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Chen Y, Sampat C, Huang YS, Ganesh S, Singh R, Ramachandran R, Reklaitis GV, Ierapetritou M. An integrated data management and informatics framework for continuous drug product manufacturing processes: A case study on two pilot plants. Int J Pharm 2023:123086. [PMID: 37257793 DOI: 10.1016/j.ijpharm.2023.123086] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2023] [Revised: 05/23/2023] [Accepted: 05/24/2023] [Indexed: 06/02/2023]
Abstract
The pharmaceutical industry continuously looks for ways to improve its development and manufacturing efficiency. In recent years, such efforts have been driven by the transition from batch to continuous manufacturing and digitalization in process development. To facilitate this transition, integrated data management and informatics tools need to be developed and implemented within the framework of Industry 4.0 technology. In this regard, the work aims to guide the data integration development of continuous pharmaceutical manufacturing processes under the Industry 4.0 framework, improving digital maturity and enabling the development of digital twins. This paper demonstrates two instances where a data integration framework has been successfully employed in academic continuous pharmaceutical manufacturing pilot plants. Details of the integration structure and information flows are comprehensively showcased. Approaches to mitigate concerns in incorporating complex data streams, including integrating multiple process analytical technology tools and legacy equipment, connecting cloud data and simulation models, and safeguarding cyber-physical security, are discussed. Critical challenges and opportunities for practical considerations are highlighted.
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Affiliation(s)
- Yingjie Chen
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716, U.S
| | - Chaitanya Sampat
- Department of Chemical and Biochemical Engineering, Rutgers, The State University of New Jersey, Piscataway, NJ 08854, U.S
| | - Yan-Shu Huang
- Davidson School of Chemical Engineering, Purdue University, West Lafayette, IN 47906, U.S
| | - Sudarshan Ganesh
- Davidson School of Chemical Engineering, Purdue University, West Lafayette, IN 47906, U.S
| | - Ravendra Singh
- Department of Chemical and Biochemical Engineering, Rutgers, The State University of New Jersey, Piscataway, NJ 08854, U.S
| | - Rohit Ramachandran
- Department of Chemical and Biochemical Engineering, Rutgers, The State University of New Jersey, Piscataway, NJ 08854, U.S
| | - Gintaras V Reklaitis
- Davidson School of Chemical Engineering, Purdue University, West Lafayette, IN 47906, U.S
| | - Marianthi Ierapetritou
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716, U.S.
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