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Xu B, Liu LH, Lai S, Chen J, Wu S, Lei W, Lin H, Zhang Y, Hu Y, He J, Chen X, He Q, Yang M, Wang H, Zhao X, Wang M, Luo H, Ge Q, Gao H, Xia J, Cao Z, Zhang B, Jiang A, Wu YR. Directed Evolution of Escherichia coli Nissle 1917 to Utilize Allulose as Sole Carbon Source. SMALL METHODS 2024; 8:e2301385. [PMID: 38415955 DOI: 10.1002/smtd.202301385] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/11/2023] [Revised: 02/19/2024] [Indexed: 02/29/2024]
Abstract
Sugar substitutes are popular due to their akin taste and low calories. However, excessive use of aspartame and erythritol can have varying effects. While D-allulose is presently deemed a secure alternative to sugar, its excessive consumption is not devoid of cellular stress implications. In this study, the evolution of Escherichia coli Nissle 1917 (EcN) is directed to utilize allulose as sole carbon source through a combination of adaptive laboratory evolution (ALE) and fluorescence-activated droplet sorting (FADS) techniques. Employing whole genome sequencing (WGS) and clustered regularly interspaced short palindromic repeats interference (CRISPRi) in conjunction with compensatory expression displayed those genetic mutations in sugar and amino acid metabolic pathways, including glnP, glpF, gmpA, nagE, pgmB, ybaN, etc., increased allulose assimilation. Enzyme-substrate dynamics simulations and deep learning predict enhanced substrate specificity and catalytic efficiency in nagE A247E and pgmB G12R mutants. The findings evince that these mutations hold considerable promise in enhancing allulose uptake and facilitating its conversion into glycolysis, thus signifying the emergence of a novel metabolic pathway for allulose utilization. These revelations bear immense potential for the sustainable utilization of D-allulose in promoting health and well-being.
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Affiliation(s)
- Bo Xu
- School of Basic Medical Sciences, Hubei University of Science and Technology, Xianning, 437100, P. R. China
| | - Li-Hua Liu
- Tidetron Bioworks Technology (Guangzhou) Co., Ltd., Guangzhou Qianxiang Bioworks Co., Ltd, Guangzhou, Guangdong, 510000, P. R. China
- Biology Department and Institute of Marine Sciences, College of Science, Shantou University, Shantou, 515063, P. R. China
| | - Shijing Lai
- Tidetron Bioworks Technology (Guangzhou) Co., Ltd., Guangzhou Qianxiang Bioworks Co., Ltd, Guangzhou, Guangdong, 510000, P. R. China
| | - Jingjing Chen
- Yeasen Biotechnology (Shanghai) Co., Ltd, Shanghai, 200000, P. R. China
| | - Song Wu
- Tidetron Bioworks Technology (Guangzhou) Co., Ltd., Guangzhou Qianxiang Bioworks Co., Ltd, Guangzhou, Guangdong, 510000, P. R. China
| | - Wei Lei
- Tidetron Bioworks Technology (Guangzhou) Co., Ltd., Guangzhou Qianxiang Bioworks Co., Ltd, Guangzhou, Guangdong, 510000, P. R. China
| | - Houliang Lin
- Tidetron Bioworks Technology (Guangzhou) Co., Ltd., Guangzhou Qianxiang Bioworks Co., Ltd, Guangzhou, Guangdong, 510000, P. R. China
| | - Yu Zhang
- Tidetron Bioworks Technology (Guangzhou) Co., Ltd., Guangzhou Qianxiang Bioworks Co., Ltd, Guangzhou, Guangdong, 510000, P. R. China
| | - Yucheng Hu
- Tidetron Bioworks Technology (Guangzhou) Co., Ltd., Guangzhou Qianxiang Bioworks Co., Ltd, Guangzhou, Guangdong, 510000, P. R. China
- College of Chemistry and Chemical Engineering, Southwest University, Chongqing, 400715, P. R. China
| | - Jingtao He
- Tidetron Bioworks Technology (Guangzhou) Co., Ltd., Guangzhou Qianxiang Bioworks Co., Ltd, Guangzhou, Guangdong, 510000, P. R. China
| | - Xipeng Chen
- Tidetron Bioworks Technology (Guangzhou) Co., Ltd., Guangzhou Qianxiang Bioworks Co., Ltd, Guangzhou, Guangdong, 510000, P. R. China
| | - Qian He
- Tidetron Bioworks Technology (Guangzhou) Co., Ltd., Guangzhou Qianxiang Bioworks Co., Ltd, Guangzhou, Guangdong, 510000, P. R. China
| | - Min Yang
- Tidetron Bioworks Technology (Guangzhou) Co., Ltd., Guangzhou Qianxiang Bioworks Co., Ltd, Guangzhou, Guangdong, 510000, P. R. China
| | - Haimei Wang
- Tidetron Bioworks Technology (Guangzhou) Co., Ltd., Guangzhou Qianxiang Bioworks Co., Ltd, Guangzhou, Guangdong, 510000, P. R. China
| | - Xuemei Zhao
- Tidetron Bioworks Technology (Guangzhou) Co., Ltd., Guangzhou Qianxiang Bioworks Co., Ltd, Guangzhou, Guangdong, 510000, P. R. China
| | - Man Wang
- Yeasen Biotechnology (Shanghai) Co., Ltd, Shanghai, 200000, P. R. China
| | - Haodong Luo
- Tidetron Bioworks Technology (Guangzhou) Co., Ltd., Guangzhou Qianxiang Bioworks Co., Ltd, Guangzhou, Guangdong, 510000, P. R. China
- Biology Department and Institute of Marine Sciences, College of Science, Shantou University, Shantou, 515063, P. R. China
| | - Qijun Ge
- Tidetron Bioworks Technology (Guangzhou) Co., Ltd., Guangzhou Qianxiang Bioworks Co., Ltd, Guangzhou, Guangdong, 510000, P. R. China
| | - Huamei Gao
- Tidetron Bioworks Technology (Guangzhou) Co., Ltd., Guangzhou Qianxiang Bioworks Co., Ltd, Guangzhou, Guangdong, 510000, P. R. China
| | - Jiaqi Xia
- School of Basic Medicine, Jiamusi University, Jiamusi, 154000, P. R. China
| | - Zhen Cao
- Yeasen Biotechnology (Shanghai) Co., Ltd, Shanghai, 200000, P. R. China
| | - Baoxun Zhang
- College of Chemistry and Chemical Engineering, Southwest University, Chongqing, 400715, P. R. China
| | - Ao Jiang
- Tidetron Bioworks Technology (Guangzhou) Co., Ltd., Guangzhou Qianxiang Bioworks Co., Ltd, Guangzhou, Guangdong, 510000, P. R. China
| | - Yi-Rui Wu
- Tidetron Bioworks Technology (Guangzhou) Co., Ltd., Guangzhou Qianxiang Bioworks Co., Ltd, Guangzhou, Guangdong, 510000, P. R. China
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2
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van der Els S, Boekhorst J, Bron PA, Kleerebezem M. The lactococcal ICE-ome encodes a repertoire of exchangeable traits with potential industrial relevance. BMC Genomics 2024; 25:734. [PMID: 39080539 PMCID: PMC11288074 DOI: 10.1186/s12864-024-10646-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2024] [Accepted: 07/22/2024] [Indexed: 08/03/2024] Open
Abstract
Dairy industries apply selected lactococcal strains and mixed cultures to produce diverse fermented products with distinctive flavor and texture properties. Innovation of the starter culture functionality in cheese applications embraces natural biodiversity of the Lactococcus species to identify novel strains with alternative flavor or texture forming capacities and/or increased processing robustness and phage resistance. Mobile genetic elements (MGE), like integrative conjugative elements (ICEs) play an important role in shaping the biodiversity of bacteria. Besides the genes involved in the conjugation of ICEs from donor to recipient strains, these elements also harbor cargo genes that encode a wide range of functions. The definition of such cargo genes can only be achieved by accurate identification of the ICE boundaries (delimiting). Here, we delimited 25 ICEs in lactococcal genome sequences with low contig numbers using insertion-sites flanking single-copy core-genome genes as markers for each of the distinct ICE-integrases we identified previously within the conserved ICE-core genes. For ICEs in strains for which genome information with large numbers of contigs is available, we exemplify that CRISPR-Cas9 driven ICE-curing, followed by resequencing, allows accurate delimitation and cargo definition of ICEs. Finally, we compare and contrast the cargo gene repertoire of the 26 delimited lactococcal ICEs, identifying high plasticity among the cargo of lactococccal ICEs and a range of encoded functions that is of apparent industrial interest, including restriction modification, abortive infection, and stress adaptation genes.
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Affiliation(s)
- Simon van der Els
- Host-Microbe Interactomics Group, Department of Animal Sciences, Wageningen University & Research, De Elst 1, Wageningen, 6708 WD, The Netherlands
- NIZO B.V, Kernhemseweg 2, Ede, 6718 ZB, The Netherlands
- BE-Basic Foundation, Mijnbouwstraat 120, Delft, 2628 RX, The Netherlands
| | - Jos Boekhorst
- Host-Microbe Interactomics Group, Department of Animal Sciences, Wageningen University & Research, De Elst 1, Wageningen, 6708 WD, The Netherlands
| | - Peter A Bron
- NIZO B.V, Kernhemseweg 2, Ede, 6718 ZB, The Netherlands
- BE-Basic Foundation, Mijnbouwstraat 120, Delft, 2628 RX, The Netherlands
| | - Michiel Kleerebezem
- Host-Microbe Interactomics Group, Department of Animal Sciences, Wageningen University & Research, De Elst 1, Wageningen, 6708 WD, The Netherlands.
- BE-Basic Foundation, Mijnbouwstraat 120, Delft, 2628 RX, The Netherlands.
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3
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Schwartzman JA, Lebreton F, Salamzade R, Shea T, Martin MJ, Schaufler K, Urhan A, Abeel T, Camargo ILBC, Sgardioli BF, Prichula J, Guedes Frazzon AP, Giribet G, Van Tyne D, Treinish G, Innis CJ, Wagenaar JA, Whipple RM, Manson AL, Earl AM, Gilmore MS. Global diversity of enterococci and description of 18 previously unknown species. Proc Natl Acad Sci U S A 2024; 121:e2310852121. [PMID: 38416678 DOI: 10.1073/pnas.2310852121] [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: 07/10/2023] [Accepted: 12/06/2023] [Indexed: 03/01/2024] Open
Abstract
Enterococci are gut microbes of most land animals. Likely appearing first in the guts of arthropods as they moved onto land, they diversified over hundreds of millions of years adapting to evolving hosts and host diets. Over 60 enterococcal species are now known. Two species, Enterococcus faecalis and Enterococcus faecium, are common constituents of the human microbiome. They are also now leading causes of multidrug-resistant hospital-associated infection. The basis for host association of enterococcal species is unknown. To begin identifying traits that drive host association, we collected 886 enterococcal strains from widely diverse hosts, ecologies, and geographies. This identified 18 previously undescribed species expanding genus diversity by >25%. These species harbor diverse genes including toxins and systems for detoxification and resource acquisition. Enterococcus faecalis and E. faecium were isolated from diverse hosts highlighting their generalist properties. Most other species showed a more restricted distribution indicative of specialized host association. The expanded species diversity permitted the Enterococcus genus phylogeny to be viewed with unprecedented resolution, allowing features to be identified that distinguish its four deeply rooted clades, and the entry of genes associated with range expansion such as B-vitamin biosynthesis and flagellar motility to be mapped to the phylogeny. This work provides an unprecedentedly broad and deep view of the genus Enterococcus, including insights into its evolution, potential new threats to human health, and where substantial additional enterococcal diversity is likely to be found.
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Affiliation(s)
- Julia A Schwartzman
- Department of Ophthalmology, Mass Eye and Ear, Harvard Medical School, Boston, MA 02144
- Department of Microbiology, Harvard Medical School, Boston, MA 02115
- Department of Biology, University of Southern California, Los Angeles, CA 90089
| | - Francois Lebreton
- Department of Ophthalmology, Mass Eye and Ear, Harvard Medical School, Boston, MA 02144
- Department of Microbiology, Harvard Medical School, Boston, MA 02115
- Multidrug-Resistant Organism Repository and Surveillance Network, Walter Reed Army Institute of Research, Silver Spring, MD 20910
| | - Rauf Salamzade
- Infectious Disease and Microbiome Program, Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA 02142
- Department of Medical Microbiology and Immunology, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53706
| | - Terrance Shea
- Infectious Disease and Microbiome Program, Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA 02142
| | - Melissa J Martin
- Department of Ophthalmology, Mass Eye and Ear, Harvard Medical School, Boston, MA 02144
- Department of Microbiology, Harvard Medical School, Boston, MA 02115
- Multidrug-Resistant Organism Repository and Surveillance Network, Walter Reed Army Institute of Research, Silver Spring, MD 20910
| | - Katharina Schaufler
- Department of Ophthalmology, Mass Eye and Ear, Harvard Medical School, Boston, MA 02144
- Department of Microbiology, Harvard Medical School, Boston, MA 02115
- University of Greifswald, Institute of Pharmacy, Greifswald 17489, Germany
- Kiel University and University Medical Center Schleswig-Holstein, Institute of Infection Medicine, Kiel 24105, Germany
| | - Aysun Urhan
- Infectious Disease and Microbiome Program, Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA 02142
- Delft Bioinformatics Lab, Department of Intelligent Systems, Delft University of Technology, Delft 2628XE, The Netherlands
| | - Thomas Abeel
- Infectious Disease and Microbiome Program, Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA 02142
- Delft Bioinformatics Lab, Department of Intelligent Systems, Delft University of Technology, Delft 2628XE, The Netherlands
| | - Ilana L B C Camargo
- Laboratório de Epidemiologia e Microbiologia Moleculares, Departamento de Física e Ciências Interdisciplinares, Instituto de Física de São Carlos, Universidade de São Paulo, São Carlos - SP 13566-590, Brazil
| | - Bruna F Sgardioli
- Laboratório de Epidemiologia e Microbiologia Moleculares, Departamento de Física e Ciências Interdisciplinares, Instituto de Física de São Carlos, Universidade de São Paulo, São Carlos - SP 13566-590, Brazil
| | - Janira Prichula
- Department of Ophthalmology, Mass Eye and Ear, Harvard Medical School, Boston, MA 02144
- Department of Microbiology, Harvard Medical School, Boston, MA 02115
- Federal University of Health Sciences of Porto Alegre, Porto Alegre - RS 90050-170, Brazil
| | - Ana Paula Guedes Frazzon
- Department of Ophthalmology, Mass Eye and Ear, Harvard Medical School, Boston, MA 02144
- Department of Microbiology, Harvard Medical School, Boston, MA 02115
- Department of Microbiology, Immunology and Parasitology, Federal University of Rio Grande do Sul, Porto Alegre - RS, 90010-150, Brazil
| | - Gonzalo Giribet
- Department of Organismic and Evolutionary Biology and Museum of Comparative Zoology, Harvard University, Cambridge, MA 02138
| | - Daria Van Tyne
- Department of Ophthalmology, Mass Eye and Ear, Harvard Medical School, Boston, MA 02144
- Department of Microbiology, Harvard Medical School, Boston, MA 02115
- Department of Medicine, University of Pittsburgh School of Medicine, Pittsburg, PA 15213
| | | | - Charles J Innis
- New England Aquarium, Animal Health Department and Anderson Cabot Center for Ocean Life, Boston, MA 02110
| | - Jaap A Wagenaar
- Department of Biomolecular Health Sciences, Utrecht University, Utrecht 3584 CS, The Netherlands
| | - Ryan M Whipple
- Department of Ophthalmology, Mass Eye and Ear, Harvard Medical School, Boston, MA 02144
- Department of Microbiology, Harvard Medical School, Boston, MA 02115
| | - Abigail L Manson
- Infectious Disease and Microbiome Program, Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA 02142
| | - Ashlee M Earl
- Infectious Disease and Microbiome Program, Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA 02142
| | - Michael S Gilmore
- Department of Ophthalmology, Mass Eye and Ear, Harvard Medical School, Boston, MA 02144
- Department of Microbiology, Harvard Medical School, Boston, MA 02115
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4
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Pontes A, Paraíso F, Liu YC, Limtong S, Jindamorakot S, Jespersen L, Gonçalves C, Rosa CA, Tsai IJ, Rokas A, Hittinger CT, Gonçalves P, Sampaio JP. Tracking alternative versions of the galactose gene network in the genus Saccharomyces and their expansion after domestication. iScience 2024; 27:108987. [PMID: 38333711 PMCID: PMC10850751 DOI: 10.1016/j.isci.2024.108987] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Revised: 11/27/2023] [Accepted: 01/17/2024] [Indexed: 02/10/2024] Open
Abstract
When Saccharomyces cerevisiae grows on mixtures of glucose and galactose, galactose utilization is repressed by glucose, and induction of the GAL gene network only occurs when glucose is exhausted. Contrary to reference GAL alleles, alternative alleles support faster growth on galactose, thus enabling distinct galactose utilization strategies maintained by balancing selection. Here, we report on new wild populations of Saccharomyces cerevisiae harboring alternative GAL versions and, for the first time, of Saccharomyces paradoxus alternative alleles. We also show that the non-functional GAL version found earlier in Saccharomyces kudriavzevii is phylogenetically related to the alternative versions, which constitutes a case of trans-specific maintenance of highly divergent alleles. Strains harboring the different GAL network variants show different levels of alleviation of glucose repression and growth proficiency on galactose. We propose that domestication involved specialization toward thriving in milk from a generalist ancestor partially adapted to galactose consumption in the plant niche.
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Affiliation(s)
- Ana Pontes
- UCIBIO, Department of Life Sciences, Nova School of Science and Technology, Caparica 2829-516, Portugal
- Associate Laboratory i4HB, Nova School of Science and Technology, Caparica 2829-516, Portugal
| | - Francisca Paraíso
- UCIBIO, Department of Life Sciences, Nova School of Science and Technology, Caparica 2829-516, Portugal
- Associate Laboratory i4HB, Nova School of Science and Technology, Caparica 2829-516, Portugal
| | - Yu-Ching Liu
- Biodiversity Research Center, Academia Sinica, Taipei 11529, Taiwan
| | - Savitree Limtong
- Department of Microbiology Faculty of Science, Kasetsart University, Bangkok 10900, Thailand
- Biodiversity Center Kasetsart University, Bangkok 10900, Thailand
| | - Sasitorn Jindamorakot
- Microbial Diversity and Utilization Research Team, Thailand Bioresource Research Center, National Centre for Genetic Engineering and Biotechnology (BIOTEC), National Science and Technology, Development Agency (NSTDA), Pathum Thani 12120, Thailand
| | - Lene Jespersen
- Department of Food Science, University of Copenhagen, 1958 Frederiksberg C, Denmark
| | - Carla Gonçalves
- UCIBIO, Department of Life Sciences, Nova School of Science and Technology, Caparica 2829-516, Portugal
- Associate Laboratory i4HB, Nova School of Science and Technology, Caparica 2829-516, Portugal
| | - Carlos A. Rosa
- Departamento de Microbiologia, ICB, C.P. 486, Universidade Federal de Minas Gerais, Belo Horizonte, MG 31270-901, Brazil
| | | | - Antonis Rokas
- Department of Biological Sciences, Vanderbilt University, Nashville, TN 37235, USA
- Evolutionary Studies Initiative, Vanderbilt University, Nashville, TN 37235, USA
| | - Chris Todd Hittinger
- Laboratory of Genetics, DOE Great Lakes Bioenergy Research Center, Wisconsin Energy Institute, Center for Genomic Science Innovation, J.F. Crow Institute for the Study of Evolution, University of Wisconsin-Madison, Madison, WI 53726, USA
| | - Paula Gonçalves
- UCIBIO, Department of Life Sciences, Nova School of Science and Technology, Caparica 2829-516, Portugal
- Associate Laboratory i4HB, Nova School of Science and Technology, Caparica 2829-516, Portugal
| | - José Paulo Sampaio
- UCIBIO, Department of Life Sciences, Nova School of Science and Technology, Caparica 2829-516, Portugal
- Associate Laboratory i4HB, Nova School of Science and Technology, Caparica 2829-516, Portugal
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5
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Surve SV, Shinde DB, Fernandes JM, Sharma S, Vijayvargiya M, Kadam K, Kulkarni R. Laboratory domestication of Lactiplantibacillus plantarum alters some phenotypic traits but causes non-novel genomic impact. J Appl Microbiol 2024; 135:lxae035. [PMID: 38341274 DOI: 10.1093/jambio/lxae035] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2023] [Revised: 01/17/2024] [Accepted: 02/08/2024] [Indexed: 02/12/2024]
Abstract
AIMS Laboratory domestication has been negligibly examined in lactic acid bacteria (LAB). Lactiplantibacillus plantarum is a highly studied and industrially relevant LAB. Here, we passaged L. plantarum JGR2 in a complex medium to study the effects of domestication on the phenotypic properties and the acquisition of mutations. METHODS AND RESULTS Lactiplantibacillus plantarum JGR2 was passaged in mMRS medium (deMan Rogossa Sharpe supplemented with 0.05% w/v L-cysteine) in three parallel populations for 70 days. One pure culture from each population was studied for various phenotypic properties and genomic alterations. Auto-aggregation of the evolved strains was significantly reduced, and lactic acid production and ethanol tolerance were increased. Other probiotic properties and antibiotic sensitivity were not altered. Conserved synonymous and non-synonymous mutations were observed in mobile element proteins (transposases), β-galactosidase, and phosphoketolases in all three isolates. The evolved strains lost all the repeat regions and some of the functions associated with them. Most of the conserved mutations were found in the genomes of other wild-type strains available in a public database, indicating the non-novel genomic impact of laboratory passaging. CONCLUSIONS Laboratory domestication can affect the phenotypic and genotypic traits of L. plantarum and similar studies are necessary for other important species of LAB.
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Affiliation(s)
- Sarvesh V Surve
- Symbiosis School of Biological Sciences, Symbiosis International (Deemed University), Lavale, Pune 412115, India
| | - Dasharath B Shinde
- Symbiosis School of Biological Sciences, Symbiosis International (Deemed University), Lavale, Pune 412115, India
| | - Joyleen M Fernandes
- Symbiosis School of Biological Sciences, Symbiosis International (Deemed University), Lavale, Pune 412115, India
| | - Sharoni Sharma
- Symbiosis School of Biological Sciences, Symbiosis International (Deemed University), Lavale, Pune 412115, India
| | - Monty Vijayvargiya
- Symbiosis School of Biological Sciences, Symbiosis International (Deemed University), Lavale, Pune 412115, India
| | - Komal Kadam
- Symbiosis School of Biological Sciences, Symbiosis International (Deemed University), Lavale, Pune 412115, India
| | - Ram Kulkarni
- Symbiosis School of Biological Sciences, Symbiosis International (Deemed University), Lavale, Pune 412115, India
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6
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Douwenga S, van Olst B, Boeren S, Luo Y, Lai X, Teusink B, Vervoort J, Kleerebezem M, Bachmann H. The hierarchy of sugar catabolization in Lactococcus cremoris. Microbiol Spectr 2023; 11:e0224823. [PMID: 37888986 PMCID: PMC10715065 DOI: 10.1128/spectrum.02248-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2023] [Accepted: 09/21/2023] [Indexed: 10/28/2023] Open
Abstract
IMPORTANCE The availability of nutrients to microorganisms varies considerably between different environments, and changes can occur rapidly. As a general rule, a fast growth rate-typically growth on glucose-is associated with the repression of other carbohydrate utilization genes, but it is not clear to what extent catabolite repression is exerted by other sugars. We investigated the hierarchy of sugar utilization after substrate transitions in Lactococcus cremoris. For this, we determined the proteome and carbohydrate utilization capacity after growth on different sugars. The results show that the preparedness of cells for the utilization of "slower" sugars is not strictly determined by the growth rate. The data point to individual proteins relevant for various sugar transitions and suggest that the evolutionary history of the organism might be responsible for deviations from a strictly growth rate-related sugar catabolization hierarchy.
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Affiliation(s)
- Sieze Douwenga
- TI Food and Nutrition, Wageningen, the Netherlands
- Systems Biology Lab, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Berdien van Olst
- TI Food and Nutrition, Wageningen, the Netherlands
- Host-Microbe Interactomics, Wageningen University & Research, Wageningen, the Netherlands
- Laboratory of Biochemistry, Wageningen University & Research, Wageningen, the Netherlands
| | - Sjef Boeren
- TI Food and Nutrition, Wageningen, the Netherlands
- Laboratory of Biochemistry, Wageningen University & Research, Wageningen, the Netherlands
| | - Yanzhang Luo
- MAGNEtic resonance research FacilitY (MAGNEFY), Wageningen University & Research, Wageningen, the Netherlands
| | - Xin Lai
- Systems Biology Lab, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Bas Teusink
- TI Food and Nutrition, Wageningen, the Netherlands
- Systems Biology Lab, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Jacques Vervoort
- TI Food and Nutrition, Wageningen, the Netherlands
- Laboratory of Biochemistry, Wageningen University & Research, Wageningen, the Netherlands
| | - Michiel Kleerebezem
- TI Food and Nutrition, Wageningen, the Netherlands
- Host-Microbe Interactomics, Wageningen University & Research, Wageningen, the Netherlands
| | - Herwig Bachmann
- TI Food and Nutrition, Wageningen, the Netherlands
- Systems Biology Lab, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Microbiology Department, NIZO Food Research, Ede, the Netherlands
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7
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Abstract
For thousands of years, humans have enjoyed the novel flavors, increased shelf-life, and nutritional benefits that microbes provide in fermented foods and beverages. Recent sequencing surveys of ferments have mapped patterns of microbial diversity across space, time, and production practices. But a mechanistic understanding of how fermented food microbiomes assemble has only recently begun to emerge. Using three foods as case studies (surface-ripened cheese, sourdough starters, and fermented vegetables), we use an ecological and evolutionary framework to identify how microbial communities assemble in ferments. By combining in situ sequencing surveys with in vitro models, we are beginning to understand how dispersal, selection, diversification, and drift generate the diversity of fermented food communities. Most food producers are unaware of the ecological processes occurring in their production environments, but the theory and models of ecology and evolution can provide new approaches for managing fermented food microbiomes, from farm to ferment.
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Affiliation(s)
- Nicolas L Louw
- Department of Biology, Tufts University, Medford, Massachusetts, USA; , , , ,
| | - Kasturi Lele
- Department of Biology, Tufts University, Medford, Massachusetts, USA; , , , ,
| | - Ruby Ye
- Department of Biology, Tufts University, Medford, Massachusetts, USA; , , , ,
| | - Collin B Edwards
- Department of Biology, Tufts University, Medford, Massachusetts, USA; , , , ,
- School of Biological Sciences, Washington State University, Vancouver, Washington, USA
| | - Benjamin E Wolfe
- Department of Biology, Tufts University, Medford, Massachusetts, USA; , , , ,
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8
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Christensen LF, Høie MH, Bang-Berthelsen CH, Marcatili P, Hansen EB. Comparative Structure Analysis of the Multi-Domain, Cell Envelope Proteases of Lactic Acid Bacteria. Microorganisms 2023; 11:2256. [PMID: 37764099 PMCID: PMC10535647 DOI: 10.3390/microorganisms11092256] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Revised: 08/31/2023] [Accepted: 09/05/2023] [Indexed: 09/29/2023] Open
Abstract
Lactic acid bacteria (LAB) have an extracellular proteolytic system that includes a multi-domain, cell envelope protease (CEP) with a subtilisin homologous protease domain. These CEPs have different proteolytic activities despite having similar protein sequences. Structural characterization has previously been limited to CEP homologs of dairy- and human-derived LAB strains, excluding CEPs of plant-derived LAB strains. CEP structures are a challenge to determine experimentally due to their large size and attachment to the cell envelope. This study aims to clarify the prevalence and structural diversity of CEPs by using the structure prediction software AlphaFold 2. Domain boundaries are clarified based on a comparative analysis of 21 three-dimensional structures, revealing novel domain architectures of CEP homologs that are not necessarily restricted to specific LAB species or ecological niches. The C-terminal flanking region of the protease domain is divided into fibronectin type-III-like domains with various structural traits. The analysis also emphasizes the existence of two distinct domains for cell envelope attachment that are preceded by an intrinsically disordered cell wall spanning domain. The domain variants and their combinations provide CEPs with different stability, proteolytic activity, and potentially adhesive properties, making CEPs targets for steering proteolytic activity with relevance for both food development and human health.
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Affiliation(s)
- Lise Friis Christensen
- National Food Institute, Technical University of Denmark, Kemitorvet, DK-2800 Kongens Lyngby, Denmark
| | - Magnus Haraldson Høie
- Department of Health Technology, Technical University of Denmark, Ørsteds Plads, DK-2800 Kongens Lyngby, Denmark
| | | | - Paolo Marcatili
- Department of Health Technology, Technical University of Denmark, Ørsteds Plads, DK-2800 Kongens Lyngby, Denmark
| | - Egon Bech Hansen
- National Food Institute, Technical University of Denmark, Kemitorvet, DK-2800 Kongens Lyngby, Denmark
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9
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Schwartzman JA, Lebreton F, Salamzade R, Martin MJ, Schaufler K, Urhan A, Abeel T, Camargo IL, Sgardioli BF, Prichula J, Frazzon APG, Van Tyne D, Treinish G, Innis CJ, Wagenaar JA, Whipple RM, Manson AL, Earl AM, Gilmore MS. Global diversity of enterococci and description of 18 novel species. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.05.18.540996. [PMID: 37293047 PMCID: PMC10245769 DOI: 10.1101/2023.05.18.540996] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Enterococci are commensal gut microbes of most land animals. They diversified over hundreds of millions of years adapting to evolving hosts and host diets. Of over 60 known enterococcal species, Enterococcus faecalis and E. faecium uniquely emerged in the antibiotic era among leading causes of multidrug resistant hospital-associated infection. The basis for the association of particular enterococcal species with a host is largely unknown. To begin deciphering enterococcal species traits that drive host association, and to assess the pool of Enterococcus-adapted genes from which known facile gene exchangers such as E. faecalis and E. faecium may draw, we collected 886 enterococcal strains from nearly 1,000 specimens representing widely diverse hosts, ecologies and geographies. This provided data on the global occurrence and host associations of known species, identifying 18 new species in the process expanding genus diversity by >25%. The novel species harbor diverse genes associated with toxins, detoxification, and resource acquisition. E. faecalis and E. faecium were isolated from a wide diversity of hosts highlighting their generalist properties, whereas most other species exhibited more restricted distributions indicative of specialized host associations. The expanded species diversity permitted the Enterococcus genus phylogeny to be viewed with unprecedented resolution, allowing features to be identified that distinguish its four deeply rooted clades as well as genes associated with range expansion, such as B-vitamin biosynthesis and flagellar motility. Collectively, this work provides an unprecedentedly broad and deep view of the genus Enterococcus, potential threats to human health, and new insights into its evolution.
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Affiliation(s)
- Julia A. Schwartzman
- Departments of Ophthalmology and Microbiology, Mass Eye and Ear, and Harvard Medical School, Boston, MA,USA
- Department of Biology, University of Southern California, Los Angeles, CA, USA
| | - Francois Lebreton
- Departments of Ophthalmology and Microbiology, Mass Eye and Ear, and Harvard Medical School, Boston, MA,USA
- Multidrug-Resistant Organism Repository and Surveillance Network, Walter Reed Army Institute of Research, Silver Spring, MD, USA
| | - Rauf Salamzade
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Medical Microbiology and Immunology, University of Wisconsin-Madison, Madison, WI, USA
| | - Melissa J. Martin
- Departments of Ophthalmology and Microbiology, Mass Eye and Ear, and Harvard Medical School, Boston, MA,USA
- Multidrug-Resistant Organism Repository and Surveillance Network, Walter Reed Army Institute of Research, Silver Spring, MD, USA
| | - Katharina Schaufler
- Departments of Ophthalmology and Microbiology, Mass Eye and Ear, and Harvard Medical School, Boston, MA,USA
- University of Greifswald, Institute of Pharmacy, Greifswald, Germany
- Kiel University and University Medical Center Schleswig-Holstein, Institute of Infection Medicine, Kiel, Germany
| | - Aysun Urhan
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Delft Bioinformatics Lab, Delft University of Technology, Delft, The Netherlands
| | - Thomas Abeel
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Delft Bioinformatics Lab, Delft University of Technology, Delft, The Netherlands
| | - Ilana L.B.C Camargo
- Laboratório de Epidemiologia e Microbiologia Moleculares (LEMiMo), Departamento de Física e Ciências Interdisciplinares, Instituto de Física de São Carlos, Universidade de São Paulo, São Carlos, SP, Brazil
| | - Bruna F. Sgardioli
- Laboratório de Epidemiologia e Microbiologia Moleculares (LEMiMo), Departamento de Física e Ciências Interdisciplinares, Instituto de Física de São Carlos, Universidade de São Paulo, São Carlos, SP, Brazil
| | - Janira Prichula
- Departments of Ophthalmology and Microbiology, Mass Eye and Ear, and Harvard Medical School, Boston, MA,USA
- Federal University of Health Sciences of Porto Alegre (UFCSPA), Porto Alegre, RS, Brazil
| | - Ana Paula Guedes Frazzon
- Departments of Ophthalmology and Microbiology, Mass Eye and Ear, and Harvard Medical School, Boston, MA,USA
- Department of Microbiology, Immunology and Parasitology, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
| | - Daria Van Tyne
- Departments of Ophthalmology and Microbiology, Mass Eye and Ear, and Harvard Medical School, Boston, MA,USA
- Department of Medicine, University of Pittsburgh School of Medicine, Pittsburg, PA, USA
| | | | | | - Jaap A. Wagenaar
- Department of Biomolecular Health Sciences, Utrecht University, Utrecht, Netherlands
| | - Ryan M. Whipple
- Departments of Ophthalmology and Microbiology, Mass Eye and Ear, and Harvard Medical School, Boston, MA,USA
| | - Abigail L. Manson
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Ashlee M. Earl
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Michael S. Gilmore
- Departments of Ophthalmology and Microbiology, Mass Eye and Ear, and Harvard Medical School, Boston, MA,USA
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10
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Walsh AM, Leech J, Huttenhower C, Delhomme-Nguyen H, Crispie F, Chervaux C, Cotter P. Integrated molecular approaches for fermented food microbiome research. FEMS Microbiol Rev 2023; 47:fuad001. [PMID: 36725208 PMCID: PMC10002906 DOI: 10.1093/femsre/fuad001] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2022] [Revised: 12/28/2022] [Accepted: 01/09/2023] [Indexed: 02/03/2023] Open
Abstract
Molecular technologies, including high-throughput sequencing, have expanded our perception of the microbial world. Unprecedented insights into the composition and function of microbial communities have generated large interest, with numerous landmark studies published in recent years relating the important roles of microbiomes and the environment-especially diet and nutrition-in human, animal, and global health. As such, food microbiomes represent an important cross-over between the environment and host. This is especially true of fermented food microbiomes, which actively introduce microbial metabolites and, to a lesser extent, live microbes into the human gut. Here, we discuss the history of fermented foods, and examine how molecular approaches have advanced research of these fermented foods over the past decade. We highlight how various molecular approaches have helped us to understand the ways in which microbes shape the qualities of these products, and we summarize the impacts of consuming fermented foods on the gut. Finally, we explore how advances in bioinformatics could be leveraged to enhance our understanding of fermented foods. This review highlights how integrated molecular approaches are changing our understanding of the microbial communities associated with food fermentation, the creation of unique food products, and their influences on the human microbiome and health.
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Affiliation(s)
- Aaron M Walsh
- Teagasc Food Research Centre, Moorepark, Fermoy, Cork and APC Microbiome Ireland, P61 C996, Ireland
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
| | - John Leech
- Teagasc Food Research Centre, Moorepark, Fermoy, Cork and APC Microbiome Ireland, P61 C996, Ireland
| | - Curtis Huttenhower
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
| | | | - Fiona Crispie
- Teagasc Food Research Centre, Moorepark, Fermoy, Cork and APC Microbiome Ireland, P61 C996, Ireland
| | - Christian Chervaux
- Danone Nutricia Research, Centre Daniel Carasso, Palaiseau 91120, France
| | - Paul D Cotter
- Teagasc Food Research Centre, Moorepark, Fermoy, Cork and APC Microbiome Ireland, P61 C996, Ireland
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11
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Du H, Fu Y, Deng N, Xu Y. Transcriptional Profiling Reveals Adaptive Response and Tolerance to Lactic Acid Stress in Pichia kudriavzevii. Foods 2022; 11:foods11182725. [PMID: 36140854 PMCID: PMC9498142 DOI: 10.3390/foods11182725] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Revised: 08/22/2022] [Accepted: 08/31/2022] [Indexed: 11/16/2022] Open
Abstract
Pichia kudriavzevii plays an important role in fermented foods and beverages. In the long domestication process of traditional fermentation, the mechanism of response to lactic acid, a common metabolite and growth inhibitor, is currently unclear in P. kudriavzevii. In this study, the tolerance to lactic acid of P. kudriavzevii C-16, isolated from fermented grains, was compared with its type strain ATCC 24210. Under lactic acid stress, P. kudriavzevii C-16 showed increased biomass yields and lactic acid consumption rates. Then, mRNA sequencing was used to analyze the response to lactic acid in P. kudriavzevii C-16. Results showed that 92 and 96 genes were significantly upregulated, 52 and 58 genes were significantly downregulated, respectively, in P. kudriavzevii C-16 cultured for 12 h and 24 h. The genes, which involved in pyruvate metabolic pathway, ABC transporter proteins, glutamate metabolic pathway, and the biosynthetic pathway of leucine and valine, were observed to be differentially expressed between the P. kudriavzevii C-16 and its type strain ATCC 24210. By analyzing the production of higher alcohols, the concentrations of isobutyl alcohol and isoamyl alcohol produced by P. kudriavzevii C-16 increased significantly. It was consistent with the up-regulation of genes that biosynthesized related amino acids.
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Affiliation(s)
| | | | | | - Yan Xu
- Correspondence: ; Tel.: +86-510-85964112
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12
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Sedó Molina GE, Shetty R, Xiao H, Wätjen AP, Tovar M, Bang-Berthelsen CH. Development of a novel lactic acid bacteria starter culture approach: From insect microbiome to plant-based fermentations. Lebensm Wiss Technol 2022. [DOI: 10.1016/j.lwt.2022.113797] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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13
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How YH, Teo MYM, In LLA, Yeo SK, Pui LP. Development of fermented milk using food-grade recombinant Lactococcus lactis NZ3900. NFS JOURNAL 2022. [DOI: 10.1016/j.nfs.2022.07.001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
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14
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Ekkers DM, Tusso S, Moreno-Gamez S, Rillo MC, Kuipers OP, van Doorn GS. Trade-offs predicted by metabolic network structure give rise to evolutionary specialization and phenotypic diversification. Mol Biol Evol 2022; 39:msac124. [PMID: 35679426 PMCID: PMC9206417 DOI: 10.1093/molbev/msac124] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2021] [Revised: 05/25/2022] [Accepted: 05/31/2022] [Indexed: 11/30/2022] Open
Abstract
Mitigating trade-offs between different resource-utilization functions is key to an organism's ecological and evolutionary success. These trade-offs often reflect metabolic constraints with a complex molecular underpinning; therefore, their consequences for evolutionary processes have remained elusive. Here, we investigate how metabolic architecture induces resource utilization constraints and how these constraints, in turn, elicit evolutionary specialization and diversification. Guided by the metabolic network structure of the bacterium Lactococcus cremoris, we selected two carbon sources (fructose and galactose) with predicted co-utilization constraints. By evolving L. cremoris on either fructose, galactose or a mix of both sugars, we imposed selection favoring divergent metabolic specializations or co-utilization of both resources, respectively. Phenotypic characterization revealed the evolution of either fructose or galactose specialists in the single-sugar treatments. In the mixed sugar regime, we observed adaptive diversification: both specialists coexisted, and no generalist evolved. Divergence from the ancestral phenotype occurred at key pathway junctions in the central carbon metabolism. Fructose specialists evolved mutations in the fbp and pfk genes that appear to balance anabolic and catabolic carbon fluxes. Galactose specialists evolved increased expression of pgmA (the primary metabolic bottleneck of galactose metabolism) and silencing of ptnABCD (the main glucose transporter) and ldh (regulator/enzyme of downstream carbon metabolism). Overall, our study shows how metabolic network architecture and historical contingency serve to predict targets of selection and inform the functional interpretation of evolved mutations. The elucidation of the relationship between molecular constraints and phenotypic trade-offs contributes to an integrative understanding of evolutionary specialization and diversification.
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Affiliation(s)
- David M Ekkers
- Groningen Institute for Evolutionary Life Sciences (GELIFES), University of Groningen, Nijenborgh 7, 9747 AG Groningen, The Netherlands
- Molecular Genetics Group, Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, Nijenborgh 7, 9747 AG Groningen, The Netherlands
| | - Sergio Tusso
- Division of Evolutionary Biology, Faculty of Biology, LMU Munich, Grosshaderner Str. 2, 82152 Planegg-Martinsried, Germany
- Science for Life Laboratories and Department of Evolutionary Biology, Norbyvägen 18D, Uppsala University, 75236 Uppsala, Sweden
| | - Stefany Moreno-Gamez
- Groningen Institute for Evolutionary Life Sciences (GELIFES), University of Groningen, Nijenborgh 7, 9747 AG Groningen, The Netherlands
| | - Marina C Rillo
- Institute for Chemistry and Biology of the Marine Environment, Carl von Ossietzky University Oldenburg, Schleusenstr. 1, 26382 Wilhelmshaven, Germany
| | - Oscar P Kuipers
- Molecular Genetics Group, Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, Nijenborgh 7, 9747 AG Groningen, The Netherlands
| | - G Sander van Doorn
- Groningen Institute for Evolutionary Life Sciences (GELIFES), University of Groningen, Nijenborgh 7, 9747 AG Groningen, The Netherlands
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15
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Liu W, Li W, Zheng H, Kwok LY, Sun Z. Genomics divergence of Lactococcus lactis subsp. lactis isolated from naturally fermented dairy products. Food Res Int 2022; 155:111108. [DOI: 10.1016/j.foodres.2022.111108] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2022] [Revised: 03/04/2022] [Accepted: 03/06/2022] [Indexed: 12/13/2022]
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16
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Decoding the Gene Variants of Two Native Probiotic Lactiplantibacillus plantarum Strains through Whole-Genome Resequencing: Insights into Bacterial Adaptability to Stressors and Antimicrobial Strength. Genes (Basel) 2022; 13:genes13030443. [PMID: 35327997 PMCID: PMC8953754 DOI: 10.3390/genes13030443] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2021] [Revised: 01/25/2022] [Accepted: 01/26/2022] [Indexed: 02/05/2023] Open
Abstract
In this study, whole-genome resequencing of two native probiotic Lactiplantibacillus plantarum strains—UTNGt21A and UTNGt2—was assessed in order to identify variants and perform annotation of genes involved in bacterial adaptability to different stressors, as well as their antimicrobial strength. A total of 21,906 single-nucleotide polymorphisms (SNPs) were detected in UTNGt21A, while 17,610 were disclosed in the UTNGt2 genome. The comparative genomic analysis revealed a greater number of deletions, transversions, and transitions within the UTNGt21A genome, while a small difference in the number of insertions was detected between the strains. A divergent number of types of variant annotations were detected in both strains, and categorized in terms of low, moderate, and high modifier impact on the protein effectiveness. Although both native strains shared common specific genes involved in the stress response to the gastrointestinal environment, which may qualify as a putative probiotic (bile salt, acid, temperature, osmotic stress), they were different in their antimicrobial gene cluster organization, with UTNGt21A displaying a complex bacteriocin gene arrangement and dissimilar gene variants that might alter their defense mechanisms and overall inhibitory capacity. The genome comparison revealed 34 and 9 genomic islands (GIs) in the UTNGt21A and UTNGt2 genomes, respectively, with the overrepresentation of genes involved in defense mechanisms and carbohydrate utilization. In addition, pan-genome analysis disclosed the presence of various strain-specific genes (shell genes), suggesting a high genome variation between strains. This genome analysis illustrates that the bacteriocin signature and gene variants reflect a niche-inherent pattern. These extensive genomic datasets will guide us to understand the potential benefits of the native strains and their utility in the food or pharmaceutical sectors.
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17
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Somerville V, Berthoud H, Schmidt RS, Bachmann HP, Meng YH, Fuchsmann P, von Ah U, Engel P. Functional strain redundancy and persistent phage infection in Swiss hard cheese starter cultures. THE ISME JOURNAL 2022; 16:388-399. [PMID: 34363005 PMCID: PMC8776748 DOI: 10.1038/s41396-021-01071-0] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/28/2021] [Revised: 07/14/2021] [Accepted: 07/15/2021] [Indexed: 02/07/2023]
Abstract
Undefined starter cultures are poorly characterized bacterial communities from environmental origin used in cheese making. They are phenotypically stable and have evolved through domestication by repeated propagation in closed and highly controlled environments over centuries. This makes them interesting for understanding eco-evolutionary dynamics governing microbial communities. While cheese starter cultures are known to be dominated by a few bacterial species, little is known about the composition, functional relevance, and temporal dynamics of strain-level diversity. Here, we applied shotgun metagenomics to an important Swiss cheese starter culture and analyzed historical and experimental samples reflecting 82 years of starter culture propagation. We found that the bacterial community is highly stable and dominated by only a few coexisting strains of Streptococcus thermophilus and Lactobacillus delbrueckii subsp. lactis. Genome sequencing, metabolomics analysis, and co-culturing experiments of 43 isolates show that these strains are functionally redundant, but differ tremendously in their phage resistance potential. Moreover, we identified two highly abundant Streptococcus phages that seem to stably coexist in the community without any negative impact on bacterial growth or strain persistence, and despite the presence of a large and diverse repertoire of matching CRISPR spacers. Our findings show that functionally equivalent strains can coexist in domesticated microbial communities and highlight an important role of bacteria-phage interactions that are different from kill-the-winner dynamics.
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Affiliation(s)
- Vincent Somerville
- Department of Fundamental Microbiology, University of Lausanne, Lausanne, Switzerland.
- Agroscope, Bern, Switzerland.
| | | | | | | | | | | | | | - Philipp Engel
- Department of Fundamental Microbiology, University of Lausanne, Lausanne, Switzerland.
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18
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Somerville V, Berthoud H, Schmidt RS, Bachmann HP, Meng YH, Fuchsmann P, von Ah U, Engel P. Functional strain redundancy and persistent phage infection in Swiss hard cheese starter cultures. THE ISME JOURNAL 2022; 16:388-399. [PMID: 34363005 DOI: 10.1101/2021.01.14.426499v2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Received: 04/28/2021] [Revised: 07/14/2021] [Accepted: 07/15/2021] [Indexed: 05/27/2023]
Abstract
Undefined starter cultures are poorly characterized bacterial communities from environmental origin used in cheese making. They are phenotypically stable and have evolved through domestication by repeated propagation in closed and highly controlled environments over centuries. This makes them interesting for understanding eco-evolutionary dynamics governing microbial communities. While cheese starter cultures are known to be dominated by a few bacterial species, little is known about the composition, functional relevance, and temporal dynamics of strain-level diversity. Here, we applied shotgun metagenomics to an important Swiss cheese starter culture and analyzed historical and experimental samples reflecting 82 years of starter culture propagation. We found that the bacterial community is highly stable and dominated by only a few coexisting strains of Streptococcus thermophilus and Lactobacillus delbrueckii subsp. lactis. Genome sequencing, metabolomics analysis, and co-culturing experiments of 43 isolates show that these strains are functionally redundant, but differ tremendously in their phage resistance potential. Moreover, we identified two highly abundant Streptococcus phages that seem to stably coexist in the community without any negative impact on bacterial growth or strain persistence, and despite the presence of a large and diverse repertoire of matching CRISPR spacers. Our findings show that functionally equivalent strains can coexist in domesticated microbial communities and highlight an important role of bacteria-phage interactions that are different from kill-the-winner dynamics.
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Affiliation(s)
- Vincent Somerville
- Department of Fundamental Microbiology, University of Lausanne, Lausanne, Switzerland.
- Agroscope, Bern, Switzerland.
| | | | | | | | | | | | | | - Philipp Engel
- Department of Fundamental Microbiology, University of Lausanne, Lausanne, Switzerland.
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19
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Madsen SK, Thulesen ET, Mohammadifar MA, Bang-Berthelsen CH. Chufa Drink: Potential in Developing a New Plant-Based Fermented Dessert. Foods 2021; 10:foods10123010. [PMID: 34945561 PMCID: PMC8702038 DOI: 10.3390/foods10123010] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2021] [Revised: 11/26/2021] [Accepted: 11/29/2021] [Indexed: 01/01/2023] Open
Abstract
Plant-based foods with desirable texture and nutritional value have attracted considerable interest from consumers. In order to meet the growing demand for more sustainable and health-focused products, new sources for plant-based products are needed. In this study, we aimed to develop an innovative plant-based dessert based on the underutilized crop chufa tubers (Cyperus esculentus). The chufa extract was fermented with plant-adapted lactic acid bacteria and formulated with the purpose of imitating the Danish summer dessert “cold butter-milk soup”. The effect of various bacterial fermentations and formulations on steady and oscillatory rheology, stability, dry matter, pH, and sugar profile of the product were studied and compared to a commercial cold buttermilk soup sample. A strain of Leuconostoc mesenteroides was found to create the most similar taste to a commercial sample. By adding lemon juice, sucrose, xanthan gum, and vanilla to the fermented chufa drink, the drink was found to mimic the pH, texture, acid profile, and stability of a commercial dairy-based sample, while containing a lower concentration of carbohydrates.
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20
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Adaptive Laboratory Evolution as a Means To Generate Lactococcus lactis Strains with Improved Thermotolerance and Ability To Autolyze. Appl Environ Microbiol 2021; 87:e0103521. [PMID: 34406823 DOI: 10.1128/aem.01035-21] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Lactococcus lactis subsp. lactis (referred to here as L. lactis) is a model lactic acid bacterium and one of the main constituents of the mesophilic cheese starter used for producing soft or semihard cheeses. Most dairy L. lactis strains grow optimally at around 30°C and are not particularly well adapted to the elevated temperatures (37 to 39°C) to which they are often exposed during cheese production. To overcome this challenge, we used adaptive laboratory evolution (ALE) in milk, using a setup where the temperature was gradually increased over time, and isolated two evolved strains (RD01 and RD07) better able to tolerate high growth temperatures. One of these, strain RD07, was isolated after 1.5 years of evolution (400 generations) and efficiently acidified milk at 41°C, which has not been reported for industrial L. lactis strains until now. Moreover, RD07 appeared to autolyze 2 to 3 times faster than its parent strain, which is another highly desired property of dairy lactococci and rarely observed in the L. lactis subspecies used in this study. Model cheese trials indicated that RD07 could potentially accelerate cheese ripening. Transcriptomics analysis revealed the potential underlying causes responsible for the enhanced growth at high temperatures for the mutants. These included downregulation of the pleiotropic transcription factor CodY and overexpression of genes, which most likely lowered the guanidine nucleotide pool. Cheese trials at ARLA Foods using RD01 blended with the commercial Flora Danica starter culture, including a 39.5°C cooking step, revealed better acidification and flavor formation than the pure starter culture. IMPORTANCE In commercial mesophilic starter cultures, L. lactis is generally more thermotolerant than Lactococcus cremoris, whereas L. cremoris is more prone to autolysis, which is the key to flavor and aroma formation. In this study, we found that adaptation to higher thermotolerance can improve autolysis. Using whole-genome sequencing and RNA sequencing, we attempt to determine the underlying reason for the observed behavior. In terms of dairy applications, there are obvious advantages associated with using L. lactis strains with high thermotolerance, as these are less affected by curd cooking, which generally hampers the performance of the mesophilic starter. Cheese ripening, the costliest part of cheese manufacturing, can be reduced using autolytic strains. Thus, the solution presented here could simplify starter cultures, make the cheese manufacturing process more efficient, and enable novel types of harder cheese variants.
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21
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22
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Alekseeva AY, Groenenboom AE, Smid EJ, Schoustra SE. Eco-Evolutionary Dynamics in Microbial Communities from Spontaneous Fermented Foods. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph181910093. [PMID: 34639397 PMCID: PMC8508538 DOI: 10.3390/ijerph181910093] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/29/2021] [Revised: 09/15/2021] [Accepted: 09/20/2021] [Indexed: 01/02/2023]
Abstract
Eco-evolutionary forces are the key drivers of ecosystem biodiversity dynamics. This resulted in a large body of theory, which has partially been experimentally tested by mimicking evolutionary processes in the laboratory. In the first part of this perspective, we outline what model systems are used for experimental testing of eco-evolutionary processes, ranging from simple microbial combinations and, more recently, to complex natural communities. Microbial communities of spontaneous fermented foods are a promising model system to study eco-evolutionary dynamics. They combine the complexity of a natural community with extensive knowledge about community members and the ease of manipulating the system in a laboratory setup. Due to rapidly developing sequencing techniques and meta-omics approaches incorporating data in building ecosystem models, the diversity in these communities can be analysed with relative ease while hypotheses developed in simple systems can be tested. Here, we highlight several eco-evolutionary questions that are addressed using microbial communities from fermented foods. These questions relate to analysing species frequencies in space and time, the diversity-stability relationship, niche space and community coalescence. We provide several hypotheses of the influence of these factors on community evolution specifying the experimental setup of studies where microbial communities of spontaneous fermented food are used.
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Affiliation(s)
- Anna Y. Alekseeva
- Laboratory of Genetics, Wageningen University and Research, 6700 HB Wageningen, The Netherlands; (A.E.G.); (S.E.S.)
- Correspondence:
| | - Anneloes E. Groenenboom
- Laboratory of Genetics, Wageningen University and Research, 6700 HB Wageningen, The Netherlands; (A.E.G.); (S.E.S.)
- Laboratory of Food Microbiology, Wageningen University and Research, 6700 HB Wageningen, The Netherlands;
| | - Eddy J. Smid
- Laboratory of Food Microbiology, Wageningen University and Research, 6700 HB Wageningen, The Netherlands;
| | - Sijmen E. Schoustra
- Laboratory of Genetics, Wageningen University and Research, 6700 HB Wageningen, The Netherlands; (A.E.G.); (S.E.S.)
- Department of Food Science and Nutrition, School of Agricultural Sciences, University of Zambia, Lusaka 10101, Zambia
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Madsen SK, Priess C, Wätjen AP, Øzmerih S, Mohammadifar MA, Heiner Bang-Berthelsen C. Development of a yoghurt alternative, based on plant-adapted lactic acid bacteria, soy drink and the liquid fraction of brewers' spent grain. FEMS Microbiol Lett 2021; 368:6328483. [PMID: 34308972 DOI: 10.1093/femsle/fnab093] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2021] [Accepted: 07/23/2021] [Indexed: 11/13/2022] Open
Abstract
With consumers becoming more aware of sustainability, healthier lifestyles and animal welfare, plant-based food products as alternatives to dairy products have become a fast-growing industry in the last decade, and an increasing number of plant-based products are showing up on the markets. With over 88 million tons of food wasted in Europe annually, a sustainable alternative to dairy could be to use side streams for new products. Here, we tried to develop a plant-based yogurt alternative based on three ingredients: commercial soy drink and a liquid fraction of brewers' spent grain fermented with plant-adapted lactic acid bacteria. Analysis of the content and properties of the fermented product were compared to a commercial plant-based yoghurt-like product and a commercial dairy yoghurt. Results from the project show that fermentation of a commercial soy drink containing 20% of the liquid fraction of brewers' spent grain results in a product with texture and sensory characteristics that mimics a dairy yogurt.
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Affiliation(s)
- Sanne Kjærulf Madsen
- National Food Institute, Technical University of Denmark, Kemitorvet, Building 201, Room 202, 2800 Kgs. Lyngby, Denmark
| | - Camilla Priess
- National Food Institute, Technical University of Denmark, Kemitorvet, Building 201, Room 202, 2800 Kgs. Lyngby, Denmark
| | - Anders Peter Wätjen
- National Food Institute, Technical University of Denmark, Kemitorvet, Building 201, Room 202, 2800 Kgs. Lyngby, Denmark
| | - Süleyman Øzmerih
- National Food Institute, Technical University of Denmark, Kemitorvet, Building 201, Room 202, 2800 Kgs. Lyngby, Denmark
| | - Mohammad Amin Mohammadifar
- National Food Institute, Technical University of Denmark, Kemitorvet, Building 201, Room 202, 2800 Kgs. Lyngby, Denmark
| | - Claus Heiner Bang-Berthelsen
- National Food Institute, Technical University of Denmark, Kemitorvet, Building 201, Room 202, 2800 Kgs. Lyngby, Denmark
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Dorau R, Liu J, Solem C, Jensen PR. Metabolic Engineering of Lactic Acid Bacteria. Metab Eng 2021. [DOI: 10.1002/9783527823468.ch15] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
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25
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Kubasova T, Seidlerova Z, Rychlik I. Ecological Adaptations of Gut Microbiota Members and Their Consequences for Use as a New Generation of Probiotics. Int J Mol Sci 2021; 22:5471. [PMID: 34067354 PMCID: PMC8196900 DOI: 10.3390/ijms22115471] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2021] [Revised: 05/19/2021] [Accepted: 05/19/2021] [Indexed: 12/16/2022] Open
Abstract
In this review, we link ecological adaptations of different gut microbiota members with their potential for use as a new generation of probiotics. Gut microbiota members differ in their adaptations to survival in aerobic environments. Interestingly, there is an inverse relationship between aerobic survival and abundance or potential for prolonged colonization of the intestinal tract. Facultative anaerobes, aerotolerant Lactobacilli and endospore-forming Firmicutes exhibit high fluctuation, and if such bacteria are to be used as probiotics, they must be continuously administered to mimic their permanent supply from the environment. On the other hand, species not expressing any form of aerobic resistance, such as those from phylum Bacteroidetes, commonly represent host-adapted microbiota members characterized by vertical transmission from mothers to offspring, capable of long-term colonization following a single dose administration. To achieve maximal probiotic efficacy, the mode of their administration should thus reflect their natural ecology.
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Affiliation(s)
| | | | - Ivan Rychlik
- Veterinary Research Institute, Hudcova 70, 621 00 Brno, Czech Republic; (T.K.); (Z.S.)
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26
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Douwenga S, Janssen P, Teusink B, Bachmann H. A centrifugation-based clearing method allows high-throughput acidification and growth-rate measurements in milk. J Dairy Sci 2021; 104:8530-8540. [PMID: 33934870 DOI: 10.3168/jds.2020-20108] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2020] [Accepted: 03/25/2021] [Indexed: 11/19/2022]
Abstract
The turbidity of milk prohibits the use of optical density measurements for strain characterizations. This often limits research to laboratory media. Here, we cleared milk through centrifugation to remove insoluble milk solids. This resulted in a clear liquid phase, termed milk serum, in which optical density measurements can be used to track microbial growth until a pH of 5.2 is reached. At pH 5.2 coagulation of the soluble protein occurs, making the medium opaque again. We found that behavior in milk serum was predictive of that in milk for 39 Lactococcus lactis (R2 = 0.81) and to a lesser extent for 42 Lactiplantibacillus plantarum (formerly Lactobacillus plantarum; R2 = 0.49) strains. Hence, milk serum can be used as an optically clear alternative to milk for comparison of microbial growth and metabolic characteristics. Characterization of the growth rate, specific acidification rate for optical density at a wavelength of 600 nm, and the amount of acid produced per unit of biomass for all these strains in milk serum, showed that almost all strains could grow in milk, with higher specific acidification and growth rates of Lc. lactis strains compared with Lb. plantarum strains. Nondairy Lc. lactis isolates had a lower growth and specific acidification rate than dairy isolates. The amount of acid produced per unit biomass was relatively high and similar for Lc. lactis dairy and nondairy isolates, as opposed to Lb. plantarum isolates. Lactococcus lactis ssp. lactis showed slightly lower growth and acidification rates when compared with ssp. cremoris. For Lc. lactis strains a doubling of the specific acidification rate occurred with a doubling of the maximum growth rate. This relation was not found for Lb. plantarum strains, where the acidification rate remained relatively constant across 39 strains with growth rates ranging from 0.2 h-1 to 0.3 h-1. We conclude that milk serum is a valuable alternative to milk for high-throughput strain characterization during milk fermentation.
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Affiliation(s)
- Sieze Douwenga
- TI Food and Nutrition, 6709 PA, Wageningen, the Netherlands; Systems Biology Lab, Vrije Universiteit Amsterdam, 1081 HZ, Amsterdam, the Netherlands
| | - Patrick Janssen
- TI Food and Nutrition, 6709 PA, Wageningen, the Netherlands; Health Department, NIZO Food Research, 6718 ZB, Ede, the Netherlands
| | - Bas Teusink
- TI Food and Nutrition, 6709 PA, Wageningen, the Netherlands; Systems Biology Lab, Vrije Universiteit Amsterdam, 1081 HZ, Amsterdam, the Netherlands
| | - Herwig Bachmann
- TI Food and Nutrition, 6709 PA, Wageningen, the Netherlands; Systems Biology Lab, Vrije Universiteit Amsterdam, 1081 HZ, Amsterdam, the Netherlands; Health Department, NIZO Food Research, 6718 ZB, Ede, the Netherlands.
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In Vitro Gut Modeling as a Tool for Adaptive Evolutionary Engineering of Lactiplantibacillus plantarum. mSystems 2021; 6:6/2/e01085-20. [PMID: 33850040 PMCID: PMC8546992 DOI: 10.1128/msystems.01085-20] [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] [Indexed: 01/04/2023] Open
Abstract
Research and marketing of probiotics demand holistic strain improvement considering both the biotic and abiotic gut environment. Here, we aim to establish the continuous in vitro colonic fermentation model PolyFermS as a tool for adaptive evolutionary engineering. Immobilized fecal microbiota from adult donors were steadily cultivated up to 72 days in PolyFermS reactors, providing a long-term compositional and functional stable ecosystem akin to the donor’s gut. Inoculation of the gut microbiota with immobilized or planktonic Lactiplantibacillus plantarum NZ3400, a derivative of the probiotic model strain WCFS1, led to successful colonization. Whole-genome sequencing of 45 recovered strains revealed mutations in 16 genes involved in signaling, metabolism, transport, and cell surface. Remarkably, mutations in LP_RS14990, LP_RS15205, and intergenic region LP_RS05100<LP_RS05095 were found in recovered strains from different adaptation experiments. Combined addition of the reference strain NZ3400 and each of those mutants to the gut microbiota resulted in increased abundance of the corresponding mutant in PolyFermS microbiota after 10 days, showing the beneficial nature of these mutations. Our data show that the PolyFermS system is a suitable technology to generate adapted mutants for colonization under colonic conditions. Analysis thereof will provide knowledge about factors involved in gut microbiota colonization and persistence. IMPORTANCE Improvement of bacterial strains in regard to specific abiotic environmental factors is broadly used to enhance strain characteristics for processing and product quality. However, there is currently no multidimensional probiotic strain improvement approach for both abiotic and biotic factors of a colon microbiota. The continuous PolyFermS fermentation model allows stable and reproducible continuous cultivation of colonic microbiota and provides conditions akin to the host gut with high control and easy sampling. This study investigated the suitability of PolyFermS for adaptive evolutionary engineering of a probiotic model organism for lactobacilli, Lactiplantibacillus plantarum, to an adult human colonic microbiota. The application of PolyFermS controlled gut microbiota environment led to adaptive evolution of L. plantarum strains for enhanced gut colonization characteristics. This novel tool for strain improvement can be used to reveal relevant factors involved in gut microbiota colonization and develop adapted probiotic strains with improved functionality in the gut.
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Kleerebezem M, Bachmann H, van Pelt-KleinJan E, Douwenga S, Smid EJ, Teusink B, van Mastrigt O. Lifestyle, metabolism and environmental adaptation in Lactococcus lactis. FEMS Microbiol Rev 2021; 44:804-820. [PMID: 32990728 DOI: 10.1093/femsre/fuaa033] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2020] [Accepted: 09/28/2020] [Indexed: 12/14/2022] Open
Abstract
Lactococcus lactis serves as a paradigm organism for the lactic acid bacteria (LAB). Extensive research into the molecular biology, metabolism and physiology of several model strains of this species has been fundamental for our understanding of the LAB. Genomic studies have provided new insights into the species L. lactis, including the resolution of the genetic basis of its subspecies division, as well as the control mechanisms involved in the fine-tuning of growth rate and energy metabolism. In addition, it has enabled novel approaches to study lactococcal lifestyle adaptations to the dairy application environment, including its adjustment to near-zero growth rates that are particularly relevant in the context of cheese ripening. This review highlights various insights in these areas and exemplifies the strength of combining experimental evolution with functional genomics and bacterial physiology research to expand our fundamental understanding of the L. lactis lifestyle under different environmental conditions.
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Affiliation(s)
- Michiel Kleerebezem
- Host-Microbe Interactomics Group, Animal Sciences Department, Wageningen University, De Elst 1, 6708 WD Wageningen, the Netherlands
| | - Herwig Bachmann
- Systems Bioinformatics, Vrije Universiteit Amsterdam, De Boelelaan 1108, 1081 HZ Amsterdam, the Netherlands.,NIZO food research, Kernhemseweg 2, 6718 ZB Ede, the Netherlands
| | - Eunice van Pelt-KleinJan
- Systems Bioinformatics, Vrije Universiteit Amsterdam, De Boelelaan 1108, 1081 HZ Amsterdam, the Netherlands.,TiFN Food & Nutrition, Nieuwe Kanaal 9A, 6709 PA Wageningen, the Netherlands
| | - Sieze Douwenga
- Systems Bioinformatics, Vrije Universiteit Amsterdam, De Boelelaan 1108, 1081 HZ Amsterdam, the Netherlands.,TiFN Food & Nutrition, Nieuwe Kanaal 9A, 6709 PA Wageningen, the Netherlands
| | - Eddy J Smid
- Laboratory of Food Microbiology, Wageningen University, Bornse Weilanden 9, 6708 WG Wageningen, the Netherlands
| | - Bas Teusink
- Systems Bioinformatics, Vrije Universiteit Amsterdam, De Boelelaan 1108, 1081 HZ Amsterdam, the Netherlands
| | - Oscar van Mastrigt
- Laboratory of Food Microbiology, Wageningen University, Bornse Weilanden 9, 6708 WG Wageningen, the Netherlands
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Marco ML, Sanders ME, Gänzle M, Arrieta MC, Cotter PD, De Vuyst L, Hill C, Holzapfel W, Lebeer S, Merenstein D, Reid G, Wolfe BE, Hutkins R. The International Scientific Association for Probiotics and Prebiotics (ISAPP) consensus statement on fermented foods. Nat Rev Gastroenterol Hepatol 2021; 18:196-208. [PMID: 33398112 PMCID: PMC7925329 DOI: 10.1038/s41575-020-00390-5] [Citation(s) in RCA: 237] [Impact Index Per Article: 79.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 10/11/2020] [Indexed: 02/07/2023]
Abstract
An expert panel was convened in September 2019 by The International Scientific Association for Probiotics and Prebiotics (ISAPP) to develop a definition for fermented foods and to describe their role in the human diet. Although these foods have been consumed for thousands of years, they are receiving increased attention among biologists, nutritionists, technologists, clinicians and consumers. Despite this interest, inconsistencies related to the use of the term 'fermented' led the panel to define fermented foods and beverages as "foods made through desired microbial growth and enzymatic conversions of food components". This definition, encompassing the many varieties of fermented foods, is intended to clarify what is (and is not) a fermented food. The distinction between fermented foods and probiotics is further clarified. The panel also addressed the current state of knowledge on the safety, risks and health benefits, including an assessment of the nutritional attributes and a mechanistic rationale for how fermented foods could improve gastrointestinal and general health. The latest advancements in our understanding of the microbial ecology and systems biology of these foods were discussed. Finally, the panel reviewed how fermented foods are regulated and discussed efforts to include them as a separate category in national dietary guidelines.
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Affiliation(s)
- Maria L Marco
- Department of Food Science and Technology, University of California-Davis, Davis, CA, USA
| | - Mary Ellen Sanders
- International Scientific Association for Probiotics and Prebiotics, Centennial, CO, USA
| | - Michael Gänzle
- University of Alberta, Department of Agricultural, Food and Nutritional Science, Edmonton, Canada
| | - Marie Claire Arrieta
- Department of Physiology and Pharmacology, International Microbiome Center, University of Calgary, Calgary, Canada
| | - Paul D Cotter
- Teagasc Food Research Centre, Moorepark, Ireland
- APC Microbiome Ireland, University College Cork, Cork, Ireland
- VistaMilk, Cork, Ireland
| | - Luc De Vuyst
- Research Group of Industrial Microbiology and Food Biotechnology, Faculty of Sciences and Bioengineering Sciences, Vrije Universiteit Brussel, Brussels, Belgium
| | - Colin Hill
- APC Microbiome Ireland and School of Microbiology, University College Cork, Cork, Ireland
| | - Wilhelm Holzapfel
- Advanced Green Energy and Environment Institute, Handong Global University, Pohang, Gyeongbuk, South Korea
| | - Sarah Lebeer
- Department of Bioscience Engineering, University of Antwerp, Antwerp, Belgium
| | - Dan Merenstein
- Department of Family Medicine, Georgetown University, Washington, DC, USA
| | - Gregor Reid
- Lawson Health Research Institute, and Departments of Microbiology & Immunology and Surgery, University of Western Ontario, London, Ontario, Canada
| | | | - Robert Hutkins
- Department of Food Science and Technology, University of Nebraska - Lincoln, Lincoln, NE, USA.
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30
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Hansen EB, Marcatili P. Modeled Structure of the Cell Envelope Proteinase of Lactococcus lactis. Front Bioeng Biotechnol 2021; 8:613986. [PMID: 33415101 PMCID: PMC7783315 DOI: 10.3389/fbioe.2020.613986] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2020] [Accepted: 12/02/2020] [Indexed: 11/23/2022] Open
Abstract
The cell envelope proteinase (CEP) of Lactococcus lactis is a large extracellular protease covalently linked to the peptidoglycan of the cell wall. Strains of L. lactis are typically auxotrophic for several amino acids and in order to grow to high cell densities in milk they need an extracellular protease. The structure of the entire CEP enzyme is difficult to determine experimentally due to the large size and due to the attachment to the cell surface. We here describe the use of a combination of structure prediction tools to create a structural model for the entire CEP enzyme of Lactococcus lactis. The model has implications for how the bacterium interacts with casein micelles during growth in milk, and it has implications regarding the energetics of the proteolytic system. Our model for the CEP indicates that the catalytic triad is activated through a structural change caused by interaction with the substrate. The CEP of L. lactis might become a useful model for the mode of action for enzymes belonging to the large class of S8 proteinases with a PA (protease associated) domain and a downstream fibronectin like domain.
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Affiliation(s)
- Egon Bech Hansen
- National Food Institute, Technical University of Denmark, Kongens Lyngby, Demark
| | - Paolo Marcatili
- Department of Health Technology, Technical University of Denmark, Kongens Lyngby, Demark
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31
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Brandt K, Barrangou R. Adaptive response to iterative passages of five Lactobacillus species in simulated vaginal fluid. BMC Microbiol 2020; 20:339. [PMID: 33172400 PMCID: PMC7653816 DOI: 10.1186/s12866-020-02027-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2020] [Accepted: 10/30/2020] [Indexed: 02/24/2023] Open
Abstract
Background Microbiome and metagenomic studies have given rise to a new understanding of microbial colonization of various human tissues and their ability to impact our health. One human microbiome growing in notoriety, the vaginal microbiome, stands out given its importance for women’s health, and is peculiar in terms of its relative bacterial composition, including its simplicity and typical domination by a small number of Lactobacillus species. The loss of Lactobacillus dominance is associated with disorders such as bacterial vaginosis, and efforts are now underway to understand the ability of Lactobacillus species to colonize the vaginal tract and adapt to this dynamic and acidic environment. Here, we investigate how various Lactobacillus species often isolated from the vaginal and intestinal cavities genomically and transcriptionally respond to iterative growth in simulated vaginal fluid. Results We determined the genomes and transcriptomes of L. acidophilus, L. crispatus, L. fermentum, L. gasseri, and L. jensenii and compared profiles after 50, 100, 500, and 1000 generations of iterative passages in synthetic vaginal fluid. In general, we identified relatively few genetic changes consisting of single nucleotide polymorphisms, with higher counts occurring more frequently in non-vaginal isolated species. Transcriptional profiles were more impacted over time and tended to be more extensive for species that typically do not dominate the vaginal tract, reflecting a more extensive need to adapt to a less familiar environment. Conclusions This study provides insights into how vaginal and non-vaginal Lactobacillus species respond and adapt to a simulated vaginal environment. Overall, trends indicate high genomic stability for all species involved, with more variability in the transcriptome especially for non-dominant species of the vaginal tract. Supplementary Information The online version contains supplementary material available at 10.1186/s12866-020-02027-8.
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Affiliation(s)
- Katelyn Brandt
- Functional Genomics Graduate Program, North Carolina State University, Raleigh, NC, 27695, USA.,Department of Food, Bioprocessing and Nutrition Sciences, North Carolina State University, Raleigh, NC, 27695, USA
| | - Rodolphe Barrangou
- Functional Genomics Graduate Program, North Carolina State University, Raleigh, NC, 27695, USA. .,Department of Food, Bioprocessing and Nutrition Sciences, North Carolina State University, Raleigh, NC, 27695, USA.
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The large plasmidome of Lactococcus lactis subsp. lactis bv. diacetylactis S50 confers its biotechnological properties. Int J Food Microbiol 2020; 337:108935. [PMID: 33152568 DOI: 10.1016/j.ijfoodmicro.2020.108935] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2020] [Revised: 10/09/2020] [Accepted: 10/13/2020] [Indexed: 01/17/2023]
Abstract
Plasmids are autonomous episomally replicating genetic elements, which carry backbone genes important for the replication and maintenance within their host, and accessory genes that might confer an advantage to their host under specific selective pressure in its ecological niche. The genome of dairy isolate L. lactis subsp. lactis bv. diacetylactis S50 was sequenced using the PacBio SMRT Cell Seq-RSII platform and revealed to possess one of the largest plasmidomes among L. lactis strains studied so far, harboring six plasmids: pS6 (5553 bp), pS7a (7308 bp), pS7b (7266 bp), pS19 (19,027 bp), pS74 (74,256 bp) and pS127 (127,002 bp) in total representing 8.9% of genome size (240,412 bp). Based on predicted plasmid replication proteins and origins it appears that all six plasmids replicate via the theta-type mechanism. The two the largest plasmids (pS74 and pS127), carry a number of genes known to be important for growth and survival in the dairy environment. These genes encode technological functions such as bacteriocin production, protein degradation, magnesium and cobalt/nickel transporters, selenium binding, exopolysaccharides (EPS) production, bacteriophage and stress resistance. Beside genes for replication, the small plasmids (pS6, pS7a, pS7a, and pS19) also carry genes important for mobilization and host survival such as type I restriction-modification (R-M) system, metal transporters, enzymes and transcriptional regulators. All plasmids in S50 strain are mobilizable, containing an oriT sequences, while pS127 is self-conjugative and allows for mobilization of the other plasmids. Small plasmids are prone to structural and segregational instability, while pS127 appeared to be segregationally stable thanks to the possession of two partition systems. The main characteristic of plasmid pS74 is EPS production, while plasmid pS127 is characterized by proteinase and multiple bacteriocins, tra locus, phage abortive systems and metal transporters. In addition to LcnA and LcnB, plasmid pS127 encodes several bacteriocin-pheromone molecules and a new bacteriocin named LcnS50, with narrow spectrum of action limited to lactococci, that has been successfully cloned and heterologously expressed.
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Booth TJ, Kalaitzis JA, Vuong D, Crombie A, Lacey E, Piggott AM, Wilkinson B. Production of novel pladienolide analogues through native expression of a pathway-specific activator. Chem Sci 2020; 11:8249-8255. [PMID: 34094178 PMCID: PMC8163091 DOI: 10.1039/d0sc01928c] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Aberrant splicing of pre-mRNA is implicated in many human genetic disorders. Small molecules that target the spliceosome are important leads as therapeutics and research tools, and one compound of significant interest is the polyketide natural product pladienolide B. Here, we describe the reactivation of quiescent pladienolide B production in the domesticated lab strain Streptomyces platensis AS6200 by overexpression of the pathway-specific activator PldR. The resulting dysregulation of the biosynthetic genes led to the accumulation and isolation of five additional intermediate or shunt metabolites of pladienolide B biosynthesis, including three previously unreported congeners. These compounds likely comprise the entire pladienolide biosynthetic pathway and demonstrate the link between polyketide tailoring reactions and bioactivity, particularly the importance of the 18,19-epoxide. Each congener demonstrated specific inhibitory activity against mammalian cell lines, with successive modifications leading to increased activity (IC50: 8 mM to 5 μM). Reactivation of quiescent polyketide production in a domesticated lab strain.![]()
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Affiliation(s)
- Thomas J Booth
- Department of Molecular Microbiology, John Innes Centre Norwich Research Park Norwich NR4 7UH UK
| | - John A Kalaitzis
- Department of Molecular Sciences, Macquarie University NSW 2109 Australia
| | - Daniel Vuong
- Microbial Screening Technologies Smithfield NSW 2164 Australia
| | - Andrew Crombie
- Microbial Screening Technologies Smithfield NSW 2164 Australia
| | - Ernest Lacey
- Microbial Screening Technologies Smithfield NSW 2164 Australia
| | - Andrew M Piggott
- Department of Molecular Sciences, Macquarie University NSW 2109 Australia
| | - Barrie Wilkinson
- Department of Molecular Microbiology, John Innes Centre Norwich Research Park Norwich NR4 7UH UK
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El Mecherfi KE, Todorov SD, Cavalcanti de Albuquerque MA, Denery-Papini S, Lupi R, Haertlé T, Dora Gombossy de Melo Franco B, Larré C. Allergenicity of Fermented Foods: Emphasis on Seeds Protein-Based Products. Foods 2020; 9:foods9060792. [PMID: 32560210 PMCID: PMC7353565 DOI: 10.3390/foods9060792] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2020] [Revised: 06/10/2020] [Accepted: 06/13/2020] [Indexed: 12/12/2022] Open
Abstract
Food allergy is an IgE-mediated abnormal response to otherwise harmless food proteins, affecting between 5% and 10% of the world preschool children population and 1% to 5% adults. Several physical, chemical, and biotechnological approaches have been used to reduce the allergenicity of food allergens. Fermentation processes that contribute to technological and desirable changes in taste, flavor, digestibility, and texture of food products constitute one of these approaches. Lactic acid bacteria (LAB), used as starter cultures in dairy products, are a subject of increasing interest in fermentation of plant proteins. However, the studies designed to assess the impact of LAB on reduction of allergenicity of seed proteins are at an early stage. This review presents the current knowledge on food fermentation, with a focus on seed proteins that are increasingly used as ingredients, and its impacts on food potential allergenicity.
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Affiliation(s)
- Kamel-Eddine El Mecherfi
- INRAE UR1268 BIA, 3 impasse Y. Cauchois—Rue de la Géraudière CS 71627, 44000 Nantes, France; (K.-E.E.M.); (S.D.-P.); (R.L.); (T.H.)
| | - Svetoslav Dimitrov Todorov
- Food Research Center, Department of Food and Experimental Nutrition, Faculty of Pharmaceutical Sciences, University of Sao Paulo, Sao Paulo 05508-080, Brazil; (S.D.T.); (M.A.C.d.A.); (B.D.G.d.M.F.)
| | - Marcela Albuquerque Cavalcanti de Albuquerque
- Food Research Center, Department of Food and Experimental Nutrition, Faculty of Pharmaceutical Sciences, University of Sao Paulo, Sao Paulo 05508-080, Brazil; (S.D.T.); (M.A.C.d.A.); (B.D.G.d.M.F.)
| | - Sandra Denery-Papini
- INRAE UR1268 BIA, 3 impasse Y. Cauchois—Rue de la Géraudière CS 71627, 44000 Nantes, France; (K.-E.E.M.); (S.D.-P.); (R.L.); (T.H.)
| | - Roberta Lupi
- INRAE UR1268 BIA, 3 impasse Y. Cauchois—Rue de la Géraudière CS 71627, 44000 Nantes, France; (K.-E.E.M.); (S.D.-P.); (R.L.); (T.H.)
| | - Thomas Haertlé
- INRAE UR1268 BIA, 3 impasse Y. Cauchois—Rue de la Géraudière CS 71627, 44000 Nantes, France; (K.-E.E.M.); (S.D.-P.); (R.L.); (T.H.)
| | - Bernadette Dora Gombossy de Melo Franco
- Food Research Center, Department of Food and Experimental Nutrition, Faculty of Pharmaceutical Sciences, University of Sao Paulo, Sao Paulo 05508-080, Brazil; (S.D.T.); (M.A.C.d.A.); (B.D.G.d.M.F.)
| | - Colette Larré
- INRAE UR1268 BIA, 3 impasse Y. Cauchois—Rue de la Géraudière CS 71627, 44000 Nantes, France; (K.-E.E.M.); (S.D.-P.); (R.L.); (T.H.)
- Correspondence: ; Tel.: +33-(0)2-40-67-51-31
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35
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Gorter de Vries AR, Pronk JT, Daran JMG. Lager-brewing yeasts in the era of modern genetics. FEMS Yeast Res 2020; 19:5573808. [PMID: 31553794 PMCID: PMC6790113 DOI: 10.1093/femsyr/foz063] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2019] [Accepted: 09/23/2019] [Indexed: 12/11/2022] Open
Abstract
The yeast Saccharomyces pastorianus is responsible for the annual worldwide production of almost 200 billion liters of lager-type beer. S. pastorianus is a hybrid of Saccharomyces cerevisiae and Saccharomyces eubayanus that has been studied for well over a century. Scientific interest in S. pastorianus intensified upon the discovery, in 2011, of its S. eubayanus ancestor. Moreover, advances in whole-genome sequencing and genome editing now enable deeper exploration of the complex hybrid and aneuploid genome architectures of S. pastorianus strains. These developments not only provide novel insights into the emergence and domestication of S. pastorianus but also generate new opportunities for its industrial application. This review paper combines historical, technical and socioeconomic perspectives to analyze the evolutionary origin and genetics of S. pastorianus. In addition, it provides an overview of available methods for industrial strain improvement and an outlook on future industrial application of lager-brewing yeasts. Particular attention is given to the ongoing debate on whether current S. pastorianus originates from a single or multiple hybridization events and to the potential role of genome editing in developing industrial brewing yeast strains.
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Affiliation(s)
- Arthur R Gorter de Vries
- Department of Biotechnology, Delft University of Technology, Van der Maasweg 9, 2629 HZ Delft, The Netherlands
| | - Jack T Pronk
- Department of Biotechnology, Delft University of Technology, Van der Maasweg 9, 2629 HZ Delft, The Netherlands
| | - Jean-Marc G Daran
- Department of Biotechnology, Delft University of Technology, Van der Maasweg 9, 2629 HZ Delft, The Netherlands
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Bachar A, Itzhaki E, Gleizer S, Shamshoom M, Milo R, Antonovsky N. Point mutations in topoisomerase I alter the mutation spectrum in E. coli and impact the emergence of drug resistance genotypes. Nucleic Acids Res 2020; 48:761-769. [PMID: 31777935 PMCID: PMC6954433 DOI: 10.1093/nar/gkz1100] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2019] [Revised: 09/27/2019] [Accepted: 11/21/2019] [Indexed: 11/14/2022] Open
Abstract
Identifying the molecular mechanisms that give rise to genetic variation is essential for the understanding of evolutionary processes. Previously, we have used adaptive laboratory evolution to enable biomass synthesis from CO2 in Escherichia coli. Genetic analysis of adapted clones from two independently evolving populations revealed distinct enrichment for insertion and deletion mutational events. Here, we follow these observations to show that mutations in the gene encoding for DNA topoisomerase I (topA) give rise to mutator phenotypes with characteristic mutational spectra. Using genetic assays and mutation accumulation lines, we find that point mutations in topA increase the rate of sequence deletion and duplication events. Interestingly, we observe that a single residue substitution (R168C) results in a high rate of head-to-tail (tandem) short sequence duplications, which are independent of existing sequence repeats. Finally, we show that the unique mutation spectrum of topA mutants enhances the emergence of antibiotic resistance in comparison to mismatch-repair (mutS) mutators, and leads to new resistance genotypes. Our findings highlight a potential link between the catalytic activity of topoisomerases and the fundamental question regarding the emergence of de novo tandem repeats, which are known modulators of bacterial evolution.
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Affiliation(s)
- Amit Bachar
- Department of Plant and Environmental Sciences, Weizmann Institute of Science, Rehovot, 7610001, Israel
| | - Elad Itzhaki
- Department of Plant and Environmental Sciences, Weizmann Institute of Science, Rehovot, 7610001, Israel
| | - Shmuel Gleizer
- Department of Plant and Environmental Sciences, Weizmann Institute of Science, Rehovot, 7610001, Israel
| | - Melina Shamshoom
- Department of Plant and Environmental Sciences, Weizmann Institute of Science, Rehovot, 7610001, Israel
| | - Ron Milo
- Department of Plant and Environmental Sciences, Weizmann Institute of Science, Rehovot, 7610001, Israel
| | - Niv Antonovsky
- Department of Plant and Environmental Sciences, Weizmann Institute of Science, Rehovot, 7610001, Israel.,Laboratory of Genetically Encoded Small Molecules, The Rockefeller University, New York, NY 10065, USA
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37
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Feng C, Zhang F, Wang B, Zhang L, Dong Y, Shao Y. Genome-wide analysis of fermentation and probiotic trait stability in Lactobacillus plantarum during continuous culture. J Dairy Sci 2019; 103:117-127. [PMID: 31704013 DOI: 10.3168/jds.2019-17049] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2019] [Accepted: 09/11/2019] [Indexed: 01/02/2023]
Abstract
Trait stability of Lactobacillus plantarum was studied following daily subculture over a 90-d period. Acid and bile tolerance, self-aggregation ability, cell hydrophobicity, pathogen inhibition activity, and cholesterol removal ability of cultures subcultured 30 (Lp30), 60 (Lp60), or 90 (Lp90) times were not significantly different from the original strain (Lp0). However, carbohydrate metabolism patterns did change; the Lp0 culture was unable to use d-sorbitol, α-methyl-d-mannose, and d-raffinose, whereas Lp30, Lp60, and Lp90 cultures could. Furthermore, gluconate and gentiobiose were fully used by the Lp0 culture but only poorly used by the Lp30, Lp60, and Lp90 cultures. Milk fermentation test confirmed that L. plantarum was unable to use lactose throughout laboratory evolution. Six non-synonymous mutations in genome of the Lp30, Lp60, and Lp90 cultures were identified by whole-genome sequencing, including mutant gene encoding the phosphoglycerate mutase, which is closely related to the transport and metabolism of carbohydrates. These mutations may play an important role in changes of carbohydrate metabolism patterns observed. Understanding the evolutionary characteristics of L. plantarum will help in development for food industry.
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Affiliation(s)
- Cuijiao Feng
- College of Food Engineering and Nutritional Science, Shaanxi Normal University, Xi'an 710119, China
| | - Fuxin Zhang
- College of Food Engineering and Nutritional Science, Shaanxi Normal University, Xi'an 710119, China.
| | - Bini Wang
- College of Food Engineering and Nutritional Science, Shaanxi Normal University, Xi'an 710119, China
| | - Liyuan Zhang
- School of Biotechnology, Jiangnan University, Wuxi 214122, China
| | - Yushan Dong
- College of Food Engineering and Nutritional Science, Shaanxi Normal University, Xi'an 710119, China
| | - Yuyu Shao
- College of Food Engineering and Nutritional Science, Shaanxi Normal University, Xi'an 710119, China.
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38
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Johansen E. Use of Natural Selection and Evolution to Develop New Starter Cultures for Fermented Foods. Annu Rev Food Sci Technol 2019; 9:411-428. [PMID: 29580139 DOI: 10.1146/annurev-food-030117-012450] [Citation(s) in RCA: 41] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
The fermented foods industry is constantly seeking new starter cultures to deal with changing consumer preferences and new fermentation processes. New cultures can either be composed of strains isolated from nature or improved derivatives of existing isolates. A variety of techniques involving natural selection and evolution are available to enhance the performance of existing strains, including the isolation of mutants with desired properties, adaptive laboratory evolution, genome shuffling, and genome editing. Numerous examples of traits that can be improved are provided. These include resistance to bacteriophages; the secretion of glucose to increase sweetness; the production of vitamins, antifungal compounds, bacteriocins, texture, or aroma; enhancement of acidification rates and acid tolerance; and elimination of biofilm formation. Careful consideration is required to ensure the developed strains are suitable for the desired purpose, as some approaches may lead to regulatory concerns.
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Choudhury D, Saini S. Evolution of Escherichia coli in different carbon environments for 2,000 generations. J Evol Biol 2019; 32:1331-1341. [PMID: 31397932 DOI: 10.1111/jeb.13517] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2018] [Revised: 06/30/2019] [Accepted: 07/29/2019] [Indexed: 11/28/2022]
Abstract
Cellular energetics is thought to have played a key role in dictating all major evolutionary transitions in the history of life on Earth. However, how exactly cellular energetics and metabolism come together to shape evolutionary paths is not well understood. In particular, when an organism is evolved in different energy environments, what are the phenomenological differences in the chosen evolutionary trajectories, is a question that is not well understood. In this context, starting from an Escherichia coli K-12 strain, we evolve the bacterium in five different carbon environments-glucose, arabinose, xylose, rhamnose and a mixture of these four sugars (in a predefined ratio) for approximately 2,000 generations. At the end of the adaptation period, we quantify and compare the growth dynamics of the strains in a variety of environments. The evolved strains show no specialized adaptation towards growth in the carbon medium in which they were evolved. Rather, in all environments, the evolved strains exhibited a reduced lag phase and an increased growth rate. Sequencing results reveal that these dynamical properties are not introduced via mutations in the precise loci associated with utilization of the sugar in which the bacterium evolved. These phenotypic changes are rather likely introduced via mutations elsewhere on the genome. Data from our experiments indicate that evolution in a defined environment does not alter hierarchy in mixed-sugar utilization in bacteria.
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Affiliation(s)
- Debika Choudhury
- Department of Chemical Engineering, Indian Institute of Technology Bombay, Mumbai, India
| | - Supreet Saini
- Department of Chemical Engineering, Indian Institute of Technology Bombay, Mumbai, India
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40
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Sandberg TE, Salazar MJ, Weng LL, Palsson BO, Feist AM. The emergence of adaptive laboratory evolution as an efficient tool for biological discovery and industrial biotechnology. Metab Eng 2019; 56:1-16. [PMID: 31401242 DOI: 10.1016/j.ymben.2019.08.004] [Citation(s) in RCA: 254] [Impact Index Per Article: 50.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2019] [Revised: 08/01/2019] [Accepted: 08/05/2019] [Indexed: 12/21/2022]
Abstract
Harnessing the process of natural selection to obtain and understand new microbial phenotypes has become increasingly possible due to advances in culturing techniques, DNA sequencing, bioinformatics, and genetic engineering. Accordingly, Adaptive Laboratory Evolution (ALE) experiments represent a powerful approach both to investigate the evolutionary forces influencing strain phenotypes, performance, and stability, and to acquire production strains that contain beneficial mutations. In this review, we summarize and categorize the applications of ALE to various aspects of microbial physiology pertinent to industrial bioproduction by collecting case studies that highlight the multitude of ways in which evolution can facilitate the strain construction process. Further, we discuss principles that inform experimental design, complementary approaches such as computational modeling that help maximize utility, and the future of ALE as an efficient strain design and build tool driven by growing adoption and improvements in automation.
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Affiliation(s)
- Troy E Sandberg
- Department of Bioengineering, University of California, San Diego, CA, 92093, USA
| | - Michael J Salazar
- Department of Bioengineering, University of California, San Diego, CA, 92093, USA
| | - Liam L Weng
- Department of Bioengineering, University of California, San Diego, CA, 92093, USA
| | - Bernhard O Palsson
- Department of Bioengineering, University of California, San Diego, CA, 92093, USA; Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800, Lyngby, Denmark
| | - Adam M Feist
- Department of Bioengineering, University of California, San Diego, CA, 92093, USA; Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800, Lyngby, Denmark.
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41
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Remigi P, Masson-Boivin C, Rocha EP. Experimental Evolution as a Tool to Investigate Natural Processes and Molecular Functions. Trends Microbiol 2019; 27:623-634. [DOI: 10.1016/j.tim.2019.02.003] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2018] [Revised: 01/31/2019] [Accepted: 02/05/2019] [Indexed: 12/17/2022]
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42
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Giri S, Waschina S, Kaleta C, Kost C. Defining Division of Labor in Microbial Communities. J Mol Biol 2019; 431:4712-4731. [PMID: 31260694 DOI: 10.1016/j.jmb.2019.06.023] [Citation(s) in RCA: 38] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2019] [Revised: 06/13/2019] [Accepted: 06/19/2019] [Indexed: 11/15/2022]
Abstract
In order to survive and reproduce, organisms must perform a multitude of tasks. However, trade-offs limit their ability to allocate energy and resources to all of these different processes. One strategy to solve this problem is to specialize in some traits and team up with other organisms that can help by providing additional, complementary functions. By reciprocally exchanging metabolites and/or services in this way, both parties benefit from the interaction. This phenomenon, which has been termed functional specialization or division of labor, is very common in nature and exists on all levels of biological organization. Also, microorganisms have evolved different types of synergistic interactions. However, very often, it remains unclear whether or not a given example represents a true case of division of labor. Here we aim at filling this gap by providing a list of criteria that clearly define division of labor in microbial communities. Furthermore, we propose a set of diagnostic experiments to verify whether a given interaction fulfills these conditions. In contrast to the common use of the term, our analysis reveals that both intraspecific and interspecific interactions meet the criteria defining division of labor. Moreover, our analysis identified non-cooperators of intraspecific public goods interactions as growth specialists that divide labor with conspecific producers, rather than being social parasites. By providing a conceptual toolkit, our work will help to unambiguously identify cases of division of labor and stimulate more detailed investigations of this important and widespread type of inter-microbial interaction.
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Affiliation(s)
- Samir Giri
- Department of Ecology, School of Biology/Chemistry, University of Osnabrück, Osnabrück, Germany
| | - Silvio Waschina
- Research Group Medical Systems Biology, Institute for Experimental Medicine, Christian-Albrechts-University Kiel, Kiel, Germany
| | - Christoph Kaleta
- Research Group Medical Systems Biology, Institute for Experimental Medicine, Christian-Albrechts-University Kiel, Kiel, Germany
| | - Christian Kost
- Department of Ecology, School of Biology/Chemistry, University of Osnabrück, Osnabrück, Germany.
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43
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Yang Y, Li N, Jiang Y, Liu Z, Liu X, Zhao J, Zhang H, Chen W. Short communication: Enzymatic perspective of galactosidases reveals variations in lactose metabolism among Lactococcus lactis strains. J Dairy Sci 2019; 102:6027-6031. [PMID: 31056324 DOI: 10.3168/jds.2018-15973] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2018] [Accepted: 03/13/2019] [Indexed: 01/14/2023]
Abstract
To date, most studies of lactose utilization have focused on the genetic diversity of lactic acid bacteria or its influence on product quality, but phenotypic evaluation has rarely been based on metabolic characteristics. In the present study, we investigated the growth, acid production, β-galactosidase, and 6-phospho-β-galactosidase activities of 16 Lactococcus lactis strains obtained from various habitats with lactose as the sole carbon source. The 15 L. lactis strains obtained from various habitats exhibited significant differences in growth and acid production characteristics in the de Man, Rogosa, and Sharpe-lactose broth, and 4 strains consumed more lactose when cultured in skim milk than the type strain ATCC 19435. Among these strains, DQHXNQ38-12 mainly produced acetoin and diacetyl when cultured in skim milk, whereas the strains 15M2 and 5G2 produced high levels of acid and formed curd rapidly. We concluded that the use of lactose is necessary for strain adaptation to the dairy niche. Comprehensive studies of lactose use and the fermentation characteristics of L. lactis are of significant importance.
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Affiliation(s)
- Yu Yang
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Nan Li
- State Key Laboratory of Dairy Biotechnology, Shanghai Engineering Research Center of Dairy Biotechnology, Dairy Research Institute, Bright Dairy and Food Co. Ltd., Shanghai 200436, China
| | - Yang Jiang
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Zhenmin Liu
- State Key Laboratory of Dairy Biotechnology, Shanghai Engineering Research Center of Dairy Biotechnology, Dairy Research Institute, Bright Dairy and Food Co. Ltd., Shanghai 200436, China.
| | - Xiaoming Liu
- School of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China; International Joint Research Laboratory for Probiotics, Jiangnan University, Wuxi, Jiangsu 214122, China.
| | - Jianxin Zhao
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China; School of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China; International Joint Research Laboratory for Probiotics, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Hao Zhang
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China; School of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China; National Engineering Research Centre for Functional Food, Wuxi, Jiangsu 214122, China
| | - Wei Chen
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China; School of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China; National Engineering Research Centre for Functional Food, Wuxi, Jiangsu 214122, China; Beijing Innovation Centre of Food Nutrition and Human Health, Beijing Technology and Business University, Beijing 100048, China
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44
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Steensels J, Gallone B, Voordeckers K, Verstrepen KJ. Domestication of Industrial Microbes. Curr Biol 2019; 29:R381-R393. [DOI: 10.1016/j.cub.2019.04.025] [Citation(s) in RCA: 67] [Impact Index Per Article: 13.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
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45
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Andersen JM, Pedersen CM, Bang-Berthelsen CH. Omics-based comparative analysis of putative mobile genetic elements in Lactococcus lactis. FEMS Microbiol Lett 2019; 366:5487889. [PMID: 31074793 DOI: 10.1093/femsle/fnz102] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2018] [Accepted: 05/09/2019] [Indexed: 12/29/2022] Open
Abstract
Lactococcus lactis is globally used in food fermentation. Genomics is useful to investigate speciation and differential occurrence of (un)desired gene functions, often related to mobile DNA. This study investigates L. lactis for putative chromosomal mobile genetic elements through comparative genomics, and analyses how they contribute to chromosomal variation at strain level. Our work identified 95 loci that may range over 10% of the chromosome size when including prophages, and the loci display a marked differential occurrence in the analysed strains. Analysis of differential transcriptomics data revealed how mobile genetic elements may impact the host physiology in response to conditional changes. This insight in the genetic variation of mobile genetic elements in L. lactis holds potential to further identify important functions related to food and biotechnology applications within this important species.
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Affiliation(s)
- Joakim Mark Andersen
- National Food Institute, Technical University of Denmark, Kemitorvet, Building 201, 2800 Kgs. Lyngby, Denmark
| | - Christine Møller Pedersen
- National Food Institute, Technical University of Denmark, Kemitorvet, Building 201, 2800 Kgs. Lyngby, Denmark
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46
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Liu J, Chan SHJ, Chen J, Solem C, Jensen PR. Systems Biology - A Guide for Understanding and Developing Improved Strains of Lactic Acid Bacteria. Front Microbiol 2019; 10:876. [PMID: 31114552 PMCID: PMC6503107 DOI: 10.3389/fmicb.2019.00876] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2018] [Accepted: 04/04/2019] [Indexed: 12/15/2022] Open
Abstract
Lactic Acid Bacteria (LAB) are extensively employed in the production of various fermented foods, due to their safe status, ability to affect texture and flavor and finally due to the beneficial effect they have on shelf-life. More recently, LAB have also gained interest as production hosts for various useful compounds, particularly compounds with sensitive applications, such as food ingredients and therapeutics. As for all industrial microorganisms, it is important to have a good understanding of the physiology and metabolism of LAB in order to fully exploit their potential, and for this purpose, many systems biology approaches are available. Systems metabolic engineering, an approach that combines optimization of metabolic enzymes/pathways at the systems level, synthetic biology as well as in silico model simulation, has been used to build microbial cell factories for production of biofuels, food ingredients and biochemicals. When developing LAB for use in foods, genetic engineering is in general not an accepted approach. An alternative is to screen mutant libraries for candidates with desirable traits using high-throughput screening technologies or to use adaptive laboratory evolution to select for mutants with special properties. In both cases, by using omics data and data-driven technologies to scrutinize these, it is possible to find the underlying cause for the desired attributes of such mutants. This review aims to describe how systems biology tools can be used for obtaining both engineered as well as non-engineered LAB with novel and desired properties.
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Affiliation(s)
- Jianming Liu
- National Food Institute, Technical University of Denmark, Kongens Lyngby, Denmark.,Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Champaign, IL, United States
| | - Siu Hung Joshua Chan
- Department of Chemical and Biological Engineering, Colorado State University, Fort Collins, CO, United States
| | - Jun Chen
- National Food Institute, Technical University of Denmark, Kongens Lyngby, Denmark
| | - Christian Solem
- National Food Institute, Technical University of Denmark, Kongens Lyngby, Denmark
| | - Peter Ruhdal Jensen
- National Food Institute, Technical University of Denmark, Kongens Lyngby, Denmark
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47
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Gorter de Vries AR, Voskamp MA, van Aalst ACA, Kristensen LH, Jansen L, van den Broek M, Salazar AN, Brouwers N, Abeel T, Pronk JT, Daran JMG. Laboratory Evolution of a Saccharomyces cerevisiae × S. eubayanus Hybrid Under Simulated Lager-Brewing Conditions. Front Genet 2019; 10:242. [PMID: 31001314 PMCID: PMC6455053 DOI: 10.3389/fgene.2019.00242] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2018] [Accepted: 03/04/2019] [Indexed: 11/23/2022] Open
Abstract
Saccharomyces pastorianus lager-brewing yeasts are domesticated hybrids of S. cerevisiae x S. eubayanus that display extensive inter-strain chromosome copy number variation and chromosomal recombinations. It is unclear to what extent such genome rearrangements are intrinsic to the domestication of hybrid brewing yeasts and whether they contribute to their industrial performance. Here, an allodiploid laboratory hybrid of S. cerevisiae and S. eubayanus was evolved for up to 418 generations on wort under simulated lager-brewing conditions in six independent sequential batch bioreactors. Characterization of 55 single-cell isolates from the evolved cultures showed large phenotypic diversity and whole-genome sequencing revealed a large array of mutations. Frequent loss of heterozygosity involved diverse, strain-specific chromosomal translocations, which differed from those observed in domesticated, aneuploid S. pastorianus brewing strains. In contrast to the extensive aneuploidy of domesticated S. pastorianus strains, the evolved isolates only showed limited (segmental) aneuploidy. Specific mutations could be linked to calcium-dependent flocculation, loss of maltotriose utilization and loss of mitochondrial activity, three industrially relevant traits that also occur in domesticated S. pastorianus strains. This study indicates that fast acquisition of extensive aneuploidy is not required for genetic adaptation of S. cerevisiae × S. eubayanus hybrids to brewing environments. In addition, this work demonstrates that, consistent with the diversity of brewing strains for maltotriose utilization, domestication under brewing conditions can result in loss of this industrially relevant trait. These observations have important implications for the design of strategies to improve industrial performance of novel laboratory-made hybrids.
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Affiliation(s)
- Arthur R. Gorter de Vries
- Industrial Microbiology, Department of Biotechnology Delft, Delft University of Technology, Delft, Netherlands
| | - Maaike A. Voskamp
- Industrial Microbiology, Department of Biotechnology Delft, Delft University of Technology, Delft, Netherlands
| | - Aafke C. A. van Aalst
- Industrial Microbiology, Department of Biotechnology Delft, Delft University of Technology, Delft, Netherlands
| | - Line H. Kristensen
- Industrial Microbiology, Department of Biotechnology Delft, Delft University of Technology, Delft, Netherlands
| | - Liset Jansen
- Industrial Microbiology, Department of Biotechnology Delft, Delft University of Technology, Delft, Netherlands
| | - Marcel van den Broek
- Industrial Microbiology, Department of Biotechnology Delft, Delft University of Technology, Delft, Netherlands
| | - Alex N. Salazar
- Delft Bioinformatics Lab, Department of Intelligent Systems, Delft University of Technology, Delft, Netherlands
| | - Nick Brouwers
- Industrial Microbiology, Department of Biotechnology Delft, Delft University of Technology, Delft, Netherlands
| | - Thomas Abeel
- Delft Bioinformatics Lab, Department of Intelligent Systems, Delft University of Technology, Delft, Netherlands
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Boston, MA, United States
| | - Jack T. Pronk
- Industrial Microbiology, Department of Biotechnology Delft, Delft University of Technology, Delft, Netherlands
| | - Jean-Marc G. Daran
- Industrial Microbiology, Department of Biotechnology Delft, Delft University of Technology, Delft, Netherlands
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48
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Özcan E, Selvi SS, Nikerel E, Teusink B, Toksoy Öner E, Çakır T. A genome-scale metabolic network of the aroma bacterium Leuconostoc mesenteroides subsp. cremoris. Appl Microbiol Biotechnol 2019; 103:3153-3165. [PMID: 30712128 DOI: 10.1007/s00253-019-09630-4] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2018] [Revised: 12/14/2018] [Accepted: 01/06/2019] [Indexed: 12/16/2022]
Abstract
Leuconostoc mesenteroides subsp. cremoris is an obligate heterolactic fermentative lactic acid bacterium that is mostly used in industrial dairy fermentations. The phosphoketolase pathway (PKP) is a unique feature of the obligate heterolactic fermentation, which leads to the production of lactate, ethanol, and/or acetate, and the final product profile of PKP highly depends on the energetics and redox state of the organism. Another characteristic of the L. mesenteroides subsp. cremoris is the production of aroma compounds in dairy fermentation, such as in cheese production, through the utilization of citrate. Considering its importance in dairy fermentation, a detailed metabolic characterization of the organism is necessary for its more efficient use in the industry. To this aim, a genome-scale metabolic model of dairy-origin L. mesenteroides subsp. cremoris ATCC 19254 (iLM.c559) was reconstructed to explain the energetics and redox state mechanisms of the organism in full detail. The model includes 559 genes governing 1088 reactions between 1129 metabolites, and the reactions cover citrate utilization and citrate-related flavor metabolism. The model was validated by simulating co-metabolism of glucose and citrate and comparing the in silico results to our experimental results. Model simulations further showed that, in co-metabolism of citrate and glucose, no flavor compounds were produced when citrate could stimulate the formation of biomass. Significant amounts of flavor metabolites (e.g., diacetyl and acetoin) were only produced when citrate could not enhance growth, which suggests that flavor formation only occurs under carbon and ATP excess. The effects of aerobic conditions and different carbon sources on product profiles and growth were also investigated using the reconstructed model. The analyses provided further insights for the growth stimulation and flavor formation mechanisms of the organism.
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Affiliation(s)
- Emrah Özcan
- Department of Bioengineering, Gebze Technical University, Gebze, Kocaeli, Turkey.,IBSB, Department of Bioengineering, Marmara University, Istanbul, Turkey.,Systems Bioinformatics, Amsterdam Institute for Molecules, Medicines and Systems, VU Amsterdam, Amsterdam, The Netherlands
| | - S Selvin Selvi
- IBSB, Department of Bioengineering, Marmara University, Istanbul, Turkey
| | - Emrah Nikerel
- Genetics and Bioengineering Department, Yeditepe University, Istanbul, Turkey
| | - Bas Teusink
- Systems Bioinformatics, Amsterdam Institute for Molecules, Medicines and Systems, VU Amsterdam, Amsterdam, The Netherlands
| | - Ebru Toksoy Öner
- IBSB, Department of Bioengineering, Marmara University, Istanbul, Turkey
| | - Tunahan Çakır
- Department of Bioengineering, Gebze Technical University, Gebze, Kocaeli, Turkey.
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Wels M, Siezen R, van Hijum S, Kelly WJ, Bachmann H. Comparative Genome Analysis of Lactococcus lactis Indicates Niche Adaptation and Resolves Genotype/Phenotype Disparity. Front Microbiol 2019; 10:4. [PMID: 30766512 PMCID: PMC6365430 DOI: 10.3389/fmicb.2019.00004] [Citation(s) in RCA: 43] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2018] [Accepted: 01/07/2019] [Indexed: 01/21/2023] Open
Abstract
Lactococcus lactis is one of the most important micro-organisms in the dairy industry for the fermentation of cheese and buttermilk. Besides the conversion of lactose to lactate it is responsible for product properties such as flavor and texture, which are determined by volatile metabolites, proteolytic activity and exopolysaccharide production. While the species Lactococcus lactis consists of the two subspecies lactis and cremoris their taxonomic position is confused by a group of strains that, despite of a cremoris genotype, display a lactis phenotype. Here we compared and analyzed the (draft) genomes of 43 L. lactis strains, of which 19 are of dairy and 24 are of non-dairy origin. Machine-learning algorithms facilitated the identification of orthologous groups of protein sequences (OGs) that are predictors for either the taxonomic position or the source of isolation. This allowed the unambiguous categorization of the genotype/phenotype disparity of ssp. lactis and ssp. cremoris strains. A detailed analysis of phenotypic properties including plasmid-encoded genes indicates evolutionary changes during niche adaptations. The results are consistent with the hypothesis that dairy isolates evolved from plant isolates. The analysis further suggests that genomes of cremoris phenotype strains are so eroded that they are restricted to a dairy environment. Overall the genome comparison of a diverse set of strains allowed the identification of niche and subspecies specific genes. This explains evolutionary relationships and will aid the identification and selection of industrial starter cultures.
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Affiliation(s)
- Michiel Wels
- NIZO Food Research B.V., Ede, Netherlands.,TI Food and Nutrition, Wageningen, Netherlands
| | - Roland Siezen
- TI Food and Nutrition, Wageningen, Netherlands.,Centre for Molecular and Biomolecular Informatics, Radboud Institute for Molecular Life Sciences, Radboud University Medical Center, Nijmegen, Netherlands.,Microbial Bioinformatics, Ede, Netherlands
| | - Sacha van Hijum
- NIZO Food Research B.V., Ede, Netherlands.,TI Food and Nutrition, Wageningen, Netherlands.,Centre for Molecular and Biomolecular Informatics, Radboud Institute for Molecular Life Sciences, Radboud University Medical Center, Nijmegen, Netherlands
| | | | - Herwig Bachmann
- NIZO Food Research B.V., Ede, Netherlands.,TI Food and Nutrition, Wageningen, Netherlands.,Systems Bioinformatics, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
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Price CE, Branco Dos Santos F, Hesseling A, Uusitalo JJ, Bachmann H, Benavente V, Goel A, Berkhout J, Bruggeman FJ, Marrink SJ, Montalban-Lopez M, de Jong A, Kok J, Molenaar D, Poolman B, Teusink B, Kuipers OP. Adaption to glucose limitation is modulated by the pleotropic regulator CcpA, independent of selection pressure strength. BMC Evol Biol 2019; 19:15. [PMID: 30630406 PMCID: PMC6327505 DOI: 10.1186/s12862-018-1331-x] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2018] [Accepted: 12/14/2018] [Indexed: 11/23/2022] Open
Abstract
Background A central theme in (micro)biology is understanding the molecular basis of fitness i.e. which strategies are successful under which conditions; how do organisms implement such strategies at the molecular level; and which constraints shape the trade-offs between alternative strategies. Highly standardized microbial laboratory evolution experiments are ideally suited to approach these questions. For example, prolonged chemostats provide a constant environment in which the growth rate can be set, and the adaptive process of the organism to such environment can be subsequently characterized. Results We performed parallel laboratory evolution of Lactococcus lactis in chemostats varying the quantitative value of the selective pressure by imposing two different growth rates. A mutation in one specific amino acid residue of the global transcriptional regulator of carbon metabolism, CcpA, was selected in all of the evolution experiments performed. We subsequently showed that this mutation confers predictable fitness improvements at other glucose-limited growth rates as well. In silico protein structural analysis of wild type and evolved CcpA, as well as biochemical and phenotypic assays, provided the underpinning molecular mechanisms that resulted in the specific reprogramming favored in constant environments. Conclusion This study provides a comprehensive understanding of a case of microbial evolution and hints at the wide dynamic range that a single fitness-enhancing mutation may display. It demonstrates how the modulation of a pleiotropic regulator can be used by cells to improve one trait while simultaneously work around other limiting constraints, by fine-tuning the expression of a wide range of cellular processes. Electronic supplementary material The online version of this article (10.1186/s12862-018-1331-x) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Claire E Price
- Molecular Genetics Group, University of Groningen, Nijenborgh 7, 9747 AG, Groningen, The Netherlands.,Department of Biochemistry, University of Groningen, Nijenborgh 4, 9747 AG, Groningen, The Netherlands.,Kluyver Center for Genomics of Industrial Fermentations/NCSB, Julianalaan 67, 2628 BC, Delft, The Netherlands.,Present address: DSM Biotechnology Centre, Alexander Fleminglaan 1, 2613 AX, Delft, The Netherlands
| | - Filipe Branco Dos Santos
- Kluyver Center for Genomics of Industrial Fermentations/NCSB, Julianalaan 67, 2628 BC, Delft, The Netherlands.,Systems Bioinformatics, Faculty of Earth and Life Sciences, VU University Amsterdam, De Boelelaan 1085, 1081 HV, Amsterdam, The Netherlands.,Molecular Microbial Physiology Group, Faculty of Life Science, Swammerdam Institute of Life Sciences, University of Amsterdam, Science Park 904, 1098 XH, Amsterdam, Netherlands
| | - Anne Hesseling
- Molecular Genetics Group, University of Groningen, Nijenborgh 7, 9747 AG, Groningen, The Netherlands
| | - Jaakko J Uusitalo
- Molecular Dynamics Group, University of Groningen, Nijenborgh 7, 9747 AG, Groningen, The Netherlands
| | - Herwig Bachmann
- Kluyver Center for Genomics of Industrial Fermentations/NCSB, Julianalaan 67, 2628 BC, Delft, The Netherlands.,Systems Bioinformatics, Faculty of Earth and Life Sciences, VU University Amsterdam, De Boelelaan 1085, 1081 HV, Amsterdam, The Netherlands
| | - Vera Benavente
- Systems Bioinformatics, Faculty of Earth and Life Sciences, VU University Amsterdam, De Boelelaan 1085, 1081 HV, Amsterdam, The Netherlands
| | - Anisha Goel
- Kluyver Center for Genomics of Industrial Fermentations/NCSB, Julianalaan 67, 2628 BC, Delft, The Netherlands.,Systems Bioinformatics, Faculty of Earth and Life Sciences, VU University Amsterdam, De Boelelaan 1085, 1081 HV, Amsterdam, The Netherlands.,Present address: Chr. Hansen, Boege Allé 10-12, 2970, Hoersholm, Denmark
| | - Jan Berkhout
- Systems Bioinformatics, Faculty of Earth and Life Sciences, VU University Amsterdam, De Boelelaan 1085, 1081 HV, Amsterdam, The Netherlands
| | - Frank J Bruggeman
- Systems Bioinformatics, Faculty of Earth and Life Sciences, VU University Amsterdam, De Boelelaan 1085, 1081 HV, Amsterdam, The Netherlands
| | - Siewert-Jan Marrink
- Molecular Dynamics Group, University of Groningen, Nijenborgh 7, 9747 AG, Groningen, The Netherlands
| | - Manolo Montalban-Lopez
- Molecular Genetics Group, University of Groningen, Nijenborgh 7, 9747 AG, Groningen, The Netherlands
| | - Anne de Jong
- Molecular Genetics Group, University of Groningen, Nijenborgh 7, 9747 AG, Groningen, The Netherlands
| | - Jan Kok
- Molecular Genetics Group, University of Groningen, Nijenborgh 7, 9747 AG, Groningen, The Netherlands
| | - Douwe Molenaar
- Kluyver Center for Genomics of Industrial Fermentations/NCSB, Julianalaan 67, 2628 BC, Delft, The Netherlands.,Systems Bioinformatics, Faculty of Earth and Life Sciences, VU University Amsterdam, De Boelelaan 1085, 1081 HV, Amsterdam, The Netherlands
| | - Bert Poolman
- Department of Biochemistry, University of Groningen, Nijenborgh 4, 9747 AG, Groningen, The Netherlands
| | - Bas Teusink
- Kluyver Center for Genomics of Industrial Fermentations/NCSB, Julianalaan 67, 2628 BC, Delft, The Netherlands. .,Systems Bioinformatics, Faculty of Earth and Life Sciences, VU University Amsterdam, De Boelelaan 1085, 1081 HV, Amsterdam, The Netherlands.
| | - Oscar P Kuipers
- Molecular Genetics Group, University of Groningen, Nijenborgh 7, 9747 AG, Groningen, The Netherlands. .,Kluyver Center for Genomics of Industrial Fermentations/NCSB, Julianalaan 67, 2628 BC, Delft, The Netherlands.
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