A parameterised mathematical model to elucidate osteoblast cell growth in a phosphate-glass microcarrier culture

Tissue engineering has the potential to augment bone grafting. Employing microcarriers as cell-expansion vehicles is a promising bottom-up bone tissue engineering strategy. Here we propose a collaborative approach between experimental work and mathematical modelling to develop protocols for growing...

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Main Authors: Iva Burova, Carlotta Peticone, David De Silva Thompson, Jonathan C Knowles, Ivan Wall, Rebecca J Shipley
Format: Article
Language:English
Published: SAGE Publishing 2019-03-01
Series:Journal of Tissue Engineering
Online Access:https://doi.org/10.1177/2041731419830264
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spelling doaj-a6718410b22d451f81b5472cae2c18082020-11-25T03:24:38ZengSAGE PublishingJournal of Tissue Engineering2041-73142019-03-011010.1177/2041731419830264A parameterised mathematical model to elucidate osteoblast cell growth in a phosphate-glass microcarrier cultureIva Burova0Carlotta Peticone1David De Silva Thompson2Jonathan C Knowles3Ivan Wall4Rebecca J Shipley5Department of Mechanical Engineering, University College London, London, UKDepartment of Biochemical Engineering, University College London, London, UKDepartment of Biochemical Engineering, University College London, London, UKUCL Eastman-Korea Dental Medicine Innovation Centre, Dankook University, Cheonan, Republic of KoreaAston Medical Research Institute and School of Life & Health Sciences, Aston University, Birmingham, UKDepartment of Mechanical Engineering, University College London, London, UKTissue engineering has the potential to augment bone grafting. Employing microcarriers as cell-expansion vehicles is a promising bottom-up bone tissue engineering strategy. Here we propose a collaborative approach between experimental work and mathematical modelling to develop protocols for growing microcarrier-based engineered constructs of clinically relevant size. Experiments in 96-well plates characterise cell growth with the model human cell line MG-63 using four phosphate glass microcarrier materials. Three of the materials are doped with 5 mol% TiO 2 and contain 0%, 2% or 5% CoO, and the fourth material is doped only with 7% TiO 2 (0% CoO). A mathematical model of cell growth is parameterised by finding material-specific growth coefficients through data-fitting against these experiments. The parameterised mathematical model offers more insight into the material performance by comparing culture outcome against clinically relevant criteria: maximising final cell number starting with the lowest cell number in the shortest time frame. Based on this analysis, material 7% TiO 2 is identified as the most promising.https://doi.org/10.1177/2041731419830264
collection DOAJ
language English
format Article
sources DOAJ
author Iva Burova
Carlotta Peticone
David De Silva Thompson
Jonathan C Knowles
Ivan Wall
Rebecca J Shipley
spellingShingle Iva Burova
Carlotta Peticone
David De Silva Thompson
Jonathan C Knowles
Ivan Wall
Rebecca J Shipley
A parameterised mathematical model to elucidate osteoblast cell growth in a phosphate-glass microcarrier culture
Journal of Tissue Engineering
author_facet Iva Burova
Carlotta Peticone
David De Silva Thompson
Jonathan C Knowles
Ivan Wall
Rebecca J Shipley
author_sort Iva Burova
title A parameterised mathematical model to elucidate osteoblast cell growth in a phosphate-glass microcarrier culture
title_short A parameterised mathematical model to elucidate osteoblast cell growth in a phosphate-glass microcarrier culture
title_full A parameterised mathematical model to elucidate osteoblast cell growth in a phosphate-glass microcarrier culture
title_fullStr A parameterised mathematical model to elucidate osteoblast cell growth in a phosphate-glass microcarrier culture
title_full_unstemmed A parameterised mathematical model to elucidate osteoblast cell growth in a phosphate-glass microcarrier culture
title_sort parameterised mathematical model to elucidate osteoblast cell growth in a phosphate-glass microcarrier culture
publisher SAGE Publishing
series Journal of Tissue Engineering
issn 2041-7314
publishDate 2019-03-01
description Tissue engineering has the potential to augment bone grafting. Employing microcarriers as cell-expansion vehicles is a promising bottom-up bone tissue engineering strategy. Here we propose a collaborative approach between experimental work and mathematical modelling to develop protocols for growing microcarrier-based engineered constructs of clinically relevant size. Experiments in 96-well plates characterise cell growth with the model human cell line MG-63 using four phosphate glass microcarrier materials. Three of the materials are doped with 5 mol% TiO 2 and contain 0%, 2% or 5% CoO, and the fourth material is doped only with 7% TiO 2 (0% CoO). A mathematical model of cell growth is parameterised by finding material-specific growth coefficients through data-fitting against these experiments. The parameterised mathematical model offers more insight into the material performance by comparing culture outcome against clinically relevant criteria: maximising final cell number starting with the lowest cell number in the shortest time frame. Based on this analysis, material 7% TiO 2 is identified as the most promising.
url https://doi.org/10.1177/2041731419830264
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