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Implementation of a Parallel Protein Structure Alignment Service on Cloud

Protein structure alignment has become an important strategy by which to identify evolutionary relationships between protein sequences. Several alignment tools are currently available for online comparison of protein structures. In this paper, we propose a parallel protein structure alignment servic...

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Detalles Bibliográficos
Autores principales: Hung, Che-Lun, Lin, Yaw-Ling
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3647543/
https://www.ncbi.nlm.nih.gov/pubmed/23671842
http://dx.doi.org/10.1155/2013/439681
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author Hung, Che-Lun
Lin, Yaw-Ling
author_facet Hung, Che-Lun
Lin, Yaw-Ling
author_sort Hung, Che-Lun
collection PubMed
description Protein structure alignment has become an important strategy by which to identify evolutionary relationships between protein sequences. Several alignment tools are currently available for online comparison of protein structures. In this paper, we propose a parallel protein structure alignment service based on the Hadoop distribution framework. This service includes a protein structure alignment algorithm, a refinement algorithm, and a MapReduce programming model. The refinement algorithm refines the result of alignment. To process vast numbers of protein structures in parallel, the alignment and refinement algorithms are implemented using MapReduce. We analyzed and compared the structure alignments produced by different methods using a dataset randomly selected from the PDB database. The experimental results verify that the proposed algorithm refines the resulting alignments more accurately than existing algorithms. Meanwhile, the computational performance of the proposed service is proportional to the number of processors used in our cloud platform.
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spelling pubmed-36475432013-05-13 Implementation of a Parallel Protein Structure Alignment Service on Cloud Hung, Che-Lun Lin, Yaw-Ling Int J Genomics Research Article Protein structure alignment has become an important strategy by which to identify evolutionary relationships between protein sequences. Several alignment tools are currently available for online comparison of protein structures. In this paper, we propose a parallel protein structure alignment service based on the Hadoop distribution framework. This service includes a protein structure alignment algorithm, a refinement algorithm, and a MapReduce programming model. The refinement algorithm refines the result of alignment. To process vast numbers of protein structures in parallel, the alignment and refinement algorithms are implemented using MapReduce. We analyzed and compared the structure alignments produced by different methods using a dataset randomly selected from the PDB database. The experimental results verify that the proposed algorithm refines the resulting alignments more accurately than existing algorithms. Meanwhile, the computational performance of the proposed service is proportional to the number of processors used in our cloud platform. Hindawi Publishing Corporation 2013 2013-03-25 /pmc/articles/PMC3647543/ /pubmed/23671842 http://dx.doi.org/10.1155/2013/439681 Text en Copyright © 2013 C.-L. Hung and Y.-L. Lin. 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
Hung, Che-Lun
Lin, Yaw-Ling
Implementation of a Parallel Protein Structure Alignment Service on Cloud
title Implementation of a Parallel Protein Structure Alignment Service on Cloud
title_full Implementation of a Parallel Protein Structure Alignment Service on Cloud
title_fullStr Implementation of a Parallel Protein Structure Alignment Service on Cloud
title_full_unstemmed Implementation of a Parallel Protein Structure Alignment Service on Cloud
title_short Implementation of a Parallel Protein Structure Alignment Service on Cloud
title_sort implementation of a parallel protein structure alignment service on cloud
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3647543/
https://www.ncbi.nlm.nih.gov/pubmed/23671842
http://dx.doi.org/10.1155/2013/439681
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