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A Validated Model of GAG Deposition, Cell Distribution, and Growth of Tissue Engineered Cartilage Cultured in a Rotating Bioreactor

Authorized Users Only
2010
Authors
Nikolaev, N. I.
Obradović, Bojana
Versteeg, H. K.
Lemon, G.
Williams, D.J.
Article (Published version)
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Abstract
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 physio...logical 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.

Keywords:
mathematical model / cartilage tissue engineering / tissue growth / glycosaminoglycan deposition / cell distribution
Source:
Biotechnology and Bioengineering, 2010, 105, 4, 842-853
Publisher:
  • John Wiley & Sons Inc, Hoboken
Funding / projects:
  • UK EPSRCEngineering & Physical Sciences Research Council (EPSRC)
  • Interakcija imobilisanih ćelija, tkiva i biološki aktivnih molekula u bioreaktorskim sistemima (RS-142075)
  • Biotechnology and Biological Sciences Research CouncilBiotechnology and Biological Sciences Research Council (BBSRC) [BB/D008522/1] Funding Source: researchfish
  • Engineering and Physical Sciences Research CouncilEngineering & Physical Sciences Research Council (EPSRC) [EP/C534247/1] Funding Source: researchfish

DOI: 10.1002/bit.22581

ISSN: 0006-3592

PubMed: 19845002

WoS: 000274742200019

Scopus: 2-s2.0-77449089927
[ Google Scholar ]
25
21
URI
http://TechnoRep.tmf.bg.ac.rs/handle/123456789/1711
Collections
  • Radovi istraživača / Researchers’ publications (TMF)
Institution/Community
Tehnološko-metalurški fakultet
TY  - JOUR
AU  - Nikolaev, N. I.
AU  - Obradović, Bojana
AU  - Versteeg, H. K.
AU  - Lemon, G.
AU  - Williams, D.J.
PY  - 2010
UR  - http://TechnoRep.tmf.bg.ac.rs/handle/123456789/1711
AB  - 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.
PB  - John Wiley & Sons Inc, Hoboken
T2  - Biotechnology and Bioengineering
T1  - A Validated Model of GAG Deposition, Cell Distribution, and Growth of Tissue Engineered Cartilage Cultured in a Rotating Bioreactor
EP  - 853
IS  - 4
SP  - 842
VL  - 105
DO  - 10.1002/bit.22581
ER  - 
@article{
author = "Nikolaev, N. I. and Obradović, Bojana and Versteeg, H. K. and Lemon, G. and Williams, D.J.",
year = "2010",
abstract = "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.",
publisher = "John Wiley & Sons Inc, Hoboken",
journal = "Biotechnology and Bioengineering",
title = "A Validated Model of GAG Deposition, Cell Distribution, and Growth of Tissue Engineered Cartilage Cultured in a Rotating Bioreactor",
pages = "853-842",
number = "4",
volume = "105",
doi = "10.1002/bit.22581"
}
Nikolaev, N. I., Obradović, B., Versteeg, H. K., Lemon, G.,& Williams, D.J.. (2010). A Validated Model of GAG Deposition, Cell Distribution, and Growth of Tissue Engineered Cartilage Cultured in a Rotating Bioreactor. in Biotechnology and Bioengineering
John Wiley & Sons Inc, Hoboken., 105(4), 842-853.
https://doi.org/10.1002/bit.22581
Nikolaev NI, Obradović B, Versteeg HK, Lemon G, Williams D. A Validated Model of GAG Deposition, Cell Distribution, and Growth of Tissue Engineered Cartilage Cultured in a Rotating Bioreactor. in Biotechnology and Bioengineering. 2010;105(4):842-853.
doi:10.1002/bit.22581 .
Nikolaev, N. I., Obradović, Bojana, Versteeg, H. K., Lemon, G., Williams, D.J., "A Validated Model of GAG Deposition, Cell Distribution, and Growth of Tissue Engineered Cartilage Cultured in a Rotating Bioreactor" in Biotechnology and Bioengineering, 105, no. 4 (2010):842-853,
https://doi.org/10.1002/bit.22581 . .

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