Cargando…

On-Demand Indexing for Referential Compression of DNA Sequences

The decreasing costs of genome sequencing is creating a demand for scalable storage and processing tools and techniques to deal with the large amounts of generated data. Referential compression is one of these techniques, in which the similarity between the DNA of organisms of the same or an evoluti...

Descripción completa

Detalles Bibliográficos
Autores principales: Alves, Fernando, Cogo, Vinicius, Wandelt, Sebastian, Leser, Ulf, Bessani, Alysson
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4493149/
https://www.ncbi.nlm.nih.gov/pubmed/26146838
http://dx.doi.org/10.1371/journal.pone.0132460
_version_ 1782379875652337664
author Alves, Fernando
Cogo, Vinicius
Wandelt, Sebastian
Leser, Ulf
Bessani, Alysson
author_facet Alves, Fernando
Cogo, Vinicius
Wandelt, Sebastian
Leser, Ulf
Bessani, Alysson
author_sort Alves, Fernando
collection PubMed
description The decreasing costs of genome sequencing is creating a demand for scalable storage and processing tools and techniques to deal with the large amounts of generated data. Referential compression is one of these techniques, in which the similarity between the DNA of organisms of the same or an evolutionary close species is exploited to reduce the storage demands of genome sequences up to 700 times. The general idea is to store in the compressed file only the differences between the to-be-compressed and a well-known reference sequence. In this paper, we propose a method for improving the performance of referential compression by removing the most costly phase of the process, the complete reference indexing. Our approach, called On-Demand Indexing (ODI) compresses human chromosomes five to ten times faster than other state-of-the-art tools (on average), while achieving similar compression ratios.
format Online
Article
Text
id pubmed-4493149
institution National Center for Biotechnology Information
language English
publishDate 2015
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-44931492015-07-15 On-Demand Indexing for Referential Compression of DNA Sequences Alves, Fernando Cogo, Vinicius Wandelt, Sebastian Leser, Ulf Bessani, Alysson PLoS One Research Article The decreasing costs of genome sequencing is creating a demand for scalable storage and processing tools and techniques to deal with the large amounts of generated data. Referential compression is one of these techniques, in which the similarity between the DNA of organisms of the same or an evolutionary close species is exploited to reduce the storage demands of genome sequences up to 700 times. The general idea is to store in the compressed file only the differences between the to-be-compressed and a well-known reference sequence. In this paper, we propose a method for improving the performance of referential compression by removing the most costly phase of the process, the complete reference indexing. Our approach, called On-Demand Indexing (ODI) compresses human chromosomes five to ten times faster than other state-of-the-art tools (on average), while achieving similar compression ratios. Public Library of Science 2015-07-06 /pmc/articles/PMC4493149/ /pubmed/26146838 http://dx.doi.org/10.1371/journal.pone.0132460 Text en © 2015 Alves 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
Alves, Fernando
Cogo, Vinicius
Wandelt, Sebastian
Leser, Ulf
Bessani, Alysson
On-Demand Indexing for Referential Compression of DNA Sequences
title On-Demand Indexing for Referential Compression of DNA Sequences
title_full On-Demand Indexing for Referential Compression of DNA Sequences
title_fullStr On-Demand Indexing for Referential Compression of DNA Sequences
title_full_unstemmed On-Demand Indexing for Referential Compression of DNA Sequences
title_short On-Demand Indexing for Referential Compression of DNA Sequences
title_sort on-demand indexing for referential compression of dna sequences
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4493149/
https://www.ncbi.nlm.nih.gov/pubmed/26146838
http://dx.doi.org/10.1371/journal.pone.0132460
work_keys_str_mv AT alvesfernando ondemandindexingforreferentialcompressionofdnasequences
AT cogovinicius ondemandindexingforreferentialcompressionofdnasequences
AT wandeltsebastian ondemandindexingforreferentialcompressionofdnasequences
AT leserulf ondemandindexingforreferentialcompressionofdnasequences
AT bessanialysson ondemandindexingforreferentialcompressionofdnasequences