IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0081728.html
   My bibliography  Save this article

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

Author

Listed:
  • David Yeo
  • Alexandros Kiparissides
  • Jae Min Cha
  • Cristobal Aguilar-Gallardo
  • Julia M Polak
  • Elefterios Tsiridis
  • Efstratios N Pistikopoulos
  • Athanasios Mantalaris

Abstract

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.

Suggested Citation

  • David Yeo & Alexandros Kiparissides & Jae Min Cha & Cristobal Aguilar-Gallardo & Julia M Polak & Elefterios Tsiridis & Efstratios N Pistikopoulos & Athanasios Mantalaris, 2013. "Improving Embryonic Stem Cell Expansion through the Combination of Perfusion and Bioprocess Model Design," PLOS ONE, Public Library of Science, vol. 8(12), pages 1-14, December.
  • Handle: RePEc:plo:pone00:0081728
    DOI: 10.1371/journal.pone.0081728
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0081728
    Download Restriction: no

    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0081728&type=printable
    Download Restriction: no

    File URL: https://libkey.io/10.1371/journal.pone.0081728?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Hitoshi Niwa & Kazuya Ogawa & Daisuke Shimosato & Kenjiro Adachi, 2009. "A parallel circuit of LIF signalling pathways maintains pluripotency of mouse ES cells," Nature, Nature, vol. 460(7251), pages 118-122, July.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Chen Dong & Shuhua Fu & Rowan M. Karvas & Brian Chew & Laura A. Fischer & Xiaoyun Xing & Jessica K. Harrison & Pooja Popli & Ramakrishna Kommagani & Ting Wang & Bo Zhang & Thorold W. Theunissen, 2022. "A genome-wide CRISPR-Cas9 knockout screen identifies essential and growth-restricting genes in human trophoblast stem cells," Nature Communications, Nature, vol. 13(1), pages 1-16, December.
    2. Haipeng Fu & Tingyu Wang & Xiaohui Kong & Kun Yan & Yang Yang & Jingyi Cao & Yafei Yuan & Nan Wang & Kehkooi Kee & Zhi John Lu & Qiaoran Xi, 2022. "A Nodal enhanced micropeptide NEMEP regulates glucose uptake during mesendoderm differentiation of embryonic stem cells," Nature Communications, Nature, vol. 13(1), pages 1-17, December.
    3. Vincenzo Paduano & Daniela Tagliaferri & Geppino Falco & Michele Ceccarelli, 2013. "Automated Identification and Location Analysis of Marked Stem Cells Colonies in Optical Microscopy Images," PLOS ONE, Public Library of Science, vol. 8(12), pages 1-11, December.
    4. Dasol Han & Guojing Liu & Yujeong Oh & Seyoun Oh & Seungbok Yang & Lori Mandjikian & Neha Rani & Maria C. Almeida & Kenneth S. Kosik & Jiwon Jang, 2023. "ZBTB12 is a molecular barrier to dedifferentiation in human pluripotent stem cells," Nature Communications, Nature, vol. 14(1), pages 1-16, December.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:plo:pone00:0081728. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.