bioRxivMicrobiology
Towards a general model for predicting minimal metal concentrations co-selecting for antibiotic resistance plasmids
S. Arya, A. Williams, S. Vazquez Reina, C. W. Knapp, J.-U. Kreft, J. L. Hobman, D. J. Stekel
Abstract
Many antibiotic resistance genes co-occur with resistance genes for transition metals, such as copper, zinc, or mercury. In some environments, a positive correlation between high metal concentration and high abundance of antibiotic resistance genes has been observed, suggesting co-selection due to metal presence. Of particular concern is the use of copper and zinc in animal husbandry, leading to potential co-selection for antibiotic resistance in animal gut microbiomes, slurry, manure, or amended soils. For antibiotics, predicted no effect concentrations have been derived from laboratory measured minimum inhibitory concentrations and some minimal selective concentrations have been investigated in environmental settings. However, minimal co-selection concentrations for metals are difficult to identify. Here, we use mathematical modelling to provide a general mechanistic framework to predict minimal co-selective concentrations for metals, given knowledge of their toxicity at different concentrations. We apply the method to copper (Cu), Zinc (Zn), mercury (Hg), lead (Pb) and silver (Ag), predicting their minimum co-selective concentrations in mg/L (Cu: 5.5, Zn: 1.6, Hg: 0.0156, Pb: 21.5, Ag: 0.152). To exemplify use of these thresholds, we consider metal concentrations from slurry and slurry-amended soil from a UK dairy farm that uses copper and zinc as additives for feed and antimicrobial footbath: the slurry is predicted to be co-selective, but not the slurry-amended soil. This modelling framework could be used as the basis for defining standards to mitigate risks of antimicrobial resistance applicable to a wide range of environments, including manure, slurry and other waste streams.
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
- The role of heavy metals in the co-selection of plasmid-borne metal and antibiotic resistance genes from industrially contaminated sediments.
Brodie F Gillieatt, Meghann Thai, … Michael A. Kertesz·bioRxiv·Dec 15, 2025
- Metagenomic evidence for co-occurrence of antibiotic, biocide and metal resistance genes in pigs
Xuanji Li, Christopher Rensing, … Søren Johannes Sørensen·Environment InternationalPeer-reviewed·Sep 28, 2021
- Zinc can counteract selection for ciprofloxacin resistance
M. Vos, L. Sibleyras, … U. Klümper·bioRxiv·Sep 27, 2019
- Gene flow between environmental and enteric bacteria with environmental coselection for metal and antibiotic resistance genes: A case study
Ana Vieira, Vishnu Prasad Nair R U, … Shiranee Sriskandan·bioRxiv·Sep 15, 2025
- Genome-resolved metagenomics reveals the potential for selection for antibiotic resistance due to metal pollution in soil microbial communities near a copper-nickel mine site in Botswana
Katlego P. P. Makale, Ioannis D. Kampouris, … Gaolathe Rantong·bioRxiv·May 29, 2026
- Metal Ions and their Effects on Antimicrobial Resistance Development in Wastewater
I. Sutradhar, P. Kalyan, … M. H. Zaman·bioRxiv·Jun 16, 2023