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Multiscale modelling in immunology: a review.

Antonio Cappuccio1, Paolo Tieri2, Filippo Castiglione3

  • 1Laboratory of Integrative biology of human dendritic cells and T cells, U932 Immunity and cancer, Institut Curie, 26 Rue d`Ulm, 75005 Paris, France.

Briefings in Bioinformatics
|March 27, 2015
PubMed
Summary
This summary is machine-generated.

Multiscale models offer a unified view of biological processes from molecules to organisms, proving crucial for understanding complex immune diseases and optimizing treatments.

Keywords:
computational methodshost–virus interactionimmunologyinflammationmathematical modellingmultiscale modelling

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Area of Science:

  • Biomedical Engineering
  • Computational Biology
  • Immunology

Background:

  • Integrating molecular to organism-level observations is a major biomedical challenge.
  • Multiscale models have been successfully applied in cardiovascular, neuroscience, and tumor biology.
  • These models are increasingly vital for addressing complex immunological questions.

Purpose of the Study:

  • To review the current applications of multiscale models in immunology.
  • To identify key areas of immunological research utilizing multiscale modeling.
  • To highlight the potential of multiscale models in understanding and treating immune diseases.

Main Methods:

  • Systematic literature mining of multiscale modeling in immunology.
  • Categorization of applications into host-virus interactions, inflammatory diseases, and simulation platforms.
  • Review of existing developments and their integration capabilities.

Main Results:

  • Identified three primary fields: host-virus interactions, inflammatory diseases and treatment, and simulation platform development.
  • Demonstrated that multiscale models integrate immunological data across multiple scales.
  • Showcased the utility of these models in describing and optimizing therapies for immune diseases.

Conclusions:

  • Multiscale models are essential for a unified understanding of immunological processes.
  • These models provide a powerful framework for developing and refining treatments for complex immune disorders.
  • Future research should leverage multiscale modeling for advanced immunological insights and educational tools.