Bistable Bacterial Growth Dynamics in the Presence of Antimicrobial Agents
The outcome of an antibiotic treatment on the growth capacity of bacteria is largely dependent on the initial population size (Inoculum Effect). We characterized and built a model of this effect in <i>E. coli</i> cultures using a large variety of antimicrobials, including conventional an...
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doaj-41acd270724f4b6893cbc243cdde232c2021-01-19T00:02:16ZengMDPI AGAntibiotics2079-63822021-01-0110878710.3390/antibiotics10010087Bistable Bacterial Growth Dynamics in the Presence of Antimicrobial AgentsNelly Frenkel0Ron Saar Dover1Eve Titon2Yechiel Shai3Vered Rom-Kedar4Department of Biomolecular Sciences, 206 Nella and Leon Benoziyo Building for Biological Sciences, The Weizmann Institute of Science, Rehovot 76100, IsraelDepartment of Biomolecular Sciences, 206 Nella and Leon Benoziyo Building for Biological Sciences, The Weizmann Institute of Science, Rehovot 76100, IsraelDepartment of Computer Science and Applied Mathematics, 211 Jacob Ziskind Building, The Weizmann Institute of Science, Rehovot 76100, IsraelDepartment of Biomolecular Sciences, 206 Nella and Leon Benoziyo Building for Biological Sciences, The Weizmann Institute of Science, Rehovot 76100, IsraelDepartment of Computer Science and Applied Mathematics, 211 Jacob Ziskind Building, The Weizmann Institute of Science, Rehovot 76100, IsraelThe outcome of an antibiotic treatment on the growth capacity of bacteria is largely dependent on the initial population size (Inoculum Effect). We characterized and built a model of this effect in <i>E. coli</i> cultures using a large variety of antimicrobials, including conventional antibiotics, and for the first time, cationic antimicrobial peptides (CAMPs). Our results show that all classes of antimicrobial drugs induce an inoculum effect, which, as we explain, implies that the dynamic is bistable: For a range of anti-microbial densities, a very small inoculum decays whereas a larger inoculum grows, and the threshold inoculum depends on the drug concentration. We characterized three distinct classes of drug-induced bistable growth dynamics and demonstrate that in rich medium, CAMPs correspond to the simplest class, bacteriostatic antibiotics to the second class, and all other traditional antibiotics to the third, more complex class. These findings provide a unifying universal framework for describing the dynamics of the inoculum effect induced by antimicrobials with inherently different killing mechanisms.https://www.mdpi.com/2079-6382/10/1/87microbiologyantibioticsantimicrobial peptidesinoculum effectmathematical modeling of infection |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Nelly Frenkel Ron Saar Dover Eve Titon Yechiel Shai Vered Rom-Kedar |
spellingShingle |
Nelly Frenkel Ron Saar Dover Eve Titon Yechiel Shai Vered Rom-Kedar Bistable Bacterial Growth Dynamics in the Presence of Antimicrobial Agents Antibiotics microbiology antibiotics antimicrobial peptides inoculum effect mathematical modeling of infection |
author_facet |
Nelly Frenkel Ron Saar Dover Eve Titon Yechiel Shai Vered Rom-Kedar |
author_sort |
Nelly Frenkel |
title |
Bistable Bacterial Growth Dynamics in the Presence of Antimicrobial Agents |
title_short |
Bistable Bacterial Growth Dynamics in the Presence of Antimicrobial Agents |
title_full |
Bistable Bacterial Growth Dynamics in the Presence of Antimicrobial Agents |
title_fullStr |
Bistable Bacterial Growth Dynamics in the Presence of Antimicrobial Agents |
title_full_unstemmed |
Bistable Bacterial Growth Dynamics in the Presence of Antimicrobial Agents |
title_sort |
bistable bacterial growth dynamics in the presence of antimicrobial agents |
publisher |
MDPI AG |
series |
Antibiotics |
issn |
2079-6382 |
publishDate |
2021-01-01 |
description |
The outcome of an antibiotic treatment on the growth capacity of bacteria is largely dependent on the initial population size (Inoculum Effect). We characterized and built a model of this effect in <i>E. coli</i> cultures using a large variety of antimicrobials, including conventional antibiotics, and for the first time, cationic antimicrobial peptides (CAMPs). Our results show that all classes of antimicrobial drugs induce an inoculum effect, which, as we explain, implies that the dynamic is bistable: For a range of anti-microbial densities, a very small inoculum decays whereas a larger inoculum grows, and the threshold inoculum depends on the drug concentration. We characterized three distinct classes of drug-induced bistable growth dynamics and demonstrate that in rich medium, CAMPs correspond to the simplest class, bacteriostatic antibiotics to the second class, and all other traditional antibiotics to the third, more complex class. These findings provide a unifying universal framework for describing the dynamics of the inoculum effect induced by antimicrobials with inherently different killing mechanisms. |
topic |
microbiology antibiotics antimicrobial peptides inoculum effect mathematical modeling of infection |
url |
https://www.mdpi.com/2079-6382/10/1/87 |
work_keys_str_mv |
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