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Hologram QSAR Studies of Antiprotozoal Activities of Sesquiterpene Lactones

Infectious diseases such as trypanosomiasis and leishmaniasis are considered neglected tropical diseases due the lack for many years of research and development into new drug treatments besides the high incidence of mortality and the lack of current safe and effective drug therapies. Natural product...

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Autores principales: Trossini, Gustavo H. G., Maltarollo, Vinícius G., Schmidt, Thomas J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6271290/
https://www.ncbi.nlm.nih.gov/pubmed/25045893
http://dx.doi.org/10.3390/molecules190710546
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author Trossini, Gustavo H. G.
Maltarollo, Vinícius G.
Schmidt, Thomas J.
author_facet Trossini, Gustavo H. G.
Maltarollo, Vinícius G.
Schmidt, Thomas J.
author_sort Trossini, Gustavo H. G.
collection PubMed
description Infectious diseases such as trypanosomiasis and leishmaniasis are considered neglected tropical diseases due the lack for many years of research and development into new drug treatments besides the high incidence of mortality and the lack of current safe and effective drug therapies. Natural products such as sesquiterpene lactones have shown activity against T. brucei and L. donovani, the parasites responsible for these neglected diseases. To evaluate structure activity relationships, HQSAR models were constructed to relate a series of 40 sesquiterpene lactones (STLs) with activity against T. brucei, T. cruzi, L. donovani and P. falciparum and also with their cytotoxicity. All constructed models showed good internal (leave-one-out q(2) values ranging from 0.637 to 0.775) and external validation coefficients (r(2)(test) values ranging from 0.653 to 0.944). From HQSAR contribution maps, several differences between the most and least potent compounds were found. The fragment contribution of PLS-generated models confirmed the results of previous QSAR studies that the presence of α,β-unsatured carbonyl groups is fundamental to biological activity. QSAR models for the activity of these compounds against T. cruzi, L. donovani and P. falciparum are reported here for the first time. The constructed HQSAR models are suitable to predict the activity of untested STLs.
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spelling pubmed-62712902018-12-21 Hologram QSAR Studies of Antiprotozoal Activities of Sesquiterpene Lactones Trossini, Gustavo H. G. Maltarollo, Vinícius G. Schmidt, Thomas J. Molecules Article Infectious diseases such as trypanosomiasis and leishmaniasis are considered neglected tropical diseases due the lack for many years of research and development into new drug treatments besides the high incidence of mortality and the lack of current safe and effective drug therapies. Natural products such as sesquiterpene lactones have shown activity against T. brucei and L. donovani, the parasites responsible for these neglected diseases. To evaluate structure activity relationships, HQSAR models were constructed to relate a series of 40 sesquiterpene lactones (STLs) with activity against T. brucei, T. cruzi, L. donovani and P. falciparum and also with their cytotoxicity. All constructed models showed good internal (leave-one-out q(2) values ranging from 0.637 to 0.775) and external validation coefficients (r(2)(test) values ranging from 0.653 to 0.944). From HQSAR contribution maps, several differences between the most and least potent compounds were found. The fragment contribution of PLS-generated models confirmed the results of previous QSAR studies that the presence of α,β-unsatured carbonyl groups is fundamental to biological activity. QSAR models for the activity of these compounds against T. cruzi, L. donovani and P. falciparum are reported here for the first time. The constructed HQSAR models are suitable to predict the activity of untested STLs. MDPI 2014-07-18 /pmc/articles/PMC6271290/ /pubmed/25045893 http://dx.doi.org/10.3390/molecules190710546 Text en © 2014 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Trossini, Gustavo H. G.
Maltarollo, Vinícius G.
Schmidt, Thomas J.
Hologram QSAR Studies of Antiprotozoal Activities of Sesquiterpene Lactones
title Hologram QSAR Studies of Antiprotozoal Activities of Sesquiterpene Lactones
title_full Hologram QSAR Studies of Antiprotozoal Activities of Sesquiterpene Lactones
title_fullStr Hologram QSAR Studies of Antiprotozoal Activities of Sesquiterpene Lactones
title_full_unstemmed Hologram QSAR Studies of Antiprotozoal Activities of Sesquiterpene Lactones
title_short Hologram QSAR Studies of Antiprotozoal Activities of Sesquiterpene Lactones
title_sort hologram qsar studies of antiprotozoal activities of sesquiterpene lactones
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6271290/
https://www.ncbi.nlm.nih.gov/pubmed/25045893
http://dx.doi.org/10.3390/molecules190710546
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