2025 AIChE Annual Meeting

(158e) Integrated Continuous USP Platform for Maximum Productivity and Closed-Loop Controlled CQA

Authors

Thomas Bertalan, Johns Hopkins University
Zhao Wang, China University of Petroleum (Beijing)
Seongyeon Song, University of Massachusetts Lowell
Hiroaki Yamanaka, Yokogawa Electric Corporation
Aravindan Rajendran, University of Minnesota
Seongkyu Yoon, University of Massachusetts Lowell
The University of Massachusetts Lowell (UML), in collaboration with biomanufacturing experts from the Massachusetts Institute of Technology (MIT), Yokogawa Electric Corporation (YKW), Pfizer, and the Massachusetts Life Sciences Center (MLSC), is developing an advanced continuous upstream biomanufacturing platform to enhance monoclonal antibody (mAb) production and enable closed-loop control of critical quality attributes (CQAs). Current continuous biomanufacturing platforms are often constrained at the N-1 production stage due to excessive media consumption and waste generation, perfusion filter clogging, the absence of feedback control for productivity and CQAs, and challenges associated with scale-up.

To address these limitations, we propose an innovative platform integrating a microfluidic-based perfusion device, a spent medium recycling and regeneration system, and a multi-input multi-output (MIMO) model predictive controller (MPC). Our integrated continuous upstream system effectively recycles spent medium while maintaining cell growth and mAb production. Our studies demonstrate that perfusion cultures require significantly lower nutrient input to sustain cell viability and productivity. Notably, increasing residence time or recycling spent medium can supply sufficient nutrients, as evidenced by minimal impact on cell density, viability, and productivity at up to 75% spent medium recycling in perfusion cultures using NISTCHO and AMBIC media.

To further enhance process control, we implemented an automated feedback control system for productivity and N-linked glycosylation, utilizing Raman spectroscopy-based soft sensors (Tornado Raman), Aspen’s dynamic matrix control (AspenTech), and the BR1000 bioreactor platform (Yokogawa). Additionally, we developed a novel electrokinetic medium regeneration system to selectively remove growth-inhibiting byproducts, such as lactate and ammonia, while preserving essential nutrients. Preliminary results indicate that regenerated media support higher viable cell densities compared to recycled media without lactate and ammonia removal.

This platform represents a significant advancement in upstream biomanufacturing by improving process efficiency, product consistency, while reducing COGs. Furthermore, its adaptability extends to cell and gene therapy manufacturing, where precise control of product titer and quality attributes is essential for flexible production scales.