Testing the optimality properties of a dual antibiotic treatment in a two-locus, two-allele model
Mathematically speaking, it is self-evident that the optimal control of complex, dynamical systems with many interacting components cannot be achieved with ‘non-responsive’ control strategies that are constant through time. Although there are notable exceptions, this is usually how we design treatme...
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Published in | Journal of the Royal Society interface Vol. 11; no. 96; p. 20131035 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
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The Royal Society
06.07.2014
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Abstract | Mathematically speaking, it is self-evident that the optimal control of complex, dynamical systems with many interacting components cannot be achieved with ‘non-responsive’ control strategies that are constant through time. Although there are notable exceptions, this is usually how we design treatments with antimicrobial drugs when we give the same dose and the same antibiotic combination each day. Here, we use a frequency- and density-dependent pharmacogenetics mathematical model based on a standard, two-locus, two-allele representation of how bacteria resist antibiotics to probe the question of whether optimal antibiotic treatments might, in fact, be constant through time. The model describes the ecological and evolutionary dynamics of different sub-populations of the bacterium Escherichia coli that compete for a single limiting resource in a two-drug environment. We use in vitro evolutionary experiments to calibrate and test the model and show that antibiotic environments can support dynamically changing and heterogeneous population structures. We then demonstrate, theoretically and empirically, that the best treatment strategies should adapt through time and constant strategies are not optimal. |
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AbstractList | Mathematically speaking, it is self-evident that the optimal control of complex, dynamical systems with many interacting components cannot be achieved with ‘non-responsive’ control strategies that are constant through time. Although there are notable exceptions, this is usually how we design treatments with antimicrobial drugs when we give the same dose and the same antibiotic combination each day. Here, we use a frequency- and density-dependent pharmacogenetics mathematical model based on a standard, two-locus, two-allele representation of how bacteria resist antibiotics to probe the question of whether optimal antibiotic treatments might, in fact, be constant through time. The model describes the ecological and evolutionary dynamics of different sub-populations of the bacterium
Escherichia coli
that compete for a single limiting resource in a two-drug environment. We use
in vitro
evolutionary experiments to calibrate and test the model and show that antibiotic environments can support dynamically changing and heterogeneous population structures. We then demonstrate, theoretically and empirically, that the best treatment strategies should adapt through time and constant strategies are not optimal. Mathematically speaking, it is self-evident that the optimal control of complex, dynamical systems with many interacting components cannot be achieved with ‘non-responsive’ control strategies that are constant through time. Although there are notable exceptions, this is usually how we design treatments with antimicrobial drugs when we give the same dose and the same antibiotic combination each day. Here, we use a frequency- and density-dependent pharmacogenetics mathematical model based on a standard, two-locus, two-allele representation of how bacteria resist antibiotics to probe the question of whether optimal antibiotic treatments might, in fact, be constant through time. The model describes the ecological and evolutionary dynamics of different sub-populations of the bacterium Escherichia coli that compete for a single limiting resource in a two-drug environment. We use in vitro evolutionary experiments to calibrate and test the model and show that antibiotic environments can support dynamically changing and heterogeneous population structures. We then demonstrate, theoretically and empirically, that the best treatment strategies should adapt through time and constant strategies are not optimal. |
Author | Reding, Carlos Beardmore, Robert Gudelj, Ivana Peña-Miller, Rafael Fuentes-Hernandez, Ayari |
AuthorAffiliation | 1 Centro de Ciencias Genómicas , Universidad Nacional Autónoma de México , Cuernavaca, Morelos , México 2 Department of Biosciences , University of Exeter , Exeter EX4 4SB , UK |
AuthorAffiliation_xml | – name: 1 Centro de Ciencias Genómicas , Universidad Nacional Autónoma de México , Cuernavaca, Morelos , México – name: 2 Department of Biosciences , University of Exeter , Exeter EX4 4SB , UK |
Author_xml | – sequence: 1 givenname: Rafael surname: Peña-Miller fullname: Peña-Miller, Rafael organization: Centro de Ciencias Genómicas, Universidad Nacional Autónoma de México, Cuernavaca, Morelos, México – sequence: 2 givenname: Ayari surname: Fuentes-Hernandez fullname: Fuentes-Hernandez, Ayari organization: Centro de Ciencias Genómicas, Universidad Nacional Autónoma de México, Cuernavaca, Morelos, México – sequence: 3 givenname: Carlos surname: Reding fullname: Reding, Carlos organization: Department of Biosciences, University of Exeter, Exeter EX4 4SB, UK – sequence: 4 givenname: Ivana surname: Gudelj fullname: Gudelj, Ivana organization: Department of Biosciences, University of Exeter, Exeter EX4 4SB, UK – sequence: 5 givenname: Robert surname: Beardmore fullname: Beardmore, Robert email: r.e.beardmore@exeter.ac.uk organization: Department of Biosciences, University of Exeter, Exeter EX4 4SB, UK |
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SubjectTerms | Anti-Bacterial Agents - administration & dosage Anti-Bacterial Agents - pharmacology Antibiotic Resistance Evolution Drug Resistance, Bacterial - genetics Escherichia coli - drug effects Escherichia coli - genetics Evolution, Molecular Microbial Sensitivity Tests - methods Models, Theoretical Multidrug Combinations Population Genetics |
Title | Testing the optimality properties of a dual antibiotic treatment in a two-locus, two-allele model |
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