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Unrestrained markerless trait stacking in Nannochloropsis gaditana through combined genome editing and marker recycling technologies. Proc Natl Acad Sci U S A 2018; 115:E7015-E7022. [PMID: 29987047 PMCID: PMC6065045 DOI: 10.1073/pnas.1718193115] [Citation(s) in RCA: 38] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
Stacking traits in microalgae is limited by a lack of robust genome modification tools and selectable marker availability. This presents a key hurdle in developing strains for renewable products including biofuels. Here, we overcome these limitations by combining inducible Cre recombinase with constitutive Cas9 nuclease expression in the industrial strain, Nannochloropsis gaditana. With this system, we demonstrate marker- and reporter-free recapitulation of an important lipid productivity trait. In addition, we generate a strain harboring seven-gene knockouts within the photosystem antennae encoding genes. The combined use of relatively mature (Cre) and emerging (CAS9) genome modification technologies can thus accelerate the pace of industrial strain development and facilitate basic research into functionally redundant gene families. Robust molecular tool kits in model and industrial microalgae are key to efficient targeted manipulation of endogenous and foreign genes in the nuclear genome for basic research and, as importantly, for the development of algal strains to produce renewable products such as biofuels. While Cas9-mediated gene knockout has been demonstrated in a small number of algal species with varying efficiency, the ability to stack traits or generate knockout mutations in two or more loci are often severely limited by selectable agent availability. This poses a critical hurdle in developing production strains, which require stacking of multiple traits, or in probing functionally redundant gene families. Here, we combine Cas9 genome editing with an inducible Cre recombinase in the industrial alga Nannochloropsis gaditana to generate a strain, NgCas9+Cre+, in which the potentially unlimited stacking of knockouts and addition of new genes is readily achievable. Cre-mediated marker recycling is first demonstrated in the removal of the selectable marker and GFP reporter transgenes associated with the Cas9/Cre construct in NgCas9+Cre+. Next, we show the proof-of-concept generation of a markerless knockout in a gene encoding an acyl-CoA oxidase (Aco1), as well as the markerless recapitulation of a 2-kb insert in the ZnCys gene 5′-UTR, which results in a doubling of wild-type lipid productivity. Finally, through an industrially oriented process, we generate mutants that exhibit up to ∼50% reduction in photosynthetic antennae size by markerless knockout of seven genes in the large light-harvesting complex gene family.
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Agapito G, Guzzi PH, Cannataro M. A Parallel Software Pipeline for DMET Microarray Genotyping Data Analysis. High Throughput 2018; 7:ht7020017. [PMID: 29904017 PMCID: PMC6023446 DOI: 10.3390/ht7020017] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2018] [Revised: 05/21/2018] [Accepted: 06/07/2018] [Indexed: 12/13/2022] Open
Abstract
Personalized medicine is an aspect of the P4 medicine (predictive, preventive, personalized and participatory) based precisely on the customization of all medical characters of each subject. In personalized medicine, the development of medical treatments and drugs is tailored to the individual characteristics and needs of each subject, according to the study of diseases at different scales from genotype to phenotype scale. To make concrete the goal of personalized medicine, it is necessary to employ high-throughput methodologies such as Next Generation Sequencing (NGS), Genome-Wide Association Studies (GWAS), Mass Spectrometry or Microarrays, that are able to investigate a single disease from a broader perspective. A side effect of high-throughput methodologies is the massive amount of data produced for each single experiment, that poses several challenges (e.g., high execution time and required memory) to bioinformatic software. Thus a main requirement of modern bioinformatic softwares, is the use of good software engineering methods and efficient programming techniques, able to face those challenges, that include the use of parallel programming and efficient and compact data structures. This paper presents the design and the experimentation of a comprehensive software pipeline, named microPipe, for the preprocessing, annotation and analysis of microarray-based Single Nucleotide Polymorphism (SNP) genotyping data. A use case in pharmacogenomics is presented. The main advantages of using microPipe are: the reduction of errors that may happen when trying to make data compatible among different tools; the possibility to analyze in parallel huge datasets; the easy annotation and integration of data. microPipe is available under Creative Commons license, and is freely downloadable for academic and not-for-profit institutions.
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Affiliation(s)
- Giuseppe Agapito
- Data Analytics Research Center, Department of Medical and Surgical Sciences, University "Magna Græcia" of Catanzaro, Viale Europa, 88100 Catanzaro, Italy.
| | - Pietro Hiram Guzzi
- Data Analytics Research Center, Department of Medical and Surgical Sciences, University "Magna Græcia" of Catanzaro, Viale Europa, 88100 Catanzaro, Italy.
| | - Mario Cannataro
- Data Analytics Research Center, Department of Medical and Surgical Sciences, University "Magna Græcia" of Catanzaro, Viale Europa, 88100 Catanzaro, Italy.
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Ricke SC. Anaerobic Microbiology Laboratory Training and Writing Comprehension for Food Safety Education. Food Saf (Tokyo) 2015. [DOI: 10.1016/b978-0-12-800245-2.00019-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022] Open
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Ritota M, Marini F, Sequi P, Valentini M. Metabolomic characterization of Italian sweet pepper (Capsicum annum L.) by means of HRMAS-NMR spectroscopy and multivariate analysis. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2010; 58:9675-9684. [PMID: 20715777 DOI: 10.1021/jf1015957] [Citation(s) in RCA: 52] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/29/2023]
Abstract
HRMAS-NMR spectroscopy was used to assess the metabolic profile of sweet pepper (Capsicum Annum L.). One-dimensional and two-dimensional NMR spectra, performed directly on sample pieces of few milligrams, hence without any chemical and/or physical manipulation, allowed the assignment of several compounds. Organic acids, fatty acids, amino acids, and minor compounds such as trigonelline, C4-substituted pyridine, choline, and cinnamic derivatives were observed with a single experiment. A significant discrimination between the two sweet pepper varieties was found by using partial least-squares projections to latent structures discrimination analysis (PLS-DA). The metabolites contributing predominantly to such differentiation were sugars and organic and fatty acids. Also a partial separation according to the geographical origin was obtained always by analyzing the NMR data with PLS-DA. Some of the discriminating molecules are peculiar for pepper and contribute to define the overall commercial and organoleptic quality so that HRMAS-NMR proved to be a complementary analysis to standard tools used in food science and, in principle, can be applied to any foodstuff.
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Affiliation(s)
- Mena Ritota
- Agricultural Research Council, Research Centre for the Soil-Plant System, Instrumental Centre of Tor Mancina, Strada della Neve Km 1, 00015 Monterotondo, Rome, Italy
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Affiliation(s)
- M Begley
- Food for Health Ireland, University College Cork, Cork, Ireland
| | - Colin Hill
- Food for Health Ireland, University College Cork, Cork, Ireland
- Department of Microbiology, University College Cork, Cork, Ireland
- Alimentary Pharmabiotic Centre, University College Cork, Cork, Ireland; ,
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6
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Abstract
Given the increasing commercial and clinical relevance of probiotic cultures, improving their stress tolerance profile and ability to overcome the physiochemical defences of the host is an important biological goal. Pathogenic bacteria have evolved sophisticated strategies to overcome host defences, interact with the immune system and interfere with essential host systems. We coin the term 'patho-biotechnology' to describe the exploitation of these valuable traits in biotechnology and biomedicine. This approach shows promise for the design of more technologically robust and effective probiotic cultures with improved biotechnological and clinical applications as well as the development of novel vaccine and drug delivery platforms.
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Neves AR, Pool WA, Kok J, Kuipers OP, Santos H. Overview on sugar metabolism and its control inLactococcus lactis— The input from in vivo NMR. FEMS Microbiol Rev 2005. [DOI: 10.1016/j.fmrre.2005.04.005] [Citation(s) in RCA: 17] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
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8
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Bae JW, Rhee SK, Nam YD, Park YH. Generation of subspecies level-specific microbial diagnostic microarrays using genes amplified from subtractive suppression hybridization as microarray probes. Nucleic Acids Res 2005; 33:e113. [PMID: 16030349 PMCID: PMC1178008 DOI: 10.1093/nar/gni112] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2005] [Revised: 06/17/2005] [Accepted: 06/30/2005] [Indexed: 11/25/2022] Open
Abstract
The generation of microarray probes with specificity below the species level is an ongoing challenge, not least because the high-throughput detection of microorganisms would be an efficient means of identifying environmentally relevant microbes. Here, we describe how suppression subtractive hybridization (SSH) can be applied to the production of microarray probes that are useful for microbial differentiation at the subspecies level. SSH was used to initially isolate unique genomic sequences of nine Salmonella strains, and these were validated in quadruplicate by microarray analysis. The results obtained indicate that a large group of genes subtracted by SSH could serve together, as one probe, for detecting a microbial subspecies. Similarly, the whole microbial genome (not subjected to SSH) can be used as a species-specific probe. The detailed methods described herein could be used and adapted for the estimation of any cultivable bacteria from different environments.
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Affiliation(s)
- Jin-Woo Bae
- Biological Resources Center, Korea Research Institute of Bioscience and Biotechnology (KRIBB)Eundong 52, Yusong, Daejeon, Korea
| | - Sung-Keun Rhee
- Department of Microbiology, Chungbuk National University12 Gaeshin-dong Heungduk-gu, Cheongju, Korea
| | - Young-Do Nam
- Biological Resources Center, Korea Research Institute of Bioscience and Biotechnology (KRIBB)Eundong 52, Yusong, Daejeon, Korea
| | - Yong-Ha Park
- Biological Resources Center, Korea Research Institute of Bioscience and Biotechnology (KRIBB)Eundong 52, Yusong, Daejeon, Korea
- National Research Laboratory of Molecular Ecosystematics, Institute of Probionics, Probionic Corporation, Korea Research Institute of Bioscience and Biotechnology (KRIBB)Eundong 52, Yusong, Daejeon, Korea
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Abstract
Genome sequences are now available for many of the microbes that cause food-borne diseases. The information contained in pathogen genome sequences, together with the development of themed and whole-genome DNA microarrays and improved proteomics techniques, might provide tools for the rapid detection and identification of such organisms, for assessing their biological diversity and for understanding their ability to respond to stress. The genomic information also provides insight into the metabolic capacity and versatility of microbes; for example, specific metabolic pathways might contribute to the growth and survival of pathogens in a range of niches, such as food-processing environments and the human host. New concepts are emerging about how pathogens function, both within foods and in interactions with the host. The future should bring the first practical benefits of genome sequencing to the field of microbial food safety, including strategies and tools for the identification and control of emerging pathogens.
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Affiliation(s)
- Tjakko Abee
- Wageningen Centre for Food Sciences, P.O. Box 557, 6700 AN Wageningen, The Netherlands.
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Al-Khaldi SF, Mossoba MM, Ismail AA, Fry FS. Accelerating Bacterial Identification by Infrared Spectroscopy by Employing Microarray Deposition of Microorganisms. Foodborne Pathog Dis 2004; 1:172-7. [PMID: 15992277 DOI: 10.1089/fpd.2004.1.172] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
A microarray method for the deposition of bacteria onto an agar slide was developed to accelerate the formation of microcolonies. Representative microarrays each consisting of 40 micro-spots of five replicates of eight foodborne bacteria (Yersinia enterocolitica, Staphylococcus aureus, Salmonella typhimurium, Listeria monocytogenes, Enterobacter cloacae, Citrobacter freundii, Klebsiella pneumoniae, and Escherichia coli) were printed on a Brain Heart Infusion (BHI) agar slide using a contact micro-spotting robotic system. Within 3 h, sufficient bacterial cells were obtained to allow accurate identification of the microorganism by infrared spectroscopy. This approach allows a "complete-in-a-single-day" analysis of a large array of samples.
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Affiliation(s)
- Sufian F Al-Khaldi
- Division of Microbiological Studies, OPDFB, Center for Food Safety and Applied Nutrition, Food and Drug Administration, College Park, Maryland 20740-3855, USA.
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Abstract
The application of bacterial genomics opens new avenues of research on foodborne pathogens. Foodborne pathogens must be able to colonize their hosts and survive transmission from host to host. Different groups of genes are involved in the processes of survival, colonization, and virulence, and such genes are potential targets for risk assessment and intervention strategies. Filtering from genome sequences the genes relevant to these processes is a major challenge, and although many tools are already available for analyses, this type of data mining is just beginning. For the simplest application, gene comparison, it is important to know how gene function, for instance in virulence, is being defined and tested. In other genomic applications, reserachers look for specific properties or characteristics of (virulence) genes to identify novel gene candidates. Each approach has pitfalls, and gene candidates must be tested in the lab to confirm their function. Models for colonization and virulence are available for most although not all pathogens. Models for survival and stress responses are needed to increase the utilization of genomic approaches to risk assessment. Here, I discuss how genome sequences are likely to help in microbial risk assessment of foodborne pathogens and how dreams may become promises.
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Affiliation(s)
- Trudy M Wassenaar
- Molecular Microbiology and Genomics Consultants, Tannenstrasse 7, 55576 Zotzenheim, Germany.
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Abstract
The genomic era brought with it the capacity to unlock complex interactions in organisms and biological systems. Currently, by exploiting genomic and associated protein information through in silico analyses, postgenomic research is developing rapidly. This field, which encompasses functional genomics, structural genomics, transcriptomics, pharmacogenomics, proteomics and metabolomics, allows for a systems-wide approach to biological studies. To date, bacterial postgenomic research has focused mainly on a few representative pathogenic species, leaving the vast majority of the microbial community relatively overlooked. Amongst the under-represented microorganisms are the cyanobacteria, which are important for their beneficial natural product production, bioremediation and energy applications. Here, we highlight the current status of cyanobacterial postgenomic research and assess the potential for future metabolic engineering and "cell factory" or "microbial cell" development.
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Affiliation(s)
- Adam M Burja
- Biological and Environmental Systems Group, Department of Chemical and Process Engineering, University of Sheffield, Mappin Street, Sheffield S1 3JD, UK
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McKillip JL, Drake M. Real-time nucleic acid-based detection methods for pathogenic bacteria in food. J Food Prot 2004; 67:823-32. [PMID: 15083739 DOI: 10.4315/0362-028x-67.4.823] [Citation(s) in RCA: 84] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
Quality assurance in the food industry in recent years has involved the acceptance and implementation of a variety of nucleic acid-based methods for rapid and sensitive detection of food-associated pathogenic bacteria. Techniques such as polymerase chain reaction have greatly expedited the process of pathogen detection and have in some cases replaced traditional methods for bacterial enumeration in food. Conventional PCR, albeit sensitive and specific under optimized conditions, obligates the user to employ agarose gel electrophoresis as the means for endpoint analysis following sample processing. For the last few years, a variety of real-time PCR chemistries and detection instruments have appeared on the market, and many of these lend themselves to applications in food microbiology. These approaches afford a user the ability to amplify DNA or RNA, as well as detect and confirm target sequence identity in a closed-tube format with the use of a variety of fluorophores, labeled probes, or both, without the need to run gels. Such real-time chemistries also offer greater sensitivity than traditional gel visualization and can be semiquantitative and multiplexed depending on the specific experimental objectives. This review emphasizes the current systems available for real-time PCR-based pathogen detection, the basic mechanisms and requirements for each, and the prospects for development over the next few years in the food industry.
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Affiliation(s)
- John L McKillip
- Department of Biology, Ball State University, Muncie, Indiana 47306, USA
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Affiliation(s)
- Sufian F Al-Khaldi
- Division of Microbiological Studies, OPDFB, Center for Food Safety and Applied Nutrition, Food and Drug Administration, College Park, Maryland 20740-3855, USA.
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15
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Müllner S. The impact of proteomics on products and processes. ADVANCES IN BIOCHEMICAL ENGINEERING/BIOTECHNOLOGY 2003; 83:1-25. [PMID: 12934924 DOI: 10.1007/3-540-36459-5_1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/19/2023]
Abstract
Not much more than 15 years ago a handful of visionary scientists around the world suggested to sequence and analyze not only the human genome but also as many genomes as possible in order to compare DNA as well as to deduce protein sequences. By that means they expected to get an idea about the organization of life. However, after now having now sequenced the human genome and at least identified around 40,000 genes as coding regions, we are still left with the fundamental questions of how genes are regulated, and what is the rationale of genetic regulatory networks. The basic knowledge and methodologies to elucidate functional regulatory networks of cells and organisms on the protein level had been around for much longer than DNA-based discovery tools. This was mainly due to the fact that proteins have to fulfill universal functions in nature and, unlike DNA polynucleotides, proteins differ not only in their amino acid sequences; they come in nearly all shapes and sizes and have all kinds of physical as well as chemical properties. They can be highly water soluble, e.g., serum and milk proteins, or nearly insoluble in any solvent, e.g., keratin and some other structural proteins. In addition, structure, function, as well as the respective stability of proteins inside and outside of a biological system, are individual features of any given polypeptide. On one hand, the individuality of proteins allows adaptation of any life form to the environment, and on the other it is still a real challenge for biotech R&D and production. The present review is actually the first approach to evaluate and judge the achievements made by Applied Proteome Analysis and Proteomics over the last 27 years.
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Affiliation(s)
- Stefan Müllner
- Fundamenta Capital AG, Bergische Landstrasse 67, 51375 Leverkusen, Germany.
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16
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Malorny B, Tassios PT, Rådström P, Cook N, Wagner M, Hoorfar J. Standardization of diagnostic PCR for the detection of foodborne pathogens. Int J Food Microbiol 2003; 83:39-48. [PMID: 12672591 DOI: 10.1016/s0168-1605(02)00322-7] [Citation(s) in RCA: 159] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
In vitro amplification of nucleic acids using the polymerase chain reaction (PCR) has become, since its discovery in the 1980s, a powerful diagnostic tool for the analysis of microbial infections as well as for the analysis of microorganisms in food samples. However, despite its potential, PCR has neither gained wide acceptance in routine diagnostics nor been widely incorporated in standardized methods. Lack of validation and standard protocols, as well as variable quality of reagents and equipment, influence the efficient dissemination of PCR methodology from expert research laboratories to end-user laboratories. Moreover, the food industry understandably requires and expects officially approved standards. Recognizing this, in 1999, the European Commission approved the research project, FOOD-PCR (http://www.PCR.dk), which aims to validate and standardize the use of diagnostic PCR for the detection of pathogenic bacteria in foods. The present review focuses on the harmonization procedure and standardization criteria for detection of foodborne pathogens by PCR. The progress of standardization so far and future perspectives of diagnostic PCR are discussed.
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Affiliation(s)
- Burkhard Malorny
- Federal Institute for Health Protection of Consumers and Veterinary Medicine, Diedersdorfer Weg 1, 12277 Berlin, Germany.
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18
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Abstract
The exponentially growing collection of genomic sequence information, the high-throughput analysis of expression products, and the ability to order this information using advanced bioinformatics are expected to affect biotechnology and life sciences in a profound and unprecedented way. These developments offer many possibilities to improve the functionality of fermentations by food-grade microorganisms and to increase the microbial safety of foods. It will be necessary to combine functional studies with comparative genomics approaches to provide effective strategies for improving the functionality and safety of foods.
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Affiliation(s)
- W M de Vos
- Laboratory of Microbiology and Wageningen Centre for Food Sciences, Hesselink van Suchtelenweg 4, Wageningen, The Netherlands
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19
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Abstract
Human studies have demonstrated that selected probiotic strains can influence the composition of the intestinal microflora and modulate the host immune system. Considerable promise was also demonstrated for the application of probiotics in human disease. However, the extension of probiotic applications demands increasing scientific attention to their functionality and the identification of molecular structures.
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Affiliation(s)
- E J Schiffrin
- Food Immunology, Nestlé Research Centre, Nestec Ltd., Vers-chez-les-Blanc, CH-1000 26, Lausanne, Switzerland.
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Abstract
Novel concepts and methodologies are emerging that hold great promise for the directed improvement of food-related bacteria, specifically lactic acid bacteria. Also, the battle against food spoilage and pathogenic bacteria can now be fought more effectively. Here we describe recent advances in microbial physiology and genomic research of these organisms that enable novel strategies for obtaining safe, healthy, and good-tasting fermented food products.
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Affiliation(s)
- O P Kuipers
- Department of Genetics, Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, Haren, The Netherlands.
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22
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Abstract
Molecular genetics of thermophilic lactic acid bacteria has advanced in several directions: exploitation of the milk proteins and sugars; primary and secondary metabolism; stress response; and molecular ecology of bacteria and their phages. These have singularly contributed to open new avenues of scientific interest in the field: comparative phage genomics; horizontal gene transfer events in bacterial or phage populations; and genetics of external polysaccharide production.
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Affiliation(s)
- J Delcour
- Université Catholique de Louvain, Unité de Génétique, Croix du Sud, 5 B-1348, Louvain-la-Neuve, Belgium
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