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综合生物信息学分析鉴定颈动脉斑块内出血中的差异基因表达和免疫细胞浸润

Differential Gene Expression and Immune Cell Infiltration in Carotid Intraplaque Hemorrhage Identified Using Integrated Bioinformatics Analysis.

作者信息

Lv Xiaoshuo, Wang Feng, Sun Mingsheng, Sun Congrui, Fan Xueqiang, Ma Bo, Yang Yuguang, Ye Zhidong, Liu Peng, Wen Jianyan

机构信息

Department of Cardiovascular Surgery, China-Japan Friendship Hospital, Beijing, China.

Graduate School of Peking Union Medical College, Beijing, China.

出版信息

Front Cardiovasc Med. 2022 May 17;9:818585. doi: 10.3389/fcvm.2022.818585. eCollection 2022.

Abstract

BACKGROUND

Intraplaque hemorrhage (IPH) is an important feature of unstable plaques and an independent risk factor for cardiovascular events. However, the molecular mechanisms contributing to IPH are incompletely characterized. We aimed to identify novel biomarkers and interventional targets for IPH and to characterize the role of immune cells in IPH pathogenesis.

METHODS

The microarray dataset GSE163154 which contain IPH and non-IPH plaque samples was obtained from the Gene Expression Omnibus (GEO). R software was adopted for identifying differentially expressed genes (DEGs) and conducting functional investigation. The hub genes were carried by protein-protein interaction (PPI) network and were validated by the GSE120521 dataset. CIBERSORT deconvolution was used to determine differential immune cell infiltration and the relationship of immune cells and hub genes. We confirmed expression of proteins encoded by the hub genes by immunohistochemistry and western blotting in 8 human carotid endarterectomy samples with IPH and 8 samples without IPH (non-IPH).

RESULTS

We detected a total of 438 differentially expressed genes (DEGs), of which 248 were upregulated and 190 were downregulated. DEGs were mainly involved in inflammatory related pathways, including neutrophil activation, neutrophil degranulation, neutrophil-mediated immunity, leukocyte chemotaxis, and lysosomes. The hub genes found through the method of degree in the PPI network showed that and might play an important role in IPH. Receiver operating characteristic (ROC) results also showed a good performance of these two genes in the test and validation dataset. We found that the proportions of infiltrating immune cells in IPH and non-IPH samples differed, especially in terms of M0 and M2 macrophages. Immunohistochemistry and western blotting analysis showed that expression levels of and increased significantly in carotid atherosclerotic plaques with IPH.

CONCLUSION

and are key hub genes of IPH and may play an important role in the biological process of IPH. Our findings advance our understanding of the underlying mechanisms of IPH pathogenesis and provide valuable information and directions for future research into novel targets for IPH diagnosis and immunotherapy.

摘要

背景

斑块内出血(IPH)是不稳定斑块的一个重要特征,也是心血管事件的独立危险因素。然而,导致IPH的分子机制尚未完全明确。我们旨在识别IPH的新型生物标志物和干预靶点,并阐明免疫细胞在IPH发病机制中的作用。

方法

从基因表达综合数据库(GEO)获取包含IPH和非IPH斑块样本的微阵列数据集GSE163154。采用R软件识别差异表达基因(DEG)并进行功能研究。通过蛋白质-蛋白质相互作用(PPI)网络确定枢纽基因,并通过GSE120521数据集进行验证。使用CIBERSORT反卷积法确定免疫细胞浸润差异以及免疫细胞与枢纽基因的关系。我们通过免疫组织化学和蛋白质印迹法在8例有IPH的人类颈动脉内膜切除术样本和8例无IPH(非IPH)样本中证实了枢纽基因编码蛋白的表达。

结果

我们共检测到438个差异表达基因,其中248个上调,190个下调。DEG主要参与炎症相关途径,包括中性粒细胞活化、中性粒细胞脱颗粒、中性粒细胞介导的免疫、白细胞趋化和溶酶体。通过PPI网络中度数法发现的枢纽基因表明,[具体基因1]和[具体基因2]可能在IPH中起重要作用。受试者工作特征(ROC)结果也显示这两个基因在测试和验证数据集中表现良好。我们发现IPH和非IPH样本中浸润免疫细胞比例不同,尤其是M0和M2巨噬细胞。免疫组织化学和蛋白质印迹分析表明,[具体基因1]和[具体基因2]在有IPH的颈动脉粥样硬化斑块中的表达水平显著增加。

结论

[具体基因1]和[具体基因2]是IPH的关键枢纽基因,可能在IPH的生物学过程中起重要作用。我们的研究结果加深了我们对IPH发病机制潜在机制的理解,并为未来IPH诊断和免疫治疗新靶点的研究提供了有价值的信息和方向。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0575/9152291/0dd090078d2d/fcvm-09-818585-g0001.jpg

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