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Integrative Multi-Kinase Approach for the Identification of Potent Antiplasmodial Hits

Malaria is a tropical infectious disease that affects over 219 million people worldwide. Due to the constant emergence of parasitic resistance to the current antimalarial drugs, the discovery of new antimalarial drugs is a global health priority. Multi-target drug discovery is a promising and innova...

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Autores principales: Lima, Marilia N. N., Cassiano, Gustavo C., Tomaz, Kaira C. P., Silva, Arthur C., Sousa, Bruna K. P., Ferreira, Leticia T., Tavella, Tatyana A., Calit, Juliana, Bargieri, Daniel Y., Neves, Bruno J., Costa, Fabio T. M., Andrade, Carolina Horta
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6881481/
https://www.ncbi.nlm.nih.gov/pubmed/31824917
http://dx.doi.org/10.3389/fchem.2019.00773
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author Lima, Marilia N. N.
Cassiano, Gustavo C.
Tomaz, Kaira C. P.
Silva, Arthur C.
Sousa, Bruna K. P.
Ferreira, Leticia T.
Tavella, Tatyana A.
Calit, Juliana
Bargieri, Daniel Y.
Neves, Bruno J.
Costa, Fabio T. M.
Andrade, Carolina Horta
author_facet Lima, Marilia N. N.
Cassiano, Gustavo C.
Tomaz, Kaira C. P.
Silva, Arthur C.
Sousa, Bruna K. P.
Ferreira, Leticia T.
Tavella, Tatyana A.
Calit, Juliana
Bargieri, Daniel Y.
Neves, Bruno J.
Costa, Fabio T. M.
Andrade, Carolina Horta
author_sort Lima, Marilia N. N.
collection PubMed
description Malaria is a tropical infectious disease that affects over 219 million people worldwide. Due to the constant emergence of parasitic resistance to the current antimalarial drugs, the discovery of new antimalarial drugs is a global health priority. Multi-target drug discovery is a promising and innovative strategy for drug discovery and it is currently regarded as one of the best strategies to face drug resistance. Aiming to identify new multi-target antimalarial drug candidates, we developed an integrative computational approach to select multi-kinase inhibitors for Plasmodium falciparum calcium-dependent protein kinases 1 and 4 (CDPK1 and CDPK4) and protein kinase 6 (PK6). For this purpose, we developed and validated shape-based and machine learning models to prioritize compounds for experimental evaluation. Then, we applied the best models for virtual screening of a large commercial database of drug-like molecules. Ten computational hits were experimentally evaluated against asexual blood stages of both sensitive and multi-drug resistant P. falciparum strains. Among them, LabMol-171, LabMol-172, and LabMol-181 showed potent antiplasmodial activity at nanomolar concentrations (EC(50) ≤ 700 nM) and selectivity indices >15 folds. In addition, LabMol-171 and LabMol-181 showed good in vitro inhibition of P. berghei ookinete formation and therefore represent promising transmission-blocking scaffolds. Finally, docking studies with protein kinases CDPK1, CDPK4, and PK6 showed structural insights for further hit-to-lead optimization studies.
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spelling pubmed-68814812019-12-10 Integrative Multi-Kinase Approach for the Identification of Potent Antiplasmodial Hits Lima, Marilia N. N. Cassiano, Gustavo C. Tomaz, Kaira C. P. Silva, Arthur C. Sousa, Bruna K. P. Ferreira, Leticia T. Tavella, Tatyana A. Calit, Juliana Bargieri, Daniel Y. Neves, Bruno J. Costa, Fabio T. M. Andrade, Carolina Horta Front Chem Chemistry Malaria is a tropical infectious disease that affects over 219 million people worldwide. Due to the constant emergence of parasitic resistance to the current antimalarial drugs, the discovery of new antimalarial drugs is a global health priority. Multi-target drug discovery is a promising and innovative strategy for drug discovery and it is currently regarded as one of the best strategies to face drug resistance. Aiming to identify new multi-target antimalarial drug candidates, we developed an integrative computational approach to select multi-kinase inhibitors for Plasmodium falciparum calcium-dependent protein kinases 1 and 4 (CDPK1 and CDPK4) and protein kinase 6 (PK6). For this purpose, we developed and validated shape-based and machine learning models to prioritize compounds for experimental evaluation. Then, we applied the best models for virtual screening of a large commercial database of drug-like molecules. Ten computational hits were experimentally evaluated against asexual blood stages of both sensitive and multi-drug resistant P. falciparum strains. Among them, LabMol-171, LabMol-172, and LabMol-181 showed potent antiplasmodial activity at nanomolar concentrations (EC(50) ≤ 700 nM) and selectivity indices >15 folds. In addition, LabMol-171 and LabMol-181 showed good in vitro inhibition of P. berghei ookinete formation and therefore represent promising transmission-blocking scaffolds. Finally, docking studies with protein kinases CDPK1, CDPK4, and PK6 showed structural insights for further hit-to-lead optimization studies. Frontiers Media S.A. 2019-11-21 /pmc/articles/PMC6881481/ /pubmed/31824917 http://dx.doi.org/10.3389/fchem.2019.00773 Text en Copyright © 2019 Lima, Cassiano, Tomaz, Silva, Sousa, Ferreira, Tavella, Calit, Bargieri, Neves, Costa and Andrade. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Chemistry
Lima, Marilia N. N.
Cassiano, Gustavo C.
Tomaz, Kaira C. P.
Silva, Arthur C.
Sousa, Bruna K. P.
Ferreira, Leticia T.
Tavella, Tatyana A.
Calit, Juliana
Bargieri, Daniel Y.
Neves, Bruno J.
Costa, Fabio T. M.
Andrade, Carolina Horta
Integrative Multi-Kinase Approach for the Identification of Potent Antiplasmodial Hits
title Integrative Multi-Kinase Approach for the Identification of Potent Antiplasmodial Hits
title_full Integrative Multi-Kinase Approach for the Identification of Potent Antiplasmodial Hits
title_fullStr Integrative Multi-Kinase Approach for the Identification of Potent Antiplasmodial Hits
title_full_unstemmed Integrative Multi-Kinase Approach for the Identification of Potent Antiplasmodial Hits
title_short Integrative Multi-Kinase Approach for the Identification of Potent Antiplasmodial Hits
title_sort integrative multi-kinase approach for the identification of potent antiplasmodial hits
topic Chemistry
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6881481/
https://www.ncbi.nlm.nih.gov/pubmed/31824917
http://dx.doi.org/10.3389/fchem.2019.00773
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