Experimental characterization and computational modelling of two-dimensional cell spreading for skeletal regeneration

Limited cell ingrowth is a major problem for tissue engineering and the clinical application of porous biomaterials as bone substitutes. As a first step, migration and proliferation of an interacting cell population can be studied in two-dimensional culture. Mathematical modelling is essential to generalize the results of these experiments and to derive the intrinsic parameters that can be used for predictions. However, a more thorough evaluation of theoretical models is hampered by limited experimental observations. In this study, experiments and image analysis methods were developed to provide a detailed spatial and temporal picture of how cell distributions evolve. These methods were used to quantify the migration and proliferation of skeletal cell types including MG63 and human bone marrow stromal cells (HBMSCs). The high level of detail with which the cell distributions were mapped enabled a precise assessment of the correspondence between experimental results and theoretical model predictions. This analysis revealed that the standard Fisher equation is appropriate for describing the migration behaviour of the HBMSC population, while for the MG63 cells a sharp front model is more appropriate. In combination with experiments, this type of mathematical model will prove useful in predicting cell ingrowth and improving strategies and control of skeletal tissue regeneration.

[1]  Antonios G Mikos,et al.  Tissue engineering strategies for bone regeneration. , 2005, Advances in biochemical engineering/biotechnology.

[2]  D. Kaplan,et al.  Role of adult mesenchymal stem cells in bone tissue engineering applications: current status and future prospects. , 2005, Tissue engineering.

[3]  Graeme J. Pettet,et al.  Chemotactic Cellular Migration: Smooth and Discontinuous Travelling Wave Solutions , 2003, SIAM J. Appl. Math..

[4]  H. Sheardown,et al.  Mechanisms of corneal epithelial wound healing , 1996 .

[5]  M. von Walter,et al.  The effect of surface modification of a porous TiO2/perlite composite on the ingrowth of bone tissue in vivo. , 2006, Biomaterials.

[6]  R T Tranquillo,et al.  Measurement of the chemotaxis coefficient for human neutrophils in the under-agarose migration assay. , 1988, Cell motility and the cytoskeleton.

[7]  C. Schmidt,et al.  Vascular graft endothelialization: comparative analysis of canine and human endothelial cell migration on natural biomaterials. , 2001, Journal of biomedical materials research.

[8]  V. M. Kenkre,et al.  Applicability of the Fisher equation to bacterial population dynamics. , 2002, Physical review. E, Statistical, nonlinear, and soft matter physics.

[9]  Leonard M. Sander,et al.  The Role of Cell-Cell Adhesion in Wound Healing , 2006, q-bio/0610015.

[10]  D. L. Patton,et al.  Time-lapse videomicroscopic study of in vitro wound closure in rabbit corneal cells. , 1989, Investigative ophthalmology & visual science.

[11]  D. Lauffenburger,et al.  Cell Migration: A Physically Integrated Molecular Process , 1996, Cell.

[12]  D. Lauffenburger A simple model for the effects of receptor-mediated cell—substratum adhesion on cell migration , 1989 .

[13]  Christopher M Waters,et al.  Mathematical modeling of airway epithelial wound closure during cyclic mechanical strain. , 2004, Journal of applied physiology.

[14]  R. Schwall,et al.  Hepatocyte Growth Factor/Scatter Factor , 2002 .

[15]  Antonios G. Mikos,et al.  Fluid flow increases mineralized matrix deposition in 3D perfusion culture of marrow stromal osteoblasts in a dose-dependent manner , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[16]  G. Barton The Mathematics of Diffusion 2nd edn , 1975 .

[17]  N. Rashevsky,et al.  Mathematical biology , 1961, Connecticut medicine.

[18]  E. Balazs,et al.  In vitro model of “wound healing” analyzed by laser scanning cytometry: Accelerated healing of epithelial cell monolayers in the presence of hyaluronate , 2003, Cytometry. Part A : the journal of the International Society for Analytical Cytology.

[19]  John M. Walker,et al.  Cell Migration , 2005, Methods in Molecular Biology™.

[20]  Ahmed El-Ghannam,et al.  Bone reconstruction: from bioceramics to tissue engineering , 2005, Expert review of medical devices.

[21]  K. Crickard,et al.  Adhesion, growth and morphology of human mesothelial cells on extracellular matrix. , 1986, Journal of cell science.

[22]  R. Bizios,et al.  Osteoblast population migration characteristics on substrates modified with immobilized adhesive peptides. , 1999, Biomaterials.

[23]  Philip K Maini,et al.  Traveling wave model to interpret a wound-healing cell migration assay for human peritoneal mesothelial cells. , 2004, Tissue engineering.

[24]  Matthew J Simpson,et al.  Looking inside an invasion wave of cells using continuum models: proliferation is the key. , 2006, Journal of theoretical biology.

[25]  Feng Zhao,et al.  Effects of Oxygen Transport on 3‐D Human Mesenchymal Stem Cell Metabolic Activity in Perfusion and Static Cultures: Experiments and Mathematical Model , 2008, Biotechnology progress.

[26]  Nonsharp travelling wave fronts in the Fisher equation with degenerate nonlinear diffusion , 1996 .

[27]  M. Welham,et al.  Isolation of C15: a novel antibody generated by phage display against mesenchymal stem cell-enriched fractions of adult human marrow. , 2006, Journal of immunological methods.

[28]  Kenneth M. Yamada,et al.  Cell interactions with three-dimensional matrices. , 2002, Current opinion in cell biology.

[29]  T. Matsuda,et al.  Mathematical simulation of unidirectional tissue formation: in vitro transanastomotic endothelialization model. , 1996, Journal of biomaterials science. Polymer edition.

[30]  J M Zahm,et al.  Cell migration and proliferation during the in vitro wound repair of the respiratory epithelium. , 1997, Cell motility and the cytoskeleton.

[31]  Thomas Callaghan,et al.  A Stochastic Model for Wound Healing , 2005, q-bio/0507035.

[32]  D A Lauffenburger,et al.  Mathematical model for the effects of adhesion and mechanics on cell migration speed. , 1991, Biophysical journal.

[33]  C. Figdor,et al.  An automated multi well cell track system to study leukocyte migration. , 2003, Journal of immunological methods.

[34]  J. Southgate,et al.  Agent-based computational modeling of wounded epithelial cell monolayers , 2004, IEEE Transactions on NanoBioscience.

[35]  J. Westwater,et al.  The Mathematics of Diffusion. , 1957 .

[36]  Barry D. Hughes,et al.  Modelling Directional Guidance and Motility Regulation in Cell Migration , 2006, Bulletin of mathematical biology.

[37]  D. L. Sean McElwain,et al.  Travelling waves in a wound healing assay , 2004, Appl. Math. Lett..

[38]  P. Friedl Prespecification and plasticity: shifting mechanisms of cell migration. , 2004, Current opinion in cell biology.

[39]  P. Lazarovici,et al.  Nerve Growth Factor-Induced Migration of Endothelial Cells , 2005, Journal of Pharmacology and Experimental Therapeutics.

[40]  Kerry A Landman,et al.  Multi-scale modeling of a wound-healing cell migration assay. , 2007, Journal of theoretical biology.

[41]  A. Mikos,et al.  Attachment, proliferation, and migration of marrow stromal osteoblasts cultured on biomimetic hydrogels modified with an osteopontin-derived peptide. , 2004, Biomaterials.

[42]  M. Abercrombie,et al.  The Croonian Lecture, 1978 - The crawling movement of metazoan cells , 1980, Proceedings of the Royal Society of London. Series B. Biological Sciences.

[43]  D. Lauffenburger,et al.  Quantitative relationships between single-cell and cell-population model parameters for chemosensory migration responses of alveolar macrophages to C5a. , 1990, Cell motility and the cytoskeleton.

[44]  Matthew J Simpson,et al.  Cell proliferation drives neural crest cell invasion of the intestine. , 2007, Developmental biology.