Feedback control of two supplemental feeds during fed-batch culture on a platform process using inline Raman models for glucose and phenylalanine concentration
Autor: | Colin Jaques, Carrie Mason, Thaddaeus A. Webster, Brian C. Hadley, Marissa Dickson, John K Busa |
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Rok vydání: | 2020 |
Předmět: |
0106 biological sciences
Control algorithm 010405 organic chemistry Chemistry Feedback control Bioengineering Phenylalanine General Medicine 01 natural sciences 0104 chemical sciences Fed-batch culture symbols.namesake 010608 biotechnology Scientific method symbols Process control Food science Industrial and production engineering Raman spectroscopy Biotechnology |
Zdroj: | Bioprocess and Biosystems Engineering. 44:127-140 |
ISSN: | 1615-7605 1615-7591 |
DOI: | 10.1007/s00449-020-02429-y |
Popis: | The use of Raman models for glucose and phenylalanine concentrations to provide the signal for a control algorithm to continuously adjust the feed rate of two separate supplemental feeds during the fed-batch culture of a CHOK1SV GS-KO® cell line in a platform process was evaluated. Automated feed rate adjustment of the glucose feed using a Raman model for glucose concentration, maintained the glucose concentration within the desired target (average deviation ± 0.49 g/L). Automated feed rate adjustment of the nutrient feed using a Raman model for phenylalanine concentration, maintained phenylalanine concentrations within the target (average deviation ± 29.97 mg/L). The novel use of a Raman model for phenylalanine concentration, combined with a Raman model for glucose concentration, to maintain target glucose and phenylalanine concentrations through feed-rate adjustments, reduced the average cumulative glucose and nutrient feed additions (19% and 27% respectively) compared to manually adjusted cultures. Additionally, the proposed automation strategy led to lower osmolality during culture, maintained the nutrient environment more consistently, and achieved higher harvest product concentration (≈ 20% higher) compared to typical fed-batch process control for the cell line and platform process evaluated. Furthermore, the proposed feeding strategy yielded similar glycosylation and charge variant profiles compared to manually adjusted fed-batch process control. The ability to continuously adjust the feed rate addition of two separate feeds in this manner helps enable a shift away from the current daily offline sampling needed to control fed-batch mammalian cell culture during clinical and commercial manufacturing on platform processes. |
Databáze: | OpenAIRE |
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