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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2013
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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. |
format | Online Article Text |
id | pubmed-3647543 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT hungchelun implementationofaparallelproteinstructurealignmentserviceoncloud AT linyawling implementationofaparallelproteinstructurealignmentserviceoncloud |