ArticlemSystems2025
Addressing the dynamic nature of reference data: a new nucleotide database for robust metagenomic classification.
Article in mSystems, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed.
- Exploring the Quality of Historic DNA From Pinned Beetles.Ecology and evolution · 2026Article
- Meta2DB: curated shotgun metagenomic feature sets and metadata for health state prediction.Bioinformatics (Oxford, England) · 2026Article
- Metagenomic sequencing identifies potential respiratory pathogens in PCR-negative subset of surveillance samples.Scientific reports · 2026Article
- Microbiome dynamics in the congregate environment of U.S. Army Infantry training.Microbiology spectrum · 2026Article
- PUDU (pipeline for universal diversity unveiling): an accessible end-to-end workflow for taxonomic profiling and ecological visualization of environmental microbiomes across amplicon, shotgun, and long-read sequencing.Frontiers in bioinformatics · 2026Article
- A framework of Microbial Genomic Database for clinical metagenomic pathogen diagnosis: development and multi-cohort evaluation.Frontiers in cellular and infection microbiology · 2026Article
- Coastal gradients and human disturbance shape bacterial and fungal rhizosphere microbiomes ofFrontiers in microbiology · 2026Article
- Field expedient stool collection methods for gut microbiome analysis in deployed military environments.mSphere · 2025Article
- Beyond microbial abundance: metadata integration enhances disease prediction in human microbiome studies.Frontiers in microbiology · 2025Article
Corrections and comments
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Authors and funding
8 authors.
Funding
Abstract
Accurate metagenomic classification relies on comprehensive, up-to-date, and validated reference databases. While the NCBI BLAST Nucleotide (nt) database, encompassing a vast collection of sequences from all domains of life, represents an invaluable resource, its massive size-currently exceeding 10 IMPORTANCE: Accurately identifying the diverse microbes present in a sample, whether from the human gut, a soil sample, or a crime scene, is crucial for fields ranging from medicine to environmental science. Researchers rely on comprehensive DNA databases to match sequenced DNA fragments to known microbial species. However, the widely used NCBI nt database, while vast, poses significant challenges. Its massive size makes it difficult for many researchers to use effectively with taxonomic classifiers, and inconsistencies and contamination within the database can impact the accuracy of microbial identification. This work addresses these challenges by providing cleaned, updated, and validated nt-based databases specifically optimized for the widely used Centrifuge classification tool. This new resource demonstrably reduces errors and improves the reliability of microbial identification across diverse taxonomic groups. Moreover, by providing readily usable indexes, we overcome the size barrier, enabling researchers to leverage the full potential of the nt database for metagenomic analysis. Our findings underscore the need to treat reference databases as dynamic entities, emphasizing continuous quality control and versioning as essential practices for robust and reproducible metagenomics research.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.