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Updated: Nov 11, 2025

Isolation and Identification of Waterborne Antibiotic-Resistant Bacteria and Molecular Characterization of their Antibiotic Resistance Genes
Published on: March 3, 2023
Microscopic Approach to Intrinsic Antibiotic Resistance
Pedro D Manrique1, S Gnanakaran1
1Theoretical Biology and Biophysics Group, Los Alamos National Laboratory, Los Alamos, New Mexico 87545, United States.
We developed a mathematical framework to understand how bacterial drug resistance emerges from single-cell heterogeneity and growth dynamics. This model reveals collective effects crucial for bacterial survival and antibiotic efficacy.
Area of Science:
- Microbiology and Infectious Diseases
- Mathematical Biology
- Computational Biology
Background:
- Multidrug resistance in Gram-negative pathogens is driven by efflux pumps and outer membrane permeability.
- Phenotypic heterogeneity in bacterial populations contributes to treatment failure, but lacks a unifying mathematical model.
- Existing models do not integrate growth dynamics with single-cell heterogeneity for antimicrobial resistance.
Purpose of the Study:
- To develop a mathematical framework integrating bacterial growth dynamics and single-cell heterogeneity.
- To model antimicrobial resistance at both single-cell and colony levels.
- To provide a tool for predicting bacterial survival and drug efficacy.
Main Methods:
- Developed a novel mathematical framework.
- Integrated experimental data on bacterial growth and resistance mechanisms.
- Modeled the interplay between efflux pumps, outer membrane permeability, and cell division.
- Simulated bacterial populations from single-cell to colony scales.
Main Results:
- The framework successfully bridges single-cell and colony dynamics.
- Revealed non-trivial collective effects influencing bacterial fitness and survival.
- Demonstrated the importance of heterogeneity in predicting resistance emergence.
- Generated testable predictions for experimental validation.
Conclusions:
- The developed mathematical framework offers a new approach to study antimicrobial resistance.
- It highlights the significance of integrating heterogeneity and growth dynamics for understanding bacterial populations.
- This tool can guide experimental strategies for combating drug resistance in various cellular systems.
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