Investigation of mechanism of bone regeneration in a porous biodegradable calcium phosphate (CaP) scaffold by a combination of a multi-scale agent-based model and experimental optimization/validation
Authored by Le Zhang, Xiaobo Zhou, Hua Tan, Bin Hu, Minna Qiao, Hongjie Gao, Chang Ming Li
Date Published: 2016
DOI: 10.1039/c6nr01637e
Sponsors:
Chinese National Natural Science Foundation
Fundamental Research Funds for the Central Universities of China
United States National Institutes of Health (NIH)
Chongqing excellent youth award
Chinese Recruitment Program of Global Youth Experts
Chongqing Key Laboratory for Advanced Materials and Technologies of Clean Energies
Platforms:
No platforms listed
Model Documentation:
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Mathematical description
Model Code URLs:
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Abstract
Herein, we have developed a novel approach to investigate the mechanism
of bone regeneration in a porous biodegradable calcium phosphate (CaP)
scaffold by a combination of a multi-scale agent-based model, experimental optimization of key parameters and experimental data
validation of the predictive power of the model. The advantages of this
study are that the impact of mechanical stimulation on bone regeneration
in a porous biodegradable CaP scaffold is considered, experimental
design is used to investigate the optimal combination of growth factors
loaded on the porous biodegradable CaP scaffold to promote bone
regeneration and the training, testing and analysis of the model are
carried out by using experimental data, a data-mining algorithm and
related sensitivity analysis. The results reveal that mechanical
stimulation has a great impact on bone regeneration in a porous
biodegradable CaP scaffold and the optimal combination of growth factors
that are encapsulated in nanospheres and loaded into porous
biodegradable CaP scaffolds layer-by-layer can effectively promote bone
regeneration. Furthermore, the model is robust and able to predict the
development of bone regeneration under specified conditions.
Tags
Angiogenesis
systems
Tissue differentiation