Abstract
A simplified 2D mathematical model for tissue growth within a cyclically-loaded tissue engineering scaffold is presented and analyzed. Such cyclic loading has the potential to improve yield and functionality of tissue such as bone and cartilage when grown on a scaffold within a perfusion bioreactor. The cyclic compression affects the flow of the perfused nutrient, leading to flow properties that are inherently unsteady, though periodic, on a timescale short compared with that of tissue proliferation. A two-timescale analysis based on these well-separated timescales is exploited to derive a closed model for the tissue growth on the long timescale of proliferation. Some sample numerical results are given for the final model, and discussed.
Similar content being viewed by others
References
Babalola, O. M., & Bonassar, L. J. (2009). Parametric finite element analysis of physical stimuli resulting from mechanical stimulation of tissue engineered cartilage. J. Biomech. Eng., 131(6), 061014.
Buschmann, M. D., Gluzband, Y. A., Grodzinsky, A. J., & Hunziker, E. B. (1995). Mechanical compression modulates matrix biosynthesis in chondrocyte/agarose culture. J. Cell Sci., 108(4), 1497–1508.
Chung, C., Chen, C., Chen, C., & Tseng, C. (2007). Enhancement of cell growth in tissue-engineering constructs under direct perfusion: modeling and simulation. Biotechnol. Bioeng., 97, 1603–1616.
Chung, C., Chen, C., Lin, T., & Tseng, C. (2008). A compact computational model for cell construct development in perfusion culture. Biotechnol. Bioeng., 99, 1535–1541.
Coletti, F., Macchietto, S., & Elvassore, N. (2006). Mathematical modeling of three-dimensional cell cultures in perfusion bioreactors. Ind. Eng. Chem. Res., 45, 8158–8169.
Curtis, A., & Riehle, M. (2001). Tissue engineering: the biophysical background. Phys. Med. Biol., 46, 47–65.
El Haj, A., & Cartmell, S. (2010). Bioreactors for bone tissue engineering. J. Eng. Med., 224, 1523–1532.
El Haj, A., Minter, S., Rawlinson, S., Suswillo, R., & Lanyon, L. (1990). Cellular responses to mechanical loading in vitro. J. Bone Miner. Res., 5(9), 923–932.
Lappa, M. (2003). Organic tissues in rotating bioreactors: fluid-mechanical aspects, dynamic growth models, and morphological evolution. Biotechnol. Bioeng., 84(5), 518–532.
Lewis, M., MacArthur, B., Malda, J., Pettet, G., & Please, C. (2005). Heterogeneous proliferation within engineered cartilaginous tissue: the role of oxygen tension. Biotechnol. Bioeng., 91, 607–615.
Lutianov, M., Shialesh, N., Roberts, S., & Kuiper, J.-H. (2011). A mathematical model of cartilage regeneration after cell therapy. J. Theor. Biol., 289, 136–150.
Malda, J., Rouwkema, J., Martens, D., Le Comte, E., Kooy, F., Tramper, J., van Blitterswijk, C., & Riesle, J. (2004). Oxygen gradients in tissue-engineered pegt/pbt cartilaginous constructs: measurement and modelling. Biotechnol. Bioeng., 86(1), 9–18.
Mauck, R. L., Soltz, M. A., Wang, C. C. B., Wong, D. D., Chao, P.-H. G., Valhmu, W. B., Hung, C. T., & Ateshian, G. A. (2000). Functional tissue engineering of articular cartilage through dynamic loading of chondrocyte seeded agarose gels. J. Biomech. Eng., 122(3), 252–260.
McCoy, R., & O’Brien, F. (2010). Influence of shear stress in perfusion bioreactor cultures for the development of three-dimensional bone tissue constructs: a review. Tissue Eng., Part B, 16(6), 587–601.
Moo, E. K., Herzog, W., Han, S. K., Abu Osman, N. A., Pingguan-Murphy, B., & Federico, S. (2012). Mechanical behaviour of in-situ chondrocytes subjected to different loading rates: a finite element study. Biomech. Model. Mechanobiol., 11(7), 983–993.
Obradovic, B., Meldon, J. H., Freed, L. E., & Vunjak-Novakovic, G. (2000). Glycosaminoglycan deposition in engineered cartilage: experiments and mathematical model. AIChE J., 46, 1860–1871.
O’Dea, R., Waters, S., & Byrne, H. (2008). A two-fluid model for tissue growth within a dynamic flow environment. Eur. J. Appl. Math., 19(6), 607–634.
O’Dea, R., Waters, S., & Byrne, H. (2009). A multiphase model for tissue construct growth in a perfusion bioreactor. Math. Med. Biol., 27(2), 95–127.
Osborne, J., O’Dea, R., Whiteley, J., Byrne, H., & Waters, S. (2010). The influence of bioreactor geometry and the mechanical environment on engineered tissues. Journal of Biomechanical Engineering, 132(5), 051006.
Pohlmeyer, J., Waters, S., & Cummings, L. J. (2013). Mathematical model of a growth factor driven haptotaxis and proliferation in a tissue engineering scaffold. Bull. Math. Biol., 75(3), 393–427.
Porter, B., Zauel, R., Stockman, H., Guldberg, R., & Fyhrie, D. (2005). 3-D computational modelling of media flow through scaffolds in a perfusion bioreactor. J. Biomech. Eng., 38(3), 543–549.
Raimondi, M., Boschetti, F., Falcone, L., Migliavacca, F., Remuzzi, A., & Dubini, G. (2004). The effect of media perfusion on three-dimensional cultures of human chondrocytes: integration of experimental and computational approaches. Biorheology, 41(3), 401–410.
Schätti, O., Grad, S., Goldhahn, J., Salzmann, G., Li, Z., Alini, M., & Stoddart, M. J. (2011). A combination of shear and dynamic compression leads to mechanically induced chondrogenesis of human mesenchymal stem cells. Eur. Cells Mater., 22, 214–225.
Sengers, B., Taylor, M., Please, C., & Oreffo, R. (2007). Computational modelling of cell spreading and tissue regeneration in porous scaffolds. Biomaterials, 28, 1926–1940.
Shakeel, M., Matthews, P., Waters, S., & Graham, R. (2013). A continuum model of cell proliferation and nutrient transport in a perfusion bioreactor. Math. Med. Biol., 30(1), 21–44.
Wang, N., Grad, S., Stoddart, M. J., Niemeyer, P., Sudkamp, N. P., Pestka, J., Alini, M., Chen, J., & Salzmann, G. M. (2013). Bioreactor-induced chondrocyte maturation is dependent on cell passage and onset of loading. Cartilage, 4(2), 165–176.
Zhou, S., Cui, Z., & Urban, J. (2004). Factors influencing the oxygen concentration gradient from the synovial surface of articular cartilage to the cartilage-bone interface: a modeling study. Arthritis Rheum., 50(12), 3915–3924.
Acknowledgements
Both authors acknowledge partial financial support from KAUST under Award No. KUK-C1-013-04 in the form of OCCAM Visiting Fellowships. We thank Drs Treena Arinzeh, Shahriar Afkhami, Michael Siegel (NJIT), and Sarah Waters (Oxford) for useful guidance with the development and numerical solution of the model.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Pohlmeyer, J.V., Cummings, L.J. Cyclic Loading of Growing Tissue in a Bioreactor: Mathematical Model and Asymptotic Analysis. Bull Math Biol 75, 2450–2473 (2013). https://doi.org/10.1007/s11538-013-9902-x
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11538-013-9902-x