bioRxivBioinformaticsPreprint
BugSeq 16S: NanoCLUST with Improved Consensus Sequence Classification
Abstract
NanoCLUST has enabled species-level taxonomic classification from noisy nanopore 16S sequencing data for BugSeqs users and the broader nanopore sequencing community. We noticed a high misclassification rate of NanoCLUST-derived consensus 16S sequences due to its use of BLAST top hit taxonomy assignment. We replaced the consensus sequence classifier of NanoCLUST with QIIME2s VSEARCH-based classifier to enable greater accuracy. We use mock microbial community and clinical 16S sequencing data to show that this replacement results in significantly improved nanopore 16S accuracy (over 5% recall and 19% precision), and make this new tool (BugSeq 16S) freely available for academic use at BugSeq.com/free.
- assay: metagenomics
- research focus: cell type annotation
- research focus: benchmarking
- research focus: database / resource
- research focus: software / tool
- approach: statistical model
- approach: machine learning (classical)
- Citations
- 10
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- BugSeq: a highly accurate cloud platform for long-read metagenomic analyses
Jeremy Fan, Steven Huang, Samuel D. Chorlton·BMC BioinformaticsPeer-reviewed·Mar 25, 2021
- NanoCLUST: a species-level analysis of 16S rRNA nanopore sequencing data
Hector Rodríguez‐Pérez, Laura Ciuffreda, Carlos Flores·BioinformaticsPeer-reviewed·Oct 5, 2020
- NanoVI: a Bayesian variational inference Nextflow pipelinefor species-level taxonomic classification from full-length16S rRNA Nanopore reads
Carolina Curiqueo, Francisco Fuentes-Santander, Juan Antonio Ugalde·bioRxiv·Mar 10, 2026
- Mandatory use of mock communities highlighted by the descriptive comparison of Epi2Me 16S and EMU bioinformatic workflows for full-length 16S rRNA Nanopore sequencing.
Fanie Shedleur-Bourguignon, William P. Thériault, Alexandre Thibodeau·bioRxiv·Aug 9, 2026
- INC-Seq: Accurate single molecule reads using nanopore sequencing
Chenhao Li, Kern Rei Chng, … Niranjan Nagarajan·GigasciencePeer-reviewed·Aug 2, 2016
- BugSplit: highly accurate taxonomic binning of metagenomic assemblies enables genome-resolved metagenomics
Induja Chandrakumar, Nick P.G. Gauthier, … Samuel D. Chorlton·Communications BiologyPeer-reviewed·Feb 22, 2022