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Structural Interface Parameters Are Discriminatory in Recognising Near-Native Poses of Protein-Protein Interactions

Interactions at the molecular level in the cellular environment play a very crucial role in maintaining the physiological functioning of the cell. These molecular interactions exist at varied levels viz. protein-protein interactions, protein-nucleic acid interactions or protein-small molecules inter...

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Detalles Bibliográficos
Autores principales: Malhotra, Sony, Sankar, Kannan, Sowdhamini, Ramanathan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3912216/
https://www.ncbi.nlm.nih.gov/pubmed/24498255
http://dx.doi.org/10.1371/journal.pone.0080255
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author Malhotra, Sony
Sankar, Kannan
Sowdhamini, Ramanathan
author_facet Malhotra, Sony
Sankar, Kannan
Sowdhamini, Ramanathan
author_sort Malhotra, Sony
collection PubMed
description Interactions at the molecular level in the cellular environment play a very crucial role in maintaining the physiological functioning of the cell. These molecular interactions exist at varied levels viz. protein-protein interactions, protein-nucleic acid interactions or protein-small molecules interactions. Presently in the field, these interactions and their mechanisms mark intensively studied areas. Molecular interactions can also be studied computationally using the approach named as Molecular Docking. Molecular docking employs search algorithms to predict the possible conformations for interacting partners and then calculates interaction energies. However, docking proposes number of solutions as different docked poses and hence offers a serious challenge to identify the native (or near native) structures from the pool of these docked poses. Here, we propose a rigorous scoring scheme called DockScore which can be used to rank the docked poses and identify the best docked pose out of many as proposed by docking algorithm employed. The scoring identifies the optimal interactions between the two protein partners utilising various features of the putative interface like area, short contacts, conservation, spatial clustering and the presence of positively charged and hydrophobic residues. DockScore was first trained on a set of 30 protein-protein complexes to determine the weights for different parameters. Subsequently, we tested the scoring scheme on 30 different protein-protein complexes and native or near-native structure were assigned the top rank from a pool of docked poses in 26 of the tested cases. We tested the ability of DockScore to discriminate likely dimer interactions that differ substantially within a homologous family and also demonstrate that DOCKSCORE can distinguish correct pose for all 10 recent CAPRI targets.
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spelling pubmed-39122162014-02-04 Structural Interface Parameters Are Discriminatory in Recognising Near-Native Poses of Protein-Protein Interactions Malhotra, Sony Sankar, Kannan Sowdhamini, Ramanathan PLoS One Research Article Interactions at the molecular level in the cellular environment play a very crucial role in maintaining the physiological functioning of the cell. These molecular interactions exist at varied levels viz. protein-protein interactions, protein-nucleic acid interactions or protein-small molecules interactions. Presently in the field, these interactions and their mechanisms mark intensively studied areas. Molecular interactions can also be studied computationally using the approach named as Molecular Docking. Molecular docking employs search algorithms to predict the possible conformations for interacting partners and then calculates interaction energies. However, docking proposes number of solutions as different docked poses and hence offers a serious challenge to identify the native (or near native) structures from the pool of these docked poses. Here, we propose a rigorous scoring scheme called DockScore which can be used to rank the docked poses and identify the best docked pose out of many as proposed by docking algorithm employed. The scoring identifies the optimal interactions between the two protein partners utilising various features of the putative interface like area, short contacts, conservation, spatial clustering and the presence of positively charged and hydrophobic residues. DockScore was first trained on a set of 30 protein-protein complexes to determine the weights for different parameters. Subsequently, we tested the scoring scheme on 30 different protein-protein complexes and native or near-native structure were assigned the top rank from a pool of docked poses in 26 of the tested cases. We tested the ability of DockScore to discriminate likely dimer interactions that differ substantially within a homologous family and also demonstrate that DOCKSCORE can distinguish correct pose for all 10 recent CAPRI targets. Public Library of Science 2014-02-03 /pmc/articles/PMC3912216/ /pubmed/24498255 http://dx.doi.org/10.1371/journal.pone.0080255 Text en © 2014 Malhotra et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Malhotra, Sony
Sankar, Kannan
Sowdhamini, Ramanathan
Structural Interface Parameters Are Discriminatory in Recognising Near-Native Poses of Protein-Protein Interactions
title Structural Interface Parameters Are Discriminatory in Recognising Near-Native Poses of Protein-Protein Interactions
title_full Structural Interface Parameters Are Discriminatory in Recognising Near-Native Poses of Protein-Protein Interactions
title_fullStr Structural Interface Parameters Are Discriminatory in Recognising Near-Native Poses of Protein-Protein Interactions
title_full_unstemmed Structural Interface Parameters Are Discriminatory in Recognising Near-Native Poses of Protein-Protein Interactions
title_short Structural Interface Parameters Are Discriminatory in Recognising Near-Native Poses of Protein-Protein Interactions
title_sort structural interface parameters are discriminatory in recognising near-native poses of protein-protein interactions
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3912216/
https://www.ncbi.nlm.nih.gov/pubmed/24498255
http://dx.doi.org/10.1371/journal.pone.0080255
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