGs) were documented. The functional pathways and the protein-protein interaction (PPI) network were analyzed and the hub DEMRGs were obtained. The hub DEMRGs and their interactions were analyzed using NetworkAnalyst 3.0 and for validation, the expressions of hub DEMRGs were analyzed using the GSE135055 and GSE116250 datasets as well as atherosclerosis and MI mice model.
A total of 509 differentially expressed genes (DEGs) were correlated with the abundance of macrophages and were identified as DEMRGs (Pearson correlation coefficients (PCC) > 0.6), which were mainly enriched in extracellular structure organization, lysosomal membrane, MHC protein complex binding, and so on. After screening out, 28 hub DEMRGs were obtained with degrees ≥20, including GNAI1 (degree = 113), MRPS2 (degree = 56), HCK (degree = 45), SOCS3 (degree = 40), NET1 (degree = 28), and so on. After validating using Gene Expression Omnibus (GEO) datasets and the atherosclerosis and MI mice model, eight proteins were validated using ApoE-/- and C57 mice. The expression levels of proteins, including SYNJ2, NET1, FZD7, LCP2, HCK, GNB2, and PPP4C were positively correlated to left ventricular ejection fraction (LVEF), while that of EIF4EBP1 was negatively correlated to LVEF.
The screened hub DEMRGs, SYNJ2, NET1, FZD7, LCP2, HCK, GNB2, EIF4EBP1, and PPP4C, may be therapeutic targets for treatment and prediction in the patients with plaque progression and MI recurrent events. The kit of the eight hub DEMRGs may test plaque progression and MI recurrent events and help in the diagnosis and treatment of MI-induced heart failure (HF), thus decreasing mortality and morbidity.
巨噬细胞参与心血管疾病的各个阶段,表明炎症、动脉粥样硬化和心肌梗死(MI)之间存在关联。在此,我们旨在研究动脉粥样硬化恶化过程中与巨噬细胞相关的基因。
下载GSE41571数据集,并利用xCell评估免疫细胞丰度。通过使用limma检验和相关性分析,记录差异表达的巨噬细胞相关基因(DEMRGs)。分析功能通路和蛋白质-蛋白质相互作用(PPI)网络,获得核心DEMRGs。使用NetworkAnalyst 3.0分析核心DEMRGs及其相互作用,并通过使用GSE135055和GSE116250数据集以及动脉粥样硬化和MI小鼠模型进行验证。
共有509个差异表达基因(DEGs)与巨噬细胞丰度相关,并被鉴定为DEMRGs(皮尔逊相关系数(PCC)>0.6),主要富集于细胞外结构组织、溶酶体膜、MHC蛋白复合物结合等方面。筛选后,获得了28个度≥20的核心DEMRGs,包括GNAI1(度=113)、MRPS2(度=56)、HCK(度=45)、SOCS3(度=40)、NET1(度=28)等。使用基因表达综合数据库(GEO)数据集以及动脉粥样硬化和MI小鼠模型进行验证后,使用ApoE-/-和C57小鼠验证了8种蛋白质。包括SYNJ2、NET1、FZD7、LCP2、HCK、GNB2和PPP4C在内的蛋白质表达水平与左心室射血分数(LVEF)呈正相关,而EIF4EBP1与LVEF呈负相关。
筛选出的核心DEMRGs,即SYNJ2、NET1、FZD7、LCP2、HCK、GNB2、EIF4EBP1和PPP4C,可能是斑块进展和MI复发事件患者治疗和预测的治疗靶点。这8个核心DEMRGs的试剂盒可检测斑块进展和MI复发事件,并有助于MI诱发的心力衰竭(HF)的诊断和治疗,从而降低死亡率和发病率。