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Journal of Theoretical Biology
Volume 245, Issue 4, 21 April 2007, Pages 677-704
 
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doi:10.1016/j.jtbi.2006.12.004    How to Cite or Link Using DOI (Opens New Window)
Copyright © 2006 Elsevier Ltd All rights reserved.

Nonlinear simulation of the effect of microenvironment on tumor growth

Paul Macklina, E-mail The Corresponding Author, E-mail The Corresponding Author and John LowengrubCorresponding Author Contact Information, a, E-mail The Corresponding Author, E-mail The Corresponding Author

aDepartment of Mathematics, University of California, 103 MSTB, Irvine, CA 92697, USA

Received 29 June 2006; 
revised 6 November 2006; 
accepted 4 December 2006. 
Available online 12 December 2006.


Referred to by:Erratum to “Nonlinear simulation of the effect of microenvironment on tumor growth”: [J. Theor. Biol. 245 (2007) 677–704]
Journal of Theoretical BiologyVolume 247, Issue 37 August 2007, Page 581
Paul Macklin, John Lowengrub
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Abstract

In this paper, we present and investigate a model for solid tumor growth that incorporates features of the tumor microenvironment. Using analysis and nonlinear numerical simulations, we explore the effects of the interaction between the genetic characteristics of the tumor and the tumor microenvironment on the resulting tumor progression and morphology. We find that the range of morphological responses can be placed in three categories that depend primarily upon the tumor microenvironment: tissue invasion via fragmentation due to a hypoxic microenvironment; fingering, invasive growth into nutrient rich, biomechanically unresponsive tissue; and compact growth into nutrient rich, biomechanically responsive tissue. We found that the qualitative behavior of the tumor morphologies was similar across a broad range of parameters that govern the tumor genetic characteristics. Our findings demonstrate the importance of the impact of microenvironment on tumor growth and morphology and have important implications for cancer therapy. In particular, if a treatment impairs nutrient transport in the external tissue (e.g., by anti-angiogenic therapy) increased tumor fragmentation may result, and therapy-induced changes to the biomechanical properties of the tumor or the microenvironment (e.g., anti-invasion therapy) may push the tumor in or out of the invasive fingering regime.

Keywords: Tumor microenvironment; Nonlinear simulation; Cancer therapy; Morphological instability; Tumor fragmentation; Tumor growth; Level set method; Ghost fluid method; Second-order accuracy; Finite differences

Article Outline

1. Introduction
2. Governing equations
2.1. Nutrient transport
2.2. Cellular velocity field
2.3. Proliferation, apoptosis, and necrosis
2.4. Mechanical pressure
2.5. Non-dimensionalization
2.6. Analysis of volume fractions for tumor spheroids
3. Numerical method
3.1. Solution of the tumor system
3.2. Convergence of the numerical method
4. Numerical results
4.1. Fragmenting growth into nutrient-poor microenvironments
4.2. Invasive, fingering growth
4.3. Compact, hollow growth
5. Discussion and future work
Acknowledgements
Appendix A. Improvements to the ghost fluid method
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