1. Cardiovascular Research Center, School of Basic Medical Sciences, Xi’an Jiaotong University Health Science Center
2. Key Laboratory of Environment and Genes Related to Diseases, Xi’an Jiaotong University, Ministry of Education, Xi’an 710061, China
| Abstract: | Objective: Pulmonary artery hypertension (PAH) is a life-threatening lung disease without effective therapeutic agents. Necroptosis plays a key role in the pathogenesis of PAH. We therefore investigated to identify and validate the potential necroptosis-related genes in PAH by bioinformatics analysis and experiments. Methods: Firstly, the microarray data of PAH (GSE15197) and necroptosis-related genes were obtained from Gene Expression Omnibus (GEO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) database. Then we used the bioinformatics methods to identify the differentially expressed genes (DEGs) between the normal lungs and the lungs of PAH patients and extract the necroptosis-related DEGs. Enrichment analysis and protein-protein interaction (PPI) analysis were performed to screen the hub genes. Module construction and co-expression analysis of hub genes were also conducted. Key transcription factors (TFs) of hub genes were obtained by using the TRRUST website. Finally, the experimental mouse PAH model was performed to verify the expression of hub genes and key TFs by qRT-PCR. Results: A total of 16 necroptosis-related DEGs (10 upregulated genes and 6 downregulated genes) were identified by comparing the normal lungs and the lungs of PAH patients. ClueGO and KEGG enrichment analysis demonstrated these necroptosis-related DEGs were involved in positive regulation of nitric oxide biosynthetic process, programmed necrotic cell death, positive regulation of chemokine production, necroptosis, and NOD-like receptor signaling pathway. 7 hub genes were obtained by cytoHubba, including BAX, XIAP, TLR4, TNF, HSP90AA1, FAS, and TNFSF10. qRT-PCR analysis confirmed that expression of Bax, Tlr4, Tnf, Hsp90aa1, Fas and Tnfsf10 were significantly upregulated, while the expression level of Xiap was not significant in mouse lungs with experimental PAH compared with normal mouse lungs. Conclusion: Our study identified 7 important hub genes related to necroptosis in PAH, which could be used as potential therapeutic targets and provide new insights into further mechanism study for PAH. |
| Keywords: | Necroptosis; Pulmonary Artery Hypertension; Bioinformatics Analysis; Gene Expression Omnibus; Hub Genes; Transcription Factors |
| DOI: | 10.57237/j.life.2024.01.003 |
| 1. | 国家自然科学基金项目 (82000072) |
| 2. | 中国博士后科学基金项目 (2020M673425) |
| [1] | Rabinovitch, M., Molecular pathogenesis of pulmonary arterial hypertension. J Clin Invest, 2008. 118(7): p. 2372-9. |
| [2] | Southgate, L., et al., Molecular genetic framework underlying pulmonary arterial hypertension. Nat Rev Cardiol, 2020. 17(2): p. 85-95. |
| [3] | Tuder, R. M., Pathology of pulmonary arterial hypertension. Semin Respir Crit Care Med, 2009. 30(4): p. 376-85. |
| [4] | Lau, E. M. T., et al., Epidemiology and treatment of pulmonary arterial hypertension. Nat Rev Cardiol, 2017. 14(10): p. 603-614. |
| [5] | Elinoff, J. M., et al., Challenges in Pulmonary Hypertension: Controversies in Treating the Tip of the Iceberg. A Joint National Institutes of Health Clinical Center and Pulmonary Hypertension Association Symposium Report. Am J Respir Crit Care Med, 2018. 198(2): p. 166-174. |
| [6] | Pasparakis, M. and P. Vandenabeele, Necroptosis and its role in inflammation. Nature, 2015. 517(7534): p. 311-20. |
| [7] | Vercammen, D., et al., Inhibition of caspases increases the sensitivity of L929 cells to necrosis mediated by tumor necrosis factor. J Exp Med, 1998. 187(9): p. 1477-85. |
| [8] | Wang, Y., et al., Necroptosis Mediates Cigarette Smoke-Induced Inflammatory Responses in Macrophages. Int J Chron Obstruct Pulmon Dis, 2020. 15: p. 1093-1101. |
| [9] | Lee, J. M., et al., Involvement of Alveolar Epithelial Cell Necroptosis in Idiopathic Pulmonary Fibrosis Pathogenesis. Am J Respir Cell Mol Biol, 2018. 59(2): p. 215-224. |
| [10] | Kim, J., et al., Prognostic Significance of CHIP and RIPK3 in Non-Small Cell Lung Cancer. Cancers (Basel), 2020. 12(6). |
| [11] | Xiao, G., et al., Transcriptomic analysis identifies Toll-like and Nod-like pathways and necroptosis in pulmonary arterial hypertension. J Cell Mol Med, 2020. 24(19): p. 11409-11421. |
| [12] | Galluzzi, L., et al., Molecular mechanisms of cell death: recommendations of the Nomenclature Committee on Cell Death 2018. Cell Death Differ, 2018. 25(3): p. 486-541. |
| [13] | Linkermann, A. and D. R. Green, Necroptosis. N Engl J Med, 2014. 370(5): p. 455-65. |
| [14] | Zemskova, M., et al., Necrosis-Released HMGB1 (High Mobility Group Box 1) in the Progressive Pulmonary Arterial Hypertension Associated With Male Sex. Hypertension, 2020. 76(6): p. 1787-1799. |
| [15] | Edgar, R., M. Domrachev, and A. E. Lash, Gene Expression Omnibus: NCBI gene expression and hybridization array data repository. Nucleic Acids Res, 2002. 30(1): p. 207-10. |
| [16] | Barrett, T., et al., NCBI GEO: archive for functional genomics data sets--update. Nucleic Acids Res, 2013. 41(Database issue): p. D991-5. |
| [17] | Bindea, G., et al., ClueGO: a Cytoscape plug-in to decipher functionally grouped gene ontology and pathway annotation networks. Bioinformatics, 2009. 25(8): p. 1091-3. |
| [18] | Han, H., et al., TRRUST v2: an expanded reference database of human and mouse transcriptional regulatory interactions. Nucleic Acids Res, 2018. 46(D1): p. D380-d386. |
| [19] | Luedde, M., et al., RIP3, a kinase promoting necroptotic cell death, mediates adverse remodelling after myocardial infarction. Cardiovasc Res, 2014. 103(2): p. 206-16. |
| [20] | Lichý, M., et al., Different signalling in infarcted and non-infarcted areas of rat failing hearts: A role of necroptosis and inflammation. J Cell Mol Med, 2019. 23(9): p. 6429-6441. |
| [21] | Koudstaal, S., et al., Necrostatin-1 alleviates reperfusion injury following acute myocardial infarction in pigs. Eur J Clin Invest, 2015. 45(2): p. 150-9. |
| [22] | Corsetti, G., et al., Autophagy and Oncosis/Necroptosis Are Enhanced in Cardiomyocytes from Heart Failure Patients. Med Sci Monit Basic Res, 2019. 25: p. 33-44. |
| [23] | Karki, R., et al., Synergism of TNF-α and IFN-γ Triggers Inflammatory Cell Death, Tissue Damage, and Mortality in SARS-CoV-2 Infection and Cytokine Shock Syndromes. Cell, 2021. 184(1): p. 149-168.e17. |
| [24] | Tuder, R. M., et al., Development and pathology of pulmonary hypertension. J Am Coll Cardiol, 2009. 54(1 Suppl): p. S3-s9. |
| [25] | Schermuly, R. T., et al., Mechanisms of disease: pulmonary arterial hypertension. Nat Rev Cardiol, 2011. 8(8): p. 443-55. |
| [26] | Garg, U. C. and A. Hassid, Nitric oxide-generating vasodilators and 8-bromo-cyclic guanosine monophosphate inhibit mitogenesis and proliferation of cultured rat vascular smooth muscle cells. J Clin Invest, 1989. 83(5): p. 1774-7. |
| [27] | Sarkar, R., et al., Nitric oxide reversibly inhibits the migration of cultured vascular smooth muscle cells. Circ Res, 1996. 78(2): p. 225-30. |
| [28] | Thomae, K. R., et al., The effect of nitric oxide on fetal pulmonary artery smooth muscle growth. J Surg Res, 1995. 59(3): p. 337-43. |
| [29] | Tonelli, A. R., et al., Nitric oxide deficiency in pulmonary hypertension: Pathobiology and implications for therapy. Pulm Circ, 2013. 3(1): p. 20-30. |
| [30] | Huertas, A., et al., Immune dysregulation and endothelial dysfunction in pulmonary arterial hypertension: a complex interplay. Circulation, 2014. 129(12): p. 1332-40. |
| [31] | Ricard, N., et al., Increased pericyte coverage mediated by endothelial-derived fibroblast growth factor-2 and interleukin-6 is a source of smooth muscle-like cells in pulmonary hypertension. Circulation, 2014. 129(15): p. 1586-97. |
| [32] | Fujita, M., et al., Overexpression of tumor necrosis factor-alpha produces an increase in lung volumes and pulmonary hypertension. Am J Physiol Lung Cell Mol Physiol, 2001. 280(1): p. L39-49. |
| [33] | Chen, D., et al., Atorvastatin prevents dehydromonocrotaline-induced pulmonary hypertension in beagles. Exp Lung Res, 2012. 38(7): p. 333-43. |
| [34] | Li, X. Q., et al., Fluoxetine inhibited extracellular matrix of pulmonary artery and inflammation of lungs in monocrotaline-treated rats. Acta Pharmacol Sin, 2011. 32(2): p. 217-22. |
| [35] | Hurst, L. A., et al., TNFα drives pulmonary arterial hypertension by suppressing the BMP type-II receptor and altering NOTCH signalling. Nat Commun, 2017. 8: p. 14079. |
| [36] | Yang, H., et al., A critical cysteine is required for HMGB1 binding to Toll-like receptor 4 and activation of macrophage cytokine release. Proc Natl Acad Sci U S A, 2010. 107(26): p. 11942-7. |
| [37] | Young, K. C., et al., Toll-like receptor 4-deficient mice are resistant to chronic hypoxia-induced pulmonary hypertension. Exp Lung Res, 2010. 36(2): p. 111-9. |
| [38] | Chen, J., et al., Reoxygenation Reverses Hypoxic Pulmonary Arterial Remodeling by Inducing Smooth Muscle Cell Apoptosis via Reactive Oxygen Species-Mediated Mitochondrial Dysfunction. J Am Heart Assoc, 2017. 6(6). |
| [39] | Huang, X., et al., Salidroside attenuates chronic hypoxia-induced pulmonary hypertension via adenosine A2a receptor related mitochondria-dependent apoptosis pathway. J Mol Cell Cardiol, 2015. 82: p. 153-66. |
| [40] | Deng, Y. X., et al., Active ingredients targeting Nrf2 in the Mongolian medicine Qiwei Putao powder: Systematic pharmacological prediction and validation for chronic obstructive pulmonary disease treatment. J Ethnopharmacol, 2021. 265: p. 113385. |
| [41] | Yao, X., et al., Molecular Characterization and Elucidation of Pathways to Identify Novel Therapeutic Targets in Pulmonary Arterial Hypertension. Front Physiol, 2021. 12: p. 694702. |
| [42] | Lu, Q., E. O. Harrington, and S. Rounds, Apoptosis and lung injury. Keio J Med, 2005. 54(4): p. 184-9. |
| [43] | van der Bruggen, C. E., et al., Bone Morphogenetic Protein Receptor Type 2 Mutation in Pulmonary Arterial Hypertension: A View on the Right Ventricle. Circulation, 2016. 133(18): p. 1747-60. |
| [44] | Li, A., et al., Integrated Bioinformatics Analysis Reveals Marker Genes and Potential Therapeutic Targets for Pulmonary Arterial Hypertension. Genes (Basel), 2021. 12(9). |
| [45] | Zeng, H., X. Liu, and Y. Zhang, Identification of Potential Biomarkers and Immune Infiltration Characteristics in Idiopathic Pulmonary Arterial Hypertension Using Bioinformatics Analysis. Front Cardiovasc Med, 2021. 8: p. 624714. |
We invite active, qualified and high profile scientists and researchers to join as Editorial Board Members.
Join UsScholars with a strong interest in reviewing are invited to join the reviewer panel to ensure the quality of the research to be published.
Join Us