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Updated: Apr 3, 2026

Isolation and Identification of Waterborne Antibiotic-Resistant Bacteria and Molecular Characterization of their Antibiotic Resistance Genes
Published on: March 3, 2023
Antibiotic Selection Pressure Determination through Sequence-Based Metagenomics
Matthias Willmann1, Mohamed El-Hadidi2, Daniel H Huson2
1Institute of Medical Microbiology and Hygiene, University of Tübingen, Tübingen, Germany German Center for Infection Research (DZIF), Partner Site Tübingen, Tübingen, Germany will80@gmx.de.
Abstract:
The human gut forms a dynamic reservoir of antibiotic resistance genes (ARGs). Treatment with antimicrobial agents has a significant impact on the intestinal resistome and leads to enhanced horizontal transfer and selection of resistance. We have monitored the development of intestinal ARGs over a 6-day course of ciprofloxacin (Cp) treatment in two healthy individuals by using sequenced-based metagenomics and different ARG quantification methods. Fixed- and random-effect models were applied to determine the change in ARG abundance per defined daily dose of Cp as an expression of the respective selection pressure. Among various shifts in the composition of the intestinal resistome, we found in one individual a strong positive selection for class D beta-lactamases which were partly located on a mobile genetic element. Furthermore, a trend to a negative selection has been observed with class A beta-lactamases (-2.66 hits per million sample reads/defined daily dose; P = 0.06). By 4 weeks after the end of treatment, the composition of ARGs returned toward their initial state but to a different degree in both subjects. We present here a novel analysis algorithm for the determination of antibiotic selection pressure which can be applied in clinical settings to compare therapeutic regimens regarding their effect on the intestinal resistome. This information is of critical importance for clinicians to choose antimicrobial agents with a low selective force on their patients' intestinal ARGs, likely resulting in a diminished spread of resistance and a reduced burden of hospital-acquired infections with multidrug-resistant pathogens.
Insights
Ciprofloxacin treatment alters gut antibiotic resistance genes (ARGs). While some ARGs increased, others decreased, with recovery varying post-treatment. This highlights the need to consider ARGs when selecting antibiotics.
Area of Science:
- Microbiology
- Genetics
- Pharmacology
Background:
- The human gut harbors a dynamic reservoir of antibiotic resistance genes (ARGs).
- Antimicrobial treatments significantly impact the gut resistome, promoting resistance gene transfer and selection.
- Understanding these impacts is crucial for managing antibiotic resistance.
Purpose of the Study:
- To monitor the development of intestinal ARGs during a 6-day ciprofloxacin treatment course in healthy individuals.
- To quantify the selection pressure exerted by ciprofloxacin on the intestinal resistome.
- To introduce a novel algorithm for analyzing antibiotic selection pressure in clinical settings.
Main Methods:
- Sequenced-based metagenomics and ARG quantification methods were employed.
- Fixed- and random-effect models were used to determine ARG abundance changes per defined daily dose of ciprofloxacin.
- Analysis focused on shifts in ARG composition and abundance.
Main Results:
- Ciprofloxacin treatment caused significant shifts in the intestinal resistome composition.
- Strong positive selection for class D beta-lactamases was observed in one individual, partly on mobile genetic elements.
- A trend towards negative selection for class A beta-lactamases was noted. ARG composition partially returned to baseline within 4 weeks post-treatment.
Conclusions:
- Antibiotic treatment profoundly affects the gut resistome, with varying selection pressures on different ARGs.
- A novel analysis algorithm can quantify antibiotic selection pressure, aiding in the choice of antimicrobial agents with lower selective impact.
- Minimizing selective pressure from antibiotics can reduce the spread of resistance and hospital-acquired infections.
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