Model-assisted DoE software: Optimization of growth and biocatalysis in Saccharomyces cerevisiae bioprocesses

A. Moser, K.B. Kuchemüller, S. Deppe, T. Hernández Rodriguez, B. Frahm, R. Pörtner, V.C. Hass, J. Möller, Bioprocess and Biosystems Engineering 44 (2021) 683–700.

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Zeitschriftenaufsatz (wiss.) | Veröffentlicht | Englisch
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Abstract
Bioprocess development and optimization are still cost- and time-intensive due to the enormous number of experiments involved. In this study, the recently introduced model-assisted Design of Experiments (mDoE) concept (Möller et al. in Bioproc Biosyst Eng 42(5):867, https://doi.org/10.1007/s00449-019-02089-7, 2019) was extended and implemented into a software (“mDoE-toolbox”) to significantly reduce the number of required cultivations. The application of the toolbox is exemplary shown in two case studies with Saccharomyces cerevisiae. In the first case study, a fed-batch process was optimized with respect to the pH value and linearly rising feeding rates of glucose and nitrogen source. Using the mDoE-toolbox, the biomass concentration was increased by 30% compared to previously performed experiments. The second case study was the whole-cell biocatalysis of ethyl acetoacetate (EAA) to (S)-ethyl-3-hydroxybutyrate (E3HB), for which the feeding rates of glucose, nitrogen source, and EAA were optimized. An increase of 80% compared to a previously performed experiment with similar initial conditions was achieved for the E3HB concentration.
Erscheinungsjahr
Zeitschriftentitel
Bioprocess and Biosystems Engineering
Band
44
Zeitschriftennummer
4
Seite
683-700
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Moser A, Kuchemüller KB, Deppe S, et al. Model-assisted DoE software: Optimization of growth and biocatalysis in Saccharomyces cerevisiae bioprocesses. Bioprocess and Biosystems Engineering. 2021;44(4):683-700. doi:10.1007/s00449-020-02478-3
Moser, A., Kuchemüller, K. B., Deppe, S., Hernández Rodriguez, T., Frahm, B., Pörtner, R., Hass, V. C., & Möller, J. (2021). Model-assisted DoE software: Optimization of growth and biocatalysis in Saccharomyces cerevisiae bioprocesses. Bioprocess and Biosystems Engineering, 44(4), 683–700. https://doi.org/10.1007/s00449-020-02478-3
Moser A et al. (2021) Model-Assisted DoE Software: Optimization of Growth and Biocatalysis in Saccharomyces Cerevisiae Bioprocesses. Bioprocess and Biosystems Engineering 44, 683–700.
Moser, André, Kim B. Kuchemüller, Sahar Deppe, Tanja Hernández Rodriguez, Björn Frahm, Ralf Pörtner, Volker C. Hass, and Johannes Möller. “Model-Assisted DoE Software: Optimization of Growth and Biocatalysis in Saccharomyces Cerevisiae Bioprocesses.” Bioprocess and Biosystems Engineering 44, no. 4 (2021): 683–700. https://doi.org/10.1007/s00449-020-02478-3.
Moser, André, Kim B. Kuchemüller, Sahar Deppe, Tanja Hernández Rodriguez, Björn Frahm, Ralf Pörtner, Volker C. Hass und Johannes Möller. 2021. Model-assisted DoE software: Optimization of growth and biocatalysis in Saccharomyces cerevisiae bioprocesses. Bioprocess and Biosystems Engineering 44, Nr. 4: 683–700. doi:10.1007/s00449-020-02478-3, .
Moser, André ; Kuchemüller, Kim B. ; Deppe, Sahar ; Hernández Rodriguez, Tanja ; Frahm, Björn ; Pörtner, Ralf ; Hass, Volker C. ; Möller, Johannes: Model-assisted DoE software: Optimization of growth and biocatalysis in Saccharomyces cerevisiae bioprocesses. In: Bioprocess and Biosystems Engineering Bd. 44. Berlin ; Heidelberg [u.a.], Springer (2021), Nr. 4, S. 683–700
A. Moser, K.B. Kuchemüller, S. Deppe, T. Hernández Rodriguez, B. Frahm, R. Pörtner, V.C. Hass, J. Möller, Model-assisted DoE software: Optimization of growth and biocatalysis in Saccharomyces cerevisiae bioprocesses, Bioprocess and Biosystems Engineering. 44 (2021) 683–700.
A. Moser et al., “Model-assisted DoE software: Optimization of growth and biocatalysis in Saccharomyces cerevisiae bioprocesses,” Bioprocess and Biosystems Engineering, vol. 44, no. 4, pp. 683–700, 2021, doi: 10.1007/s00449-020-02478-3.
Moser, André, et al. “Model-Assisted DoE Software: Optimization of Growth and Biocatalysis in Saccharomyces Cerevisiae Bioprocesses.” Bioprocess and Biosystems Engineering, vol. 44, no. 4, 2021, pp. 683–700, https://doi.org/10.1007/s00449-020-02478-3.
Moser, André u. a.: Model-assisted DoE software: Optimization of growth and biocatalysis in Saccharomyces cerevisiae bioprocesses, in: Bioprocess and Biosystems Engineering 44 (2021), H. 4,  S. 683–700.
Moser A, Kuchemüller KB, Deppe S, Hernández Rodriguez T, Frahm B, Pörtner R, et al. Model-assisted DoE software: Optimization of growth and biocatalysis in Saccharomyces cerevisiae bioprocesses. Bioprocess and Biosystems Engineering. 2021;44(4):683–700.

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