Modern sensor tools and techniques for monitoring, controlling, and improving cell culture processes
SJ Reyes, Y Durocher, PL Pham, O Henry - Processes, 2022 - mdpi.com
The growing biopharmaceutical industry has reached a level of maturity that allows for the
monitoring of numerous key variables for both process characterization and outcome …
monitoring of numerous key variables for both process characterization and outcome …
Harnessing the potential of machine learning for advancing “quality by design” in biomanufacturing
Ensuring consistent high yields and product quality are key challenges in biomanufacturing.
Even minor deviations in critical process parameters (CPPs) such as media and feed …
Even minor deviations in critical process parameters (CPPs) such as media and feed …
Genome-scale reconstructions of the mammalian secretory pathway predict metabolic costs and limitations of protein secretion
Abstract In mammalian cells,> 25% of synthesized proteins are exported through the
secretory pathway. The pathway complexity, however, obfuscates its impact on the secretion …
secretory pathway. The pathway complexity, however, obfuscates its impact on the secretion …
The emerging role of systems biology for engineering protein production in CHO cells
Highlights•3 waves of innovation have enhanced protein production in CHO cells.•Systems-
level methods are now unravelling drivers of protein production.•Predictive models will …
level methods are now unravelling drivers of protein production.•Predictive models will …
Hybrid models based on machine learning and an increasing degree of process knowledge: application to cell culture processes
In this work, we aim to introduce the concept of the degree of hybridization for cell culture
process modeling. We propose that a family of hybrid models can be created with varying …
process modeling. We propose that a family of hybrid models can be created with varying …
Hybrid deep modeling of a CHO-K1 fed-batch process: combining first-principles with deep neural networks
Introduction: Hybrid modeling combining First-Principles with machine learning is becoming
a pivotal methodology for Biopharma 4.0 enactment. Chinese Hamster Ovary (CHO) cells …
a pivotal methodology for Biopharma 4.0 enactment. Chinese Hamster Ovary (CHO) cells …
Enzyme capacity-based genome scale modelling of CHO cells
Chinese hamster ovary (CHO) cells are most prevalently used for producing recombinant
therapeutics in biomanufacturing. Recently, more rational and systems approaches have …
therapeutics in biomanufacturing. Recently, more rational and systems approaches have …
On the use of surface plasmon resonance biosensing to understand IgG-FcγR interactions
C Forest-Nault, J Gaudreault, O Henry… - International Journal of …, 2021 - mdpi.com
Surface plasmon resonance (SPR)-based optical biosensors offer real-time and label-free
analysis of protein interactions, which has extensively contributed to the discovery and …
analysis of protein interactions, which has extensively contributed to the discovery and …
[HTML][HTML] Applications of machine learning in antibody discovery, process development, manufacturing and formulation: Current trends, challenges, and opportunities
TT Khuat, R Bassett, E Otte, A Grevis-James… - Computers & Chemical …, 2024 - Elsevier
While machine learning (ML) has made significant contributions to the biopharmaceutical
field, its applications are still in the early stages in terms of providing direct support for quality …
field, its applications are still in the early stages in terms of providing direct support for quality …
[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 …
glycoproteins. It has been reported by our group and by others that different carbon sources …