Literature DB >> 30714019

A review of computational and mathematical modeling contributions to our understanding of Mycobacterium tuberculosis within-host infection and treatment.

Denise Kirschner1, Elsje Pienaar1,2, Simeone Marino1, Jennifer J Linderman2.   

Abstract

Tuberculosis (TB) is an ancient and deadly disease characterized by complex host-pathogen dynamics playing out over multiple time and length scales and physiological compartments. Computational modeling can be used to integrate various types of experimental data and suggest new hypotheses, mechanisms, and therapeutic approaches to TB. Here, we offer a first-time comprehensive review of work on within-host TB models that describe the immune response of the host to infection, including the formation of lung granulomas. The models include systems of ordinary and partial differential equations and agent-based models as well as hybrid and multi-scale models that are combinations of these. Many aspects of M. tuberculosis infection, including host dynamics in the lung (typical site of infection for TB), granuloma formation, roles of cytokine and chemokine dynamics, and bacterial nutrient availability have been explored. Finally, we survey applications of these within-host models to TB therapy and prevention and suggest future directions to impact this global disease.

Entities:  

Keywords:  agent-based model; antibiotic treatment; granuloma; mathematical modeling; sensitivity analysis; simulations; systems biology

Year:  2017        PMID: 30714019      PMCID: PMC6354243          DOI: 10.1016/j.coisb.2017.05.014

Source DB:  PubMed          Journal:  Curr Opin Syst Biol        ISSN: 2452-3100


  184 in total

1.  A model for tuberculosis with exogenous reinfection.

Authors:  Z Feng; C Castillo-Chavez; A F Capurro
Journal:  Theor Popul Biol       Date:  2000-05       Impact factor: 1.570

Review 2.  Immunology of tuberculosis.

Authors:  J L Flynn; J Chan
Journal:  Annu Rev Immunol       Date:  2001       Impact factor: 28.527

Review 3.  The role of chemokines and chemokine receptors in T cell priming and Th1/Th2-mediated responses.

Authors:  F Sallusto
Journal:  Haematologica       Date:  1999-06       Impact factor: 9.941

4.  A model to predict cell-mediated immune regulatory mechanisms during human infection with Mycobacterium tuberculosis.

Authors:  J E Wigginton; D Kirschner
Journal:  J Immunol       Date:  2001-02-01       Impact factor: 5.422

5.  Mice deficient in CD4 T cells have only transiently diminished levels of IFN-gamma, yet succumb to tuberculosis.

Authors:  A M Caruso; N Serbina; E Klein; K Triebold; B R Bloom; J L Flynn
Journal:  J Immunol       Date:  1999-05-01       Impact factor: 5.422

6.  Chemokine receptor 2 serves an early and essential role in resistance to Mycobacterium tuberculosis.

Authors:  W Peters; H M Scott; H F Chambers; J L Flynn; I F Charo; J D Ernst
Journal:  Proc Natl Acad Sci U S A       Date:  2001-07-03       Impact factor: 11.205

7.  Fate of Mycobacterium tuberculosis within murine dendritic cells.

Authors:  K A Bodnar; N V Serbina; J L Flynn
Journal:  Infect Immun       Date:  2001-02       Impact factor: 3.441

8.  Protection against aerosol Mycobacterium tuberculosis infection using Mycobacterium bovis Bacillus Calmette Guérin-infected dendritic cells.

Authors:  C Demangel; A G Bean; E Martin; C G Feng; A T Kamath; W J Britton
Journal:  Eur J Immunol       Date:  1999-06       Impact factor: 5.532

9.  Depletion of CD4(+) T cells causes reactivation of murine persistent tuberculosis despite continued expression of interferon gamma and nitric oxide synthase 2.

Authors:  C A Scanga; V P Mohan; K Yu; H Joseph; K Tanaka; J Chan; J L Flynn
Journal:  J Exp Med       Date:  2000-08-07       Impact factor: 14.307

10.  Susceptibility of mice deficient in CD1D or TAP1 to infection with Mycobacterium tuberculosis.

Authors:  S M Behar; C C Dascher; M J Grusby; C R Wang; M B Brenner
Journal:  J Exp Med       Date:  1999-06-21       Impact factor: 14.307

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  14 in total

1.  Multi-scale models of lung fibrosis.

Authors:  Julie Leonard-Duke; Stephanie Evans; Riley T Hannan; Thomas H Barker; Jason H T Bates; Catherine A Bonham; Bethany B Moore; Denise E Kirschner; Shayn M Peirce
Journal:  Matrix Biol       Date:  2020-05-11       Impact factor: 11.583

2.  Quantitative Systems Pharmacology Modeling Framework of Autophagy in Tuberculosis: Application to Adjunctive Metformin Host-Directed Therapy.

Authors:  Krina Mehta; Tingjie Guo; Robert S Wallis; Piet H van der Graaf; J G Coen van Hasselt
Journal:  Antimicrob Agents Chemother       Date:  2022-07-14       Impact factor: 5.938

Review 3.  Computational models in systems biology: standards, dissemination, and best practices.

Authors:  Luis Sordo Vieira; Reinhard C Laubenbacher
Journal:  Curr Opin Biotechnol       Date:  2022-02-23       Impact factor: 10.279

4.  A virtual host model of Mycobacterium tuberculosis infection identifies early immune events as predictive of infection outcomes.

Authors:  Louis R Joslyn; Jennifer J Linderman; Denise E Kirschner
Journal:  J Theor Biol       Date:  2022-01-31       Impact factor: 2.405

5.  A computational model tracks whole-lung Mycobacterium tuberculosis infection and predicts factors that inhibit dissemination.

Authors:  Timothy Wessler; Louis R Joslyn; H Jacob Borish; Hannah P Gideon; JoAnne L Flynn; Denise E Kirschner; Jennifer J Linderman
Journal:  PLoS Comput Biol       Date:  2020-05-20       Impact factor: 4.475

6.  Application of Modeling Approaches to Explore Vaccine Adjuvant Mode-of-Action.

Authors:  Paul R Buckley; Kieran Alden; Margherita Coccia; Aurélie Chalon; Catherine Collignon; Stéphane T Temmerman; Arnaud M Didierlaurent; Robbert van der Most; Jon Timmis; Claus A Andersen; Mark C Coles
Journal:  Front Immunol       Date:  2019-09-12       Impact factor: 7.561

7.  Mathematical model predicts anti-adhesion-antibiotic-debridement combination therapies can clear an antibiotic resistant infection.

Authors:  Paul A Roberts; Ryan M Huebinger; Emma Keen; Anne-Marie Krachler; Sara Jabbari
Journal:  PLoS Comput Biol       Date:  2019-07-23       Impact factor: 4.475

8.  Mathematical modeling of ventilator-induced lung inflammation.

Authors:  Sarah Minucci; Rebecca L Heise; Michael S Valentine; Franck J Kamga Gninzeko; Angela M Reynolds
Journal:  J Theor Biol       Date:  2021-04-27       Impact factor: 2.405

Review 9.  Integrating mathematical models with experimental data to investigate the within-host dynamics of bacterial infections.

Authors:  Myrto Vlazaki; John Huber; Olivier Restif
Journal:  Pathog Dis       Date:  2019-11-01       Impact factor: 3.166

10.  Mechanistic Modeling of Mycobacterium tuberculosis Infection in Murine Models for Drug and Vaccine Efficacy Studies.

Authors:  Nan Zhang; Natasha Strydom; Sandeep Tyagi; Heena Soni; Rokeya Tasneen; Eric L Nuermberger; Rada M Savic
Journal:  Antimicrob Agents Chemother       Date:  2020-02-21       Impact factor: 5.191

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