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Ligand-induced conformational selection predicts the selectivity of cysteine protease inhibitors
Cruzain, a cysteine protease of Trypanosoma cruzi, is a validated target for the treatment of Chagas disease. Due to its high similarity in three-dimensional structure with human cathepsins and their sequence identity above 70% in the active site regions, identifying potent but selective cruzain inh...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6922342/ https://www.ncbi.nlm.nih.gov/pubmed/31856175 http://dx.doi.org/10.1371/journal.pone.0222055 |
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author | Sartori, Geraldo Rodrigues Leitão, Andrei Montanari, Carlos A. Laughton, Charles A. |
author_facet | Sartori, Geraldo Rodrigues Leitão, Andrei Montanari, Carlos A. Laughton, Charles A. |
author_sort | Sartori, Geraldo Rodrigues |
collection | PubMed |
description | Cruzain, a cysteine protease of Trypanosoma cruzi, is a validated target for the treatment of Chagas disease. Due to its high similarity in three-dimensional structure with human cathepsins and their sequence identity above 70% in the active site regions, identifying potent but selective cruzain inhibitors with low side effects on the host organism represents a significant challenge. Here a panel of nitrile ligands with varying potencies against cathepsin K, cathepsin L and cruzain, are studied by molecular dynamics simulations as both non-covalent and covalent complexes. Principal component analysis (PCA), identifies and quantifies patterns of ligand-induced conformational selection that enable the construction of a decision tree which can predict with high confidence a low-nanomolar inhibitor of each of three proteins, and determine the selectivity for one against others. |
format | Online Article Text |
id | pubmed-6922342 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-69223422020-01-07 Ligand-induced conformational selection predicts the selectivity of cysteine protease inhibitors Sartori, Geraldo Rodrigues Leitão, Andrei Montanari, Carlos A. Laughton, Charles A. PLoS One Research Article Cruzain, a cysteine protease of Trypanosoma cruzi, is a validated target for the treatment of Chagas disease. Due to its high similarity in three-dimensional structure with human cathepsins and their sequence identity above 70% in the active site regions, identifying potent but selective cruzain inhibitors with low side effects on the host organism represents a significant challenge. Here a panel of nitrile ligands with varying potencies against cathepsin K, cathepsin L and cruzain, are studied by molecular dynamics simulations as both non-covalent and covalent complexes. Principal component analysis (PCA), identifies and quantifies patterns of ligand-induced conformational selection that enable the construction of a decision tree which can predict with high confidence a low-nanomolar inhibitor of each of three proteins, and determine the selectivity for one against others. Public Library of Science 2019-12-19 /pmc/articles/PMC6922342/ /pubmed/31856175 http://dx.doi.org/10.1371/journal.pone.0222055 Text en © 2019 Sartori et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Sartori, Geraldo Rodrigues Leitão, Andrei Montanari, Carlos A. Laughton, Charles A. Ligand-induced conformational selection predicts the selectivity of cysteine protease inhibitors |
title | Ligand-induced conformational selection predicts the selectivity of cysteine protease inhibitors |
title_full | Ligand-induced conformational selection predicts the selectivity of cysteine protease inhibitors |
title_fullStr | Ligand-induced conformational selection predicts the selectivity of cysteine protease inhibitors |
title_full_unstemmed | Ligand-induced conformational selection predicts the selectivity of cysteine protease inhibitors |
title_short | Ligand-induced conformational selection predicts the selectivity of cysteine protease inhibitors |
title_sort | ligand-induced conformational selection predicts the selectivity of cysteine protease inhibitors |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6922342/ https://www.ncbi.nlm.nih.gov/pubmed/31856175 http://dx.doi.org/10.1371/journal.pone.0222055 |
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