An integrated systems biology approach to understanding the rules of keratinocyte colony formation

Closely coupled in vitro and in virtuo models have been used to explore the self-organization of normal human keratinocytes (NHK). Although it can be observed experimentally, we lack the tools to explore many biological rules that govern NHK self-organization. An agent-based computational model was developed, based on rules derived from literature, which predicts the dynamic multicellular morphogenesis of NHK and of a keratinocyte cell line (HaCat cells) under varying extracellular Ca++ concentrations. The model enables in virtuo exploration of the relative importance of biological rules and was used to test hypotheses in virtuo which were subsequently examined in vitro. Results indicated that cell–cell and cell–substrate adhesions were critically important to NHK self-organization. In contrast, cell cycle length and the number of divisions that transit-amplifying cells could undergo proved non-critical to the final organization. Two further hypotheses, to explain the growth behaviour of HaCat cells, were explored in virtuo—an inability to differentiate and a differing sensitivity to extracellular calcium. In vitro experimentation provided some support for both hypotheses. For NHKs, the prediction was made that the position of stem cells would influence the pattern of cell migration post-wounding. This was then confirmed experimentally using a scratch wound model.

[1]  Sheila MacNeil,et al.  Modeling the effect of exogenous calcium on keratinocyte and HaCat cell proliferation and differentiation using an agent-based computational paradigm. , 2006, Tissue engineering.

[2]  A. D. De Marzo,et al.  Role of notch-1 and E-cadherin in the differential response to calcium in culturing normal versus malignant prostate cells. , 2005, Cancer research.

[3]  Sheila MacNeil,et al.  Self-organization of skin cells in three-dimensional electrospun polystyrene scaffolds. , 2005, Tissue engineering.

[4]  Niels Grabe,et al.  A multicellular systems biology model predicts epidermal morphology, kinetics and Ca2+ flow , 2005, Bioinform..

[5]  Alisa Vespa,et al.  A Novel Role for Integrin-linked Kinase in Epithelial Sheet Morphogenesis , 2005 .

[6]  Alexander A Spector,et al.  Emergent patterns of growth controlled by multicellular form and mechanics. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[7]  R. Assoian,et al.  Regulation of growth factor signaling and cell cycle progression by cell adhesion and adhesion-dependent changes in cellular tension. , 2005, Cytokine & growth factor reviews.

[8]  Paul Matsudaira,et al.  Computational model for cell migration in three-dimensional matrices. , 2005, Biophysical journal.

[9]  K. Sigmundsson,et al.  Control of density-dependent, cell state-specific signal transduction by the cell adhesion molecule CEACAM1, and its influence on cell cycle regulation. , 2005, Experimental cell research.

[10]  D. Drasdo,et al.  A single-cell-based model of tumor growth in vitro: monolayers and spheroids , 2005, Physical biology.

[11]  C. Kolly,et al.  Proliferation, cell cycle exit, and onset of terminal differentiation in cultured keratinocytes: pre-programmed pathways in control of C-Myc and Notch1 prevail over extracellular calcium signals. , 2005, The Journal of investigative dermatology.

[12]  Frederik P. J. Vandecasteele,et al.  Use of Stochastic Models To Assess the Effect of Environmental Factors on Microbial Growth , 2005, Applied and Environmental Microbiology.

[13]  B. Shraiman,et al.  Mechanical feedback as a possible regulator of tissue growth. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[14]  K. Bhadriraju,et al.  Extracellular matrix-dependent myosin dynamics during G1-S phase cell cycle progression in hepatocytes. , 2004, Experimental cell research.

[15]  Amy Li,et al.  Location and phenotype of human adult keratinocyte stem cells of the skin. , 2004, Differentiation; research in biological diversity.

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

[17]  G. Dotto,et al.  A dynamic model of keratinocyte stem cell renewal and differentiation: role of the p21WAF1/Cip1 and Notch1 signaling pathways. , 2004, The journal of investigative dermatology. Symposium proceedings.

[18]  M. Holcombe,et al.  The epitheliome: agent-based modelling of the social behaviour of cells. , 2004, Bio Systems.

[19]  F. Bregegere,et al.  Enhancement of Fas-mediated apoptosis in ageing human keratinocytes , 2004, Mechanisms of Ageing and Development.

[20]  C. Please,et al.  Mathematical modelling of skeletal repair. , 2004, Biochemical and biophysical research communications.

[21]  M. Sakaguchi,et al.  S100C/A11 is a key mediator of Ca2+-induced growth inhibition of human epidermal keratinocytes , 2003, The Journal of cell biology.

[22]  Nicholas J Savill,et al.  Control of epidermal stem cell clusters by Notch-mediated lateral induction. , 2003, Developmental biology.

[23]  T. Kaku,et al.  Upregulated expression of human beta defensin-1 and -3 mRNA during differentiation of keratinocyte immortalized cell lines, HaCaT and PHK16-0b. , 2003, Journal of dermatological science.

[24]  D. Ingber Tensegrity II. How structural networks influence cellular information processing networks , 2003, Journal of Cell Science.

[25]  D. Ingber Tensegrity I. Cell structure and hierarchical systems biology , 2003, Journal of Cell Science.

[26]  Nicholas J Savill,et al.  Mathematical models of hierarchically structured cell populations under equilibrium with application to the epidermis , 2003, Cell proliferation.

[27]  Stephen J Eglen,et al.  Influence of cell fate mechanisms upon retinal mosaic formation: a modelling study , 2002, Development.

[28]  C. Potten,et al.  Keratinocyte stem cells: a commentary. , 2002, The Journal of investigative dermatology.

[29]  Celeste M Nelson,et al.  Cell‐cell signaling by direct contact increases cell proliferation via a PI3K‐dependent signal , 2002, FEBS letters.

[30]  M. Loeffler,et al.  Cell migration and organization in the intestinal crypt using a lattice‐free model , 2001, Cell proliferation.

[31]  F. Pontén,et al.  Mosaic pattern of maternal and paternal keratinocyte clones in normal human epidermis revealed by analysis of X-chromosome inactivation. , 2001, The Journal of investigative dermatology.

[32]  J. Schölmerich,et al.  Apoptotic signaling during initiation of detachment-induced apoptosis ("anoikis") of primary human intestinal epithelial cells. , 2001, Cell growth & differentiation : the molecular biology journal of the American Association for Cancer Research.

[33]  H. O. Kim,et al.  Purinoceptor-mediated calcium mobilization and proliferation in HaCaT keratinocytes. , 2001, Journal of dermatological science.

[34]  A. Huttenlocher,et al.  Integrin-mediated adhesion regulates cell polarity and membrane protrusion through the Rho family of GTPases. , 2001, Molecular biology of the cell.

[35]  R. Timpl,et al.  Differential expression of laminin alpha chains during proliferative and differentiation stages in a model for skin morphogenesis. , 2000, Matrix biology : journal of the International Society for Matrix Biology.

[36]  P. Indovina,et al.  Apoptosis, cell adhesion and the extracellular matrix in the three-dimensional growth of multicellular tumor spheroids. , 2000, Critical reviews in oncology/hematology.

[37]  F. Watt,et al.  Stimulation of human epidermal differentiation by Delta–Notch signalling at the boundaries of stem-cell clusters , 2000, Current Biology.

[38]  P. Hogeweg,et al.  Evolving mechanisms of morphogenesis: on the interplay between differential adhesion and cell differentiation. , 2000, Journal of theoretical biology.

[39]  H Schindler,et al.  Cadherin interaction probed by atomic force microscopy. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[40]  R. Wieser,et al.  Density dependent regulation of human Schwann cell proliferation , 2000, Glia.

[41]  P. Hogeweg Shapes in the Shadow: Evolutionary Dynamics of Morphogenesis , 1999, Artificial Life.

[42]  R L Juliano,et al.  Cell adhesion molecules, signal transduction and cell growth. , 1999, Current opinion in cell biology.

[43]  S. Nishikawa,et al.  Regulation of E- and P-cadherin expression correlated with melanocyte migration and diversification. , 1999, Developmental biology.

[44]  M L Yarmush,et al.  Effect of cell–cell interactions in preservation of cellular phenotype: cocultivation of hepatocytes and nonparenchymal cells , 1999, FASEB journal : official publication of the Federation of American Societies for Experimental Biology.

[45]  S. Byers,et al.  Exogenous Expression of β-Catenin Regulates Contact Inhibition, Anchorage-Independent Growth, Anoikis, and Radiation-Induced Cell Cycle Arrest , 1999, The Journal of cell biology.

[46]  F. Watt,et al.  Signaling via beta1 integrins and mitogen-activated protein kinase determines human epidermal stem cell fate in vitro. , 1999, Proceedings of the National Academy of Sciences of the United States of America.

[47]  F M Watt,et al.  The spatial relationship between stem cells and their progeny in the basal layer of human epidermis: a new view based on whole-mount labelling and lineage analysis. , 1999, Development.

[48]  Fathalla A. Rihan,et al.  Modelling and analysis of time-lags in some basic patterns of cell proliferation , 1998, Journal of mathematical biology.

[49]  Robert S. Kerbel,et al.  E-Cadherin–dependent Growth Suppression is Mediated by the Cyclin-dependent Kinase Inhibitor p27KIP1 , 1998, The Journal of cell biology.

[50]  N. Fusenig,et al.  Dynamics of basement membrane formation by keratinocyte-fibroblast interactions in organotypic skin culture. , 1998, Experimental cell research.

[51]  K. Green,et al.  The expression of desmoglein isoforms in cultured human keratinocytes is regulated by calcium, serum, and protein kinase C. , 1998, Experimental cell research.

[52]  R. Assoian,et al.  Anchorage-dependent Cell Cycle Progression , 1997, The Journal of cell biology.

[53]  M. Bissell,et al.  The extracellular matrix in epithelial biology: shared molecules and common themes in distant phyla. , 1996, Developmental biology.

[54]  J Rashbass,et al.  Modelling tissues on the computer. , 1996, Trends in cell biology.

[55]  L. Germain,et al.  Stimulation of human keratinocyte proliferation through growth factor exchanges with dermal fibroblasts in vitro. , 1996, Burns : journal of the International Society for Burn Injuries.

[56]  J. Uitto,et al.  Differential cytokine modulation of the genes LAMA3, LAMB3, and LAMC2, encoding the constitutive polypeptides, α3, β3, and γ2, of human laminin 5 in epidermal keratinocytes , 1995, FEBS letters.

[57]  J. Cidlowski,et al.  Cell cycle and apoptosis: Common pathways to life and death , 1995, Journal of cellular biochemistry.

[58]  C. Thompson,et al.  Apoptosis in the pathogenesis and treatment of disease , 1995, Science.

[59]  A. Lerner,et al.  Physiology, Biochemistry, and Molecular Biology of the Skin , 1993 .

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

[61]  Josephine C. Adams,et al.  Changes in keratinocyte adhesion during terminal differentiation: Reduction in fibronectin binding precedes α 5 β 1 integrin loss from the cell surface , 1990, Cell.

[62]  J. Hornung,et al.  Normal keratinization in a spontaneously immortalized aneuploid human keratinocyte cell line , 1988, The Journal of cell biology.

[63]  C. Potten,et al.  Cell cycle kinetics of cultured human epidermal keratinocytes. , 1983, The Journal of investigative dermatology.

[64]  Mike Holcombe,et al.  Using X-Machines as a Formal Basis for Describing Agents in Agent-Based Modelling , 2006 .

[65]  E. Gonos,et al.  Bcl-2 but not clusterin/apolipoprotein J protected human diploid fibroblasts and immortalized keratinocytes from ceramide-induced apoptosis: role of p53 in the ceramide response. , 2006, Archives of biochemistry and biophysics.

[66]  M. Loeffler,et al.  Modeling the effect of deregulated proliferation and apoptosis on the growth dynamics of epithelial cell populations in vitro. , 2005, Biophysical journal.

[67]  M. Holcombe,et al.  A Formal Method for the Development of Agent-Based Systems , 2003 .

[68]  C. Selby,et al.  ULTRASTRUCTURE OF THE EPIDERMIS , 2003 .

[69]  Lennart Olsson,et al.  Cell migration, pattern formation and cell fate during head development in lungfishes and amphibians , 2003, Theory in Biosciences.

[70]  C. Potten,et al.  Keratinocyte stem cells : commentary , 2002 .

[71]  Gérard Brugal,et al.  A Proliferation Control Network Model: The Simulation of Two-Dimensional Epithelial Homeostasis , 2001, Acta biotheoretica.

[72]  Marian Gheorghe,et al.  Communicating Stream X-Machines Systems are no more than X-Machines , 1999, J. Univers. Comput. Sci..

[73]  M. Blumenberg,et al.  Keratinocyte growth factor and keratin gene regulation. , 1995, Journal of dermatological science.

[74]  M. Heenen,et al.  The heterogeneity of the germinative compartment in human epidermis and its implications in pathogenesis. , 1994, Dermatology.

[75]  F. Watt,et al.  Changes in keratinocyte adhesion during terminal differentiation: reduction in fibronectin binding precedes alpha 5 beta 1 integrin loss from the cell surface. , 1990, Cell.