A Biomathematical Model of Pneumococcal Lung Infection and Antibiotic Treatment in Mice

Sibylle Schirm1, Peter Ahnert1, Sandra Wienhold2

  • 1Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany.

Plos One
|May 20, 2016
PubMed

Insights

This study developed a biomathematical model to predict pneumonia treatment outcomes. The model accurately simulates the murine immune response to pneumococcus, aiding antibiotic therapy optimization.

Area of Science:

  • Biomathematics
  • Immunology
  • Infectious Diseases

Background:

  • Pneumonia is a leading global cause of death, with outcomes influenced by antibiotic treatment and host immune response.
  • Predicting immune response complexity in pneumonia is challenging.
  • Pneumococcal infections require effective therapeutic strategies.

Purpose of the Study:

  • To construct a biomathematical model simulating the murine immune response to pneumococcal infection.
  • To predict the outcome of antibiotic treatment for pneumonia.
  • To optimize antibiotic therapy schedules through computational modeling.

Main Methods:

  • Developed a non-linear ordinary differential equation model for pneumococcus, IL-6, neutrophils, macrophages, and tissue destruction.
  • Modeled antibiotic therapy as transient bacterial depletion.
  • Determined unknown parameters by fitting model predictions to experimental mouse data (Ampicillin, Moxifloxacin).

Main Results:

  • The biomathematical model demonstrated good agreement with experimental data for pneumococcal population, debris, immune cells, and IL-6.
  • Parameter fitting and identifiability analysis were successfully performed.
  • The model accurately predicted outcomes across various experimental scenarios.

Conclusions:

  • A validated biomathematical model for pneumococcal lung infection in mice was established.
  • The model enables prediction of antibiotic treatment efficacy for different schedules.
  • Future work aims to adapt the model for human application.

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