ArticleBioinformatics (Oxford, England)2020
ganon: precise metagenomics classification against large and up-to-date sets of reference sequences.
Article in Bioinformatics (Oxford, England), 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 40 papers.
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Who cites it
40 citing papers in PubMed.
- Genestrip: exact and efficient read classification for selected groups of organisms.BMC bioinformatics · 2026Article
- LEMMIv2: benchmarking framework for metagenomic and 16S amplicon profilers with a catalogue of evaluated tools.Genome biology · 2026Article
- Shotgun metagenome sequencing and informatics can accurately form a metagenome-assembled genome (MAG) of the bacterial tier 1 select agentMicrobiology spectrum · 2026Article
- Deconvolving Phylogenetic Distance Mixtures.bioRxiv : the preprint server for biology · 2026Article
- MADRe: Strain-level metagenomic classification through assembly-driven database reduction.GigaScience · 2026Article
- HYMET: a hybrid metagenomic pipeline for accurate and efficient taxonomic classification.GigaScience · 2026Article
- GTDB release 10: a complete and systematic taxonomy for 715 230 bacterial and 17 245 archaeal genomes.Nucleic acids research · 2026Article
- ganon2: up-to-date and scalable metagenomics analysis.NAR genomics and bioinformatics · 2025Article
- Rapid species-level metagenome profiling and containment estimation with sylph.Nature biotechnology · 2025Article
- CAMI Benchmarking Portal: online evaluation and ranking of metagenomic software.Nucleic acids research · 2025Article
- Addressing the dynamic nature of reference data: a new nucleotide database for robust metagenomic classification.mSystems · 2025Article
- Alignment-free viral sequence classification at scale.BMC genomics · 2025Article
- A proposed workflow to robustly analyze bacterial transcripts in RNAseq data from extracellular vesicles.Frontiers in microbiology · 2025Article
- Sequencing-based analysis of microbiomes.Nature reviews. Genetics · 2024Review
- MNBC: a multithreaded Minimizer-based Naïve Bayes Classifier for improved metagenomic sequence classification.Bioinformatics (Oxford, England) · 2024Article
- Unveiling the microbial realm with VEBA 2.0: a modular bioinformatics suite for end-to-end genome-resolved prokaryotic, (micro)eukaryotic and viral multi-omics from either short- or long-read sequencing.Nucleic acids research · 2024Article
- Fast and space-efficient taxonomic classification of long reads with hierarchical interleaved XOR filters.Genome research · 2024Article
- The gut microbiome, resistome, and mycobiome in preterm newborn infants and mouse pups: lack of lasting effects by antimicrobial therapy or probiotic prophylaxis.Gut pathogens · 2024Article
- Application and Comparison of Machine Learning and Database-Based Methods in Taxonomic Classification of High-Throughput Sequencing Data.Genome biology and evolution · 2024Article
- Centrifuger: lossless compression of microbial genomes for efficient and accurate metagenomic sequence classification.Genome biology · 2024Article
Corrections and comments
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Authors and funding
5 authors.
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No grant is acknowledged in the PubMed record.
Abstract
motivationThe exponential growth of assembled genome sequences greatly benefits metagenomics studies. However, currently available methods struggle to manage the increasing amount of sequences and their frequent updates. Indexing the current RefSeq can take days and hundreds of GB of memory on large servers. Few methods address these issues thus far, and even though many can theoretically handle large amounts of references, time/memory requirements are prohibitive in practice. As a result, many studies that require sequence classification use often outdated and almost never truly up-to-date indices.
resultsMotivated by those limitations, we created ganon, a k-mer-based read classification tool that uses Interleaved Bloom Filters in conjunction with a taxonomic clustering and a k-mer counting/filtering scheme. Ganon provides an efficient method for indexing references, keeping them updated. It requires <55 min to index the complete RefSeq of bacteria, archaea, fungi and viruses. The tool can further keep these indices up-to-date in a fraction of the time necessary to create them. Ganon makes it possible to query against very large reference sets and therefore it classifies significantly more reads and identifies more species than similar methods. When classifying a high-complexity CAMI challenge dataset against complete genomes from RefSeq, ganon shows strongly increased precision with equal or better sensitivity compared with state-of-the-art tools. With the same dataset against the complete RefSeq, ganon improved the F1-score by 65% at the genus level. It supports taxonomy- and assembly-level classification, multiple indices and hierarchical classification. AVAILABILITY AND IMPLEMENTATION: The software is open-source and available at: https://gitlab.com/rki_bioinformatics/ganon. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.
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