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Identification and validation of fusidic acid and flufenamic acid as inhibitors of SARS-CoV-2 replication using DrugSolver CavitomiX
In this work, we present DrugSolver CavitomiX, a novel computational pipeline for drug repurposing and identifying ligands and inhibitors of target enzymes. The pipeline is based on cavity point clouds representing physico-chemical properties of the cavity induced solely by the protein. To test the...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10362000/ https://www.ncbi.nlm.nih.gov/pubmed/37479788 http://dx.doi.org/10.1038/s41598-023-39071-z |
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author | Hetmann, M. Langner, C. Durmaz, V. Cespugli, M. Köchl, K. Krassnigg, A. Blaschitz, K. Groiss, S. Loibner, M. Ruau, D. Zatloukal, K. Gruber, K. Steinkellner, G. Gruber, C. C. |
author_facet | Hetmann, M. Langner, C. Durmaz, V. Cespugli, M. Köchl, K. Krassnigg, A. Blaschitz, K. Groiss, S. Loibner, M. Ruau, D. Zatloukal, K. Gruber, K. Steinkellner, G. Gruber, C. C. |
author_sort | Hetmann, M. |
collection | PubMed |
description | In this work, we present DrugSolver CavitomiX, a novel computational pipeline for drug repurposing and identifying ligands and inhibitors of target enzymes. The pipeline is based on cavity point clouds representing physico-chemical properties of the cavity induced solely by the protein. To test the pipeline’s ability to identify inhibitors, we chose enzymes essential for SARS-CoV-2 replication as a test system. The active-site cavities of the viral enzymes main protease (M(pro)) and papain-like protease (Pl(pro)), as well as of the human transmembrane serine protease 2 (TMPRSS2), were selected as target cavities. Using active-site point-cloud comparisons, it was possible to identify two compounds—flufenamic acid and fusidic acid—which show strong inhibition of viral replication. The complexes from which fusidic acid and flufenamic acid were derived would not have been identified using classical sequence- and structure-based methods as they show very little structural (TM-score: 0.1 and 0.09, respectively) and very low sequence (~ 5%) identity to M(pro) and TMPRSS2, respectively. Furthermore, a cavity-based off-target screening was performed using acetylcholinesterase (AChE) as an example. Using cavity comparisons, the human carboxylesterase was successfully identified, which is a described off-target for AChE inhibitors. |
format | Online Article Text |
id | pubmed-10362000 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-103620002023-07-23 Identification and validation of fusidic acid and flufenamic acid as inhibitors of SARS-CoV-2 replication using DrugSolver CavitomiX Hetmann, M. Langner, C. Durmaz, V. Cespugli, M. Köchl, K. Krassnigg, A. Blaschitz, K. Groiss, S. Loibner, M. Ruau, D. Zatloukal, K. Gruber, K. Steinkellner, G. Gruber, C. C. Sci Rep Article In this work, we present DrugSolver CavitomiX, a novel computational pipeline for drug repurposing and identifying ligands and inhibitors of target enzymes. The pipeline is based on cavity point clouds representing physico-chemical properties of the cavity induced solely by the protein. To test the pipeline’s ability to identify inhibitors, we chose enzymes essential for SARS-CoV-2 replication as a test system. The active-site cavities of the viral enzymes main protease (M(pro)) and papain-like protease (Pl(pro)), as well as of the human transmembrane serine protease 2 (TMPRSS2), were selected as target cavities. Using active-site point-cloud comparisons, it was possible to identify two compounds—flufenamic acid and fusidic acid—which show strong inhibition of viral replication. The complexes from which fusidic acid and flufenamic acid were derived would not have been identified using classical sequence- and structure-based methods as they show very little structural (TM-score: 0.1 and 0.09, respectively) and very low sequence (~ 5%) identity to M(pro) and TMPRSS2, respectively. Furthermore, a cavity-based off-target screening was performed using acetylcholinesterase (AChE) as an example. Using cavity comparisons, the human carboxylesterase was successfully identified, which is a described off-target for AChE inhibitors. Nature Publishing Group UK 2023-07-21 /pmc/articles/PMC10362000/ /pubmed/37479788 http://dx.doi.org/10.1038/s41598-023-39071-z Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Hetmann, M. Langner, C. Durmaz, V. Cespugli, M. Köchl, K. Krassnigg, A. Blaschitz, K. Groiss, S. Loibner, M. Ruau, D. Zatloukal, K. Gruber, K. Steinkellner, G. Gruber, C. C. Identification and validation of fusidic acid and flufenamic acid as inhibitors of SARS-CoV-2 replication using DrugSolver CavitomiX |
title | Identification and validation of fusidic acid and flufenamic acid as inhibitors of SARS-CoV-2 replication using DrugSolver CavitomiX |
title_full | Identification and validation of fusidic acid and flufenamic acid as inhibitors of SARS-CoV-2 replication using DrugSolver CavitomiX |
title_fullStr | Identification and validation of fusidic acid and flufenamic acid as inhibitors of SARS-CoV-2 replication using DrugSolver CavitomiX |
title_full_unstemmed | Identification and validation of fusidic acid and flufenamic acid as inhibitors of SARS-CoV-2 replication using DrugSolver CavitomiX |
title_short | Identification and validation of fusidic acid and flufenamic acid as inhibitors of SARS-CoV-2 replication using DrugSolver CavitomiX |
title_sort | identification and validation of fusidic acid and flufenamic acid as inhibitors of sars-cov-2 replication using drugsolver cavitomix |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10362000/ https://www.ncbi.nlm.nih.gov/pubmed/37479788 http://dx.doi.org/10.1038/s41598-023-39071-z |
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