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Comparative analysis of continuum angiogenesis models.

W Duncan Martinson1, Hirokazu Ninomiya2, Helen M Byrne3

  • 1Wolfson Centre for Mathematical Biology, Mathematical Institute, University of Oxford, Woodstock Road, Oxford, OX2 6GG, United Kingdom. william.martinson@maths.ox.ac.uk.

Journal of Mathematical Biology
|February 23, 2021
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Summary
This summary is machine-generated.

Comparing mathematical models for angiogenesis, this study finds that simple phenomenological models closely approximate detailed coarse-grained models under specific conditions, aiding the study of emergent biological behaviors.

Keywords:
Agent-based modellingCoarse-grained modelsDiscrete-to-continuum modellingPerturbation methodsSnail-trail modelangiogenesis

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Area of Science:

  • Mathematical Biology
  • Computational Biology
  • Biophysics

Background:

  • Discrete models are used for biological phenomena, but emergent population behaviors from individual interactions are unclear.
  • Discrete-to-continuum approaches derive coarse-grained equations from microscopic models to understand emergent behavior.
  • Phenomenological models are simpler but less connected to microscopic rules, while coarse-grained models are complex due to nonlinearities.

Purpose of the Study:

  • To compare solutions of phenomenological and coarse-grained models for angiogenesis.
  • To investigate the conditions under which a phenomenological model approximates a detailed coarse-grained system.

Main Methods:

  • Comparison of asymptotic solutions for a phenomenological "snail-trail" angiogenesis model and a coarse-grained partial differential equation (PDE) system.
  • Analysis of distinguished parameter regimes, specifically chemotaxis-dominated cell movement and low branching rates.
  • Numerical and analytical validation of model agreement using perturbation methods.

Main Results:

  • For specific parameter regimes (chemotaxis-dominated movement, low branching), both continuum models simplify to identical leading-order PDEs in the domain interior.
  • Pointwise differences between solutions of the phenomenological and coarse-grained models are minimal under these conditions.
  • Perturbation methods can quantify the accuracy of phenomenological models as approximations.

Conclusions:

  • Phenomenological models can accurately approximate detailed coarse-grained models for angiogenesis under defined conditions.
  • This comparison provides insight into the emergent behaviors arising from discrete biological interactions.
  • The study validates the use of perturbation methods for assessing model approximation in biological systems.