Bioinformatics and Immune Infiltration Analyses Reveal the Key Pathway and Immune Cells in the Pathogenesis of Hypertrophic Cardiomyopathy

被引:19
作者
Zhang, Xu-Zhe [1 ,2 ]
Zhang, Si [1 ,2 ]
Tang, Ting-Ting [1 ,2 ]
Cheng, Xiang [1 ,2 ]
机构
[1] Huazhong Univ Sci & Technol, Union Hosp, Tongji Med Coll, Dept Cardiol, Wuhan, Peoples R China
[2] Minist Educ, Key Lab Biol Targeted Therapy, Wuhan, Peoples R China
基金
中国国家自然科学基金;
关键词
hypertrophic cardiomyopathy; immune infiltration; biomarker; resident tissue macrophages; bioinformatics analyses; MACROPHAGES; EXPRESSION; INFLAMMATION; NETWORKS; REPAIR;
D O I
10.3389/fcvm.2021.696321
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Objective: This study was designed to identify the key pathway and immune cells for hypertrophic cardiomyopathy (HCM) via bioinformatics analyses of public datasets and evaluate the significance of immune infiltration in the pathogenesis of HCM.Methods: Expressional profiling from two public datasets (GSE36961 and GSE141910) of human HCM and healthy control cardiac tissues was obtained from the GEO database. After data preprocessing, differentially expressed genes (DEGs) were then screened between HCM and healthy control cardiac tissues in parallel. Gene Ontology, pathway functional enrichment, and gene set enrichment analysis were performed using DAVID and GSEA application. The compositional patterns of immune and stromal cells in HCM and control cardiac tissues were estimated based on the merged data using xCell. Protein-protein interaction (PPI) network and module analyses were constructed by STRING and Cytoscape applications. Gender-based expressional differences analyses were also conducted to explore gender differences in HCM. GSE130036 and clinical samples were used for verification analyses.Results: A total of 310 DEGs were identified. Upregulated DEGs were mainly enriched in "adhesion" and "apoptotic process" in the biological process. As for the downregulated DEGs, "inflammatory response," "innate immune response," "phagosome," and "JAK-STAT signaling pathway" were highly enriched. Immune infiltration analyses suggested that the scores of macrophages, monocytes, DC, Th1, Treg, and plasma cells in the HCM group were significantly decreased, while CD8(+) T cells, basophils, fibroblasts, and platelets were significantly enriched. Module analyses revealed that STAT3, as the hub genes in HCM together with LYVE1(+)CD163(+) macrophages, may play a key role in the pathogenesis of HCM while there were no obvious gender differences in the HCM samples from selected datasets. Verification analyses performed on GSE130036 and clinical samples showed a strong positive correlation (Spearman correlation = 0.7646) and a good co-localization relationship between LYVE1 and CD163, suggesting the potential function of LYVE1(+)CD163(+) macrophages in maintaining the homeostasis of cardiac tissue.Conclusion: STAT3-related pathway and CD163(+)LYVE1(+) macrophages were identified as the potential key pathway and immune cells in HCM and may serve as interesting targets for further in-depth research.
引用
收藏
页数:13
相关论文
共 40 条
[1]   xCell: digitally portraying the tissue cellular heterogeneity landscape [J].
Aran, Dvir ;
Hu, Zicheng ;
Butte, Atul J. .
GENOME BIOLOGY, 2017, 18
[2]   An automated method for finding molecular complexes in large protein interaction networks [J].
Bader, GD ;
Hogue, CW .
BMC BIOINFORMATICS, 2003, 4 (1)
[3]   Marked Up-Regulation of ACE2 in Hearts of Patients With Obstructive Hypertrophic Cardiomyopathy: Implications for SARS-CoV-2-Mediated COVID-19 [J].
Bos, J. Martijn ;
Hebl, Virginia B. ;
Oberg, Ann L. ;
Sun, Zhifu ;
Herman, Daniel S. ;
Teekakirikul, Polakit ;
Seidman, Jonathan G. ;
Seidman, Christine E. ;
dos Remedios, Cristobal G. ;
Maleszewski, Joseph J. ;
Schaff, Hartzell, V ;
Dearani, Joseph A. ;
Noseworthy, Peter A. ;
Friedman, Paul A. ;
Ommen, Steve R. ;
Brozovich, Frank, V ;
Ackerman, Michael J. .
MAYO CLINIC PROCEEDINGS, 2020, 95 (07) :1354-1368
[4]   Two distinct interstitial macrophage populations coexist across tissues in specific subtissular niches [J].
Chakarov, Svetoslav ;
Lim, Hwee Ying ;
Tan, Leonard ;
Lim, Sheau Yng ;
See, Peter ;
Lum, Josephine ;
Zhang, Xiao-Meng ;
Foo, Shihui ;
Nakamizo, Satoshi ;
Duan, Kaibo ;
Kong, Wan Ting ;
Gentek, Rebecca ;
Balachander, Akhila ;
Carbajo, Daniel ;
Bleriot, Camille ;
Malleret, Benoit ;
Tam, John Kit Chung ;
Baig, Sonia ;
Shabeer, Muhammad ;
Toh, Sue-Anne Ee Shiow ;
Schlitzer, Andreas ;
Larbi, Anis ;
Marichal, Thomas ;
Malissen, Bernard ;
Chen, Jinmiao ;
Poidinger, Michael ;
Kabashima, Kenji ;
Bajenoff, Marc ;
Ng, Lai Guan ;
Angeli, Veronique ;
Ginhoux, Florent .
SCIENCE, 2019, 363 (6432) :1190-+
[5]   JAK-STAT signalling and the atrial fibrillation promoting fibrotic substrate [J].
Chen, Yu ;
Surinkaew, Sirirat ;
Naud, Patrice ;
Qi, Xiao-Yan ;
Gillis, Marc-Antoine ;
Shi, Yan-Fen ;
Tardif, Jean-Claude ;
Dobrev, Dobromir ;
Nattel, Stanley .
CARDIOVASCULAR RESEARCH, 2017, 113 (03) :310-320
[6]   cytoHubba: identifying hub objects and sub-networks from complex interactome [J].
Chin, Chia-Hao ;
Chen, Shu-Hwa ;
Wu, Hsin-Hung ;
Ho, Chin-Wen ;
Ko, Ming-Tat ;
Lin, Chung-Yen .
BMC SYSTEMS BIOLOGY, 2014, 8
[7]   Integration of biological networks and gene expression data using Cytoscape [J].
Cline, Melissa S. ;
Smoot, Michael ;
Cerami, Ethan ;
Kuchinsky, Allan ;
Landys, Nerius ;
Workman, Chris ;
Christmas, Rowan ;
Avila-Campilo, Iliana ;
Creech, Michael ;
Gross, Benjamin ;
Hanspers, Kristina ;
Isserlin, Ruth ;
Kelley, Ryan ;
Killcoyne, Sarah ;
Lotia, Samad ;
Maere, Steven ;
Morris, John ;
Ono, Keiichiro ;
Pavlovic, Vuk ;
Pico, Alexander R. ;
Vailaya, Aditya ;
Wang, Peng-Liang ;
Adler, Annette ;
Conklin, Bruce R. ;
Hood, Leroy ;
Kuiper, Martin ;
Sander, Chris ;
Schmulevich, Ilya ;
Schwikowski, Benno ;
Warner, Guy J. ;
Ideker, Trey ;
Bader, Gary D. .
NATURE PROTOCOLS, 2007, 2 (10) :2366-2382
[8]  
Dick SA, 2019, NAT IMMUNOL, V20, P29, DOI [10.1038/s41590-018-0272-2, 10.1038/s41590-019-0363-8]
[9]   Emerging roles for macrophages in cardiac injury: cytoprotection, repair, and regeneration [J].
Frangogiannis, Nikolaos G. .
JOURNAL OF CLINICAL INVESTIGATION, 2015, 125 (08) :2927-2930
[10]   Regulation of the Inflammatory Response in Cardiac Repair [J].
Frangogiannis, Nikolaos G. .
CIRCULATION RESEARCH, 2012, 110 (01) :159-173