A validated model of GAG deposition, cell distribution, and growth of tissue engineered cartilage cultured in a rotating bioreactor

In this work a new phenomenological model of growth of cartilage tissue cultured in a rotating bioreactor is developed. It represents an advancement of a previously derived model of deposition of glycosaminoglycan (GAG) in engineered cartilage by (i) introduction of physiological mechanisms of proteoglycan accumulation in the extracellular matrix (ECM) as well as by correlating (ii) local cell densities and (iii) tissue growth to the ECM composition. In particular, previously established predictions and correlations of local oxygen concentrations and GAG synthesis rates are extended to distinguish cell secreted proteoglycan monomers free to diffuse in cell surroundings and outside from the engineered construct, from large aggrecan molecules, which are constrained within the ECM and practically immovable. The model includes kinetics of aggregation, that is, transformation of mobile GAG species into immobile aggregates as well as maintenance of the normal ECM composition after the physiological GAG concentration is reached by incorporation of a product inhibition term. The model also includes mechanisms of the temporal evolution of cell density distributions and tissue growth under in vitro conditions. After a short initial proliferation phase the total cell number in the construct remains constant, but the local cell distribution is leveled out by GAG accumulation and repulsion due to negative molecular charges. Furthermore, strong repulsive forces result in expansion of the local tissue elements observed macroscopically as tissue growth (i.e., construct enlargement). The model is validated by comparison with experimental data of (i) GAG distribution and leakage, (ii) spatial‐temporal distributions of cells, and (iii) tissue growth reported in previous works. Validation of the model predictive capability—against a selection of measured data that were not used to construct the model—suggests that the model successfully describes the interplay of several simultaneous processes carried out during in vitro cartilage tissue regeneration and indicates that this approach could also be attractive for application in other tissue engineering systems. Biotechnol. Bioeng. 2010. 105: 842–853. © 2009 Wiley Periodicals, Inc.

[1]  G. Vunjak‐Novakovic,et al.  Biomechamical principles of cartilage and bone tissue engineering , 2005 .

[2]  Jerry C. Hu,et al.  The effects of intermittent hydrostatic pressure on self-assembled articular cartilage constructs. , 2006, Tissue engineering.

[3]  J. Haselgrove,et al.  Computer modeling of the oxygen supply and demand of cells of the avian growth cartilage. , 1993, The American journal of physiology.

[4]  G. Vunjak‐Novakovic,et al.  Gas exchange is essential for bioreactor cultivation of tissue engineered cartilage. , 1999, Biotechnology and bioengineering.

[5]  R Langer,et al.  Chondrogenesis in a cell-polymer-bioreactor system. , 1998, Experimental cell research.

[6]  G. Vunjak‐Novakovic,et al.  Bioreactor studies of native and tissue engineered cartilage. , 2002, Biorheology.

[7]  E. Bueno,et al.  Tissue growth modeling in a wavy-walled bioreactor. , 2009, Tissue engineering. Part A.

[8]  J R King,et al.  Multiphase modelling of cell behaviour on artificial scaffolds: effects of nutrient depletion and spatially nonuniform porosity. , 2007, Mathematical medicine and biology : a journal of the IMA.

[9]  G A Ateshian,et al.  Functional tissue engineering of articular cartilage through dynamic loading of chondrocyte-seeded agarose gels. , 2000, Journal of biomechanical engineering.

[10]  T. Chung Computational Fluid Dynamics: FOUR. AUTOMATIC GRID GENERATION, ADAPTIVE METHODS, AND COMPUTING TECHNIQUES , 2002 .

[11]  Albert C. Chen,et al.  Compressive properties and function—composition relationships of developing bovine articular cartilage , 2001, Journal of orthopaedic research : official publication of the Orthopaedic Research Society.

[12]  C. Please,et al.  Experimental characterization and computational modelling of two-dimensional cell spreading for skeletal regeneration , 2007, Journal of The Royal Society Interface.

[13]  Bojana Obradovic,et al.  Glycosaminoglycan deposition in engineered cartilage: Experiments and mathematical model , 2000 .

[14]  L. Bonassar,et al.  Modeling the dynamic composition of engineered cartilage. , 2002, Archives of biochemistry and biophysics.

[15]  D. Himmelblau Diffusion of Dissolved Gases in Liquids , 1964 .

[16]  Ivan Martin,et al.  Method for Quantitative Analysis of Glycosaminoglycan Distribution in Cultured Natural and Engineered Cartilage , 1999, Annals of Biomedical Engineering.

[17]  Massimo Pisu,et al.  Modeling of engineered cartilage growth in rotating bioreactors , 2004 .

[18]  Christine Ortiz,et al.  Nanomechanics of opposing glycosaminoglycan macromolecules. , 2005, Journal of biomechanics.

[19]  Mark Taylor,et al.  Computational modelling of cell spreading and tissue regeneration in porous scaffolds. , 2007, Biomaterials.

[20]  M. Radisic,et al.  Oxygen Transport in Tissue Engineering Systems: Cartilage and Myocardium , 2007 .

[21]  G. Oster,et al.  Cell traction models for generating pattern and form in morphogenesis , 1984, Journal of mathematical biology.

[22]  B. Obradovic,et al.  Bioreactor cultivation conditions modulate the composition and mechanical properties of tissue‐engineered cartilage , 1999, Journal of orthopaedic research : official publication of the Orthopaedic Research Society.

[23]  Robert T. Tranquillo,et al.  Fibroblast‐populated collagen microsphere assay of cell traction force: Part 1. Continuum model , 1993 .

[24]  M. Lappa Organic tissues in rotating bioreactors: fluid‐mechanical aspects, dynamic growth models, and morphological evolution , 2003, Biotechnology and bioengineering.

[25]  T. Klein,et al.  Modulation of Depth-dependent Properties in Tissue-engineered Cartilage with a Semi-permeable Membrane and Perfusion: A Continuum Model of Matrix Metabolism and Transport , 2007, Biomechanics and modeling in mechanobiology.

[26]  R. I. Freshney,et al.  Principles of tissue culture and bioreactor design , 2007 .

[27]  A. Concas,et al.  A novel simulation model for engineered cartilage growth in static systems. , 2006, Tissue engineering.

[28]  Gerard A Ateshian,et al.  Modeling of neutral solute transport in a dynamically loaded porous permeable gel: implications for articular cartilage biosynthesis and tissue engineering. , 2003, Journal of biomechanical engineering.

[29]  W Herzog,et al.  Articular cartilage biomechanics: theoretical models, material properties, and biosynthetic response. , 1999, Critical reviews in biomedical engineering.

[30]  Gordana Vunjak-Novakovic,et al.  Effects of mixing on the composition and morphology of tissue‐engineered cartilage , 1996 .

[31]  D. Birchall,et al.  Computational Fluid Dynamics , 2020, Radial Flow Turbocompressors.

[32]  James D. Murray Dermal Wound Healing , 1993 .

[33]  R Langer,et al.  Dynamic Cell Seeding of Polymer Scaffolds for Cartilage Tissue Engineering , 1998, Biotechnology progress.