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BUSZ: compressed BUS files
SUMMARY: We describe a compression scheme for BUS files and an implementation of the algorithm in the BUStools software. Our compression algorithm yields smaller file sizes than gzip, at significantly faster compression and decompression speeds. We evaluated our algorithm on 533 BUS files from scRNA...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10185401/ https://www.ncbi.nlm.nih.gov/pubmed/37129540 http://dx.doi.org/10.1093/bioinformatics/btad295 |
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author | Einarsson, Pétur Helgi Melsted, Páll |
author_facet | Einarsson, Pétur Helgi Melsted, Páll |
author_sort | Einarsson, Pétur Helgi |
collection | PubMed |
description | SUMMARY: We describe a compression scheme for BUS files and an implementation of the algorithm in the BUStools software. Our compression algorithm yields smaller file sizes than gzip, at significantly faster compression and decompression speeds. We evaluated our algorithm on 533 BUS files from scRNA-seq experiments with a total size of 1TB. Our compression is 2.2× faster than the fastest gzip option 35% slower than the fastest zstd option and results in 1.5× smaller files than both methods. This amounts to an 8.3× reduction in the file size, resulting in a compressed size of 122GB for the dataset. AVAILABILITY AND IMPLEMENTATION: A complete description of the format is available at https://github.com/BUStools/BUSZ-format and an implementation at https://github.com/BUStools/bustools. The code to reproduce the results of this article is available at https://github.com/pmelsted/BUSZ_paper. |
format | Online Article Text |
id | pubmed-10185401 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-101854012023-05-16 BUSZ: compressed BUS files Einarsson, Pétur Helgi Melsted, Páll Bioinformatics Applications Note SUMMARY: We describe a compression scheme for BUS files and an implementation of the algorithm in the BUStools software. Our compression algorithm yields smaller file sizes than gzip, at significantly faster compression and decompression speeds. We evaluated our algorithm on 533 BUS files from scRNA-seq experiments with a total size of 1TB. Our compression is 2.2× faster than the fastest gzip option 35% slower than the fastest zstd option and results in 1.5× smaller files than both methods. This amounts to an 8.3× reduction in the file size, resulting in a compressed size of 122GB for the dataset. AVAILABILITY AND IMPLEMENTATION: A complete description of the format is available at https://github.com/BUStools/BUSZ-format and an implementation at https://github.com/BUStools/bustools. The code to reproduce the results of this article is available at https://github.com/pmelsted/BUSZ_paper. Oxford University Press 2023-05-02 /pmc/articles/PMC10185401/ /pubmed/37129540 http://dx.doi.org/10.1093/bioinformatics/btad295 Text en © The Author(s) 2023. Published by Oxford University Press. 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 | Applications Note Einarsson, Pétur Helgi Melsted, Páll BUSZ: compressed BUS files |
title | BUSZ: compressed BUS files |
title_full | BUSZ: compressed BUS files |
title_fullStr | BUSZ: compressed BUS files |
title_full_unstemmed | BUSZ: compressed BUS files |
title_short | BUSZ: compressed BUS files |
title_sort | busz: compressed bus files |
topic | Applications Note |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10185401/ https://www.ncbi.nlm.nih.gov/pubmed/37129540 http://dx.doi.org/10.1093/bioinformatics/btad295 |
work_keys_str_mv | AT einarssonpeturhelgi buszcompressedbusfiles AT melstedpall buszcompressedbusfiles |