COVID-19: A novel holistic systems biology approach to predict its molecular mechanisms (in vitro) and repurpose drugs

被引:4
|
作者
Sameni, Marzieh [1 ,2 ]
Mirmotalebisohi, Seyed Amir [1 ,2 ]
Dadashkhan, Sadaf [3 ]
Ghani, Sepideh [1 ,2 ]
Abbasi, Maryam [4 ,5 ]
Noori, Effat [2 ]
Zali, Hakimeh [6 ,7 ]
机构
[1] Shahid Beheshti Univ Med Sci, Student Res Comm, Sch Adv Technol Med, Dept Biotechnol, Tehran, Iran
[2] Shahid Beheshti Univ Med Sci, Cellular & Mol Biol Res Ctr, Tehran, Iran
[3] Univ Klinikum Jena, Mol Med Res Ctr, Jena, Germany
[4] Islamic Azad Univ, Dept Biol, Sci & Res Branch, Tehran, Iran
[5] Zhino Gene Res Serv Co, Tehran, Iran
[6] Shahid Beheshti Univ Med Sci, Prote Res Ctr, Tehran, Iran
[7] Shahid Beheshti Univ Med Sci, Sch Adv Technol Med, Dept Tissue Engn & Appl Cell Sci, Tehran, Iran
关键词
COVID-19; SARS-CoV; PPI; Host Response; DEG; Drug Repurposing; RIG-I; SIGNALING PATHWAY; PATHOGENESIS; THALIDOMIDE; PNEUMONIA; THERAPY; COST; SARS; MDA5;
D O I
10.1007/s40199-023-00471-1
中图分类号
R9 [药学];
学科分类号
1007 ;
摘要
Purpose COVID-19 strangely kills some youth with no history of physical weakness, and in addition to the lungs, it may even directly harm other organs. Its complex mechanism has led to the loss of any significantly effective drug, and some patients with severe forms still die daily. Common methods for identifying disease mechanisms and drug design are often time-consuming or reductionist. Here, we use a novel holistic systems biology approach to predict its molecular mechanisms (in vitro), significant molecular relations with SARS, and repurpose drugs. Methods We have utilized its relative phylogenic similarity to SARS. Using the available omics data for SARS and the fewer data for COVID-19 to decode the mechanisms and their significant relations, We applied the Cytoscape analyzer, MCODE, STRING, and DAVID tools to predict the topographically crucial molecules, clusters, protein interaction mappings, and functional analysis. We also applied a novel approach to identify the significant relations between the two infections using the Fischer exact test for MCODE clusters. We then constructed and analyzed a drug-gene network using PharmGKB and DrugBank (retrieved using the dgidb). Results Some of the shared identified crucial molecules, BPs and pathways included Kaposi sarcoma-associated herpesvirus infection, Influenza A, and NOD-like receptor signaling pathways. Besides, our identified crucial molecules specific to host response against SARS-CoV-2 included FGA, BMP4, PRPF40A, and IFI16. Conclusion We also introduced seven new repurposed candidate drugs based on the drug- gene network analysis for the identified crucial molecules. Therefore, we suggest that our newly recommended repurposed drugs be further investigated in Vitro and in Vivo against COVID-19.
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页码:155 / 171
页数:17
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