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2014 | OriginalPaper | Chapter

Modelling Collective Cell Motion in Biology

Authors : P. K. Maini, R. E. Baker

Published in: Advances in Applied Mathematics

Publisher: Springer International Publishing

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Abstract

This paper reviews three mathematical modelling approaches that have recently been used to understand three different modes of collective cell motion in biology. Firstly, a cell-based model is presented for the study of cell motion in epithelial sheets, then a hybrid discrete cell-based model is described for neural crest cell invasion and, finally, a traditional partial differential equation model is described for tumour cell invasion. It is shown that the behaviour of all of these models can, in limiting cases, be recapitulated by nonlinear diffusion equations where the particular nonlinearity of the diffusion coefficient captures, on the global scale, the inherent interactions on the local scale.

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Footnotes
1
We thank Louise Dyson for providing this figure.
 
Literature
1.
go back to reference Odell, G.M., Oster, G., Alberch, P., Burnside, B.: The mechanical basis of morphogenesis. Dev. Biol. 85, 446–462 (1981)CrossRef Odell, G.M., Oster, G., Alberch, P., Burnside, B.: The mechanical basis of morphogenesis. Dev. Biol. 85, 446–462 (1981)CrossRef
2.
go back to reference Honda, H.: Description of cellular patterns by Dirichlet domains: the two-dimensional case. J. Theor. Biol. 72, 523–543 (1978)CrossRefMathSciNet Honda, H.: Description of cellular patterns by Dirichlet domains: the two-dimensional case. J. Theor. Biol. 72, 523–543 (1978)CrossRefMathSciNet
3.
go back to reference Vincent, J.-P., Fletcher, A.G., Baena-Lopez, L.A.: Mechanisms and mechanics of cell competition in epithelia. Nat. Rev. Mol. Cell Biol. 14, 581–591 (2013)CrossRef Vincent, J.-P., Fletcher, A.G., Baena-Lopez, L.A.: Mechanisms and mechanics of cell competition in epithelia. Nat. Rev. Mol. Cell Biol. 14, 581–591 (2013)CrossRef
4.
go back to reference Fletcher, A.G., Osterfield, M., Baker, R.E., Shvartsman, S.Y.: Vertex models of epithelial morphogenesis. Biophys. J. 106(11), 2291–2304 (2014)CrossRef Fletcher, A.G., Osterfield, M., Baker, R.E., Shvartsman, S.Y.: Vertex models of epithelial morphogenesis. Biophys. J. 106(11), 2291–2304 (2014)CrossRef
5.
go back to reference Blankenship, J.T., Backovic, S.T., Sanny, J.S., Weitz, O., Zallen, J.A.: Multicellular rosette formation links planar cell polarity to tissue morphogenesis. Dev. Cell 11, 459–470 (2006)CrossRef Blankenship, J.T., Backovic, S.T., Sanny, J.S., Weitz, O., Zallen, J.A.: Multicellular rosette formation links planar cell polarity to tissue morphogenesis. Dev. Cell 11, 459–470 (2006)CrossRef
6.
go back to reference Trichas, G., Smith, A.M., White, N., Wilkins, V., Watanabe, T., Moore, A., Joyce, B., Sugnaseelan, J., Rodriguez, T.A., Kay, D., Baker, R.E., Maini, P.K., Srinivas, S.: Multi-cellular rosettes in the mouse visceral endoderm facilitate the ordered migration of anterior visceral endoderm cells. PLoS Biol. 10(2), e1001256 (2012)CrossRef Trichas, G., Smith, A.M., White, N., Wilkins, V., Watanabe, T., Moore, A., Joyce, B., Sugnaseelan, J., Rodriguez, T.A., Kay, D., Baker, R.E., Maini, P.K., Srinivas, S.: Multi-cellular rosettes in the mouse visceral endoderm facilitate the ordered migration of anterior visceral endoderm cells. PLoS Biol. 10(2), e1001256 (2012)CrossRef
7.
go back to reference Farhadifar, R., Roper, J.C., Aigouy, B., Eaton, S., Julicher, F.: The influence of cell mechanics, cell-cell interactions, and proliferation on epithelial packing. Curr. Biol. 17, 2095–2104 (2007)CrossRef Farhadifar, R., Roper, J.C., Aigouy, B., Eaton, S., Julicher, F.: The influence of cell mechanics, cell-cell interactions, and proliferation on epithelial packing. Curr. Biol. 17, 2095–2104 (2007)CrossRef
8.
go back to reference Meineke, F., Potten, C.S., Loeffler, M.: Cell migration and organization in the intestinal crypt using a lattice-free model. Cell Prolif. 34(4), 253–266 (2001)CrossRef Meineke, F., Potten, C.S., Loeffler, M.: Cell migration and organization in the intestinal crypt using a lattice-free model. Cell Prolif. 34(4), 253–266 (2001)CrossRef
9.
go back to reference Graner, F., Glazier, J.A.: Simulation of biological cell sorting using a two-dimensional extended Potts model. Phys. Rev. Lett. 69(13), 2013–2016 (1992)CrossRef Graner, F., Glazier, J.A.: Simulation of biological cell sorting using a two-dimensional extended Potts model. Phys. Rev. Lett. 69(13), 2013–2016 (1992)CrossRef
10.
go back to reference Newman, T.J.: Modeling multi-cellular systems using sub-cellular elements. Math. Biosci. Eng. 2, 611–622 (2005)CrossRef Newman, T.J.: Modeling multi-cellular systems using sub-cellular elements. Math. Biosci. Eng. 2, 611–622 (2005)CrossRef
11.
go back to reference Murray, P.J., Edwards, C.M., Tindall, M.J., Maini, P.K.: From a discrete to a continuum model of cell dynamics in one dimension. Phys. Rev. E 80, 031912 (2009)CrossRef Murray, P.J., Edwards, C.M., Tindall, M.J., Maini, P.K.: From a discrete to a continuum model of cell dynamics in one dimension. Phys. Rev. E 80, 031912 (2009)CrossRef
12.
go back to reference Lushnikov, P.M., Chen, N., Alber, M.: Macroscopic dynamics of biological cells interacting via chemotaxis and direct contact. Phys. Rev. E 78, 061904 (2009)CrossRef Lushnikov, P.M., Chen, N., Alber, M.: Macroscopic dynamics of biological cells interacting via chemotaxis and direct contact. Phys. Rev. E 78, 061904 (2009)CrossRef
13.
go back to reference Murray, P.J., Edwards, C.M., Tindall, M.J., Maini, P.K.: Classifying general nonlinear force laws in cell-based models via the continuum limit. Phys. Rev. E 85, 021921 (2012)CrossRef Murray, P.J., Edwards, C.M., Tindall, M.J., Maini, P.K.: Classifying general nonlinear force laws in cell-based models via the continuum limit. Phys. Rev. E 85, 021921 (2012)CrossRef
14.
go back to reference Pitt-Francis, J., Pathmanathan, P., Bernabeu, M.O., Bordas, R., Cooper, J., Fletcher, A.G., Mirams, G.R., Murray, P., Osborne, J.M., Walter, A., Chapman, S.J., Garny, A., van Leeuwen, I.M., Maini, P.K., Rodriguez, B., Waters, S.L., Whiteley, J.P., Byrne, H.M., Gavaghan, D.J.: Chaste: a test-driven approach to software development for biological modelling. Comput. Phys. Comm. 180, 2542–2471 (2009)CrossRef Pitt-Francis, J., Pathmanathan, P., Bernabeu, M.O., Bordas, R., Cooper, J., Fletcher, A.G., Mirams, G.R., Murray, P., Osborne, J.M., Walter, A., Chapman, S.J., Garny, A., van Leeuwen, I.M., Maini, P.K., Rodriguez, B., Waters, S.L., Whiteley, J.P., Byrne, H.M., Gavaghan, D.J.: Chaste: a test-driven approach to software development for biological modelling. Comput. Phys. Comm. 180, 2542–2471 (2009)CrossRef
15.
go back to reference Murray, P.J., Walter, A., Fletcher, A.G., Edwards, C.M., Tindall, M.J., Maini, P.K.: Comparing a discrete and continuum model of the intestinal crypt. Phys. Biol. 8, 026011 (2011)CrossRef Murray, P.J., Walter, A., Fletcher, A.G., Edwards, C.M., Tindall, M.J., Maini, P.K.: Comparing a discrete and continuum model of the intestinal crypt. Phys. Biol. 8, 026011 (2011)CrossRef
16.
go back to reference Murray, P.J., Kang, J.-W., Mirams, G.R., Shin, S.-Y., Byrne, H.M., Maini, P.K., Cho, K.-H.: Modelling spatially regulated β-catenin dynamics and invasion in intestinal crypts. Biophys. J. 99, 716–725 (2010)CrossRef Murray, P.J., Kang, J.-W., Mirams, G.R., Shin, S.-Y., Byrne, H.M., Maini, P.K., Cho, K.-H.: Modelling spatially regulated β-catenin dynamics and invasion in intestinal crypts. Biophys. J. 99, 716–725 (2010)CrossRef
17.
go back to reference McLennan, R., Dyson, L., Prather, K.W., Morrison, J.A., Baker, R.E., Maini, P.K., Kulesa, P.M.: Multiscale mechanisms of cell migration during development: Theory and experiment. Development 139, 2935–2944 (2012)CrossRef McLennan, R., Dyson, L., Prather, K.W., Morrison, J.A., Baker, R.E., Maini, P.K., Kulesa, P.M.: Multiscale mechanisms of cell migration during development: Theory and experiment. Development 139, 2935–2944 (2012)CrossRef
18.
go back to reference Dyson, L.: Models of cranial neural crest cell migration. D.Phil. thesis, University of Oxford (2013) Dyson, L.: Models of cranial neural crest cell migration. D.Phil. thesis, University of Oxford (2013)
19.
go back to reference Dyson, L., Maini, P.K., Baker, R.E.: Macroscopic limits of individual-based models for motile cell populations with volume exclusion. Phys. Rev. E 86, 031903 (2012)CrossRef Dyson, L., Maini, P.K., Baker, R.E.: Macroscopic limits of individual-based models for motile cell populations with volume exclusion. Phys. Rev. E 86, 031903 (2012)CrossRef
20.
go back to reference Gatenby, R.A., Gawlinski, E.T.: A reaction-diffusion model of cancer invasion. Cancer Res. 56, 5745–5753 (1996) Gatenby, R.A., Gawlinski, E.T.: A reaction-diffusion model of cancer invasion. Cancer Res. 56, 5745–5753 (1996)
21.
go back to reference Warbug, O.: The Metabolism of Tumors. Arnold Constable, London (1930) Warbug, O.: The Metabolism of Tumors. Arnold Constable, London (1930)
22.
go back to reference Fasano, A., Herrero, M.A., Rodrigo, M.R.: Slow and fast invasion waves in a model of acid-mediated tumour growth. Math. Biosci. 220, 45–56 (2009)CrossRefMATHMathSciNet Fasano, A., Herrero, M.A., Rodrigo, M.R.: Slow and fast invasion waves in a model of acid-mediated tumour growth. Math. Biosci. 220, 45–56 (2009)CrossRefMATHMathSciNet
23.
go back to reference McGillen, J.B., Gaffney, E.A., Martin, N.K., Maini, P.K.: A general reaction-diffusion model of acidity in cancer invasion. J. Math. Biol. 68, 1199–1224 (2014)CrossRefMATHMathSciNet McGillen, J.B., Gaffney, E.A., Martin, N.K., Maini, P.K.: A general reaction-diffusion model of acidity in cancer invasion. J. Math. Biol. 68, 1199–1224 (2014)CrossRefMATHMathSciNet
24.
go back to reference Murray, J.D.: Mathematical Biology II: Spatial Models and Biomedical Applications. Springer, New York (2003) Murray, J.D.: Mathematical Biology II: Spatial Models and Biomedical Applications. Springer, New York (2003)
25.
go back to reference Robey, I.F., Baggett, B.K., Kirkpatrick, N.D., Roe, D.J., Dosescu, J., Sloane, B.F., Gatenby, R.A., Raghunand, N., Gillies, R.J.: Bicarbonate increases tumor pH and inhibits spontaneous metastases. Cancer Res. 69, 2260–2268 (2009)CrossRef Robey, I.F., Baggett, B.K., Kirkpatrick, N.D., Roe, D.J., Dosescu, J., Sloane, B.F., Gatenby, R.A., Raghunand, N., Gillies, R.J.: Bicarbonate increases tumor pH and inhibits spontaneous metastases. Cancer Res. 69, 2260–2268 (2009)CrossRef
26.
go back to reference Martin, N.K., Gaffney, E.A., Gatenby, R.A., Gillies, R.J., Robey, I.F., Maini, P.K.: A mathematical model of tumour and blood pHe regulation: the HCO3−/CO2 buffering system. Math. Biosci. 230, 1–11 (2011)CrossRefMATHMathSciNet Martin, N.K., Gaffney, E.A., Gatenby, R.A., Gillies, R.J., Robey, I.F., Maini, P.K.: A mathematical model of tumour and blood pHe regulation: the HCO3/CO2 buffering system. Math. Biosci. 230, 1–11 (2011)CrossRefMATHMathSciNet
Metadata
Title
Modelling Collective Cell Motion in Biology
Authors
P. K. Maini
R. E. Baker
Copyright Year
2014
DOI
https://doi.org/10.1007/978-3-319-06923-4_1

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