Mathematical modeling and systems pharmacology of tuberculosis: Isoniazid as a case study. (21st June 2016)
- Record Type:
- Journal Article
- Title:
- Mathematical modeling and systems pharmacology of tuberculosis: Isoniazid as a case study. (21st June 2016)
- Main Title:
- Mathematical modeling and systems pharmacology of tuberculosis: Isoniazid as a case study
- Authors:
- Lalande, Laure
Bourguignon, Laurent
Maire, Pascal
Goutelle, Sylvain - Abstract:
- Abstract: Tuberculosis (TB) treatment needs to be optimized as it is currently long and associated with increasing drug resistance. The antimycobacterial effect of isoniazid (INH) is characterized by a biphasic kill curve, whose causes are still debated. In this work, we developed a complete mathematical model describing the time-course of TB infection and its treatment by INH in human lung. This model was based on a pharmacokinetic model, a pharmacodynamic model and a pathophysiological model. It was used to simulate the antibacterial effect of INH during the first days of therapy. This full model adequately reproduced some qualitative and quantitative properties of the early bactericidal activity of INH observed in TB patients. The kill curves simulated with the model reproduced the biphasic killing effect of INH and the predicted declines in extracellular bacteria were comparable to clinical data. A sensitivity analysis provided interesting insights regarding the biphasic kill curve. The first phase appeared to be essentially driven by the drug effect. In the second phase, while drug pharmacology was the major determinant of the antibacterial effect, a slight influence of the dynamics of infected macrophages was also observed. This work permits to formulate hypotheses for optimizing the efficacy of TB drug candidates and confirms the utility of mathematical modeling to generate new assumptions for TB research. Highlights: Mathematical model to describe M. tuberculosisAbstract: Tuberculosis (TB) treatment needs to be optimized as it is currently long and associated with increasing drug resistance. The antimycobacterial effect of isoniazid (INH) is characterized by a biphasic kill curve, whose causes are still debated. In this work, we developed a complete mathematical model describing the time-course of TB infection and its treatment by INH in human lung. This model was based on a pharmacokinetic model, a pharmacodynamic model and a pathophysiological model. It was used to simulate the antibacterial effect of INH during the first days of therapy. This full model adequately reproduced some qualitative and quantitative properties of the early bactericidal activity of INH observed in TB patients. The kill curves simulated with the model reproduced the biphasic killing effect of INH and the predicted declines in extracellular bacteria were comparable to clinical data. A sensitivity analysis provided interesting insights regarding the biphasic kill curve. The first phase appeared to be essentially driven by the drug effect. In the second phase, while drug pharmacology was the major determinant of the antibacterial effect, a slight influence of the dynamics of infected macrophages was also observed. This work permits to formulate hypotheses for optimizing the efficacy of TB drug candidates and confirms the utility of mathematical modeling to generate new assumptions for TB research. Highlights: Mathematical model to describe M. tuberculosis dynamics during isoniazid treatment. Reproduce the early bactericidal activity of isoniazid in tuberculosis patients. Biphasic shape of the kill curve mostly driven by the drug effect in both phases. Slight influence of the dynamics of infected macrophages in the second phase. … (more)
- Is Part Of:
- Journal of theoretical biology. Volume 399(2016)
- Journal:
- Journal of theoretical biology
- Issue:
- Volume 399(2016)
- Issue Display:
- Volume 399, Issue 2016 (2016)
- Year:
- 2016
- Volume:
- 399
- Issue:
- 2016
- Issue Sort Value:
- 2016-0399-2016-0000
- Page Start:
- 43
- Page End:
- 52
- Publication Date:
- 2016-06-21
- Subjects:
- Mycobacterium tuberculosis -- Antimycobacterial drugs -- Pharmacokinetics -- Pharmacodynamics -- Immune response
Biology -- Periodicals
Biological Science Disciplines -- Periodicals
Biology -- Periodicals
Biologie -- Périodiques
Theoretische biologie
Biology
Periodicals
571.05 - Journal URLs:
- http://www.sciencedirect.com/science/journal/00225193/ ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.jtbi.2016.03.038 ↗
- Languages:
- English
- ISSNs:
- 0022-5193
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5069.075000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 7441.xml