Accelerating Perfusion Process Development Using Cell Insights by Umetrics® Studio
The BioPharma industry often relies on mammalian cells for producing therapeutic proteins, but the associated complexity and high costs limit patient access. To tackle these challenges, efforts focus on enhancing cell culture productivity and reducing costs through upstream process intensification (PI) using perfusion methods. However, establishing optimal conditions for these processes is difficult due to resource and time constraints.
Cell Insights by Umetrics® Studio is a hybrid modelling toolkit designed to streamline and accelerate the development of complex perfusion processes in the biopharmaceutical industry. It enhances initial cell culture experiments with in-silico simulations, enabling model-based optimization. This involves systematically screening process parameters like temperature, pH, and culture media to identify optimal conditions in silico, which are then verified experimentally. The toolkit provides straightforward workflows for process scientists, engineers, and data scientists, with intelligent cloud deployment and self-service data analytics, reducing development timelines and costs.
A highlighted case study demonstrates the creation and verification of a hybrid model using results from six CHO cell culture perfusion runs. The model accurately described cell growth dynamics and monoclonal antibody production, optimizing media exchange rates and achieving a 50% increase in volumetric productivity. Two 5 L-scale experiments validated the model's extrapolation capabilities to larger bioreactors. This approach could reduce the number of wet lab experiments needed for culture process optimization, improving productivity and cost-of-goods in biopharmaceutical manufacturing, ultimately enhancing patient access to essential medicines.
What You Will Learn:
- Get familiar with Cell Insights
- Understand the essentials of hybrid modeling
- Learn how in silico simulation may speed up process development
- See how process scale-up is facilitated by Cell Insights