ArticlePLoS biology2021
Exploring bacterial diversity via a curated and searchable snapshot of archived DNA sequences.
Article in PLoS biology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 82 papers.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
82 citing papers in PubMed.
- Efficient sequence alignment against millions of prokaryotic genomes with LexicMap.Nature biotechnology · 2026Article
- Phylo-Plex: a phylogenetically informed, low-cost amplicon sequencing platform for deployable high-resolution genomic epidemiology.Nature communications · 2026Article
- AllTheBacteria: a community resource empowers biology and discovers novel peptide antibiotics.bioRxiv : the preprint server for biology · 2026Article
- Abiotic sources of fixed nitrogen sustained early ecosystems for several hundred million years after the origin of life.Science advances · 2026Article
- Identification of transporter-dependent capsular loci associated with the invasive potential of Escherichia coli.Nature microbiology · 2026Article
- chewBBACA 3: lowering the barrier for scalable and detailed whole- and core-genome multilocus sequence typing.Genome medicine · 2026Article
- Identification of Phage RNA Polymerases That Minimize Double-Stranded RNA By-Product Formation and Their Characterization via In Vitro Transcription.Microorganisms · 2026Article
- gplasCC: classification and recovery of plasmids from short-read sequencing data for any bacterial species.NAR genomics and bioinformatics · 2026Article
- Evolutionary constraints on RNA polymerase gene positioning in the genome of fast-growing bacteria.Nucleic acids research · 2026Article
- Aeromonas in South Asia: genomic insights into an environmental pathogen and reservoir of antimicrobial resistance.Nature communications · 2026Article
- MBGC2: Boosting compression via efficient encoding of approximate matches in genome collections.GigaScience · 2026Article
- The Yeh pilus adhesin is equipped with an α-helical flap motif, which contributes to pectin adherence.Science advances · 2026Article
- Towards a holistic epidemiology ofFrontiers in bioinformatics · 2026Article
- FroM Superstring to Indexing: a space-efficient index for unconstrainedBioinformatics advances · 2026Article
- Genome graphs reveal the importance of structural variation in Mycobacterium tuberculosis evolution and drug resistance.Nature communications · 2025Article
- The Kocurious case of Noodlococcus: genomic insights intoMicrobial genomics · 2025Article
- Machine learning and statistical inference in microbial population genomics.Genome biology · 2025Review
- Intraspecies associations from strain-rich metagenome samples.Cell reports · 2025Article
- Vaccination with Acinetobacter baumannii adhesin Abp2D provides protection against catheter-associated urinary tract infection.Nature communications · 2025Article
- Global dissemination of npmA mediated pan-aminoglycoside resistance via a mobile genetic element in Gram-positive bacteria.Nature communications · 2025Article
22 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
8 authors.
Funding
Abstract
The open sharing of genomic data provides an incredibly rich resource for the study of bacterial evolution and function and even anthropogenic activities such as the widespread use of antimicrobials. However, these data consist of genomes assembled with different tools and levels of quality checking, and of large volumes of completely unprocessed raw sequence data. In both cases, considerable computational effort is required before biological questions can be addressed. Here, we assembled and characterised 661,405 bacterial genomes retrieved from the European Nucleotide Archive (ENA) in November of 2018 using a uniform standardised approach. Of these, 311,006 did not previously have an assembly. We produced a searchable COmpact Bit-sliced Signature (COBS) index, facilitating the easy interrogation of the entire dataset for a specific sequence (e.g., gene, mutation, or plasmid). Additional MinHash and pp-sketch indices support genome-wide comparisons and estimations of genomic distance. Combined, this resource will allow data to be easily subset and searched, phylogenetic relationships between genomes to be quickly elucidated, and hypotheses rapidly generated and tested. We believe that this combination of uniform processing and variety of search/filter functionalities will make this a resource of very wide utility. In terms of diversity within the data, a breakdown of the 639,981 high-quality genomes emphasised the uneven species composition of the ENA/public databases, with just 20 of the total 2,336 species making up 90% of the genomes. The overrepresented species tend to be acute/common human pathogens, aligning with research priorities at different levels from individual interests to funding bodies and national and global public health agencies.
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