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MBGC: Multiple Bacteria Genome Compressor
BACKGROUND: Genomes within the same species reveal large similarity, exploited by specialized multiple genome compressors. The existing algorithms and tools are however targeted at large, e.g., mammalian, genomes, and their performance on bacteria strains is rather moderate. RESULTS: In this work, w...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8848312/ https://www.ncbi.nlm.nih.gov/pubmed/35084032 http://dx.doi.org/10.1093/gigascience/giab099 |
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author | Grabowski, Szymon Kowalski, Tomasz M |
author_facet | Grabowski, Szymon Kowalski, Tomasz M |
author_sort | Grabowski, Szymon |
collection | PubMed |
description | BACKGROUND: Genomes within the same species reveal large similarity, exploited by specialized multiple genome compressors. The existing algorithms and tools are however targeted at large, e.g., mammalian, genomes, and their performance on bacteria strains is rather moderate. RESULTS: In this work, we propose MBGC, a specialized genome compressor making use of specific redundancy of bacterial genomes. Its characteristic features are finding both direct and reverse-complemented LZ-matches, as well as a careful management of a reference buffer in a multi-threaded implementation. Our tool is not only compression efficient but also fast. On a collection of 168,311 bacterial genomes, totalling 587 GB, we achieve a compression ratio of approximately a factor of 1,265 and compression (respectively decompression) speed of ∼1,580 MB/s (respectively 780 MB/s) using 8 hardware threads, on a computer with a 14-core/28-thread CPU and a fast SSD, being almost 3 times more succinct and >6 times faster in the compression than the next best competitor. |
format | Online Article Text |
id | pubmed-8848312 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-88483122022-02-17 MBGC: Multiple Bacteria Genome Compressor Grabowski, Szymon Kowalski, Tomasz M Gigascience Research BACKGROUND: Genomes within the same species reveal large similarity, exploited by specialized multiple genome compressors. The existing algorithms and tools are however targeted at large, e.g., mammalian, genomes, and their performance on bacteria strains is rather moderate. RESULTS: In this work, we propose MBGC, a specialized genome compressor making use of specific redundancy of bacterial genomes. Its characteristic features are finding both direct and reverse-complemented LZ-matches, as well as a careful management of a reference buffer in a multi-threaded implementation. Our tool is not only compression efficient but also fast. On a collection of 168,311 bacterial genomes, totalling 587 GB, we achieve a compression ratio of approximately a factor of 1,265 and compression (respectively decompression) speed of ∼1,580 MB/s (respectively 780 MB/s) using 8 hardware threads, on a computer with a 14-core/28-thread CPU and a fast SSD, being almost 3 times more succinct and >6 times faster in the compression than the next best competitor. Oxford University Press 2022-01-27 /pmc/articles/PMC8848312/ /pubmed/35084032 http://dx.doi.org/10.1093/gigascience/giab099 Text en © The Author(s) 2022. Published by Oxford University Press GigaScience. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Grabowski, Szymon Kowalski, Tomasz M MBGC: Multiple Bacteria Genome Compressor |
title | MBGC: Multiple Bacteria Genome Compressor |
title_full | MBGC: Multiple Bacteria Genome Compressor |
title_fullStr | MBGC: Multiple Bacteria Genome Compressor |
title_full_unstemmed | MBGC: Multiple Bacteria Genome Compressor |
title_short | MBGC: Multiple Bacteria Genome Compressor |
title_sort | mbgc: multiple bacteria genome compressor |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8848312/ https://www.ncbi.nlm.nih.gov/pubmed/35084032 http://dx.doi.org/10.1093/gigascience/giab099 |
work_keys_str_mv | AT grabowskiszymon mbgcmultiplebacteriagenomecompressor AT kowalskitomaszm mbgcmultiplebacteriagenomecompressor |