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

Authors :
Song L
Langmead B
Source :
BioRxiv : the preprint server for biology [bioRxiv] 2023 Nov 17. Date of Electronic Publication: 2023 Nov 17.
Publication Year :
2023

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 :
2692-8205
Database :
MEDLINE
Journal :
BioRxiv : the preprint server for biology
Accession number :
38014029
Full Text :
https://doi.org/10.1101/2023.11.15.567129