Integrated Analysis of Bulk RNA-Seq and Single-Cell RNA-Seq Unravels the Influences of SARS-CoV-2 Infections to Cancer Patients

被引:3
作者
Chen, Yu [1 ,2 ]
Qin, Yujia [1 ]
Fu, Yuanyuan [1 ]
Gao, Zitong [1 ,2 ]
Deng, Youping [1 ]
机构
[1] Univ Hawaii Manoa, John A Burns Sch Med, Dept Quantitat Hlth Sci, Honolulu, HI 96813 USA
[2] Univ Hawaii Manoa, Coll Trop Agr & Human Resources, Dept Mol Biosci & Bioengn, Honolulu, HI 96822 USA
基金
美国国家卫生研究院;
关键词
SARS-CoV-2; cancer; pulmonary fibrosis; acute respiratory distress; PPI; drug molecule; single-cell RNA-seq; immunity; monocyte; m6A; PHORBOL; 12-MYRISTATE; 13-ACETATE; COVID-19; ABNORMALITIES; ENCYCLOPEDIA; DATABASE; IFITM2; PHASE;
D O I
10.3390/ijms232415698
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is a highly contagious and pathogenic coronavirus that emerged in late 2019 and caused a pandemic of respiratory illness termed as coronavirus disease 2019 (COVID-19). Cancer patients are more susceptible to SARS-CoV-2 infection. The treatment of cancer patients infected with SARS-CoV-2 is more complicated, and the patients are at risk of poor prognosis compared to other populations. Patients infected with SARS-CoV-2 are prone to rapid development of acute respiratory distress syndrome (ARDS) of which pulmonary fibrosis (PF) is considered a sequelae. Both ARDS and PF are factors that contribute to poor prognosis in COVID-19 patients. However, the molecular mechanisms among COVID-19, ARDS and PF in COVID-19 patients with cancer are not well-understood. In this study, the common differentially expressed genes (DEGs) between COVID-19 patients with and without cancer were identified. Based on the common DEGs, a series of analyses were performed, including Gene Ontology (GO) and pathway analysis, protein-protein interaction (PPI) network construction and hub gene extraction, transcription factor (TF)-DEG regulatory network construction, TF-DEG-miRNA coregulatory network construction and drug molecule identification. The candidate drug molecules (e.g., Tamibarotene CTD 00002527) obtained by this study might be helpful for effective therapeutic targets in COVID-19 patients with cancer. In addition, the common DEGs among ARDS, PF and COVID-19 patients with and without cancer are TNFSF10 and IFITM2. These two genes may serve as potential therapeutic targets in the treatment of COVID-19 patients with cancer. Changes in the expression levels of TNFSF10 and IFITM2 in CD14+/CD16+ monocytes may affect the immune response of COVID-19 patients. Specifically, changes in the expression level of TNFSF10 in monocytes can be considered as an immune signature in COVID-19 patients with hematologic cancer. Targeting N-6-methyladenosine (m6A) pathways (e.g., METTL3/SERPINA1 axis) to restrict SARS-CoV-2 reproduction has therapeutic potential for COVID-19 patients.
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相关论文
共 71 条
[1]   COVID-19 and Toll-Like Receptor 4 (TLR4): SARS-CoV-2 May Bind and Activate TLR4 to Increase ACE2 Expression, Facilitating Entry and Causing Hyperinflammation [J].
Aboudounya, Mohamed M. ;
Heads, Richard J. .
MEDIATORS OF INFLAMMATION, 2021, 2021
[2]   Development and Challenges of Synthetic Retinoid Formulations in Cancer [J].
Assi, Sara ;
El Hajj, Hiba ;
Hayar, Berthe ;
Pisano, Claudio ;
Saad, Walid ;
Darwiche, Nadine .
CURRENT DRUG DELIVERY, 2023, 20 (09) :1314-1326
[3]   jvenn: an interactive Venn diagram viewer [J].
Bardou, Philippe ;
Mariette, Jerome ;
Escudie, Frederic ;
Djemiel, Christophe ;
Klopp, Christophe .
BMC BIOINFORMATICS, 2014, 15
[4]   CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[5]   ImmPort: disseminating data to the public for the future of immunology [J].
Bhattacharya, Sanchita ;
Andorf, Sandra ;
Gomes, Linda ;
Dunn, Patrick ;
Schaefer, Henry ;
Pontius, Joan ;
Berger, Patty ;
Desborough, Vince ;
Smith, Tom ;
Campbell, John ;
Thomson, Elizabeth ;
Monteiro, Ruth ;
Guimaraes, Patricia ;
Walters, Bryan ;
Wiser, Jeff ;
Butte, Atul J. .
IMMUNOLOGIC RESEARCH, 2014, 58 (2-3) :234-239
[6]   Imbalanced Host Response to SARS-CoV-2 Drives Development of COVID-19 [J].
Blanco-Melo, Daniel ;
Nilsson-Payant, Benjamin E. ;
Liu, Wen-Chun ;
Uhl, Skyler ;
Hoagland, Daisy ;
Moller, Rasmus ;
Jordan, Tristan X. ;
Oishi, Kohei ;
Panis, Maryline ;
Sachs, David ;
Wang, Taia T. ;
Schwartz, Robert E. ;
Lim, Jean K. ;
Albrecht, Randy A. ;
tenOever, Benjamin R. .
CELL, 2020, 181 (05) :1036-+
[7]  
BOSHELL BR, 1962, CLIN PHARMACOL THER, V3, P750
[8]   Impaired control of multiple viral infections in a family with complete IRF9 deficiency [J].
Bravo Garcia-Morato, Maria ;
Calvo Apalategi, Ane ;
Yadira Bravo-Gallego, Luz ;
Blazquez Moreno, Alfonso ;
Simon-Fuentes, Miriam ;
Garmendia, Jenny V. ;
Mendez Echevarria, Ana ;
del Rosal Rabes, Teresa ;
Dominguez-Soto, Angeles ;
Lopez-Granados, Eduardo ;
Reyburn, Hugh T. ;
Rodriguez Pena, Rebeca .
JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY, 2019, 144 (01) :309-+
[9]  
Brunson Jason Cory, 2020, Journal of open source software, V5, DOI 10.21105/joss.02017
[10]   Targeting the m6A RNA modification pathway blocks SARS-CoV-2 and HCoV-OC43 replication [J].
Burgess, Hannah M. ;
Depledge, Daniel P. ;
Thompson, Letitia ;
Srinivas, Kalanghad Puthankalam ;
Grande, Rebecca C. ;
Vink, Elizabeth I. ;
Abebe, Jonathan S. ;
Blackaby, Wesley P. ;
Hendrick, Alan ;
Albertella, Mark R. ;
Kouzarides, Tony ;
Stapleford, Kenneth A. ;
Wilson, Angus C. ;
Mohr, Ian .
GENES & DEVELOPMENT, 2021, 35 (13-14) :1005-1019