Literature DB >> 32518043

Towards a Digital Bioprocess Replica: Computational Approaches in Biopharmaceutical Development and Manufacturing.

Jens Smiatek1, Alexander Jung2, Erich Bluhmki3.   

Abstract

Quantitative unit operation models for the optimization and refinement of modern late-stage biopharmaceutical drug manufacturing processes have recently attracted increasing attention. The supplementary benefits of these models include increased process robustness and control in combination with a more stringent design of the bioprocess due to a reduced number of exploratory experiments. In addition to unit operations, further efforts also focus on digital bioprocess replicas, which are straightforward combinations of unit operation and process models from inoculum to the fill and finish phase. In this review, we shed more light on digital bioprocess replicas in addition to standard unit operation models and discuss their strengths and weaknesses. We comment on the current usage of these approaches for late stage processes and outline the associated benefits, challenges and limitations.
Copyright © 2020 Elsevier Ltd. All rights reserved.

Keywords:  digital bioprocess replicas; holistic process models; machine learning and statistical approaches; molecular and mechanistic models; quality by design; unit operation models

Mesh:

Substances:

Year:  2020        PMID: 32518043     DOI: 10.1016/j.tibtech.2020.05.008

Source DB:  PubMed          Journal:  Trends Biotechnol        ISSN: 0167-7799            Impact factor:   19.536


  4 in total

1.  Model Transferability and Reduced Experimental Burden in Cell Culture Process Development Facilitated by Hybrid Modeling and Intensified Design of Experiments.

Authors:  Benjamin Bayer; Mark Duerkop; Gerald Striedner; Bernhard Sissolak
Journal:  Front Bioeng Biotechnol       Date:  2021-12-23

2.  Model-based intensification of CHO cell cultures: One-step strategy from fed-batch to perfusion.

Authors:  Anne Richelle; Brandon Corbett; Piyush Agarwal; Anton Vernersson; Johan Trygg; Chris McCready
Journal:  Front Bioeng Biotechnol       Date:  2022-08-22

3.  Generic and specific recurrent neural network models: Applications for large and small scale biopharmaceutical upstream processes.

Authors:  Jens Smiatek; Christoph Clemens; Liliana Montano Herrera; Sabine Arnold; Bettina Knapp; Beate Presser; Alexander Jung; Thomas Wucherpfennig; Erich Bluhmki
Journal:  Biotechnol Rep (Amst)       Date:  2021-05-28

4.  Three-level hybrid modeling for systematic optimization of biocatalytic synthesis: α-glucosyl glycerol production by enzymatic trans-glycosylation from sucrose.

Authors:  Alexander Sigg; Mario Klimacek; Bernd Nidetzky
Journal:  Biotechnol Bioeng       Date:  2021-07-28       Impact factor: 4.530

  4 in total

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