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Centrifuger: lossless compression of microbial genomes for efficient and accurate metagenomic sequence classification.

Authors :
Song L
Langmead B
Source :
Genome biology [Genome Biol] 2024 Apr 25; Vol. 25 (1), pp. 106. Date of Electronic Publication: 2024 Apr 25.
Publication Year :
2024

Abstract

Centrifuger is an efficient taxonomic classification method that compares sequencing reads against a microbial genome database. In Centrifuger, the Burrows-Wheeler transformed genome sequences are losslessly compressed using a novel scheme called run-block compression. Run-block compression achieves sublinear space complexity and is effective at compressing diverse microbial databases like RefSeq while supporting fast rank queries. Combining this compression method with other strategies for compacting the Ferragina-Manzini (FM) index, Centrifuger reduces the memory footprint by half compared to other FM-index-based approaches. Furthermore, the lossless compression and the unconstrained match length help Centrifuger achieve greater accuracy than competing methods at lower taxonomic levels.<br /> (© 2024. The Author(s).)

Details

Language :
English
ISSN :
1474-760X
Volume :
25
Issue :
1
Database :
MEDLINE
Journal :
Genome biology
Publication Type :
Academic Journal
Accession number :
38664753
Full Text :
https://doi.org/10.1186/s13059-024-03244-4