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SPUMONI 2: improved classification using a pangenome index of minimizer digests

Omar Ahmed, Massimiliano Rossi, Travis Gagie, Christina Boucher, Ben Langmead

2023Genome biology44 citationsDOIOpen Access PDF

Abstract

Abstract Genomics analyses use large reference sequence collections, like pangenomes or taxonomic databases. SPUMONI 2 is an efficient tool for sequence classification of both short and long reads. It performs multi-class classification using a novel sampled document array. By incorporating minimizers, SPUMONI 2’s index is 65 times smaller than minimap2’s for a mock community pangenome. SPUMONI 2 achieves a speed improvement of 3-fold compared to SPUMONI and 15-fold compared to minimap2. We show SPUMONI 2 achieves an advantageous mix of accuracy and efficiency in practical scenarios such as adaptive sampling, contamination detection and multi-class metagenomics classification.

Topics & Concepts

MetagenomicsBiologySequence (biology)Biological classificationComputational biologyClass (philosophy)GenomicsArtificial intelligencePattern recognition (psychology)Computer scienceGeneticsEvolutionary biologyGeneGenomeGenomics and Phylogenetic StudiesIdentification and Quantification in FoodGenetic diversity and population structure
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