Cargando…

Improving Embryonic Stem Cell Expansion through the Combination of Perfusion and Bioprocess Model Design

BACKGROUND: High proliferative and differentiation capacity renders embryonic stem cells (ESCs) a promising cell source for tissue engineering and cell-based therapies. Harnessing their potential, however, requires well-designed, efficient and reproducible expansion and differentiation protocols as...

Descripción completa

Detalles Bibliográficos
Autores principales: Yeo, David, Kiparissides, Alexandros, Cha, Jae Min, Aguilar-Gallardo, Cristobal, Polak, Julia M., Tsiridis, Elefterios, Pistikopoulos, Efstratios N., Mantalaris, Athanasios
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3858261/
https://www.ncbi.nlm.nih.gov/pubmed/24339957
http://dx.doi.org/10.1371/journal.pone.0081728
_version_ 1782295255765221376
author Yeo, David
Kiparissides, Alexandros
Cha, Jae Min
Aguilar-Gallardo, Cristobal
Polak, Julia M.
Tsiridis, Elefterios
Pistikopoulos, Efstratios N.
Mantalaris, Athanasios
author_facet Yeo, David
Kiparissides, Alexandros
Cha, Jae Min
Aguilar-Gallardo, Cristobal
Polak, Julia M.
Tsiridis, Elefterios
Pistikopoulos, Efstratios N.
Mantalaris, Athanasios
author_sort Yeo, David
collection PubMed
description BACKGROUND: High proliferative and differentiation capacity renders embryonic stem cells (ESCs) a promising cell source for tissue engineering and cell-based therapies. Harnessing their potential, however, requires well-designed, efficient and reproducible expansion and differentiation protocols as well as avoiding hazardous by-products, such as teratoma formation. Traditional, standard culture methodologies are fragmented and limited in their fed-batch feeding strategies that afford a sub-optimal environment for cellular metabolism. Herein, we investigate the impact of metabolic stress as a result of inefficient feeding utilizing a novel perfusion bioreactor and a mathematical model to achieve bioprocess improvement. METHODOLOGY/PRINCIPAL FINDINGS: To characterize nutritional requirements, the expansion of undifferentiated murine ESCs (mESCs) encapsulated in hydrogels was performed in batch and perfusion cultures using bioreactors. Despite sufficient nutrient and growth factor provision, the accumulation of inhibitory metabolites resulted in the unscheduled differentiation of mESCs and a decline in their cell numbers in the batch cultures. In contrast, perfusion cultures maintained metabolite concentration below toxic levels, resulting in the robust expansion (>16-fold) of high quality ‘naïve’ mESCs within 4 days. A multi-scale mathematical model describing population segregated growth kinetics, metabolism and the expression of selected pluripotency (‘stemness’) genes was implemented to maximize information from available experimental data. A global sensitivity analysis (GSA) was employed that identified significant (6/29) model parameters and enabled model validation. Predicting the preferential propagation of undifferentiated ESCs in perfusion culture conditions demonstrates synchrony between theory and experiment. CONCLUSIONS/SIGNIFICANCE: The limitations of batch culture highlight the importance of cellular metabolism in maintaining pluripotency, which necessitates the design of suitable ESC bioprocesses. We propose a novel investigational framework that integrates a novel perfusion culture platform (controlled metabolic conditions) with mathematical modeling (information maximization) to enhance ESC bioprocess productivity and facilitate bioprocess optimization.
format Online
Article
Text
id pubmed-3858261
institution National Center for Biotechnology Information
language English
publishDate 2013
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-38582612013-12-11 Improving Embryonic Stem Cell Expansion through the Combination of Perfusion and Bioprocess Model Design Yeo, David Kiparissides, Alexandros Cha, Jae Min Aguilar-Gallardo, Cristobal Polak, Julia M. Tsiridis, Elefterios Pistikopoulos, Efstratios N. Mantalaris, Athanasios PLoS One Research Article BACKGROUND: High proliferative and differentiation capacity renders embryonic stem cells (ESCs) a promising cell source for tissue engineering and cell-based therapies. Harnessing their potential, however, requires well-designed, efficient and reproducible expansion and differentiation protocols as well as avoiding hazardous by-products, such as teratoma formation. Traditional, standard culture methodologies are fragmented and limited in their fed-batch feeding strategies that afford a sub-optimal environment for cellular metabolism. Herein, we investigate the impact of metabolic stress as a result of inefficient feeding utilizing a novel perfusion bioreactor and a mathematical model to achieve bioprocess improvement. METHODOLOGY/PRINCIPAL FINDINGS: To characterize nutritional requirements, the expansion of undifferentiated murine ESCs (mESCs) encapsulated in hydrogels was performed in batch and perfusion cultures using bioreactors. Despite sufficient nutrient and growth factor provision, the accumulation of inhibitory metabolites resulted in the unscheduled differentiation of mESCs and a decline in their cell numbers in the batch cultures. In contrast, perfusion cultures maintained metabolite concentration below toxic levels, resulting in the robust expansion (>16-fold) of high quality ‘naïve’ mESCs within 4 days. A multi-scale mathematical model describing population segregated growth kinetics, metabolism and the expression of selected pluripotency (‘stemness’) genes was implemented to maximize information from available experimental data. A global sensitivity analysis (GSA) was employed that identified significant (6/29) model parameters and enabled model validation. Predicting the preferential propagation of undifferentiated ESCs in perfusion culture conditions demonstrates synchrony between theory and experiment. CONCLUSIONS/SIGNIFICANCE: The limitations of batch culture highlight the importance of cellular metabolism in maintaining pluripotency, which necessitates the design of suitable ESC bioprocesses. We propose a novel investigational framework that integrates a novel perfusion culture platform (controlled metabolic conditions) with mathematical modeling (information maximization) to enhance ESC bioprocess productivity and facilitate bioprocess optimization. Public Library of Science 2013-12-10 /pmc/articles/PMC3858261/ /pubmed/24339957 http://dx.doi.org/10.1371/journal.pone.0081728 Text en © 2013 Yeo et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Yeo, David
Kiparissides, Alexandros
Cha, Jae Min
Aguilar-Gallardo, Cristobal
Polak, Julia M.
Tsiridis, Elefterios
Pistikopoulos, Efstratios N.
Mantalaris, Athanasios
Improving Embryonic Stem Cell Expansion through the Combination of Perfusion and Bioprocess Model Design
title Improving Embryonic Stem Cell Expansion through the Combination of Perfusion and Bioprocess Model Design
title_full Improving Embryonic Stem Cell Expansion through the Combination of Perfusion and Bioprocess Model Design
title_fullStr Improving Embryonic Stem Cell Expansion through the Combination of Perfusion and Bioprocess Model Design
title_full_unstemmed Improving Embryonic Stem Cell Expansion through the Combination of Perfusion and Bioprocess Model Design
title_short Improving Embryonic Stem Cell Expansion through the Combination of Perfusion and Bioprocess Model Design
title_sort improving embryonic stem cell expansion through the combination of perfusion and bioprocess model design
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3858261/
https://www.ncbi.nlm.nih.gov/pubmed/24339957
http://dx.doi.org/10.1371/journal.pone.0081728
work_keys_str_mv AT yeodavid improvingembryonicstemcellexpansionthroughthecombinationofperfusionandbioprocessmodeldesign
AT kiparissidesalexandros improvingembryonicstemcellexpansionthroughthecombinationofperfusionandbioprocessmodeldesign
AT chajaemin improvingembryonicstemcellexpansionthroughthecombinationofperfusionandbioprocessmodeldesign
AT aguilargallardocristobal improvingembryonicstemcellexpansionthroughthecombinationofperfusionandbioprocessmodeldesign
AT polakjuliam improvingembryonicstemcellexpansionthroughthecombinationofperfusionandbioprocessmodeldesign
AT tsiridiselefterios improvingembryonicstemcellexpansionthroughthecombinationofperfusionandbioprocessmodeldesign
AT pistikopoulosefstratiosn improvingembryonicstemcellexpansionthroughthecombinationofperfusionandbioprocessmodeldesign
AT mantalarisathanasios improvingembryonicstemcellexpansionthroughthecombinationofperfusionandbioprocessmodeldesign