Cargando…

Effects of the difference in similarity measures on the comparison of ligand-binding pockets using a reduced vector representation of pockets

Comprehensive analysis and comparison of protein ligand-binding pockets are important to predict the ligands which bind to parts of putative ligand binding pockets. Because of the recent increase of protein structure information, such analysis demands a fast and efficient method for comparing ligand...

Descripción completa

Detalles Bibliográficos
Autores principales: Nakamura, Tsukasa, Tomii, Kentaro
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Biophysical Society of Japan (BSJ) 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5042158/
https://www.ncbi.nlm.nih.gov/pubmed/27924268
http://dx.doi.org/10.2142/biophysico.13.0_139
_version_ 1782456556295553024
author Nakamura, Tsukasa
Tomii, Kentaro
author_facet Nakamura, Tsukasa
Tomii, Kentaro
author_sort Nakamura, Tsukasa
collection PubMed
description Comprehensive analysis and comparison of protein ligand-binding pockets are important to predict the ligands which bind to parts of putative ligand binding pockets. Because of the recent increase of protein structure information, such analysis demands a fast and efficient method for comparing ligand binding pockets. Previously we proposed a fast alignment-free method based on a simple representation of a ligand binding pocket with one 11-dimensional vector, which is suitable for such analysis. Based on that method, we conducted this study to expand and revise similarity measures of binding pockets and to investigate the effects of those modifications with two datasets for improving the ability to detect similar binding pockets. The new method exhibits higher detection performance of similar binding pockets than the previous methods and another existing accurate alignment-dependent method: APoc. Results also show that the effects of the modifications depend on the difficulty of the dataset, implying some avenues for methods of improvement.
format Online
Article
Text
id pubmed-5042158
institution National Center for Biotechnology Information
language English
publishDate 2016
publisher The Biophysical Society of Japan (BSJ)
record_format MEDLINE/PubMed
spelling pubmed-50421582016-12-06 Effects of the difference in similarity measures on the comparison of ligand-binding pockets using a reduced vector representation of pockets Nakamura, Tsukasa Tomii, Kentaro Biophys Physicobiol Regular Article Comprehensive analysis and comparison of protein ligand-binding pockets are important to predict the ligands which bind to parts of putative ligand binding pockets. Because of the recent increase of protein structure information, such analysis demands a fast and efficient method for comparing ligand binding pockets. Previously we proposed a fast alignment-free method based on a simple representation of a ligand binding pocket with one 11-dimensional vector, which is suitable for such analysis. Based on that method, we conducted this study to expand and revise similarity measures of binding pockets and to investigate the effects of those modifications with two datasets for improving the ability to detect similar binding pockets. The new method exhibits higher detection performance of similar binding pockets than the previous methods and another existing accurate alignment-dependent method: APoc. Results also show that the effects of the modifications depend on the difficulty of the dataset, implying some avenues for methods of improvement. The Biophysical Society of Japan (BSJ) 2016-07-14 /pmc/articles/PMC5042158/ /pubmed/27924268 http://dx.doi.org/10.2142/biophysico.13.0_139 Text en © 2016 The Biophysical Society of Japan 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 work is properly cited.
spellingShingle Regular Article
Nakamura, Tsukasa
Tomii, Kentaro
Effects of the difference in similarity measures on the comparison of ligand-binding pockets using a reduced vector representation of pockets
title Effects of the difference in similarity measures on the comparison of ligand-binding pockets using a reduced vector representation of pockets
title_full Effects of the difference in similarity measures on the comparison of ligand-binding pockets using a reduced vector representation of pockets
title_fullStr Effects of the difference in similarity measures on the comparison of ligand-binding pockets using a reduced vector representation of pockets
title_full_unstemmed Effects of the difference in similarity measures on the comparison of ligand-binding pockets using a reduced vector representation of pockets
title_short Effects of the difference in similarity measures on the comparison of ligand-binding pockets using a reduced vector representation of pockets
title_sort effects of the difference in similarity measures on the comparison of ligand-binding pockets using a reduced vector representation of pockets
topic Regular Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5042158/
https://www.ncbi.nlm.nih.gov/pubmed/27924268
http://dx.doi.org/10.2142/biophysico.13.0_139
work_keys_str_mv AT nakamuratsukasa effectsofthedifferenceinsimilaritymeasuresonthecomparisonofligandbindingpocketsusingareducedvectorrepresentationofpockets
AT tomiikentaro effectsofthedifferenceinsimilaritymeasuresonthecomparisonofligandbindingpocketsusingareducedvectorrepresentationofpockets