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2014 | OriginalPaper | Chapter

Multiscale Analysis and Modelling for Cancer Growth and Development

Authors : Dumitru Trucu, Mark A. J. Chaplain

Published in: Managing Complexity, Reducing Perplexity

Publisher: Springer International Publishing

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Abstract

In this chapter we present a novel framework that enables a rigorous analysis of processes occurring on three (or more) independent scales (e.g. intracellular, cellular, tissue). We give details of the establishment of this new multiscale concept and discuss a number of important fundamental properties that follow. This framework also offers a new platform for the analysis of a new type of multiscale model for cancer invasion that we propose. This new model focuses on the macroscopic dynamics of the distributions of cancer cells and of the surrounding extracellular matrix and its connection with the microscale dynamics of the matrix degrading enzymes, produced at the level of the individual cancer cells.

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Literature
1.
go back to reference A. Abdulle, C. Schwab, Heterogeneous multiscale FEM for diffusion problems on rough surfaces. Mult. Mod. Sim. 3, 195–220 (2004) A. Abdulle, C. Schwab, Heterogeneous multiscale FEM for diffusion problems on rough surfaces. Mult. Mod. Sim. 3, 195–220 (2004)
3.
go back to reference G. Allaire, M. Briane, Multiscale convergence and reiterated homogenization Proc. Roy. Soc. Edin. 126A, 297–342 (1996)CrossRefMathSciNet G. Allaire, M. Briane, Multiscale convergence and reiterated homogenization Proc. Roy. Soc. Edin. 126A, 297–342 (1996)CrossRefMathSciNet
4.
go back to reference V. Andasari, A. Gerisch, G. Lolas, A.P. South, M.A.J. Chaplain, Mathematical modeling of cancer cell invasion of tissue: biological insight from mathematical analysis and computational simulation. J. Math. Biol. 63, 141–171 (2011)CrossRefMATHMathSciNet V. Andasari, A. Gerisch, G. Lolas, A.P. South, M.A.J. Chaplain, Mathematical modeling of cancer cell invasion of tissue: biological insight from mathematical analysis and computational simulation. J. Math. Biol. 63, 141–171 (2011)CrossRefMATHMathSciNet
5.
go back to reference A.R.A. Anderson, K.A. Rejniak, P. Gerlee, V. Quaranta, Microenvironment driven invasion: a multiscale multimodel investigation. J. Math. Biol. 58, 579–624 (2009)CrossRefMathSciNet A.R.A. Anderson, K.A. Rejniak, P. Gerlee, V. Quaranta, Microenvironment driven invasion: a multiscale multimodel investigation. J. Math. Biol. 58, 579–624 (2009)CrossRefMathSciNet
6.
go back to reference N. Bellomo, E. De Angelis, L. Preziosi, Multiscale modelling and mathematical problems related to tumor evolution and medical therapy. J. Theor. Med. 5, 111–136 (2004)CrossRef N. Bellomo, E. De Angelis, L. Preziosi, Multiscale modelling and mathematical problems related to tumor evolution and medical therapy. J. Theor. Med. 5, 111–136 (2004)CrossRef
7.
go back to reference M.A.J. Chaplain, G. Lolas, Mathematical modelling of cancer cell invasion of tissue: The role of Ethe urokinase plasminogen activation system. Math. Mod. Meth. Appl. Sci. 15, 1685–1734 (2005) M.A.J. Chaplain, G. Lolas, Mathematical modelling of cancer cell invasion of tissue: The role of Ethe urokinase plasminogen activation system. Math. Mod. Meth. Appl. Sci. 15, 1685–1734 (2005)
8.
go back to reference TS. Deisboeck, Z. Wang, P. Macklin, V Cristini, Multiscale Cancer Modeling. Annu. Rev. Biomed. Eng. 13 (2011) TS. Deisboeck, Z. Wang, P. Macklin, V Cristini, Multiscale Cancer Modeling. Annu. Rev. Biomed. Eng. 13 (2011)
9.
go back to reference M. Egeblad, Z. Werb, New functions for the matrix metalloproteinases in cancer progression. Nat. Rev. Cancer 21, 161–174 (2002) M. Egeblad, Z. Werb, New functions for the matrix metalloproteinases in cancer progression. Nat. Rev. Cancer 21, 161–174 (2002)
10.
go back to reference B. Engquist, Y.-H. Tsai, Heterogeneous multiscale methods for stiff ordinary differential equations. Math. Comp. 74(252), 1707–1742 (2005) B. Engquist, Y.-H. Tsai, Heterogeneous multiscale methods for stiff ordinary differential equations. Math. Comp. 74(252), 1707–1742 (2005)
11.
go back to reference H.B. Frieboes, X. Zheng, C.H. Sun, B. Tromberg, R. Gatenby, V. Christini, An integrated computational/experimental model of tumor invasion. Cancer Res. 66, 1597–1604 (2006) H.B. Frieboes, X. Zheng, C.H. Sun, B. Tromberg, R. Gatenby, V. Christini, An integrated computational/experimental model of tumor invasion. Cancer Res. 66, 1597–1604 (2006)
12.
go back to reference R.A. Gatenby, E.T. Gawlinski, A reaction-diffusion model of cancer invasion. Cancer Res. 56, 5745–5753 (1996) R.A. Gatenby, E.T. Gawlinski, A reaction-diffusion model of cancer invasion. Cancer Res. 56, 5745–5753 (1996)
13.
go back to reference A. Gerisch, M.A.J. Chaplain, Mathematical modelling of cancer cell invasion of tissue: ELocal and non-local models and the effect of adhesion. J. Theor. Biol. 250, 684–704 (2008) A. Gerisch, M.A.J. Chaplain, Mathematical modelling of cancer cell invasion of tissue: ELocal and non-local models and the effect of adhesion. J. Theor. Biol. 250, 684–704 (2008)
14.
go back to reference M. Lachowicz, Micro and meso scales of description corresponding to a model of tissue invasion by solid tumours. Math. Mod. Meth. Appl. Sci. 15, 1667–1683 (2005) M. Lachowicz, Micro and meso scales of description corresponding to a model of tissue invasion by solid tumours. Math. Mod. Meth. Appl. Sci. 15, 1667–1683 (2005)
15.
go back to reference P. Lin, Convergence analysis of a quasi-continuum approximation for a two-dimensional material without defects. SIAM J. Num. Anal. 45, 313–332 (2007) P. Lin, Convergence analysis of a quasi-continuum approximation for a two-dimensional material without defects. SIAM J. Num. Anal. 45, 313–332 (2007)
16.
go back to reference G. Nguetseng, A general convergence result for a functional related to the theory of homogenization. SIAM J. Math. Anal. 20, 608–623 (1989) G. Nguetseng, A general convergence result for a functional related to the theory of homogenization. SIAM J. Math. Anal. 20, 608–623 (1989)
17.
go back to reference A.J. Perumpanani, J.A. Sherratt, J. Norbury, H.M. Byrne, Biological inferences from a mathematical model for malignant invasion. Invasion Metastasis 16, 209–221 (1996) A.J. Perumpanani, J.A. Sherratt, J. Norbury, H.M. Byrne, Biological inferences from a mathematical model for malignant invasion. Invasion Metastasis 16, 209–221 (1996)
18.
go back to reference L. Preziosi, A. Tosin, Multiphase and multiscale trends in cancer modelling. Math. Model. Nat. Phenom. 4, 1–11 (2009) L. Preziosi, A. Tosin, Multiphase and multiscale trends in cancer modelling. Math. Model. Nat. Phenom. 4, 1–11 (2009)
19.
go back to reference L. Preziosi, A. Tosin, Multiphase modelling of tumour growth and extracellular matrix interaction: mathematical tools and applications. J. Math. Biol. 58, 625–656 (2009)CrossRefMathSciNet L. Preziosi, A. Tosin, Multiphase modelling of tumour growth and extracellular matrix interaction: mathematical tools and applications. J. Math. Biol. 58, 625–656 (2009)CrossRefMathSciNet
20.
go back to reference I. Ramis-Conde, D. Drasdo, A.R.A. Anderson, M.A.J. Chaplain, Modeling the Influence of the E-Cadherin-\(\beta \)-Catenin Pathway in Cancer Cell Invasion: a Multiscale Approach. Biophys. J. 95, 155–165 (2008) I. Ramis-Conde, D. Drasdo, A.R.A. Anderson, M.A.J. Chaplain, Modeling the Influence of the E-Cadherin-\(\beta \)-Catenin Pathway in Cancer Cell Invasion: a Multiscale Approach. Biophys. J. 95, 155–165 (2008)
21.
go back to reference W.Q. Ren, E. Weinan, Heterogeneous multiscale method for the modeling of complex fluids and micro-fluidics. J. Comp. Phys. 204, 1–26 (2005) W.Q. Ren, E. Weinan, Heterogeneous multiscale method for the modeling of complex fluids and micro-fluidics. J. Comp. Phys. 204, 1–26 (2005)
22.
go back to reference D. Trucu, M.A.J. Chaplain, A. Marciniak-Czochra, Three-scale convergence for processes in heterogeneous media. Appl. Anal. Int. J. (2011). DOI: 10.1080/00036811.2011.569498 D. Trucu, M.A.J. Chaplain, A. Marciniak-Czochra, Three-scale convergence for processes in heterogeneous media. Appl. Anal. Int. J. (2011). DOI: 10.1080/00036811.2011.569498
23.
go back to reference D. Trucu, P. Lin, M.A.J. Chaplain, Y. Wang, A multiscale moving boundary model arising in cancer invasion. SIAM Multiscale Model. Simul. J. 11, 309–335 (2013) D. Trucu, P. Lin, M.A.J. Chaplain, Y. Wang, A multiscale moving boundary model arising in cancer invasion. SIAM Multiscale Model. Simul. J. 11, 309–335 (2013)
24.
go back to reference S. Turner, J.A. Sherratt, Intercellular adhesion and cancer invasion: a discrete simulation using the extended Potts model. J. Theor. Biol. 216, 85–100 (2002)CrossRefMathSciNet S. Turner, J.A. Sherratt, Intercellular adhesion and cancer invasion: a discrete simulation using the extended Potts model. J. Theor. Biol. 216, 85–100 (2002)CrossRefMathSciNet
25.
go back to reference D. Hanahan, R.A. Weinberg, The hallmarks of cancer. Cell 100, 57–70 (2000)CrossRef D. Hanahan, R.A. Weinberg, The hallmarks of cancer. Cell 100, 57–70 (2000)CrossRef
Metadata
Title
Multiscale Analysis and Modelling for Cancer Growth and Development
Authors
Dumitru Trucu
Mark A. J. Chaplain
Copyright Year
2014
DOI
https://doi.org/10.1007/978-3-319-03759-2_5

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