Three-dimensional tumor growth in time-varying chemical fields: a modeling framework and theoretical study

BMC Bioinformatics. 2019 Aug 27;20(1):442. doi: 10.1186/s12859-019-2997-9.

Abstract

Background: Contemporary biological observations have revealed a large variety of mechanisms acting during the expansion of a tumor. However, there are still many qualitative and quantitative aspects of the phenomenon that remain largely unknown. In this context, mathematical and computational modeling appears as an invaluable tool providing the means for conducting in silico experiments, which are cheaper and less tedious than real laboratory experiments.

Results: This paper aims at developing an extensible and computationally efficient framework for in silico modeling of tumor growth in a 3-dimensional, inhomogeneous and time-varying chemical environment. The resulting model consists of a set of mathematically derived and algorithmically defined operators, each one addressing the effects of a particular biological mechanism on the state of the system. These operators may be extended or re-adjusted, in case a different set of starting assumptions or a different simulation scenario needs to be considered.

Conclusion: In silico modeling provides an alternative means for testing hypotheses and simulating scenarios for which exact biological knowledge remains elusive. However, finer tuning of pertinent methods presupposes qualitative and quantitative enrichment of available biological evidence. Validation in a strict sense would further require comprehensive, case-specific simulations and detailed comparisons with biomedical observations.

Keywords: Cellular diffusion; Chemical diffusion; Computational modeling; In silico modeling; Tumor growth.

MeSH terms

  • Algorithms
  • Cell Proliferation
  • Computer Simulation
  • Diffusion
  • Glucose / metabolism
  • Glycolysis
  • Humans
  • Models, Biological*
  • Models, Theoretical*
  • Necrosis
  • Neoplasms / blood supply
  • Neoplasms / pathology*
  • Neovascularization, Pathologic / pathology
  • Oxygen / metabolism
  • Time Factors
  • Vascular Remodeling

Substances

  • Glucose
  • Oxygen