Deciphering Metabolic Pathways in High-Seeding-Density Fed-Batch Processes for Monoclonal Antibody Production: A Computational Modeling Perspective
Carolin Bokelmann, Alireza Ehsani, Jochen Schaub, Fabian Stiefel

TL;DR
This paper uses computational modeling to study how high-seeding-density processes affect metabolism in CHO cells for monoclonal antibody production.
Contribution
The study introduces a metabolic network and kinetic models to explore feeding strategies in high-seeding-density monoclonal antibody production.
Findings
High glycolytic fluxes and asparagine depletion were observed in high-seeding-density processes.
Adding a bolus medium with asparagine improved final monoclonal antibody titers.
Balancing asparagine concentration is crucial to prevent unwanted shifts in lactate metabolism.
Abstract
Due to their high specificity, monoclonal antibodies (mAbs) have garnered significant attention in recent decades, with advancements in production processes, such as high-seeding-density (HSD) strategies, contributing to improved titers. This study provides a thorough investigation of high seeding processes for mAb production in Chinese hamster ovary (CHO) cells, focused on identifying significant metabolites and their interactions. We observed high glycolytic fluxes, the depletion of asparagine, and a shift from lactate production to consumption. Using a metabolic network and flux analysis, we compared the standard fed-batch (STD FB) with HSD cultivations, exploring supplementary lactate and cysteine, and a bolus medium enriched with amino acids. We reconstructed a metabolic network and kinetic models based on the observations and explored the effects of different feeding strategies on…
Genes, proteins, chemicals, diseases, species, mutations and cell lines named across the full text — each resolved to its canonical identifier and authoritative record.
Click any figure to enlarge with its caption.
Figure 1
Figure 2
Figure 3
Figure 4
Figure 5
Figure 6Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsViral Infectious Diseases and Gene Expression in Insects · Protein purification and stability · Microbial Metabolic Engineering and Bioproduction
