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A Predictive HQSAR Model for a Series of Tricycle Core Containing MMP-12 Inhibitors with Dibenzofuran Ring

MMP-12 is a member of matrix metalloproteinases (MMPs) family involved in pathogenesis of some inflammatory based diseases. Design of selective matrix MMPs inhibitors is still challenging because of binding pocket similarities among MMPs family. We tried to generate a HQSAR (hologram quantitative st...

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Autores principales: Shamsara, Jamal, Shahir-Sadr, Ahmad
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4273529/
https://www.ncbi.nlm.nih.gov/pubmed/25574392
http://dx.doi.org/10.1155/2014/630807
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author Shamsara, Jamal
Shahir-Sadr, Ahmad
author_facet Shamsara, Jamal
Shahir-Sadr, Ahmad
author_sort Shamsara, Jamal
collection PubMed
description MMP-12 is a member of matrix metalloproteinases (MMPs) family involved in pathogenesis of some inflammatory based diseases. Design of selective matrix MMPs inhibitors is still challenging because of binding pocket similarities among MMPs family. We tried to generate a HQSAR (hologram quantitative structure activity relationship) model for a series of MMP-12 inhibitors. Compounds in the series of inhibitors with reported biological activity against MMP-12 were used to construct a predictive HQSAR model for their inhibitory activity against MMP-12. The HQSAR model had statistically excellent properties and possessed good predictive ability for test set compounds. The HQSAR model was obtained for the 26 training set compounds showing cross-validated q (2) value of 0.697 and conventional r (2) value of 0.986. The model was then externally validated using a test set of 9 compounds and the predicted values were in good agreement with the experimental results (r (pred) (2) = 0.8733). Then, the external validity of the model was confirmed by Golbraikh-Tropsha and r (m) (2) metrics. The color code analysis based on the obtained HQSAR model provided useful insights into the structural features of the training set for their bioactivity against MMP-12 and was useful for the design of some new not yet synthesized MMP-12 inhibitors.
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spelling pubmed-42735292015-01-08 A Predictive HQSAR Model for a Series of Tricycle Core Containing MMP-12 Inhibitors with Dibenzofuran Ring Shamsara, Jamal Shahir-Sadr, Ahmad Int J Med Chem Research Article MMP-12 is a member of matrix metalloproteinases (MMPs) family involved in pathogenesis of some inflammatory based diseases. Design of selective matrix MMPs inhibitors is still challenging because of binding pocket similarities among MMPs family. We tried to generate a HQSAR (hologram quantitative structure activity relationship) model for a series of MMP-12 inhibitors. Compounds in the series of inhibitors with reported biological activity against MMP-12 were used to construct a predictive HQSAR model for their inhibitory activity against MMP-12. The HQSAR model had statistically excellent properties and possessed good predictive ability for test set compounds. The HQSAR model was obtained for the 26 training set compounds showing cross-validated q (2) value of 0.697 and conventional r (2) value of 0.986. The model was then externally validated using a test set of 9 compounds and the predicted values were in good agreement with the experimental results (r (pred) (2) = 0.8733). Then, the external validity of the model was confirmed by Golbraikh-Tropsha and r (m) (2) metrics. The color code analysis based on the obtained HQSAR model provided useful insights into the structural features of the training set for their bioactivity against MMP-12 and was useful for the design of some new not yet synthesized MMP-12 inhibitors. Hindawi Publishing Corporation 2014 2014-12-07 /pmc/articles/PMC4273529/ /pubmed/25574392 http://dx.doi.org/10.1155/2014/630807 Text en Copyright © 2014 J. Shamsara and A. Shahir-Sadr. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Shamsara, Jamal
Shahir-Sadr, Ahmad
A Predictive HQSAR Model for a Series of Tricycle Core Containing MMP-12 Inhibitors with Dibenzofuran Ring
title A Predictive HQSAR Model for a Series of Tricycle Core Containing MMP-12 Inhibitors with Dibenzofuran Ring
title_full A Predictive HQSAR Model for a Series of Tricycle Core Containing MMP-12 Inhibitors with Dibenzofuran Ring
title_fullStr A Predictive HQSAR Model for a Series of Tricycle Core Containing MMP-12 Inhibitors with Dibenzofuran Ring
title_full_unstemmed A Predictive HQSAR Model for a Series of Tricycle Core Containing MMP-12 Inhibitors with Dibenzofuran Ring
title_short A Predictive HQSAR Model for a Series of Tricycle Core Containing MMP-12 Inhibitors with Dibenzofuran Ring
title_sort predictive hqsar model for a series of tricycle core containing mmp-12 inhibitors with dibenzofuran ring
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4273529/
https://www.ncbi.nlm.nih.gov/pubmed/25574392
http://dx.doi.org/10.1155/2014/630807
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