Skip to main content
Top
Published in: Journal of Diabetes & Metabolic Disorders 2/2020

01-12-2020 | Coronavirus | Research article

Drug repurposing using computational methods to identify therapeutic options for COVID-19

Authors: Soodeh Mahdian, Azadeh Ebrahim-Habibi, Mahboobeh Zarrabi

Published in: Journal of Diabetes & Metabolic Disorders | Issue 2/2020

Login to get access

Abstract

Purpose

Recently, the world has been dealing with a new type of coronavirus called COVID-19 that in terms of symptoms is similar to the SARS coronavirus. Unfortunately, researchers could not find a registered therapy to treat the infection related to the virus yet. Regarding the fact that drug repurposing is a good strategy for epidemic viral infection, we applied the drug repurposing strategy using virtual screening to identify therapeutic options for COVID-19. For this purpose, five proteins of COVID-19 (3-chymotrypsin-like protease (3CLpro), Papain-Like protease (PLpro), cleavage site, HR1 and RBD in Spike protein) were selected as target proteins for drug repositioning.

Methods

First, five proteins of COVID-19 were built by homology modeling. Then FDA-approved drugs (2471 drugs) were screened against cleavage site and RBD in Spike protein via virtual screening. One hundred and twenty-eight FDA-approved drugs with the most favorable free-binding energy were attached to the cleavage site and RBD in Spike protein. Of these 128 drugs, 18 drugs have either been used currently as antiviral or have been reported to possess antiviral effects. Virtual screening was then performed for the 18 selected drugs with ACE2, 3CLpro and PLpro and HR1 and TMPRSS2.

Results

According to the results, glecaprevir, paritaprevir, simeprevir, ledipasvir, glycyrrhizic acid, TMC-310911, and hesperidin showed highly favorably free binding energies with all tested target proteins.

Conclusion

The above-mentioned drugs can be regarded as candidates to treat COVID-19 infections, but further study on the efficiency of these drugs is also necessary.
Literature
1.
go back to reference Wu, C., Liu, Y., Yang, Y., Zhang, P., Zhong, W., Wang, Y., & Zheng, M. (2020). Analysis of therapeutic targets for SARS-CoV-2 and discovery of potential drugs by computational methods. Acta Pharmaceutica Sinica BCrossRef Wu, C., Liu, Y., Yang, Y., Zhang, P., Zhong, W., Wang, Y., & Zheng, M. (2020). Analysis of therapeutic targets for SARS-CoV-2 and discovery of potential drugs by computational methods. Acta Pharmaceutica Sinica BCrossRef
2.
go back to reference Xia S, Xu W, Wang Q, Wang C, Hua C, Li W, et al. Peptide-based membrane fusion inhibitors targeting HCoV-229E spike protein HR1 and HR2 domains. Int J Mol Sci. 2018;19(2):487.CrossRefPubMedPubMedCentral Xia S, Xu W, Wang Q, Wang C, Hua C, Li W, et al. Peptide-based membrane fusion inhibitors targeting HCoV-229E spike protein HR1 and HR2 domains. Int J Mol Sci. 2018;19(2):487.CrossRefPubMedPubMedCentral
3.
go back to reference Walls AC, Park YJ, Tortorici MA, Wall A, McGuire AT, Veesler D. Structure, function, and antigenicity of the SARS-CoV-2 spike glycoprotein. Cell. 2020. Walls AC, Park YJ, Tortorici MA, Wall A, McGuire AT, Veesler D. Structure, function, and antigenicity of the SARS-CoV-2 spike glycoprotein. Cell. 2020.
4.
go back to reference Xia S, Zhu Y, Liu M, Lan Q, Xu W, Wu Y, et al. Fusion mechanism of 2019-nCoV and fusion inhibitors targeting HR1 domain in spike protein. Cell Mol Immunol. 2020:1–3. Xia S, Zhu Y, Liu M, Lan Q, Xu W, Wu Y, et al. Fusion mechanism of 2019-nCoV and fusion inhibitors targeting HR1 domain in spike protein. Cell Mol Immunol. 2020:1–3.
5.
go back to reference Cao Y, Li L, Feng Z, Wan S, Huang P, Sun X, et al. Comparative genetic analysis of the novel coronavirus (2019-nCoV/SARS-CoV-2) receptor ACE2 in different populations. Cell Discovery. 2020;6(1):1–4.CrossRef Cao Y, Li L, Feng Z, Wan S, Huang P, Sun X, et al. Comparative genetic analysis of the novel coronavirus (2019-nCoV/SARS-CoV-2) receptor ACE2 in different populations. Cell Discovery. 2020;6(1):1–4.CrossRef
6.
go back to reference Hoffmann M, Kleine-Weber H, Schroeder S, Krüger N, Herrler T, Erichsen S, et al. SARS-CoV-2 cell entry depends on ACE2 and TMPRSS2 and is blocked by a clinically proven protease inhibitor. Cell. 2020. Hoffmann M, Kleine-Weber H, Schroeder S, Krüger N, Herrler T, Erichsen S, et al. SARS-CoV-2 cell entry depends on ACE2 and TMPRSS2 and is blocked by a clinically proven protease inhibitor. Cell. 2020.
7.
go back to reference Jia, X., Yin, C., Lu, S., Chen, Y., Liu, Q., Bai, J., & Lu, Y. (2020). Two things about COVID-19 might need attentionCrossRef Jia, X., Yin, C., Lu, S., Chen, Y., Liu, Q., Bai, J., & Lu, Y. (2020). Two things about COVID-19 might need attentionCrossRef
8.
go back to reference Chen, Y., Shan, K., & Qian, W. (2020). Asians and other races express similar levels of and share the same genetic polymorphisms of the SARS-CoV-2 cell-entry receptorCrossRef Chen, Y., Shan, K., & Qian, W. (2020). Asians and other races express similar levels of and share the same genetic polymorphisms of the SARS-CoV-2 cell-entry receptorCrossRef
9.
go back to reference Guy JL, Jackson RM, Jensen HA, Hooper NM, Turner AJ. Identification of critical active-site residues in angiotensin-converting enzyme-2 (ACE2) by site-directed mutagenesis. FEBS J. 2005;272(14):3512–20.CrossRefPubMedPubMedCentral Guy JL, Jackson RM, Jensen HA, Hooper NM, Turner AJ. Identification of critical active-site residues in angiotensin-converting enzyme-2 (ACE2) by site-directed mutagenesis. FEBS J. 2005;272(14):3512–20.CrossRefPubMedPubMedCentral
10.
go back to reference Alamri, M. A., ul Qamar, M. T., & Alqahtani, S. M. (2020). Pharmacoinformatics and molecular dynamic simulation studies reveal potential inhibitors of SARS-CoV-2 main protease 3CLpro Alamri, M. A., ul Qamar, M. T., & Alqahtani, S. M. (2020). Pharmacoinformatics and molecular dynamic simulation studies reveal potential inhibitors of SARS-CoV-2 main protease 3CLpro
11.
go back to reference Waterhouse A, Bertoni M, Bienert S, Studer G, Tauriello G, Gumienny R, et al. SWISS-MODEL: Homology modelling of protein structures and complexes. Nucleic Acids Res. 2018;46(W1):W296–303.CrossRefPubMedPubMedCentral Waterhouse A, Bertoni M, Bienert S, Studer G, Tauriello G, Gumienny R, et al. SWISS-MODEL: Homology modelling of protein structures and complexes. Nucleic Acids Res. 2018;46(W1):W296–303.CrossRefPubMedPubMedCentral
12.
go back to reference Bienert S, Waterhouse A, de Beer TA, Tauriello G, Studer G, Bordoli L, et al. The SWISS-MODEL repository—New features and functionality. Nucleic Acids Res. 2017;45(D1):D313–9.CrossRefPubMed Bienert S, Waterhouse A, de Beer TA, Tauriello G, Studer G, Bordoli L, et al. The SWISS-MODEL repository—New features and functionality. Nucleic Acids Res. 2017;45(D1):D313–9.CrossRefPubMed
13.
go back to reference Towler P, Staker B, Prasad SG, Menon S, Tang J, Parsons T, et al. ACE2 X-ray structures reveal a large hinge-bending motion important for inhibitor binding and catalysis. J Biol Chem. 2004;279(17):17996–8007.CrossRefPubMed Towler P, Staker B, Prasad SG, Menon S, Tang J, Parsons T, et al. ACE2 X-ray structures reveal a large hinge-bending motion important for inhibitor binding and catalysis. J Biol Chem. 2004;279(17):17996–8007.CrossRefPubMed
14.
go back to reference Bhattacharya D, Nowotny J, Cao R, Cheng J. 3Drefine: An interactive web server for efficient protein structure refinement. Nucleic Acids Res. 2016;44(W1):W406–9.CrossRefPubMedPubMedCentral Bhattacharya D, Nowotny J, Cao R, Cheng J. 3Drefine: An interactive web server for efficient protein structure refinement. Nucleic Acids Res. 2016;44(W1):W406–9.CrossRefPubMedPubMedCentral
15.
go back to reference Wishart, D. S., Feunang, Y. D., Guo, A. C., Lo, E. J., Marcu, A., Grant, J. R., & Assempour, N. (2018). DrugBank 5.0: A major update to the DrugBank database for 2018. Nucleic Acids Res, 46(D1), D1074-D1082 Wishart, D. S., Feunang, Y. D., Guo, A. C., Lo, E. J., Marcu, A., Grant, J. R., & Assempour, N. (2018). DrugBank 5.0: A major update to the DrugBank database for 2018. Nucleic Acids Res, 46(D1), D1074-D1082
16.
go back to reference Dallakyan S, Olson AJ. Small-molecule library screening by docking with PyRx. Chemical Biology: Humana press; 2015.CrossRef Dallakyan S, Olson AJ. Small-molecule library screening by docking with PyRx. Chemical Biology: Humana press; 2015.CrossRef
17.
go back to reference Trott O, Olson AJ. AutoDock Vina: Improving the speed and accuracy of docking with a new scoring function, efficient optimization and multithreading. J Comput Chem. 2010;31:455–61.PubMedPubMedCentral Trott O, Olson AJ. AutoDock Vina: Improving the speed and accuracy of docking with a new scoring function, efficient optimization and multithreading. J Comput Chem. 2010;31:455–61.PubMedPubMedCentral
18.
go back to reference Laskowski, R. A., & Swindells, M. B. (2011). LigPlot+: multiple ligand–protein interaction diagrams for drug discovery. Laskowski, R. A., & Swindells, M. B. (2011). LigPlot+: multiple ligand–protein interaction diagrams for drug discovery.
19.
go back to reference Hosseini, F. S., & Amanlou, M. (2020). Simeprevir, potential candidate to repurpose for coronavirus infection: Virtual screening and molecular docking study Hosseini, F. S., & Amanlou, M. (2020). Simeprevir, potential candidate to repurpose for coronavirus infection: Virtual screening and molecular docking study
20.
go back to reference Khan, R. J., Jha, R. K., Amera, G. M., Jain, M., Singh, E., Pathak, A., & Pathak, A. (2020). Targeting novel coronavirus 2019: A systematic drug repurposing approach to identify promising inhibitors against 3C-like proteinase and 2'-O-ribose Methyltransferase Khan, R. J., Jha, R. K., Amera, G. M., Jain, M., Singh, E., Pathak, A., & Pathak, A. (2020). Targeting novel coronavirus 2019: A systematic drug repurposing approach to identify promising inhibitors against 3C-like proteinase and 2'-O-ribose Methyltransferase
21.
go back to reference Chen, Y. W., Yiu, C. P. B., & Wong, K. Y. (2020). Prediction of the SARS-CoV-2 (2019-nCoV) 3C-like protease (3CL pro) structure: Virtual screening reveals velpatasvir, ledipasvir, and other drug repurposing candidates. F1000Research, 9(129), 129 Chen, Y. W., Yiu, C. P. B., & Wong, K. Y. (2020). Prediction of the SARS-CoV-2 (2019-nCoV) 3C-like protease (3CL pro) structure: Virtual screening reveals velpatasvir, ledipasvir, and other drug repurposing candidates. F1000Research, 9(129), 129
22.
go back to reference Pilcher H. Liquorice may tackle SARS. Nature. 2003. Pilcher H. Liquorice may tackle SARS. Nature. 2003.
23.
go back to reference Cinatl J, Morgenstern B, Bauer G, Chandra P, Rabenau H, Doerr HW. Glycyrrhizin, an active component of liquorice roots, and replication of SARS-associated coronavirus. Lancet. 2003;361(9374):2045–6.CrossRefPubMedPubMedCentral Cinatl J, Morgenstern B, Bauer G, Chandra P, Rabenau H, Doerr HW. Glycyrrhizin, an active component of liquorice roots, and replication of SARS-associated coronavirus. Lancet. 2003;361(9374):2045–6.CrossRefPubMedPubMedCentral
24.
go back to reference Matsumoto, Y., Matsuura, T., Aoyagi, H., Matsuda, M., Hmwe, S. S., Date, T., ... & Wake, K. (2013). Antiviral activity of glycyrrhizin against hepatitis C virus in vitro. PLoS One, 8(7) Matsumoto, Y., Matsuura, T., Aoyagi, H., Matsuda, M., Hmwe, S. S., Date, T., ... & Wake, K. (2013). Antiviral activity of glycyrrhizin against hepatitis C virus in vitro. PLoS One, 8(7)
25.
go back to reference Rossum TV, Man RD. Glycyrrhizin as a potential treatment for chronic hepatitis C. Aliment Pharmacol Ther. 1998;12(3):199–205.CrossRefPubMed Rossum TV, Man RD. Glycyrrhizin as a potential treatment for chronic hepatitis C. Aliment Pharmacol Ther. 1998;12(3):199–205.CrossRefPubMed
26.
go back to reference Chen, H., & Du, Q. (2020). Potential natural compounds for preventing 2019-nCoV infection Chen, H., & Du, Q. (2020). Potential natural compounds for preventing 2019-nCoV infection
27.
go back to reference Saha RK, Takahashi T, Suzuki T. Glucosyl hesperidin prevents influenza a virus replication in vitro by inhibition of viral sialidase. Biol Pharm Bull. 2009;32(7):1188–92.CrossRefPubMed Saha RK, Takahashi T, Suzuki T. Glucosyl hesperidin prevents influenza a virus replication in vitro by inhibition of viral sialidase. Biol Pharm Bull. 2009;32(7):1188–92.CrossRefPubMed
28.
go back to reference Yan, Y. M., Shen, X., Cao, Y. K., Zhang, J. J., Wang, Y., & Cheng, Y. X. (2020). Discovery of Anti-2019-nCoV agents from Chinese patent drugs via docking screening Yan, Y. M., Shen, X., Cao, Y. K., Zhang, J. J., Wang, Y., & Cheng, Y. X. (2020). Discovery of Anti-2019-nCoV agents from Chinese patent drugs via docking screening
Metadata
Title
Drug repurposing using computational methods to identify therapeutic options for COVID-19
Authors
Soodeh Mahdian
Azadeh Ebrahim-Habibi
Mahboobeh Zarrabi
Publication date
01-12-2020
Publisher
Springer International Publishing
Published in
Journal of Diabetes & Metabolic Disorders / Issue 2/2020
Electronic ISSN: 2251-6581
DOI
https://doi.org/10.1007/s40200-020-00546-9

Other articles of this Issue 2/2020

Journal of Diabetes & Metabolic Disorders 2/2020 Go to the issue
Live Webinar | 27-06-2024 | 18:00 (CEST)

Keynote webinar | Spotlight on medication adherence

Live: Thursday 27th June 2024, 18:00-19:30 (CEST)

WHO estimates that half of all patients worldwide are non-adherent to their prescribed medication. The consequences of poor adherence can be catastrophic, on both the individual and population level.

Join our expert panel to discover why you need to understand the drivers of non-adherence in your patients, and how you can optimize medication adherence in your clinics to drastically improve patient outcomes.

Prof. Kevin Dolgin
Prof. Florian Limbourg
Prof. Anoop Chauhan
Developed by: Springer Medicine
Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine

Highlights from the ACC 2024 Congress

Year in Review: Pediatric cardiology

Watch Dr. Anne Marie Valente present the last year's highlights in pediatric and congenital heart disease in the official ACC.24 Year in Review session.

Year in Review: Pulmonary vascular disease

The last year's highlights in pulmonary vascular disease are presented by Dr. Jane Leopold in this official video from ACC.24.

Year in Review: Valvular heart disease

Watch Prof. William Zoghbi present the last year's highlights in valvular heart disease from the official ACC.24 Year in Review session.

Year in Review: Heart failure and cardiomyopathies

Watch this official video from ACC.24. Dr. Biykem Bozkurt discusses last year's major advances in heart failure and cardiomyopathies.