[HTML][HTML] Artificial intelligence and machine learning applications for cultured meat

ME Todhunter, S Jubair, R Verma, R Saqe… - Frontiers in Artificial …, 2024 - frontiersin.org
Cultured meat has the potential to provide a complementary meat industry with reduced
environmental, ethical, and health impacts. However, major technological challenges …

Cell-culture process optimization via model-based predictions of metabolism and protein glycosylation

JV Reddy, K Raudenbush, ET Papoutsakis… - Biotechnology …, 2023 - Elsevier
In order to meet the rising demand for biologics and become competitive on the developing
biosimilar market, there is a need for process intensification of biomanufacturing processes …

[HTML][HTML] Control of IgG glycosylation in CHO cell perfusion cultures by GReBA mathematical model supported by a novel targeted feed, TAFE

L Zhang, H Schwarz, M Wang, A Castan… - Metabolic …, 2021 - Elsevier
The N-linked glycosylation pattern is an important quality attribute of therapeutic
glycoproteins. It has been reported by our group and by others that different carbon sources …

Practical data-driven modeling and robust predictive control of mammalian cell fed-batch process

L Dewasme, M Mäkinen, V Chotteau - Computers & Chemical Engineering, 2023 - Elsevier
Even if the performances of bioprocesses can be significantly improved by model-based
control, there often remains a tradeoff between model complexity and control robustness …

In‐silico media optimization for continuous cultures using genome scale metabolic networks: The case of CHO‐K1

BA Pérez‐Fernández… - Biotechnology and …, 2021 - Wiley Online Library
The cell culture is the central piece of a biotechnological industrial process. It includes
upstream (eg media preparation, fixed costs, etc.) and downstream steps (eg product …

[HTML][HTML] Iterative learning robust optimization-with application to medium optimization of CHO cell cultivation in continuous monoclonal antibody production

Y Wang, M Pasquini, V Chotteau, H Hjalmarsson… - Journal of Process …, 2024 - Elsevier
In the presence of uncertainty, the optimum obtained based on a nominal identified model
can neither provide any performance guarantee nor ensure that critical constraints are …

[HTML][HTML] Irreversible and reversible impact on cellular behavior upon intra-experimental process parameter shifts in a CHO semi-continuous perfusion process

M Pappenreiter, B Bayer, M Logarušić… - Biochemical …, 2023 - Elsevier
The concept of intensified design of experiments allows a faster screening of the given
design space with the risk to introduce an irreversible impact of previous parameter settings …

[HTML][HTML] Novel column generation-based optimization approach for poly-pathway kinetic model applied to CHO cell culture

E Hagrot, HÆ Oddsdóttir, M Mäkinen… - Metabolic engineering …, 2019 - Elsevier
Mathematical modelling can provide precious tools for bioprocess simulation, prediction,
control and optimization of mammalian cell-based cultures. In this paper we present a novel …

[HTML][HTML] Glycan residues balance analysis-GReBA: a novel model for the N-linked glycosylation of IgG produced by CHO cells

L Zhang, ML Wang, A Castan, J Stevenson… - Metabolic …, 2020 - Elsevier
The structure of N-linked glycosylation is a very important quality attribute for therapeutic
monoclonal antibodies. Different carbon sources in cell culture media, such as mannose …

Identification of nonlinear kinetics of macroscopic bio-reactions using multilinear Gaussian processes

M Wang, RS Risuleo, EW Jacobsen, V Chotteau… - Computers & Chemical …, 2020 - Elsevier
In biological systems, nonlinear kinetic relationships between metabolites of interest are
modeled for various purposes. Usually, little a priori knowledge is available in such models …