Genome-scale metabolic models reveal determinants of phenotypic differences in non-Saccharomyces yeasts

• Published in: BMC bioinformatics Vol. 24; no. 1; pp. 1 - 438
• Main Authors: Pettersen, Jakob P, Castillo, Sandra, Jouhten, Paula, Almaas, Eivind
• Format: Journal Article
• Language: English
• Published: London BioMed Central Ltd 21.11.2023; BioMed Central; BMC
• Subjects: Alcohol; Annotations; Beer; Biological models; Biomass; Carbon; Complex I; Electron transport; Electron transport chain; Enzymes; Ethanol; Experimental data; Fermentation; Flavors; Genetic aspects; Genome-scale models; Genomes; Glucose; Metabolism; Metabolites; Metschnikowia pulcherrima; Microbial metabolism; Microbiological research; Phenotype; Physiological aspects; Protein turnover; Proteins; Saccharomyces; Simulation; sMOMENT; Wines; Yeast; Yeast fungi; Yeasts; Norway
• ISSN: 1471-2105; 1471-2105
• DOI: 10.1186/s12859-023-05506-7

Use of alternative non-Saccharomyces yeasts in wine and beer brewing has gained more attention the recent years. This is both due to the desire to obtain a wider variety of flavours in the product and to reduce the final alcohol content. Given the metabolic differences between the yeast species, we wanted to account for some of the differences by using in silico models. We created and studied genome-scale metabolic models of five different non-Saccharomyces species using an automated processes. These were: Metschnikowia pulcherrima, Lachancea thermotolerans, Hanseniaspora osmophila, Torulaspora delbrueckii and Kluyveromyces lactis. Using the models, we predicted that M. pulcherrima, when compared to the other species, conducts more respiration and thus produces less fermentation products, a finding which agrees with experimental data. Complex I of the electron transport chain was to be present in M. pulcherrima, but absent in the others. The predicted importance of Complex I was diminished when we incorporated constraints on the amount of enzymatic protein, as this shifts the metabolism towards fermentation. Our results suggest that Complex I in the electron transport chain is a key differentiator between Metschnikowia pulcherrima and the other yeasts considered. Yet, more annotations and experimental data have the potential to improve model quality in order to increase fidelity and confidence in these results. Further experiments should be conducted to confirm the in vivo effect of Complex I in M. pulcherrima and its respiratory metabolism.