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Timouma S, Balarezo-Cisneros LN, Schwartz JM, Delneri D. Development of a genome-scale metabolic model for the lager hybrid yeast S. pastorianus to understand the evolution of metabolic pathways in industrial settings. mSystems 2024; 9:e0042924. [PMID: 38819150 PMCID: PMC11237392 DOI: 10.1128/msystems.00429-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2024] [Accepted: 04/23/2024] [Indexed: 06/01/2024] Open
Abstract
In silico tools such as genome-scale metabolic models have shown to be powerful for metabolic engineering of microorganisms. Saccharomyces pastorianus is a complex aneuploid hybrid between the mesophilic Saccharomyces cerevisiae and the cold-tolerant Saccharomyces eubayanus. This species is of biotechnological importance because it is the primary yeast used in lager beer fermentation and is also a key model for studying the evolution of hybrid genomes, including expression pattern of ortholog genes, composition of protein complexes, and phenotypic plasticity. Here, we created the iSP_1513 GSMM for S. pastorianus CBS1513 to allow top-down computational approaches to predict the evolution of metabolic pathways and to aid strain optimization in production processes. The iSP_1513 comprises 4,062 reactions, 1,808 alleles, and 2,747 metabolites, and takes into account the functional redundancy in the gene-protein-reaction rule caused by the presence of orthologous genes. Moreover, a universal algorithm to constrain GSMM reactions using transcriptome data was developed as a python library and enabled the integration of temperature as parameter. Essentiality data sets, growth data on various carbohydrates and volatile metabolites secretion were used to validate the model and showed the potential of media engineering to improve specific flavor compounds. The iSP_1513 also highlighted the different contributions of the parental sub-genomes to the oxidative and non-oxidative parts of the pentose phosphate pathway. Overall, the iSP_1513 GSMM represent an important step toward understanding the metabolic capabilities, evolutionary trajectories, and adaptation potential of S. pastorianus in different industrial settings. IMPORTANCE Genome-scale metabolic models (GSMM) have been successfully applied to predict cellular behavior and design cell factories in several model organisms, but no models to date are currently available for hybrid species due to their more complex genetics and general lack of molecular data. In this study, we generated a bespoke GSMM, iSP_1513, for this industrial aneuploid hybrid Saccharomyces pastorianus, which takes into account the aneuploidy and functional redundancy from orthologous parental alleles. This model will (i) help understand the metabolic capabilities and adaptive potential of S. pastorianus (domestication processes), (ii) aid top-down predictions for strain development (industrial biotechnology), and (iii) allow predictions of evolutionary trajectories of metabolic pathways in aneuploid hybrids (evolutionary genetics).
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Affiliation(s)
- Soukaina Timouma
- Manchester Institute of Biotechnology, Faculty of Biology Medicine and Health, University of Manchester, Manchester, United Kingdom
- Division of Evolution and Genomic Sciences, School of Biological Sciences, Faculty of Biology Medicine and Health, University of Manchester, Manchester, United Kingdom
| | - Laura Natalia Balarezo-Cisneros
- Manchester Institute of Biotechnology, Faculty of Biology Medicine and Health, University of Manchester, Manchester, United Kingdom
- Division of Evolution and Genomic Sciences, School of Biological Sciences, Faculty of Biology Medicine and Health, University of Manchester, Manchester, United Kingdom
| | - Jean-Marc Schwartz
- Division of Evolution and Genomic Sciences, School of Biological Sciences, Faculty of Biology Medicine and Health, University of Manchester, Manchester, United Kingdom
| | - Daniela Delneri
- Manchester Institute of Biotechnology, Faculty of Biology Medicine and Health, University of Manchester, Manchester, United Kingdom
- Division of Evolution and Genomic Sciences, School of Biological Sciences, Faculty of Biology Medicine and Health, University of Manchester, Manchester, United Kingdom
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Balarezo-Cisneros LN, Timouma S, Hanak A, Currin A, Valle F, Delneri D. High quality de novo genome assembly of the non-conventional yeast Kazachstania bulderi describes a potential low pH production host for biorefineries. Commun Biol 2023; 6:918. [PMID: 37679437 PMCID: PMC10484914 DOI: 10.1038/s42003-023-05285-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2023] [Accepted: 08/25/2023] [Indexed: 09/09/2023] Open
Abstract
Kazachstania bulderi is a non-conventional yeast species able to grow efficiently on glucose and δ-gluconolactone at low pH. These unique traits make K. bulderi an ideal candidate for use in sustainable biotechnology processes including low pH fermentations and the production of green chemicals including organic acids. To accelerate strain development with this species, detailed information of its genetics is needed. Here, by employing long read sequencing we report a high-quality phased genome assembly for three strains of K. bulderi species, including the type strain. The sequences were assembled into 12 chromosomes with a total length of 14 Mb, and the genome was fully annotated at structural and functional levels, including allelic and structural variants, ribosomal array and mating type locus. This high-quality reference genome provides a resource to advance our fundamental knowledge of biotechnologically relevant non-conventional yeasts and to support the development of genetic tools for manipulating such strains towards their use as production hosts in biotechnological processes.
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Affiliation(s)
| | - Soukaina Timouma
- Manchester Institute of Biotechnology, University of Manchester, Manchester, UK
| | - Alistair Hanak
- Manchester Institute of Biotechnology, University of Manchester, Manchester, UK
| | - Andrew Currin
- Manchester Institute of Biotechnology, University of Manchester, Manchester, UK
| | | | - Daniela Delneri
- Manchester Institute of Biotechnology, University of Manchester, Manchester, UK.
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de la Cerda Garcia-Caro R, Hokamp K, Roche F, Thompson G, Timouma S, Delneri D, Bond U. Aneuploidy influences the gene expression profiles in Saccharomyces pastorianus group I and II strains during fermentation. PLoS Genet 2022; 18:e1010149. [PMID: 35389986 PMCID: PMC9032419 DOI: 10.1371/journal.pgen.1010149] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2021] [Revised: 04/22/2022] [Accepted: 03/15/2022] [Indexed: 12/19/2022] Open
Abstract
The lager yeasts, Saccharomyces pastorianus, are hybrids of Saccharomyces cerevisiae and Saccharomyces eubayanus and are divided into two broad groups, Group I and II. The two groups evolved from at least one common hybridisation event but have subsequently diverged with Group I strains losing many S. cerevisiae chromosomes while the Group II strains retain both sub-genomes. The complex genomes, containing orthologous alleles from the parental chromosomes, pose interesting questions regarding gene regulation and its impact on the fermentation properties of the strains. Superimposed on the presence of orthologous alleles are complexities of gene dosage due to the aneuploid nature of the genomes. We examined the contribution of the S. cerevisiae and S. eubayanus alleles to the gene expression patterns of representative Group I and II strains during fermentation. We show that the relative expression of S. cerevisiae and S. eubayanus orthologues is positively correlated with gene copy number. Despite the reduced S. cerevisiae content in the Group I strain, S. cerevisiae orthologues contribute to biochemical pathways upregulated during fermentation which may explain the retention of specific chromosomes in the strain. Conversely, S. eubayanus genes are significantly overrepresented in the upregulated gene pool in the Group II strain. Comparison of the transcription profiles of the strains during fermentation identified both common and unique gene expression patterns, with gene copy number being a dominant contributory factor. Thus, the aneuploid genomes create complex patterns of gene expression during fermentation with gene dosage playing a crucial role both within and between strains. Saccharomyces pastorianus are yeasts used for making lager type beers and are natural hybrids of two other yeasts, Saccharomyces cerevisiae and Saccharomyces eubayanus. The hybrids formed just 500–600 years ago, and the combined parental genomes are responsible for the clean crisp flavours associated with lager beers. There are two types of lager yeasts: Group I strains have lost a significant portion of S. cerevisiae chromosomes, while the Group II strains contain the full S. cerevisiae complement. Both contain the full set of S. eubayanus chromosomes. An unusual consequence of the hybridisation is that the genomes of lager yeasts are aneuploid with the copy numbers of chromosomes ranging from 1–6. Aneuploidy is often associated with cancer in humans and therefore an understanding of how aneuploidy contributes to gene expression in lager yeasts may provide insights into its role in tumour cells. Here, we show that gene expression patterns are influenced by chromosomal aneuploidy with transcript levels directly correlated with gene dosage. We also examined the role played by the parental genomes in the gene expression profiles under fermentation conditions and show that while both genomes contribute to the transcript pools, S. eubayanus genes are over-represented during fermentation.
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Affiliation(s)
| | - Karsten Hokamp
- Smurfit Institute of Genetics, School of Genetics and Microbiology, Trinity College Dublin, College Green, Dublin, Ireland
| | - Fiona Roche
- Smurfit Institute of Genetics, School of Genetics and Microbiology, Trinity College Dublin, College Green, Dublin, Ireland
| | - Georgia Thompson
- Moyne Institute, School of Genetics and Microbiology, Trinity College Dublin, College Green, Dublin, Ireland
| | - Soukaina Timouma
- Manchester Institute of Biotechnology, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, United Kingdom
| | - Daniela Delneri
- Manchester Institute of Biotechnology, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, United Kingdom
| | - Ursula Bond
- Moyne Institute, School of Genetics and Microbiology, Trinity College Dublin, College Green, Dublin, Ireland
- * E-mail:
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Timouma S, Balarezo-Cisneros LN, Pinto J, De La Cerda R, Bond U, Schwartz JM, Delneri D. Transcriptional profile of the industrial hybrid Saccharomyces pastorianus reveals temperature-dependent allele expression bias and preferential orthologous protein assemblies. Mol Biol Evol 2021; 38:5437-5452. [PMID: 34550394 PMCID: PMC8662600 DOI: 10.1093/molbev/msab282] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
Saccharomyces pastorianus is a natural yeast evolved from different hybridization events between the mesophilic S. cerevisiae and the cold-tolerant S. eubayanus. This complex aneuploid hybrid carries multiple copies of the parental alleles alongside specific hybrid genes and encodes for multiple protein isoforms which impart novel phenotypes, such as the strong ability to ferment at low temperature. These characteristics lead to agonistic competition for substrates and a plethora of biochemical activities, resulting in a unique cellular metabolism. Here, we investigated the transcriptional signature of the different orthologous alleles in S. pastorianus during temperature shifts. We identified temperature-dependent media-independent genes and showed that 35% has their regulation dependent on extracellular leucine uptake, suggesting an interplay between leucine metabolism and temperature response. The analysis of the expression of ortholog parental alleles unveiled that the majority of the genes expresses preferentially one parental allele over the other and that S. eubayanus-like alleles are significantly over-represented among the genes involved in the cold acclimatization. The presence of functionally redundant parental alleles may impact on the nature of protein complexes established in the hybrid, where both parental alleles are competing. Our expression data indicate that the majority of the protein complexes investigated in the hybrid are likely to be either exclusively chimeric or unispecific and that the redundancy is discouraged, a scenario that fits well with the gene balance hypothesis. This study offers the first overview of the transcriptional pattern of S. pastorianus and provides a rationalization for its unique industrial traits at the expression level.
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Affiliation(s)
- Soukaina Timouma
- Manchester Institute of Biotechnology, Faculty of Biology Medicine and Health, University of Manchester, Manchester, UK
| | | | - Javier Pinto
- Manchester Institute of Biotechnology, Faculty of Biology Medicine and Health, University of Manchester, Manchester, UK
| | - Roberto De La Cerda
- Department of Microbiology, School of Genetics and Microbiology, Trinity College Dublin, Dublin, Ireland
| | - Ursula Bond
- Department of Microbiology, School of Genetics and Microbiology, Trinity College Dublin, Dublin, Ireland
| | - Jean-Marc Schwartz
- Division of Evolution and Genomic Sciences, School of Biological Sciences, Faculty of Biology Medicine and Health, University of Manchester, Manchester, UK
| | - Daniela Delneri
- Manchester Institute of Biotechnology, Faculty of Biology Medicine and Health, University of Manchester, Manchester, UK.,Division of Evolution and Genomic Sciences, School of Biological Sciences, Faculty of Biology Medicine and Health, University of Manchester, Manchester, UK
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Giannakou K, Visinoni F, Zhang P, Nathoo N, Jones P, Cotterrell M, Vrhovsek U, Delneri D. Biotechnological exploitation of Saccharomyces jurei and its hybrids in craft beer fermentation uncovers new aroma combinations. Food Microbiol 2021; 100:103838. [PMID: 34416971 DOI: 10.1016/j.fm.2021.103838] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2021] [Revised: 04/16/2021] [Accepted: 05/25/2021] [Indexed: 12/29/2022]
Abstract
Hybridisation is an important evolutionary mechanism to bring about novel phenotypes and may produce new hybrids with advantageous combinations of traits of industrial importance. Within the Saccharomyces genus, Saccharomyces jurei is a newly discovered species and its biotechnological potential has not yet been fully explored. This yeast was found to be able to grow well in unhopped wort and at low temperatures, qualities necessary in good candidates for fermented bevarages. Here, we analysed its fermentation and aroma profile and created novel non-GMO hybrids between S. jurei and S. cerevisiae ale yeasts to develop new starter strains with interesting flavours for the craft brewing and beverage industry in general. Pilot beer fermentations with specific hybrids showed a good fermentation performance, similar to the ale parent strain, while eliminating the hyper-attenuation characteristic and a more complex flavour profile. This study exploits the genetic diversity of yeasts and shows how inter-specific hybridisation and clone selection can be effectively used in brewing to create new products and to eliminate or increase specific traits.
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Affiliation(s)
- Konstantina Giannakou
- Manchester Institute of Biotechnology, University of Manchester, 131 Princess Street, Manchester, M1 7DN, UK; Cloudwater Brew Co, 7-8 Piccadilly Trading Estate, Manchester, M1 2NP, UK
| | - Federico Visinoni
- Manchester Institute of Biotechnology, University of Manchester, 131 Princess Street, Manchester, M1 7DN, UK
| | - Penghan Zhang
- Foundation Edmund Mach, Via Edmund Mach 1, 38010, San Michele all'Adige, TN, Italy
| | - Nishan Nathoo
- Manchester Institute of Biotechnology, University of Manchester, 131 Princess Street, Manchester, M1 7DN, UK
| | - Paul Jones
- Cloudwater Brew Co, 7-8 Piccadilly Trading Estate, Manchester, M1 2NP, UK
| | - Mark Cotterrell
- Cloudwater Brew Co, 7-8 Piccadilly Trading Estate, Manchester, M1 2NP, UK
| | - Urska Vrhovsek
- Foundation Edmund Mach, Via Edmund Mach 1, 38010, San Michele all'Adige, TN, Italy
| | - Daniela Delneri
- Manchester Institute of Biotechnology, University of Manchester, 131 Princess Street, Manchester, M1 7DN, UK.
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Lin CL, García-Caro RDLC, Zhang P, Carlin S, Gottlieb A, Petersen MA, Vrhovsek U, Bond U. Packing a punch: understanding how flavours are produced in lager fermentations. FEMS Yeast Res 2021; 21:6316108. [PMID: 34227660 PMCID: PMC8310685 DOI: 10.1093/femsyr/foab040] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2021] [Accepted: 07/02/2021] [Indexed: 11/14/2022] Open
Abstract
Beer is one of the most popular beverages in the world and it has an irreplaceable place in culture. Although invented later than ale, lager beers dominate the current market. Many factors relating to the appearance (colour, clarity and foam stability) and sensory characters (flavour, taste and aroma) of beer, and other psychological determinants affect consumers' perception of the product and defines its drinkability. This review takes a wholistic approach to scrutinise flavour generation in the brewing process, focusing particularly on the contribution of the raw ingredients and the yeasts to the final flavour profiles of lager beers. In addition, we examine current developments to improve lager beer flavour profiles for the modern consumers.
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Affiliation(s)
- Claire Lin Lin
- Brewing 345, Novozymes A/S, Biologiensvej 2, 2800 Kongens, Lyngby, Denmark.,Department of Food Science, University of Copenhagen, Rolighedsvej 26, 1958 Frederiksberg, Denmark
| | | | - Penghan Zhang
- Metabolomic Unit, Food Quality and Nutrition Department, Research and Innovation Centre, Edmund Mach Foundation, Via E.Mach 1, 38010 S.Michele all'Adige, Italy
| | - Silvia Carlin
- Metabolomic Unit, Food Quality and Nutrition Department, Research and Innovation Centre, Edmund Mach Foundation, Via E.Mach 1, 38010 S.Michele all'Adige, Italy
| | - Andrea Gottlieb
- Brewing 345, Novozymes A/S, Biologiensvej 2, 2800 Kongens, Lyngby, Denmark
| | - Mikael Agerlin Petersen
- Department of Food Science, University of Copenhagen, Rolighedsvej 26, 1958 Frederiksberg, Denmark
| | - Urska Vrhovsek
- Metabolomic Unit, Food Quality and Nutrition Department, Research and Innovation Centre, Edmund Mach Foundation, Via E.Mach 1, 38010 S.Michele all'Adige, Italy
| | - Ursula Bond
- School of Genetics and Microbiology, The Moyne Institute, Trinity College Dublin, Dublin 2, Ireland
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