AMRgen: an R package for antimicrobial resistance genotype-phenotype analysis
Authors:
- Kathryn E. HoltKHKathryn E. Holt
- Silvia ArgimónSASilvia Argimón
- Domnique L. ChaputDCDomnique L. Chaput
- Natacha CoutoNCNatacha Couto
- Zoe A. DysonZDZoe A. Dyson
- Ebenezer Foster-NyarkoEFEbenezer Foster-Nyarko
- Jane HawkeyJHJane Hawkey
- Gwenan M. KnightGKGwenan M. Knight
- Dorottya NagyDNDorottya Nagy
- Arjun B. PrasadAPArjun B. Prasad
- Leonor Sánchez-BusóLeonor Sánchez-Busó
Preprint
Abstract
Microbial whole-genome sequence data is now generated at scale, including to support antimicrobial resistance (AMR) surveillance and understand resistance mechanisms, yet analytical infrastructure for systematically linking AMR genotypes to measured phenotypes remains fragmented. Here we present AMRgen , an R package to support systematic AMR genotype-phenotype analysis. AMRgen imports and harmonises genotypic data from common bioinformatics tools, alongside phenotypic data from automated antimicrobial susceptibility testing instruments and public repositories. It supports common analyses linking data to reference distributions, modelling associations, quantifying concordance, and producing publication-ready visualisations including UpSet plots that jointly display genotypic marker combination frequencies and associated phenotypic distributions. We demonstrate AMRgen ’s utility using publicly available surveillance data for World Health Organization priority AMR pathogens, Neisseria gonorrhoeae, Klebsiella pneumoniae, Escherichia coli and Salmonella enterica. AMRgen , available free and open-source at https://AMRgen.org , provides a reproducible end-to-end foundation for genotype-phenotype research in AMR genomics, clinical microbiology, and public health surveillance.Keywords
Funding Information
- UK Research and Innovation (MR/W030578/1)
- UK Research and Innovation (SIPF 36348)
This publication has 43 references indexed in Scilit:
- The recent introduction of mosaic mtr-carrying Neisseria gonorrhoeae lineages boosts local transmissionClinical Microbiology and Infection, 2026
- Estimating the association of antimicrobial resistance genes with minimum inhibitory concentration in Escherichia coli: an observational studyThe Lancet Microbe, 2025
- Antibiotic resistance determination using Enterococcus faecium whole-genome sequences: a diagnostic accuracy study using genotypic and phenotypic dataThe Lancet Microbe, 2024
- Evidence review and recommendations for the implementation of genomics for antimicrobial resistance surveillance: reports from an international expert groupThe Lancet Microbe, 2023
- Europe-wide expansion and eradication of multidrug-resistant Neisseria gonorrhoeae lineages: a genomic surveillance studyThe Lancet Microbe, 2022
- How to: ECOFFs—the why, the how, and the don'ts of EUCAST epidemiological cutoff valuesClinical Microbiology and Infection, 2022
- Public health surveillance of multidrug-resistant clones of Neisseria gonorrhoeae in Europe: a genomic surveyThe Lancet Infectious Diseases, 2018
- Trends in antimicrobial resistance in bloodstream infection isolates at a large urban hospital in Malawi (1998–2016): a surveillance studyThe Lancet Infectious Diseases, 2017
- Occurrence of carbapenemase-producing Klebsiella pneumoniae and Escherichia coli in the European survey of carbapenemase-producing Enterobacteriaceae (EuSCAPE): a prospective, multinational studyThe Lancet Infectious Diseases, 2017
- The role of whole genome sequencing in antimicrobial susceptibility testing of bacteria: report from the EUCAST SubcommitteeClinical Microbiology and Infection, 2017