Interactions between Activin-Like Kinase 5 (ALK5) receptor and its inhibitors and the construction of a Docking Descriptor-Based QSAR model

Detalhes bibliográficos
Autor(a) principal: Ebrahimi,Malihe
Data de Publicação: 2012
Outros Autores: Khayamian,Taghi, Gharaghani,Sajjad
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Journal of the Brazilian Chemical Society (Online)
Texto Completo: http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0103-50532012001100013
Resumo: In this study, molecular docking and molecular dynamics (MD) simulations were conducted to investigate both the binding site and interactions of 61 inhibitors with activin-like kinase-5 (ALK5) receptor. A MD simulation was performed on the receptor to obtain receptor conformation in a water environment. Docking analysis revealed that hydrophobic and hydrogen bonding interactions play important roles in ALK5-inhibitor complex. These interactions were confirmed by X-ray crystallography. Furthermore, to study receptor conformation stability, a second MD simulation on complex was performed in an aqueous environment. Radius of gyration for complex showed that the ALK5 conformation did not change in the presence of the inhibitor. 134 descriptors emerging from docking and molecular structure were calculated and the most feasible ones were used in quantitative structure -activity relationships (QSAR). The LS-SVR (least squares support vector regression) gave reliable model with Q² = 0.837 and R = 0.917. Finally, the types of interactions and properties of the descriptors were used to propose new inhibitors.
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spelling Interactions between Activin-Like Kinase 5 (ALK5) receptor and its inhibitors and the construction of a Docking Descriptor-Based QSAR modelALK5dockingmolecular dynamics simulationleast squares support vector regressionQSARIn this study, molecular docking and molecular dynamics (MD) simulations were conducted to investigate both the binding site and interactions of 61 inhibitors with activin-like kinase-5 (ALK5) receptor. A MD simulation was performed on the receptor to obtain receptor conformation in a water environment. Docking analysis revealed that hydrophobic and hydrogen bonding interactions play important roles in ALK5-inhibitor complex. These interactions were confirmed by X-ray crystallography. Furthermore, to study receptor conformation stability, a second MD simulation on complex was performed in an aqueous environment. Radius of gyration for complex showed that the ALK5 conformation did not change in the presence of the inhibitor. 134 descriptors emerging from docking and molecular structure were calculated and the most feasible ones were used in quantitative structure -activity relationships (QSAR). The LS-SVR (least squares support vector regression) gave reliable model with Q² = 0.837 and R = 0.917. Finally, the types of interactions and properties of the descriptors were used to propose new inhibitors.Sociedade Brasileira de Química2012-11-01info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersiontext/htmlhttp://old.scielo.br/scielo.php?script=sci_arttext&pid=S0103-50532012001100013Journal of the Brazilian Chemical Society v.23 n.11 2012reponame:Journal of the Brazilian Chemical Society (Online)instname:Sociedade Brasileira de Química (SBQ)instacron:SBQ10.1590/S0103-50532012005000082info:eu-repo/semantics/openAccessEbrahimi,MaliheKhayamian,TaghiGharaghani,Sajjadeng2013-01-03T00:00:00Zoai:scielo:S0103-50532012001100013Revistahttp://jbcs.sbq.org.brONGhttps://old.scielo.br/oai/scielo-oai.php||office@jbcs.sbq.org.br1678-47900103-5053opendoar:2013-01-03T00:00Journal of the Brazilian Chemical Society (Online) - Sociedade Brasileira de Química (SBQ)false
dc.title.none.fl_str_mv Interactions between Activin-Like Kinase 5 (ALK5) receptor and its inhibitors and the construction of a Docking Descriptor-Based QSAR model
title Interactions between Activin-Like Kinase 5 (ALK5) receptor and its inhibitors and the construction of a Docking Descriptor-Based QSAR model
spellingShingle Interactions between Activin-Like Kinase 5 (ALK5) receptor and its inhibitors and the construction of a Docking Descriptor-Based QSAR model
Ebrahimi,Malihe
ALK5
docking
molecular dynamics simulation
least squares support vector regression
QSAR
title_short Interactions between Activin-Like Kinase 5 (ALK5) receptor and its inhibitors and the construction of a Docking Descriptor-Based QSAR model
title_full Interactions between Activin-Like Kinase 5 (ALK5) receptor and its inhibitors and the construction of a Docking Descriptor-Based QSAR model
title_fullStr Interactions between Activin-Like Kinase 5 (ALK5) receptor and its inhibitors and the construction of a Docking Descriptor-Based QSAR model
title_full_unstemmed Interactions between Activin-Like Kinase 5 (ALK5) receptor and its inhibitors and the construction of a Docking Descriptor-Based QSAR model
title_sort Interactions between Activin-Like Kinase 5 (ALK5) receptor and its inhibitors and the construction of a Docking Descriptor-Based QSAR model
author Ebrahimi,Malihe
author_facet Ebrahimi,Malihe
Khayamian,Taghi
Gharaghani,Sajjad
author_role author
author2 Khayamian,Taghi
Gharaghani,Sajjad
author2_role author
author
dc.contributor.author.fl_str_mv Ebrahimi,Malihe
Khayamian,Taghi
Gharaghani,Sajjad
dc.subject.por.fl_str_mv ALK5
docking
molecular dynamics simulation
least squares support vector regression
QSAR
topic ALK5
docking
molecular dynamics simulation
least squares support vector regression
QSAR
description In this study, molecular docking and molecular dynamics (MD) simulations were conducted to investigate both the binding site and interactions of 61 inhibitors with activin-like kinase-5 (ALK5) receptor. A MD simulation was performed on the receptor to obtain receptor conformation in a water environment. Docking analysis revealed that hydrophobic and hydrogen bonding interactions play important roles in ALK5-inhibitor complex. These interactions were confirmed by X-ray crystallography. Furthermore, to study receptor conformation stability, a second MD simulation on complex was performed in an aqueous environment. Radius of gyration for complex showed that the ALK5 conformation did not change in the presence of the inhibitor. 134 descriptors emerging from docking and molecular structure were calculated and the most feasible ones were used in quantitative structure -activity relationships (QSAR). The LS-SVR (least squares support vector regression) gave reliable model with Q² = 0.837 and R = 0.917. Finally, the types of interactions and properties of the descriptors were used to propose new inhibitors.
publishDate 2012
dc.date.none.fl_str_mv 2012-11-01
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0103-50532012001100013
url http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0103-50532012001100013
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 10.1590/S0103-50532012005000082
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv text/html
dc.publisher.none.fl_str_mv Sociedade Brasileira de Química
publisher.none.fl_str_mv Sociedade Brasileira de Química
dc.source.none.fl_str_mv Journal of the Brazilian Chemical Society v.23 n.11 2012
reponame:Journal of the Brazilian Chemical Society (Online)
instname:Sociedade Brasileira de Química (SBQ)
instacron:SBQ
instname_str Sociedade Brasileira de Química (SBQ)
instacron_str SBQ
institution SBQ
reponame_str Journal of the Brazilian Chemical Society (Online)
collection Journal of the Brazilian Chemical Society (Online)
repository.name.fl_str_mv Journal of the Brazilian Chemical Society (Online) - Sociedade Brasileira de Química (SBQ)
repository.mail.fl_str_mv ||office@jbcs.sbq.org.br
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