Synergising stoichiometric modelling with artificial neural networks to predict antibody glycosylation patterns in Chinese hamster ovary cells
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Two-step frameworks for indirect NSD inference rely on pseudo-steady-state assumptions and therefore do not explicitly capture the transient dynamics of intracellular NSD pools over the course of a fed-batch culture.
“Although this approach enables indirect inference of NSDs from extracellular data and alleviates some parametrisation challenges, it relies on pseudo-steadystate assumptions.It therefore does not explicitly capture the transient dynamics of intracellular NSD pools over the course of a fed-batch culture.”
From Soft sensing of intracellular states for CHO cell bioprocessing with Ensemble Kalman Filters (2026) · cites this paper as [28]
Cites
What is flux balance analysis?
Orth, J. D., Thiele, I., & Palsson, B. Ø. (2010) · Nature Biotechnology · doi:10.1038/nbt.1614 · Cited by 3,903 · see citing works
Bhatia, H., Mehdizadeh, H., Drapeau, D., & Yoon, S. (2018) · Engineering in Life Sciences · doi:10.1002/elsc.201700084 · Cited by 87 · see citing works
Planinc, A., Dejaegher, B., Vander Heyden, Y., Viaene, J., Van Praet, S., Rappez, F., Van Antwerpen, P., & Delporte, C. (2017) · European Journal of Hospital Pharmacy · doi:10.1136/ejhpharm-2016-001022 · Cited by 41 · see citing works
Cell culture media analysis using rapid spectroscopic methods
Ryder, A. G. (2018) · Current Opinion in Chemical Engineering · doi:10.1016/j.coche.2018.08.008 · Cited by 30 · see citing works
mAb Production Modeling and Design Space Evaluation Including Glycosylation Process
Yang, O., & Ierapetritou, M. (2021) · Processes · doi:10.3390/pr9020324 · Cited by 26 · see citing works
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Soft sensing of intracellular states for CHO cell bioprocessing with Ensemble Kalman Filters
Yu, L., del Rio Chanona, A., & Kontoravdi, C. (2026) · Journal of Process Control · doi:10.1016/j.jprocont.2026.103875
Self-citation
- Authors
- Antonakoudis, A., Strain, B., Barbosa, R., Jimenez del Val, I., & Kontoravdi, C.
- Affiliations
- Imperial College London (GB)
- Corresponding author
- Kontoravdi, Cleo
- Venue
- Computers & Chemical Engineering
- Publisher
- Elsevier BV
- Published
- 2021-11
- Volume
- 154
- Pages
- 107471
- ISSN
- 0098-1354 (ISSN-L)
- OpenAlex
- W3193910802
- Cited by
- 42
- References
- 5
- Citations by year
- 2026: 4 · 2025: 8 · 2024: 11 · 2023: 11 · 2022: 8
- FWCI
- 2.35
- Type
- journal article
- Language
- en
- Open access
- green
- hdl.handle.net
- Licence
- Locations
- Computers & Chemical Engineering (publishedVersion)
- Spiral (Imperial College London) (submittedVersion, cc-by-nc-nd)
- Funders
- Science Foundation Ireland (12/RC/2275_P2)
- GlaxoSmithKline
- Engineering and Physical Sciences Research Council
- Biotechnology and Biological Sciences Research Council
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Viral Infectious Diseases and Gene Expression in Insects
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Microbial Metabolic Engineering and Bioproduction
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Glycosylation and Glycoproteins Research
- Keywords
- antibody glycosylation, artificial neural networks, hybrid process models, monoclonal antibodies, in-process quality control, critical quality attributes, biologic therapy
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