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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Biophysical Society of Japan (BSJ)
2016
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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 |
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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 |