AmPair: automating housekeeping-gene primer design for species-level metataxonomics
Abstract
Amplicon sequencing of the 16S rRNA gene is the most widely used approach for profiling bacterial communities, but its taxonomic resolution is typically limited to the genus level. Many species carry multiple divergent 16S rRNA alleles that overlap across species boundaries, an ambiguity that even full-length, long-read sequencing cannot fully resolve. Shotgun metagenomics achieves species-level resolution but remains costly, particularly when only a single genus is of interest. Amplicon sequencing of rapidly evolving, protein-coding housekeeping genes offers a cost-effective alternative, yet no tool exists to identify suitable primer sets for a given target taxon. Here we present AmPair, a Snakemake pipeline that, given a target genus and one or more candidate housekeeping genes, designs and ranks primer pairs binding conserved regions while flanking a variable region capable of species-level discrimination, and validates them in silico across all available genomes. Using the genus Bacillus and the housekeeping gene tuf as a case study, the primer set recommended by AmPair amplified 99% of 2,392 genomes; only 0.04% carried multiple alleles and none showed inter-species allele overlap, compared with 91.41% and 69.49%, respectively, for the standard 16S rRNA V1-V9 region. Applied to a Bacillus community profiled by Nanopore sequencing, the same primers resolved closely related species. AmPair thus offers a generalizable and accessible route to species-level community profiling.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 0
- Organism
- Assay
- Research Focus
- Approach
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
- A novel long-amplicon rpoB primer pair for high resolution microbiome analysis at the species-level
Marc Venbrux, Sam Crauwels, Hans Rediers·bioRxiv·May 17, 2026
- Metagenomic profiling pipelines improve taxonomic classification for 16S amplicon sequencing data
Tyler Faits, Aubrey R. Odom-Mabey, … William Evan Johnson·bioRxiv·Jul 27, 2022
- Enhanced specificity of Bacillus metataxonomics using a tuf-targeted amplicon sequencing approach
X. Xu, L. J. D. Nielsen, … A. T. Kovacs·bioRxiv·May 28, 2023
- An in-depth, updated benchmark for 16S amplicon sequencing
Louis-Mael Gueguen, Alban Mathieu, … Arnaud Droit·bioRxiv·Aug 22, 2026
- KuafuPrimer: Machine learning empowers the design of 16S amplicon sequencing primers toward minimal bias for bacterial communities
Haoyu Zhang, Xiaoqing Jiang, … Huaiqiu Zhu·bioRxiv·Mar 31, 2026
- A novel barcoded nanopore sequencing workflow of high-quality, full-length bacterial 16S amplicons for taxonomic annotation of bacterial isolates and complex microbial communities
Julian Dommann, Jakob Kerbl-Knapp, … Pierre H. H. Schneeberger·mSystemsPeer-reviewed·Sep 10, 2024