Mathematical Modelling of Angiogenesis

Angiogenesis, the formation of blood vessels from a pre-existing vasculature, is a process whereby capillary sprouts are formed in response to externally supplied chemical stimuli. The sprouts then grow and develop, driven initially by endothelial cell migration, and organize themselves into a branched, connected network. Subsequent cell proliferation near the sprout-tips permits further extension of the capillaries and ultimately completes the process. Angiogenesis occurs during embryogenesis, wound healing, arthritis and during the growth of solid tumours. In this article we first of all present a review of a variety of mathematical models which have been used to describe the formation of capillary networks and then focus on a specific recent model which uses novel mathematical modelling techniques to generate both two- and three-dimensional vascular structures. The modelling focusses on key events of angiogenesis such as the migratory response of endothelial cells to exogenous cytokines (tumour angiogenic factors, TAF) secreted by a solid tumour; endothelial cell proliferation; endothelial cell interactions with extracellular matrix macromolecules such as fibronectin; capillary sprout branching and anastomosis. Numerical simulations of the model, using parameter values based on experimental data, are presented and the theoretical structures generated by the model are compared with the morphology of actual capillary networks observed in in vivo experiments. A final conclusions section discusses the use of the mathematical model as a possible angiogenesis assay.

[1]  A. Ullrich,et al.  High affinity VEGF binding and developmental expression suggest Flk-1 as a major regulator of vasculogenesis and angiogenesis , 1993, Cell.

[2]  S. Carter,et al.  Haptotaxis and the Mechanism of Cell Motility , 1967, Nature.

[3]  M. A. J. Chaplain,et al.  The mathematical modelling of tumour angiogenesis and invasion , 1995, Acta biotheoretica.

[4]  J. McCarthy,et al.  Laminin and fibronectin promote the haptotactic migration of B16 mouse melanoma cells in vitro , 1984, The Journal of cell biology.

[5]  H M Byrne,et al.  On the rôle of angiogenesis in wound healing , 1996, Proceedings of the Royal Society of London. Series B: Biological Sciences.

[6]  P. Hewett,et al.  Coexpression offlt-1,flt-4 andKDRin Freshly Isolated and Cultured Human Endothelial Cells , 1996 .

[7]  S Parodi,et al.  Chemotaxis of 3T3 and SV3T3 cells to fibronectin is mediated through the cell-attachment site in fibronectin and a fibronectin cell surface receptor , 1987, The Journal of cell biology.

[8]  Stuart K. Williams 8 Isolation and Culture of Microvessel and Large-Vessel Endothelial Cells: Their Use in Transport and Clinical Studies , 1987 .

[9]  R K Jain,et al.  Dynamics of neovascularization in normal tissue. , 1981, Microvascular research.

[10]  M A Rupnick,et al.  Chemotaxis of human microvessel endothelial cells in response to acidic fibroblast growth factor. , 1990, Laboratory investigation; a journal of technical methods and pathology.

[11]  J. Folkman,et al.  Angiogenic factors. , 1987, Science.

[12]  J. Folkman,et al.  Migration and proliferation of endothelial cells in preformed and newly formed blood vessels during tumor angiogenesis. , 1977, Microvascular research.

[13]  Mark A. J. Chaplain,et al.  On Growth and Form: Spatio-temporal Pattern Formation in Biology , 2000 .

[14]  Rakesh K. Jain,et al.  Quantitative angiogenesis assays: Progress and problems , 1997, Nature Medicine.

[15]  D'arcy W. Thompson On growth and form i , 1943 .

[16]  H. M. Byrne,et al.  Mathematical models for tumour angiogenesis: Numerical simulations and nonlinear wave solutions , 1995 .

[17]  Xiaodong Feng,et al.  Angiogenesis in wound healing. , 2000, The journal of investigative dermatology. Symposium proceedings.

[18]  Alexander R. A. Anderson,et al.  A Mathematical Model for Capillary Network Formation in the Absence of Endothelial Cell Proliferation , 1998 .

[19]  M. Chaplain,et al.  Does breast cancer exist in a state of chaos? , 1999, European journal of cancer.

[20]  R. Auerbach,et al.  Tumor-induced neovascularization in the mouse eye. , 1982, Journal of the National Cancer Institute.

[21]  Douglas Hanahan,et al.  Signaling Vascular Morphogenesis and Maintenance , 1997, Science.

[22]  M. Chaplain,et al.  Continuous and Discrete Mathematical Models of Tumor‐Induced Angiogenesis , 1999 .

[23]  Identification of a VEGF receptor (KDR/FLK) promoter element which binds an endothelial cell-specific protein conferring endothelial selective expression , 1997 .

[24]  S. Abdulla Angiogenesis and inflammation , 1999 .

[25]  M. Gertsenstein,et al.  Dominant-negative and targeted null mutations in the endothelial receptor tyrosine kinase, tek, reveal a critical role in vasculogenesis of the embryo. , 1994, Genes & development.

[26]  Helen M. Byrne,et al.  A Mathematical Model of Trophoblast Invasion , 1999 .

[27]  A. Schor,et al.  The effects of fibronectin on the migration of human foreskin fibroblasts and Syrian hamster melanoma cells into three-dimensional gels of native collagen fibres. , 1981, Journal of cell science.

[28]  M. Chaplain,et al.  Mathematical modelling, simulation and prediction of tumour-induced angiogenesis. , 1996, Invasion & metastasis.

[29]  Helen M. Byrne,et al.  The mathematical modelling of wound healing and tumour growth: two sides of the same coin , 1996 .

[30]  C. Graham,et al.  Mechanisms of placental invasion of the uterus and their control. , 1992, Biochemistry and cell biology = Biochimie et biologie cellulaire.

[31]  A. Harris Antiangiogenesis for cancer therapy , 1997, The Lancet.

[32]  V. Terranova,et al.  Human endothelial cells are chemotactic to endothelial cell growth factor and heparin , 1985, The Journal of cell biology.

[33]  A. Hudetz,et al.  Computer simulation of growth of anastomosing microvascular networks. , 1991, Journal of theoretical biology.

[34]  M. Chaplain,et al.  A model mechanism for the chemotactic response of endothelial cells to tumour angiogenesis factor. , 1993, IMA journal of mathematics applied in medicine and biology.

[35]  J. Folkman Angiogenesis in cancer, vascular, rheumatoid and other disease , 1995, Nature Medicine.

[36]  J. Folkman Tumor angiogenesis. , 1985, Advances in cancer research.

[37]  F. Arnold,et al.  Angiogenesis in wound healing. , 1991, Pharmacology & therapeutics.

[38]  M. Chaplain,et al.  Two-dimensional models of tumour angiogenesis and anti-angiogenesis strategies. , 1997, IMA journal of mathematics applied in medicine and biology.

[39]  Thomas N. Sato,et al.  Distinct roles of the receptor tyrosine kinases Tie-1 and Tie-2 in blood vessel formation , 1995, Nature.

[40]  N Paweletz,et al.  Tumor-related angiogenesis. , 1989, Critical reviews in oncology/hematology.

[41]  Ferguson Gp,et al.  Mechanisms of neovascularization. Vascular sprouting can occur without proliferation of endothelial cells. , 1984 .

[42]  S. Carter,et al.  Principles of Cell Motility: The Direction of Cell Movement and Cancer Invasion , 1965, Nature.

[43]  M A Rupnick,et al.  Quantitative analysis of random motility of human microvessel endothelial cells using a linear under-agarose assay. , 1988, Laboratory investigation; a journal of technical methods and pathology.

[44]  J. Madri,et al.  Endothelial cell-matrix interactions: in vitro models of angiogenesis. , 1986, The journal of histochemistry and cytochemistry : official journal of the Histochemistry Society.

[45]  James D. Murray,et al.  A Mechanical Theory of In Vitro Vascular Network Formation , 1996 .

[46]  F Nekka,et al.  A model of growing vascular structures. , 1996, Bulletin of mathematical biology.

[47]  J. Folkman,et al.  Tumor growth and neovascularization: an experimental model using the rabbit cornea. , 1974, Journal of the National Cancer Institute.

[48]  J. Rossant,et al.  Role of the Flt-1 receptor tyrosine kinase in regulating the assembly of vascular endothelium , 1995, Nature.

[49]  D. Balding,et al.  A mathematical model of tumour-induced capillary growth. , 1985, Journal of theoretical biology.

[50]  Kenneth M. Yamada,et al.  Fibronectins—adhesive glycoproteins of cell surface and blood , 1978, Nature.

[51]  Volcanic deposits: pyroclastic rocks. , 1985, Science.

[52]  J. Bowersox,et al.  Chemotaxis of aortic endothelial cells in response to fibronectin. , 1982, Cancer research.

[53]  M. Chaplain,et al.  A mathematical model of the first steps of tumour-related angiogenesis: capillary sprout formation and secondary branching. , 1996, IMA journal of mathematics applied in medicine and biology.

[54]  Stuart K. Williams,et al.  Migration of individual microvessel endothelial cells: stochastic model and parameter measurement. , 1991, Journal of cell science.

[55]  Lars Holmgren,et al.  Angiostatin: A novel angiogenesis inhibitor that mediates the suppression of metastases by a lewis lung carcinoma , 1994, Cell.

[56]  D A Lauffenburger,et al.  Analysis of the roles of microvessel endothelial cell random motility and chemotaxis in angiogenesis. , 1991, Journal of theoretical biology.

[57]  G Landini,et al.  Simulation of corneal neovascularization by inverted diffusion limited aggregation. , 1993, Investigative ophthalmology & visual science.

[58]  J. Murray,et al.  A mechanical model for the formation of vascular networks in vitro , 1996, Acta biotheoretica.

[59]  J. Wilson,et al.  Mechanisms of neovascularization. Vascular sprouting can occur without proliferation of endothelial cells. , 1984, Laboratory investigation; a journal of technical methods and pathology.

[60]  Judah Folkman,et al.  Angiogenesis in vitro , 1980, Nature.

[61]  M. Chaplain Avascular growth, angiogenesis and vascular growth in solid tumours: The mathematical modelling of the stages of tumour development , 1996 .

[62]  P. Maini,et al.  A mathematical model for the capillary endothelial cell-extracellular matrix interactions in wound-healing angiogenesis. , 1997, IMA journal of mathematics applied in medicine and biology.

[63]  S. Paku,et al.  First steps of tumor-related angiogenesis. , 1991, Laboratory investigation; a journal of technical methods and pathology.

[64]  J. Quigley,et al.  Fibronectin enhancement of directed migration of B16 melanoma cells. , 1984, Cancer research.