Non-local models for the formation of hepatocyte-stellate cell aggregates.

Liver cell aggregates may be grown in vitro by co-culturing hepatocytes with stellate cells. This method results in more rapid aggregation than hepatocyte-only culture, and appears to enhance cell viability and the expression of markers of liver-specific functions. We consider the early stages of aggregate formation, and develop a new mathematical model to investigate two alternative hypotheses (based on evidence in the experimental literature) for the role of stellate cells in promoting aggregate formation. Under Hypothesis 1, each population produces a chemical signal which affects the other, and enhanced aggregation is due to chemotaxis. Hypothesis 2 asserts that the interaction between the two cell types is by direct physical contact: the stellates extend long cellular processes which pull the hepatocytes into the aggregates. Under both hypotheses, hepatocytes are attracted to a chemical they themselves produce, and the cells can experience repulsive forces due to overcrowding. We formulate non-local (integro-partial differential) equations to describe the densities of cells, which are coupled to reaction-diffusion equations for the chemical concentrations. The behaviour of the model under each hypothesis is studied using a combination of linear stability analysis and numerical simulations. Our results show how the initial rate of aggregation depends upon the cell seeding ratio, and how the distribution of cells within aggregates depends on the relative strengths of attraction and repulsion between the cell types. Guided by our results, we suggest experiments which could be performed to distinguish between the two hypotheses.

[1]  Alexander Mogilner Modelling spatio-angular patterns in cell biology , 1995 .

[2]  Marek Bodnar,et al.  Derivation of macroscopic equations for individual cell‐based models: a formal approach , 2005 .

[3]  M. Chaplain,et al.  Mathematical modelling of cancer cell invasion of tissue: local and non-local models and the effect of adhesion. , 2008 .

[4]  K. Shakesheff,et al.  Long-term culture of functional liver tissue: three-dimensional coculture of primary hepatocytes and stellate cells. , 2003, Tissue engineering.

[5]  D. Stolz,et al.  Synergistic enhancement of EGF, but not HGF, stimulated hepatocyte motility by TGF‐β1 in vitro , 1997, Journal of cellular physiology.

[6]  Malcolm S. Steinberg,et al.  Reconstruction of Tissues by Dissociated Cells , 1963 .

[7]  E. Hill Journal of Theoretical Biology , 1961, Nature.

[8]  Wei-Shou Hu,et al.  Structural polarity and functional bile canaliculi in rat hepatocyte spheroids. , 2002, Experimental cell research.

[9]  J Umbanhowar,et al.  Non-local concepts and models in biology. , 2001, Journal of theoretical biology.

[10]  A. Mogilner,et al.  Mathematical Biology Mutual Interactions, Potentials, and Individual Distance in a Social Aggregation , 2003 .

[11]  C. Selden,et al.  What keeps hepatocytes on the straight and narrow? Maintaining differentiated function in the liver , 1999, Gut.

[12]  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.

[13]  Irene A. Stegun,et al.  Handbook of Mathematical Functions. , 1966 .

[14]  T. Mitaka The current status of primary hepatocyte culture , 1998, International journal of experimental pathology.

[15]  K. Shakesheff,et al.  Liver tissue engineering: a role for co-culture systems in modifying hepatocyte function and viability. , 2001, Tissue engineering.

[16]  Kevin J Painter,et al.  Continuous Models for Cell Migration in Tissues and Applications to Cell Sorting via Differential Chemotaxis , 2009, Bulletin of mathematical biology.

[17]  Kevin J Painter,et al.  Modelling the movement of interacting cell populations. , 2003, Journal of theoretical biology.

[18]  G. Beilman,et al.  Evaluation of the effect of culture matrices on induction of CYP3A isoforms in cultured porcine hepatocytes. , 2000, Chemico-biological interactions.

[19]  A. Gentilini,et al.  Phosphatidylinositol-3 kinase and extracellular signal-regulated kinase mediate the chemotactic and mitogenic effects of insulin-like growth factor-I in human hepatic stellate cells. , 2000, Journal of hepatology.

[20]  R J Thomas,et al.  Hepatic stellate cells on poly(DL-lactic acid) surfaces control the formation of 3D hepatocyte co-culture aggregates in vitro. , 2006, European cells & materials.

[21]  M. S. Steinberg,et al.  The differential adhesion hypothesis: a direct evaluation. , 2005, Developmental biology.

[22]  K. Painter,et al.  A continuum approach to modelling cell-cell adhesion. , 2006, Journal of theoretical biology.

[23]  G. Hamilton,et al.  Evaluation of the effect of culture configuration on morphology, survival time, antioxidant status and metabolic capacities of cultured rat hepatocytes. , 2002, Toxicology in vitro : an international journal published in association with BIBRA.

[24]  Stephen A. Gourley,et al.  Boundedness of solutions of a non-local reaction–diffusion model for adhesion in cell aggregation and cancer invasion , 2009, European Journal of Applied Mathematics.

[25]  Mark A. J. Chaplain,et al.  Mathematical modelling of cancer invasion of tissue: the role and effect of nonlocal interactions , 2009 .

[26]  K. Shakesheff,et al.  A Mathematical Model of Liver Cell Aggregation In Vitro , 2009, Bulletin of mathematical biology.

[27]  S. Koenig,et al.  Maintaining hepatocyte differentiation in vitro through co-culture with hepatic stellate cells , 2009, In Vitro Cellular & Developmental Biology - Animal.

[28]  A. Mogilner,et al.  A non-local model for a swarm , 1999 .

[29]  John Billingham,et al.  Dynamics of a strongly nonlocal reaction–diffusion population model , 2004 .

[30]  Kevin M. Shakesheff,et al.  The Effect of Three-Dimensional Co-Culture of Hepatocytes and Hepatic Stellate Cells on Key Hepatocyte Functions in vitro , 2005, Cells Tissues Organs.

[31]  J. Jansson,et al.  Hepatocyte-stimulated expression of hepatocyte growth factor (HGF) in cultured rat hepatic stellate cells. , 1999, Journal of hepatology.

[32]  Leah Edelstein-Keshet,et al.  Chemotactic signaling, microglia, and Alzheimer’s disease senile plaques: Is there a connection? , 2003, Bulletin of mathematical biology.

[33]  Claes Johnson,et al.  Computational Differential Equations , 1996 .

[34]  Fordyce A. Davidson,et al.  Spatio-temporal pattern formation in a nonlocal reaction-diffusion equation , 2001 .