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Pharmacophore anchor models of flaviviral NS3 proteases lead to drug repurposing for DENV infection
BACKGROUND: Viruses of the flaviviridae family are responsible for some of the major infectious viral diseases around the world and there is an urgent need for drug development for these diseases. Most of the virtual screening methods in flaviviral drug discovery suffer from a low hit rate, strain-s...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5751397/ https://www.ncbi.nlm.nih.gov/pubmed/29297305 http://dx.doi.org/10.1186/s12859-017-1957-5 |
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author | Pathak, Nikhil Lai, Mei-Ling Chen, Wen-Yu Hsieh, Betty-Wu Yu, Guann-Yi Yang, Jinn-Moon |
author_facet | Pathak, Nikhil Lai, Mei-Ling Chen, Wen-Yu Hsieh, Betty-Wu Yu, Guann-Yi Yang, Jinn-Moon |
author_sort | Pathak, Nikhil |
collection | PubMed |
description | BACKGROUND: Viruses of the flaviviridae family are responsible for some of the major infectious viral diseases around the world and there is an urgent need for drug development for these diseases. Most of the virtual screening methods in flaviviral drug discovery suffer from a low hit rate, strain-specific efficacy differences, and susceptibility to resistance. It is because they often fail to capture the key pharmacological features of the target active site critical for protein function inhibition. So in our current work, for the flaviviral NS3 protease, we summarized the pharmacophore features at the protease active site as anchors (subsite-moiety interactions). RESULTS: For each of the four flaviviral NS3 proteases (i.e., HCV, DENV, WNV, and JEV), the anchors were obtained and summarized into ‘Pharmacophore anchor (PA) models’. To capture the conserved pharmacophore anchors across these proteases, were merged the four PA models. We identified five consensus core anchors (CEH1, CH3, CH7, CV1, CV3) in all PA models, represented as the “Core pharmacophore anchor (CPA) model” and also identified specific anchors unique to the PA models. Our PA/CPA models complied with 89 known NS3 protease inhibitors. Furthermore, we proposed an integrated anchor-based screening method using the anchors from our models for discovering inhibitors. This method was applied on the DENV NS3 protease to screen FDA drugs discovering boceprevir, telaprevir and asunaprevir as promising anti-DENV candidates. Experimental testing against DV2-NGC virus by in-vitro plaque assays showed that asunaprevir and telaprevir inhibited viral replication with EC(50) values of 10.4 μM & 24.5 μM respectively. The structure-anchor-activity relationships (SAAR) showed that our PA/CPA model anchors explained the observed in-vitro activities of the candidates. Also, we observed that the CEH1 anchor engagement was critical for the activities of telaprevir and asunaprevir while the extent of inhibitor anchor occupation guided their efficacies. CONCLUSION: These results validate our NS3 protease PA/CPA models, anchors and the integrated anchor-based screening method to be useful in inhibitor discovery and lead optimization, thus accelerating flaviviral drug discovery. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12859-017-1957-5) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5751397 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-57513972018-01-05 Pharmacophore anchor models of flaviviral NS3 proteases lead to drug repurposing for DENV infection Pathak, Nikhil Lai, Mei-Ling Chen, Wen-Yu Hsieh, Betty-Wu Yu, Guann-Yi Yang, Jinn-Moon BMC Bioinformatics Research BACKGROUND: Viruses of the flaviviridae family are responsible for some of the major infectious viral diseases around the world and there is an urgent need for drug development for these diseases. Most of the virtual screening methods in flaviviral drug discovery suffer from a low hit rate, strain-specific efficacy differences, and susceptibility to resistance. It is because they often fail to capture the key pharmacological features of the target active site critical for protein function inhibition. So in our current work, for the flaviviral NS3 protease, we summarized the pharmacophore features at the protease active site as anchors (subsite-moiety interactions). RESULTS: For each of the four flaviviral NS3 proteases (i.e., HCV, DENV, WNV, and JEV), the anchors were obtained and summarized into ‘Pharmacophore anchor (PA) models’. To capture the conserved pharmacophore anchors across these proteases, were merged the four PA models. We identified five consensus core anchors (CEH1, CH3, CH7, CV1, CV3) in all PA models, represented as the “Core pharmacophore anchor (CPA) model” and also identified specific anchors unique to the PA models. Our PA/CPA models complied with 89 known NS3 protease inhibitors. Furthermore, we proposed an integrated anchor-based screening method using the anchors from our models for discovering inhibitors. This method was applied on the DENV NS3 protease to screen FDA drugs discovering boceprevir, telaprevir and asunaprevir as promising anti-DENV candidates. Experimental testing against DV2-NGC virus by in-vitro plaque assays showed that asunaprevir and telaprevir inhibited viral replication with EC(50) values of 10.4 μM & 24.5 μM respectively. The structure-anchor-activity relationships (SAAR) showed that our PA/CPA model anchors explained the observed in-vitro activities of the candidates. Also, we observed that the CEH1 anchor engagement was critical for the activities of telaprevir and asunaprevir while the extent of inhibitor anchor occupation guided their efficacies. CONCLUSION: These results validate our NS3 protease PA/CPA models, anchors and the integrated anchor-based screening method to be useful in inhibitor discovery and lead optimization, thus accelerating flaviviral drug discovery. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12859-017-1957-5) contains supplementary material, which is available to authorized users. BioMed Central 2017-12-28 /pmc/articles/PMC5751397/ /pubmed/29297305 http://dx.doi.org/10.1186/s12859-017-1957-5 Text en © The Author(s). 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Pathak, Nikhil Lai, Mei-Ling Chen, Wen-Yu Hsieh, Betty-Wu Yu, Guann-Yi Yang, Jinn-Moon Pharmacophore anchor models of flaviviral NS3 proteases lead to drug repurposing for DENV infection |
title | Pharmacophore anchor models of flaviviral NS3 proteases lead to drug repurposing for DENV infection |
title_full | Pharmacophore anchor models of flaviviral NS3 proteases lead to drug repurposing for DENV infection |
title_fullStr | Pharmacophore anchor models of flaviviral NS3 proteases lead to drug repurposing for DENV infection |
title_full_unstemmed | Pharmacophore anchor models of flaviviral NS3 proteases lead to drug repurposing for DENV infection |
title_short | Pharmacophore anchor models of flaviviral NS3 proteases lead to drug repurposing for DENV infection |
title_sort | pharmacophore anchor models of flaviviral ns3 proteases lead to drug repurposing for denv infection |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5751397/ https://www.ncbi.nlm.nih.gov/pubmed/29297305 http://dx.doi.org/10.1186/s12859-017-1957-5 |
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