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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2014
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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. |
format | Online Article Text |
id | pubmed-6271290 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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