2023 AIChE Annual Meeting
(215e) Integration and Digitalization in the Manufacturing of Therapeutic Proteins
In particular, we consider hybrid approaches, where statistical methods based on machine learning techniques are used online in combination with ad-hoc mechanistic models. As an experimental basis for discussion, we take an automated end-to-end integrated platform for the production of a monovalent monoclonal antibody of industrial relevance. The process consists of a perfusion bioreactor, a continuous protein A capture step, followed by low-pH virus inactivation, and frontal and flow-through chromatographic steps for final polishing.
We discuss the need for an efficient centralized process data collection and hierarchical control system, firmly based on hybrid algorithms, to allow continuous integrated manufacturing of biopharmaceuticals to develop and grow in agreement with the trends of industry 4.0.