Defining Golden Batches in Biomanufacturing Processes From Internal Metabolic Activity to Detect Process Changes That May Affect Product Quality
Cellular metabolism plays a role in the observed variability of a drug substance's Critical Quality Attributes (CQAs) made by biomanufacturing processes. Therefore, here we describe a new approach for monitoring biomanufacturing processes that measures a set of metabolic reaction rates (named Critical Metabolic Parameters (CMP) in addition to the macroscopic process conditions currently being used as Critical Process Parameters (CPP) for biomanufacturing. Constraint-based systems biology models like Flux Balance Analysis (FBA) are used to estimate metabolic reaction rates, and metabolic rates are used as inputs for multivariate Batch Evolution Models (BEM). Metabolic activity was reproducible among batches and could be monitored to detect a deliberately induced macroscopic process shift (i.e., temperature change). The CMP approach has the potential to enable "golden batches" in biomanufacturing processes to be defined from the internal metabolic activity and to aid in detecting process changes that may impact the quality of the product. Overall, the data suggested that monitoring of metabolic activity has promise for biomanufacturing process control.
Authors
- Robert J. King (ORCID: https://orcid.org/0000-0002-3550-4255)
- Xin Bush (ORCID: https://orcid.org/0000-0002-5568-5938)
- Cyrus Agarabi (ORCID: https://orcid.org/0000-0002-3803-2943)
- David N. Powers (ORCID: https://orcid.org/0000-0002-9607-1270)
- Erica J. Fratz‐Berilla (ORCID: https://orcid.org/0000-0002-9259-0540)
- Casey Kohnhorst (ORCID: https://orcid.org/0000-0002-9099-2263)
- Nicholas Trunfio
Institutions
- United States Food and Drug Administration (US)
- Center for Drug Evaluation and Research (US)
- University of Rhode Island (US)
- Quality Research (US)
Publication Details
- Journal
- Biotechnology and Bioengineering
- Published
- 2024-10-27
- DOI
- https://doi.org/10.1002/bit.28873
- Primary Topic
- Microbial Metabolic Engineering and Bioproduction
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- U.S. Department of Energy
- Oak Ridge Institute for Science and Education