ArticlePLoS pathogens2012
Two-drug antimicrobial chemotherapy: a mathematical model and experiments with Mycobacterium marinum.
Article in PLoS pathogens, 2012. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 35 papers, 1 of them a synthesis that pooled it.
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Who cites it
35 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Mathematical models of drug-resistant tuberculosis lack bacterial heterogeneity: A systematic review.PLoS pathogens · 2024Pooled it
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- Optimizing tuberculosis treatment efficacy: Comparing the standard regimen with Moxifloxacin-containing regimens.PLoS computational biology · 2023Article
- Pharmacodynamics and Bactericidal Activity of Combination Regimens in Pulmonary Tuberculosis: Application to Bedaquiline-Pretomanid-Pyrazinamide.Antimicrobial agents and chemotherapy · 2022Article
- Disparity in socio-economic status explains the pattern of self-medication of antibiotics in India: understanding from game-theoretic perspective.Royal Society open science · 2022Article
- vCOMBAT: a novel tool to create and visualize a computational model of bacterial antibiotic target-binding.BMC bioinformatics · 2022Article
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- Mathematical model and tool to explore shorter multi-drug therapy options for active pulmonary tuberculosis.PLoS computational biology · 2020Article
- Antibiotic drug-resistance as a complex system driven by socio-economic growth and antibiotic misuse.Scientific reports · 2019Article
- Association of anti-tuberculosis drug concentrations in hair and treatment outcomes in MDR- and XDR-TB.ERJ open research · 2019Article
- In Silico Exploration of Aryl Halides Analogues as Checkpoint Kinase 1 Inhibitors by Using 3D QSAR, Molecular Docking Study, and ADMET Screening.Advanced pharmaceutical bulletin · 2019Article
- Assessing the Combined Antibacterial Effect of Isoniazid and Rifampin on Four Mycobacterium tuberculosis Strains UsingAntimicrobial agents and chemotherapy · 2018Article
- Emergence and selection of isoniazid and rifampin resistance in tuberculosis granulomas.PloS one · 2018Article
- Comparing efficacies of moxifloxacin, levofloxacin and gatifloxacin in tuberculosis granulomas using a multi-scale systems pharmacology approach.PLoS computational biology · 2017Article
- A review of computational and mathematical modeling contributions to our understanding of Mycobacterium tuberculosis within-host infection and treatment.Current opinion in systems biology · 2017Article
- The highly synergistic, broad spectrum, antibacterial activity of organic acids and transition metals.Scientific reports · 2017Article
- Bacteriocin-Antimicrobial Synergy: A Medical and Food Perspective.Frontiers in microbiology · 2017Review
- Time-kill curve analysis and pharmacodynamic modelling for in vitro evaluation of antimicrobials against Neisseria gonorrhoeae.BMC microbiology · 2016Article
- Multistrain models predict sequential multidrug treatment strategies to result in less antimicrobial resistance than combination treatment.BMC microbiology · 2016Article
- Antimicrobial combinations: Bliss independence and Loewe additivity derived from mechanistic multi-hit models.Philosophical transactions of the Royal Society of London. Series B, Biological sciences · 2016Article
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2 authors.
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Abstract
Multi-drug therapy is the standard-of-care treatment for tuberculosis. Despite this, virtually all studies of the pharmacodynamics (PD) of mycobacterial drugs employed for the design of treatment protocols are restricted to single agents. In this report, mathematical models and in vitro experiments with Mycobacterium marinum and five antimycobacterial drugs are used to quantitatively evaluate the pharmaco-, population and evolutionary dynamics of two-drug antimicrobial chemotherapy regimes. Time kill experiments with single and pairs of antibiotics are used to estimate the parameters and evaluate the fit of Hill-function-based PD models. While Hill functions provide excellent fits for the PD of each single antibiotic studied, rifampin, amikacin, clarithromycin, streptomycin and moxifloxacin, two-drug Hill functions with a unique interaction parameter cannot account for the PD of any of the 10 pairs of these drugs. If we assume two antibiotic-concentration dependent functions for the interaction parameter, one for sub-MIC and one for supra-MIC drug concentrations, the modified biphasic Hill function provides a reasonably good fit for the PD of all 10 pairs of antibiotics studied. Monte Carlo simulations of antibiotic treatment based on the experimentally-determined PD functions are used to evaluate the potential microbiological efficacy (rate of clearance) and evolutionary consequences (likelihood of generating multi-drug resistance) of these different drug combinations as well as their sensitivity to different forms of non-adherence to therapy. These two-drug treatment simulations predict varying outcomes for the different pairs of antibiotics with respect to the aforementioned measures of efficacy. In summary, Hill functions with biphasic drug-drug interaction terms provide accurate analogs for the PD of pairs of antibiotics and M. marinum. The models, experimental protocols and computer simulations used in this study can be applied to evaluate the potential microbiological and evolutionary efficacy of two-drug therapy for any bactericidal antibiotics and bacteria that can be cultured in vitro.
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