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

Authors :
Li Song
Ben Langmead
Source :
Genome Biology, Vol 25, Iss 1, Pp 1-21 (2024)
Publication Year :
2024
Publisher :
BMC, 2024.

Abstract

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.

Details

Language :
English
ISSN :
1474760X
Volume :
25
Issue :
1
Database :
Directory of Open Access Journals
Journal :
Genome Biology
Publication Type :
Academic Journal
Accession number :
edsdoj.5be3381339a04fabb1c14e1cb01f84ee
Document Type :
article
Full Text :
https://doi.org/10.1186/s13059-024-03244-4