Integrative Identification of Hub Genes Associated With Immune Cells in Atrial Fibrillation Using Weighted Gene Correlation Network Analysis

被引:15
作者
Yan, Tao [1 ]
Zhu, Shijie [1 ]
Zhu, Miao [1 ]
Wang, Chunsheng [1 ]
Guo, Changfa [1 ]
机构
[1] Fudan Univ, Zhongshan Hosp, Dept Cardiovasc Surg, Shanghai, Peoples R China
基金
中国国家自然科学基金;
关键词
atrial fibrillation; WGCNA; immune cells; bioinformatics; hub genes; EXPRESSION;
D O I
10.3389/fcvm.2020.631775
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background: Atrial fibrillation (AF) is the most common tachyarrhythmia in the clinic, leading to high morbidity and mortality. Although many studies on AF have been conducted, the molecular mechanism of AF has not been fully elucidated. This study was designed to explore the molecular mechanism of AF using integrative bioinformatics analysis and provide new insights into the pathophysiology of AF. Methods: The GSE115574 dataset was downloaded, and Cibersort was applied to estimate the relative expression of 22 kinds of immune cells. Differentially expressed genes (DEGs) were identified through the limma package in R language. Weighted gene correlation network analysis (WGCNA) was performed to cluster DEGs into different modules and explore relationships between modules and immune cell types. Functional enrichment analysis was performed on DEGs in the significant module, and hub genes were identified based on the protein-protein interaction (PPI) network. Hub genes were then verified using quantitative real-time polymerase chain reaction (qRT-PCR). Results: A total of 2,350 DEGs were identified and clustered into eleven modules using WGCNA. The magenta module with 246 genes was identified as the key module associated with M1 macrophages with the highest correlation coefficient. Three hub genes (CTSS, CSF2RB, and NCF2) were identified. The results verified using three other datasets and qRT-PCR demonstrated that the expression levels of these three genes in patients with AF were significantly higher than those in patients with SR, which were consistent with the bioinformatic analysis. Conclusion: Three novel genes identified using comprehensive bioinformatics analysis may play crucial roles in the pathophysiological mechanism in AF, which provide potential therapeutic targets and new insights into the treatment and early detection of AF.
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页数:10
相关论文
共 43 条
[21]  
January CT, 2019, J AM COLL CARDIOL, V74, P104, DOI [10.1161/CIR.0000000000000665, 10.1016/j.jacc.2019.01.011]
[22]   A Novel Genetic Variation in NCF2, the Core Component of NADPH Oxidase, Contributes to the Susceptibility of Tuberculosis in Western Chinese Han Population [J].
Jiao, Lin ;
Song, Jiajia ;
Ding, Liu ;
Liu, Tangyuheng ;
Wu, Tao ;
Zhang, Jingwei ;
Bai, Hao ;
Chen, Hao ;
Zhao, Zhenzhen ;
Ying, Binwu .
DNA AND CELL BIOLOGY, 2020, 39 (01) :57-62
[23]   Mechanisms of Progression of Myeloid Preleukemia to Transformed Myeloid Leukemia in Children with Down Syndrome [J].
Labuhn, Maurice ;
Perkins, Kelly ;
Matzk, Soeren ;
Varghese, Leila ;
Garnett, Catherine ;
Papaemmanuil, Elli ;
Metzner, Marlen ;
Kennedy, Alison ;
Amstislayskiy, Vyacheslav ;
Risch, Thomas ;
Bhayadia, Raj ;
Samulowski, David ;
Hernandez, David Cruz ;
Stoilova, Bilyana ;
Lotchkova, Valentina ;
Oppermann, Udo ;
Scheer, Carina ;
Yoshida, Kenichi ;
Schwarzer, Adrian ;
Taub, Jeffrey ;
Crispino, John D. ;
Weiss, Mitchell J. ;
Hayashi, Asuhide ;
Taga, Takashi ;
Ito, Etsuro ;
Ogawa, Seishi ;
Reinhardt, Dirk ;
Yaspo, Marie-Laure ;
Campbell, Peter J. ;
Roberts, Irene ;
Constantinescu, Stefan ;
Vyas, Paresh ;
Heckl, Dirk ;
Klusmann, Jan-Henning .
CANCER CELL, 2019, 36 (02) :123-+
[24]   Pharmacological Inhibition of Cathepsin S Suppresses Abdominal Aortic Aneurysm in Mice [J].
Lai, Chao-Han ;
Chang, Jang-Yang ;
Wang, Kuan-Chieh ;
Lee, Fang-Tzu ;
Wu, Hua-Lin ;
Cheng, Tsung-Lin .
EUROPEAN JOURNAL OF VASCULAR AND ENDOVASCULAR SURGERY, 2020, 59 (06) :990-999
[25]   The Regulation of Exosome-Derived miRNA on Heterogeneity of Macrophages in Atherosclerotic Plaques [J].
Li, Ximing ;
He, Xinyong ;
Wang, Junyan ;
Wang, Dan ;
Cong, Peiwei ;
Zhu, Aisong ;
Chen, Wenna .
FRONTIERS IN IMMUNOLOGY, 2020, 11
[26]   PD-1/PD-L1 expression on CD4+ T cells and myeloid DCs correlates with the immune pathogenesis of atrial fibrillation [J].
Liu, Li ;
Zheng, Qiangsun ;
Lee, Jun ;
Ma, Zhiqiang ;
Zhu, Qiming ;
Wang, Zhiquan .
JOURNAL OF CELLULAR AND MOLECULAR MEDICINE, 2015, 19 (06) :1223-1233
[27]   The role of immune cells in atrial fibrillation [J].
Liu, Yaozhong ;
Shil, Qiman ;
Ma, Yingxu ;
Liu, Qiming .
JOURNAL OF MOLECULAR AND CELLULAR CARDIOLOGY, 2018, 123 :198-208
[28]   Statin as a novel pharmacotherapy of pulmonary alveolar proteinosis [J].
McCarthy, Cormac ;
Lee, Elinor ;
Bridges, James P. ;
Sallese, Anthony ;
Suzuki, Takuji ;
Woods, Jason C. ;
Bartholmai, Brian J. ;
Wang, Tisha ;
Chalk, Claudia ;
Carey, Brenna C. ;
Arumugam, Paritha ;
Shima, Kenjiro ;
Tarling, Elizabeth J. ;
Trapnell, Bruce C. .
NATURE COMMUNICATIONS, 2018, 9
[29]  
Newman AM, 2015, NAT METHODS, V12, P453, DOI [10.1038/NMETH.3337, 10.1038/nmeth.3337]
[30]   Rhythm control in atrial fibrillation [J].
Piccini, Jonathan P. ;
Fauchier, Laurent .
LANCET, 2016, 388 (10046) :829-840