Immune Cell Infiltration Analysis Based on Bioinformatics Reveals Novel Biomarkers of Coronary Artery Disease

被引:5
作者
He, Tianwen [1 ,2 ]
Muhetaer, Muheremu [1 ,2 ]
Wu, Jiahe [1 ,2 ]
Wan, Jingjing [1 ,2 ]
Hu, Yushuang [1 ,2 ]
Zhang, Tong [1 ,2 ]
Wang, Yunxiang [1 ,2 ]
Wang, Qiongxin [1 ,2 ]
Cai, Huanhuan [1 ,2 ,3 ]
Lu, Zhibing [1 ,2 ,3 ]
机构
[1] Wuhan Univ, Zhongnan Hosp, Dept Cardiol, Wuhan, Peoples R China
[2] Wuhan Univ, Inst Myocardial Injury & Repair, Wuhan, Peoples R China
[3] Wuhan Univ, Zhongnan Hosp, Dept Cardiol, 169 Donghu Rd, Wuhan 430071, Peoples R China
基金
中国国家自然科学基金;
关键词
biomarkers; coronary artery disease; CAD; immune infiltration; inflammation; machine learning; CHFR; UBIQUITINATION; PROTEIN;
D O I
10.2147/JIR.S416329
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Background: Coronary artery disease (CAD) is a multifactorial immune disease, but research into the specific immune mechanism is still needed. The preent study aimed to identify novel immune-related markers of CAD.Methods: Three CAD-related datasets (GSE12288, GSE98583, GSE113079) were downloaded from the Gene Expression Integrated Database. Gene ontology annotation, Kyoto Encyclopedia of Genes and Genomes pathway enrichment analysis and weighted gene co -expression network analysis were performed on the common significantly differentially expressed genes (DEGs) of these three data sets, and the most relevant module genes for CAD obtained. The immune cell infiltration of module genes was evaluated with the CIBERSORT algorithm, and characteristic genes accompanied by their diagnostic effectiveness were screened by the machine-learning algorithm least absolute shrinkage and selection operator (LASSO) regression analysis. The expression levels of characteristic genes were evaluated in the peripheral blood mononuclear cells of CAD patients and healthy controls for verification.Results: A total of 204 upregulated and 339 downregulated DEGs were identified, which were mainly enriched in the following pathways: "Apoptosis", "Th17 cell differentiation", "Th1 and Th2 cell differentiation", "Glycerolipid metabolism", and "Fat digestion and absorp-tion". Five characteristic genes, LMAN1L, DOK4, CHFR, CEL and CCDC28A, were identified by LASSO analysis, and the results of the immune cell infiltration analysis indicated that the proportion of immune infiltrating cells (activated CD8 T cells and CD56 DIM natural killer cells) in the CAD group was lower than that in the control group. The expressions of CHFR, CEL and CCDC28A in the peripheral blood of the healthy controls and CAD patients were significantly different.Conclusion: We identified CHFR, CEL and CCDC28A as potential biomarkers related to immune infiltration in CAD based on public data sets and clinical samples. This finding will contribute to providing a potential target for early noninvasive diagnosis and immunotherapy of CAD.
引用
收藏
页码:3169 / 3184
页数:16
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