Monitoring Intracellular Metabolite Dynamics in <i>Saccharomyces cerevisiae</i> during Industrially Relevant Famine Stimuli

Carbon limitation is a common feeding strategy in bioprocesses to enable an efficient microbiological conversion of a substrate to a product. However, industrial settings inherently promote mixing insufficiencies, creating zones of famine conditions. Cells frequently traveling through such regions r...

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Main Authors: Steven Minden, Maria Aniolek, Christopher Sarkizi Shams Hajian, Attila Teleki, Tobias Zerrer, Frank Delvigne, Walter van Gulik, Amit Deshmukh, Henk Noorman, Ralf Takors
Format: Article
Language:English
Published: MDPI AG 2022-03-01
Series:Metabolites
Subjects:
Online Access:https://www.mdpi.com/2218-1989/12/3/263
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author Steven Minden
Maria Aniolek
Christopher Sarkizi Shams Hajian
Attila Teleki
Tobias Zerrer
Frank Delvigne
Walter van Gulik
Amit Deshmukh
Henk Noorman
Ralf Takors
author_facet Steven Minden
Maria Aniolek
Christopher Sarkizi Shams Hajian
Attila Teleki
Tobias Zerrer
Frank Delvigne
Walter van Gulik
Amit Deshmukh
Henk Noorman
Ralf Takors
author_sort Steven Minden
collection DOAJ
description Carbon limitation is a common feeding strategy in bioprocesses to enable an efficient microbiological conversion of a substrate to a product. However, industrial settings inherently promote mixing insufficiencies, creating zones of famine conditions. Cells frequently traveling through such regions repeatedly experience substrate shortages and respond individually but often with a deteriorated production performance. <i>A priori</i> knowledge of the expected strain performance would enable targeted strain, process, and bioreactor engineering for minimizing performance loss. Today, computational fluid dynamics (CFD) coupled to data-driven kinetic models are a promising route for the in silico investigation of the impact of the dynamic environment in the large-scale bioreactor on microbial performance. However, profound wet-lab datasets are needed to cover relevant perturbations on realistic time scales. As a pioneering study, we quantified intracellular metabolome dynamics of <i>Saccharomyces cerevisiae</i> following an industrially relevant famine perturbation. Stimulus-response experiments were operated as chemostats with an intermittent feed and high-frequency sampling. Our results reveal that even mild glucose gradients in the range of 100 μmol·L<sup>−1</sup> impose significant perturbations in adapted and non-adapted yeast cells, altering energy and redox homeostasis. Apparently, yeast sacrifices catabolic reduction charges for the sake of anabolic persistence under acute carbon starvation conditions. After repeated exposure to famine conditions, adapted cells show 2.7% increased maintenance demands.
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spelling doaj.art-865cd1a89e874141b37616a6efcb65f82023-11-30T21:30:08ZengMDPI AGMetabolites2218-19892022-03-0112326310.3390/metabo12030263Monitoring Intracellular Metabolite Dynamics in <i>Saccharomyces cerevisiae</i> during Industrially Relevant Famine StimuliSteven Minden0Maria Aniolek1Christopher Sarkizi Shams Hajian2Attila Teleki3Tobias Zerrer4Frank Delvigne5Walter van Gulik6Amit Deshmukh7Henk Noorman8Ralf Takors9Institute of Biochemical Engineering, University of Stuttgart, 70569 Stuttgart, GermanyInstitute of Biochemical Engineering, University of Stuttgart, 70569 Stuttgart, GermanyInstitute of Biochemical Engineering, University of Stuttgart, 70569 Stuttgart, GermanyInstitute of Biochemical Engineering, University of Stuttgart, 70569 Stuttgart, GermanyInstitute of Biochemical Engineering, University of Stuttgart, 70569 Stuttgart, GermanyMicrobial Processes and Interactions (MiPI), TERRA Research and Teaching Centre, Gembloux Agro Bio Tech, University of Liege, 5030 Gembloux, BelgiumDepartment of Biotechnology, Delft University of Technology, van der Maasweg 6, 2629 HZ Delft, The NetherlandsRoyal DSM, 2613 AX Delft, The NetherlandsRoyal DSM, 2613 AX Delft, The NetherlandsInstitute of Biochemical Engineering, University of Stuttgart, 70569 Stuttgart, GermanyCarbon limitation is a common feeding strategy in bioprocesses to enable an efficient microbiological conversion of a substrate to a product. However, industrial settings inherently promote mixing insufficiencies, creating zones of famine conditions. Cells frequently traveling through such regions repeatedly experience substrate shortages and respond individually but often with a deteriorated production performance. <i>A priori</i> knowledge of the expected strain performance would enable targeted strain, process, and bioreactor engineering for minimizing performance loss. Today, computational fluid dynamics (CFD) coupled to data-driven kinetic models are a promising route for the in silico investigation of the impact of the dynamic environment in the large-scale bioreactor on microbial performance. However, profound wet-lab datasets are needed to cover relevant perturbations on realistic time scales. As a pioneering study, we quantified intracellular metabolome dynamics of <i>Saccharomyces cerevisiae</i> following an industrially relevant famine perturbation. Stimulus-response experiments were operated as chemostats with an intermittent feed and high-frequency sampling. Our results reveal that even mild glucose gradients in the range of 100 μmol·L<sup>−1</sup> impose significant perturbations in adapted and non-adapted yeast cells, altering energy and redox homeostasis. Apparently, yeast sacrifices catabolic reduction charges for the sake of anabolic persistence under acute carbon starvation conditions. After repeated exposure to famine conditions, adapted cells show 2.7% increased maintenance demands.https://www.mdpi.com/2218-1989/12/3/263scale-upscale-downmetabolomicsbioreactorsystems biologybaker’s yeast
spellingShingle Steven Minden
Maria Aniolek
Christopher Sarkizi Shams Hajian
Attila Teleki
Tobias Zerrer
Frank Delvigne
Walter van Gulik
Amit Deshmukh
Henk Noorman
Ralf Takors
Monitoring Intracellular Metabolite Dynamics in <i>Saccharomyces cerevisiae</i> during Industrially Relevant Famine Stimuli
Metabolites
scale-up
scale-down
metabolomics
bioreactor
systems biology
baker’s yeast
title Monitoring Intracellular Metabolite Dynamics in <i>Saccharomyces cerevisiae</i> during Industrially Relevant Famine Stimuli
title_full Monitoring Intracellular Metabolite Dynamics in <i>Saccharomyces cerevisiae</i> during Industrially Relevant Famine Stimuli
title_fullStr Monitoring Intracellular Metabolite Dynamics in <i>Saccharomyces cerevisiae</i> during Industrially Relevant Famine Stimuli
title_full_unstemmed Monitoring Intracellular Metabolite Dynamics in <i>Saccharomyces cerevisiae</i> during Industrially Relevant Famine Stimuli
title_short Monitoring Intracellular Metabolite Dynamics in <i>Saccharomyces cerevisiae</i> during Industrially Relevant Famine Stimuli
title_sort monitoring intracellular metabolite dynamics in i saccharomyces cerevisiae i during industrially relevant famine stimuli
topic scale-up
scale-down
metabolomics
bioreactor
systems biology
baker’s yeast
url https://www.mdpi.com/2218-1989/12/3/263
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