Skip to main content
Top

2015 | OriginalPaper | Chapter

A Computer Simulation for 3D Vasculature-Based Oxygen Distribution and Tumour Growth

Authors : Alice Chapuis, Harvey Ho

Published in: Computational Biomechanics for Medicine

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

In this paper we present a three-dimensional (3D) tumourous cell growth model using a hybrid cellular automata (CA) and continuum-based method. The CA model is employed to simulate the competition between normal and cancer cells, whilst the continuum model is used for quantifying the oxygen diffusion in a 3D domain. A set of rules are implemented to govern cancerous/normal cell colony evolution. The vasculature, which is the constant source of oxygen and nutrients, is simulated using a constrained constructive optimization (CCO) algorithm. The diffusion equation of oxygen across the domain with an additional term to describe the oxygen uptake by cells was solved using a finite difference scheme. With this method we are able to simulate cancer cell growth under various hypoxia and oxygenated scenarios. It is clear from the simulations that different parameters in the diffusion equation and CA rules lead to drastically different growth patterns which may be physiologically relevant. In conclusion the proposed computational method provides a flexible framework that can be further extended to incorporate drug effects and intracellular signalling models.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Alarcon, T., Byrne, H., Maini, P.: A cellular automaton model for tumour growth in inhomogeneous environment. J. Theor. Biol. 225(2), 257–274 (2003)CrossRefMathSciNet Alarcon, T., Byrne, H., Maini, P.: A cellular automaton model for tumour growth in inhomogeneous environment. J. Theor. Biol. 225(2), 257–274 (2003)CrossRefMathSciNet
2.
go back to reference Anderson, A.R.A., Chaplain, M.A.J.: Continuous and discrete mathematical models of tumor-induced angiogenesis. Bull. Math. Biol. 60, 857–899 (1998)CrossRefMATH Anderson, A.R.A., Chaplain, M.A.J.: Continuous and discrete mathematical models of tumor-induced angiogenesis. Bull. Math. Biol. 60, 857–899 (1998)CrossRefMATH
3.
go back to reference Chopard, B., Droz, M.: Cellular Automata Modeling of Physical Systems. Springer, New York (2012)CrossRef Chopard, B., Droz, M.: Cellular Automata Modeling of Physical Systems. Springer, New York (2012)CrossRef
4.
go back to reference Moreira, J., Deutsch, A.: Cellular automaton models of tumor development: a critical review. Adv. Complex Syst. 05(02n03), 247–267 (2002) Moreira, J., Deutsch, A.: Cellular automaton models of tumor development: a critical review. Adv. Complex Syst. 05(02n03), 247–267 (2002)
5.
go back to reference Byrne, H.M., Alarcon, T., Owen, M.R., Webb, S.D., Maini, P.K.: Modelling aspects of cancer dynamics: a review. Philos. Trans. R. Soc. A: Math. Phys. Eng. Sci. 364(1843), 1563–1578 (2006)CrossRefMathSciNet Byrne, H.M., Alarcon, T., Owen, M.R., Webb, S.D., Maini, P.K.: Modelling aspects of cancer dynamics: a review. Philos. Trans. R. Soc. A: Math. Phys. Eng. Sci. 364(1843), 1563–1578 (2006)CrossRefMathSciNet
6.
go back to reference Düchting, W., Vogelsaenger, T.: Recent progress in modelling and simulation of three-dimensional tumor growth and treatment. Biosystems 18(1), 79–91 (1985)CrossRef Düchting, W., Vogelsaenger, T.: Recent progress in modelling and simulation of three-dimensional tumor growth and treatment. Biosystems 18(1), 79–91 (1985)CrossRef
7.
go back to reference Kansal, A.R., Torquato, S., Harsh, G.R., Chiocca, E.A., Deisboeck, T.S.: Simulated brain tumor growth dynamics using a three-dimensional cellular automaton. J. Theor. Biol. 203(4), 367–382 (2000)CrossRef Kansal, A.R., Torquato, S., Harsh, G.R., Chiocca, E.A., Deisboeck, T.S.: Simulated brain tumor growth dynamics using a three-dimensional cellular automaton. J. Theor. Biol. 203(4), 367–382 (2000)CrossRef
8.
go back to reference Wise, S.M., Lowengrub, J.S., Frieboes, H.B., Cristini, V.: Three-dimensional multispecies nonlinear tumor growth – i: model and numerical method. J. Theor. Biol. 253(3), 524–543 (2008)CrossRefMathSciNet Wise, S.M., Lowengrub, J.S., Frieboes, H.B., Cristini, V.: Three-dimensional multispecies nonlinear tumor growth – i: model and numerical method. J. Theor. Biol. 253(3), 524–543 (2008)CrossRefMathSciNet
9.
go back to reference Deacon, N., Chapuis, A., Ho, H., Clarke, R.: Modelling the tumour growth along a complex vasculature using cellular automata. In: Computational Biomechanics for Medicine. Springer, Berlin (2014)CrossRef Deacon, N., Chapuis, A., Ho, H., Clarke, R.: Modelling the tumour growth along a complex vasculature using cellular automata. In: Computational Biomechanics for Medicine. Springer, Berlin (2014)CrossRef
10.
go back to reference Schreiner, W., Buxbaum, P.: Computer-optimization of vascular trees. IEEE Trans. Biomed. Eng. 40(5), 482–491 (1993)CrossRef Schreiner, W., Buxbaum, P.: Computer-optimization of vascular trees. IEEE Trans. Biomed. Eng. 40(5), 482–491 (1993)CrossRef
11.
go back to reference Karch, R., Neumann, F., Neumann, M., Schreiner, W.: A three-dimensional model for arterial tree representation, generated by constrained constructive optimization. Comput. Biol. Med. 29(1), 19–38 (1999)CrossRef Karch, R., Neumann, F., Neumann, M., Schreiner, W.: A three-dimensional model for arterial tree representation, generated by constrained constructive optimization. Comput. Biol. Med. 29(1), 19–38 (1999)CrossRef
12.
go back to reference Shrestha, S.M.B., Joldes, G.R., Wittek, A., Miller, K.: Cellular automata coupled with steady-state nutrient solution permit simulation of large-scale growth of tumours. Int. J. Numer. Methods Biomed. Eng. 29(4), 542–559 (2013)CrossRef Shrestha, S.M.B., Joldes, G.R., Wittek, A., Miller, K.: Cellular automata coupled with steady-state nutrient solution permit simulation of large-scale growth of tumours. Int. J. Numer. Methods Biomed. Eng. 29(4), 542–559 (2013)CrossRef
13.
go back to reference Folkman, J.: Angiogenesis in cancer, vascular, rheumatoid and other disease. Nat. Med. 1(1), 27–30 (1995)CrossRef Folkman, J.: Angiogenesis in cancer, vascular, rheumatoid and other disease. Nat. Med. 1(1), 27–30 (1995)CrossRef
Metadata
Title
A Computer Simulation for 3D Vasculature-Based Oxygen Distribution and Tumour Growth
Authors
Alice Chapuis
Harvey Ho
Copyright Year
2015
DOI
https://doi.org/10.1007/978-3-319-15503-6_3