TY - JOUR
T1 - Kinetic Modeling of Saccharomyces cerevisiae Central Carbon Metabolism
T2 - Achievements, Limitations, and Opportunities
AU - Lao-Martil, David
AU - Verhagen, Koen J.A.
AU - Schmitz, Joep P.J.
AU - Teusink, Bas
AU - Wahl, S. Aljoscha
AU - van Riel, Natal A.W.
N1 - Funding Information: Funding: This publication is part of the project “Yeast 3M: Monitor, Model and Master the dynamics of Yeast central metabolism” (with project number 737.016.00) of the research programme “Building Blocks of Life” which is (partly) financed by the Dutch Research Council (NWO). Publisher Copyright: © 2022 by the authors. Licensee MDPI, Basel, Switzerland.
PY - 2022/1/1
Y1 - 2022/1/1
N2 - Central carbon metabolism comprises the metabolic pathways in the cell that process nutrients into energy, building blocks and byproducts. To unravel the regulation of this network upon glucose perturbation, several metabolic models have been developed for the microorganism Saccharomyces cerevisiae. These dynamic representations have focused on glycolysis and answered multiple research questions, but no commonly applicable model has been presented. This review systematically evaluates the literature to describe the current advances, limitations, and opportunities. Different kinetic models have unraveled key kinetic glycolytic mechanisms. Nevertheless, some uncertainties regarding model topology and parameter values still limit the application to specific cases. Progressive improvements in experimental measurement technologies as well as advances in computational tools create new opportunities to further extend the model scale. Notably, models need to be made more complex to consider the multiple layers of glycolytic regulation and external physiological variables regulating the bioprocess, opening new possibilities for extrapolation and validation. Finally, the onset of new data representative of individual cells will cause these models to evolve from depicting an average cell in an industrial fermenter, to characterizing the heterogeneity of the population, opening new and unseen possibilities for industrial fermentation improvement.
AB - Central carbon metabolism comprises the metabolic pathways in the cell that process nutrients into energy, building blocks and byproducts. To unravel the regulation of this network upon glucose perturbation, several metabolic models have been developed for the microorganism Saccharomyces cerevisiae. These dynamic representations have focused on glycolysis and answered multiple research questions, but no commonly applicable model has been presented. This review systematically evaluates the literature to describe the current advances, limitations, and opportunities. Different kinetic models have unraveled key kinetic glycolytic mechanisms. Nevertheless, some uncertainties regarding model topology and parameter values still limit the application to specific cases. Progressive improvements in experimental measurement technologies as well as advances in computational tools create new opportunities to further extend the model scale. Notably, models need to be made more complex to consider the multiple layers of glycolytic regulation and external physiological variables regulating the bioprocess, opening new possibilities for extrapolation and validation. Finally, the onset of new data representative of individual cells will cause these models to evolve from depicting an average cell in an industrial fermenter, to characterizing the heterogeneity of the population, opening new and unseen possibilities for industrial fermentation improvement.
KW - Central metabolism
KW - Complexity
KW - In vivo kinetics
KW - Kinetic model
KW - Metabolic regulation
KW - Parameter estimation
KW - Population heterogeneity
KW - Stress response
KW - Uncertainty
KW - Yeast
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U2 - https://doi.org/10.3390/metabo12010074
DO - https://doi.org/10.3390/metabo12010074
M3 - Review article
C2 - 35050196
SN - 2218-1989
VL - 12
JO - Metabolites
JF - Metabolites
IS - 1
M1 - 74
ER -