1
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Park C, Park J, Chang D, Kim S. Development of reference-based model for improved analysis of bacterial community. Food Res Int 2025; 211:116380. [PMID: 40356165 DOI: 10.1016/j.foodres.2025.116380] [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: 02/26/2025] [Revised: 03/24/2025] [Accepted: 04/15/2025] [Indexed: 05/15/2025]
Abstract
Probiotic bacteria play a vital role in maintaining gut microbial homeostasis and are widely used in various commercial products. Although 16S rRNA amplicon-based next-generation sequencing (NGS) is commonly used to analyze probiotic products, biases can arise from various 16S rRNA amplification regions, sequencing platforms, and library kits. In this study, a reference-based bias correction model was developed to correct sequencing biases. The model was validated using eight mock communities and 12 commercial products, which were analyzed across multiple NGS platforms and various 16S rRNA regions. Specific primer-probe assays were developed for accurate bacterial quantification, and their specificity was validated and used in conjunction with droplet digital PCR (ddPCR) to establish initial bacterial ratios within communities. Analysis of the mock communities revealed platform- and region-specific biases, with specific species consistently over- or under-represented. Similarly, commercial product analyses have shown biased outcomes owing to varying sequencing protocols. The correction model, based on PCR efficiencies from the reference communities, successfully corrected biased ratios across different amplification regions and platforms to achieve results that closely matched the proportions predicted by ddPCR. The model effectively corrected the biases arising from the different polymerases. Notably, partial references containing approximately 40 % of the species achieved correction results that were comparable to those of the complete references. This approach demonstrates the potential for improving microbiome analysis accuracy within predictable ranges, and could serve as a model for addressing sequencing bias in metagenomic research.
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Affiliation(s)
- Changwoo Park
- Biometrology Group, Korea Research Institute of Standards and Science, Daejeon 34113, Republic of Korea.
| | - Jinyoung Park
- Biometrology Group, Korea Research Institute of Standards and Science, Daejeon 34113, Republic of Korea; Department of Precision Measurement, University of Science & Technology, Daejeon 34113, Republic of Korea.
| | - Dongho Chang
- Microbiome Convergence Research Center, Korea Research Institute of Bioscience & Biotechnology, Daejeon 34141, Republic of Korea.
| | - Seil Kim
- Biometrology Group, Korea Research Institute of Standards and Science, Daejeon 34113, Republic of Korea; Department of Precision Measurement, University of Science & Technology, Daejeon 34113, Republic of Korea.
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2
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Chornchoem P, Tandhavanant S, Saiprom N, Preechanukul A, Thongchompoo N, Sensorn I, Chantratita W, Chantratita N. Metagenomic evaluation, antimicrobial activities, and immune stimulation of probiotics from dietary supplements and dairy products. Sci Rep 2025; 15:11537. [PMID: 40185827 PMCID: PMC11971409 DOI: 10.1038/s41598-025-95664-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2025] [Accepted: 03/24/2025] [Indexed: 04/07/2025] Open
Abstract
Probiotics are widely marketed as dietary supplements and dairy products for their purported antimicrobial and immunomodulatory activities, often with limited supporting evidence. We identified and isolated probiotics from commercial dietary supplements and dairy products using metagenomics and cultured-based methods. We assessed their anti-bacterial activity against diverse pathogens and investigated their immunomodulatory effects on phagocytes and natural killer (NK) cells. Metagenomic analysis revealed that Lactobacillus and Bifidobacterium were the predominant genera in dietary supplements, while Streptococcus spp. was dominated in dairy products. However, only 37% of the predominant microorganisms identified by metagenomics were accurately listed on product labels. Among 70 representative probiotic strains, 4.3-17.1% probiotic strains demonstrated strong antibacterial-effects against pathogenic bacteria. Notably, specific strains of Bifidobacterium longum and Lactobacillus plantarum exhibited strong antagonistic activity against extended-spectrum beta-lactamase-producing and carbapenem-resistant Escherichia coli. Some strains of Lactobacillus spp. significantly enhanced phagocytic activity in monocytes and increased IFN-γ production in NK cells, while members of Lactobacillus rhamnosus significantly suppressed TNF-α, IL-6, and IL-8 production in lipopolysaccharide-stimulated macrophages. In contrast, Bifidobacterium animalis stimulated the production of anti-inflammatory cytokines. This study highlights discrepancies in probiotic labeling and demonstrates the antimicrobial and immunomodulatory potential of specific probiotic strains, suggesting their utility in enhancing health and wellness.
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Affiliation(s)
- Piyaorn Chornchoem
- Department of Microbiology and Immunology, Faculty of Tropical Medicine, Mahidol University, 420/6 Rajvithi Road, Bangkok, 10400, Thailand
| | - Sarunporn Tandhavanant
- Department of Microbiology and Immunology, Faculty of Tropical Medicine, Mahidol University, 420/6 Rajvithi Road, Bangkok, 10400, Thailand
| | - Natnaree Saiprom
- Department of Microbiology and Immunology, Faculty of Tropical Medicine, Mahidol University, 420/6 Rajvithi Road, Bangkok, 10400, Thailand
| | - Anucha Preechanukul
- Department of Microbiology and Immunology, Faculty of Tropical Medicine, Mahidol University, 420/6 Rajvithi Road, Bangkok, 10400, Thailand
- Division of Infection and Immunity, University College London, London, UK
| | - Nartthawee Thongchompoo
- Center for Medical Genomics, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
| | - Insee Sensorn
- Center for Medical Genomics, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
| | - Wasun Chantratita
- Center for Medical Genomics, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
| | - Narisara Chantratita
- Department of Microbiology and Immunology, Faculty of Tropical Medicine, Mahidol University, 420/6 Rajvithi Road, Bangkok, 10400, Thailand.
- Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok, Thailand.
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3
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Carlino N, Blanco-Míguez A, Punčochář M, Mengoni C, Pinto F, Tatti A, Manghi P, Armanini F, Avagliano M, Barcenilla C, Breselge S, Cabrera-Rubio R, Calvete-Torre I, Coakley M, Cobo-Díaz JF, De Filippis F, Dey H, Leech J, Klaassens ES, Knobloch S, O'Neil D, Quijada NM, Sabater C, Skírnisdóttir S, Valentino V, Walsh L, Alvarez-Ordóñez A, Asnicar F, Fackelmann G, Heidrich V, Margolles A, Marteinsson VT, Rota Stabelli O, Wagner M, Ercolini D, Cotter PD, Segata N, Pasolli E. Unexplored microbial diversity from 2,500 food metagenomes and links with the human microbiome. Cell 2024; 187:5775-5795.e15. [PMID: 39214080 DOI: 10.1016/j.cell.2024.07.039] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2024] [Revised: 05/17/2024] [Accepted: 07/23/2024] [Indexed: 09/04/2024]
Abstract
Complex microbiomes are part of the food we eat and influence our own microbiome, but their diversity remains largely unexplored. Here, we generated the open access curatedFoodMetagenomicData (cFMD) resource by integrating 1,950 newly sequenced and 583 public food metagenomes. We produced 10,899 metagenome-assembled genomes spanning 1,036 prokaryotic and 108 eukaryotic species-level genome bins (SGBs), including 320 previously undescribed taxa. Food SGBs displayed significant microbial diversity within and between food categories. Extension to >20,000 human metagenomes revealed that food SGBs accounted on average for 3% of the adult gut microbiome. Strain-level analysis highlighted potential instances of food-to-gut transmission and intestinal colonization (e.g., Lacticaseibacillus paracasei) as well as SGBs with divergent genomic structures in food and humans (e.g., Streptococcus gallolyticus and Limosilactobabillus mucosae). The cFMD expands our knowledge on food microbiomes, their role in shaping the human microbiome, and supports future uses of metagenomics for food quality, safety, and authentication.
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Affiliation(s)
- Niccolò Carlino
- Department of Cellular, Computational and Integrative Biology, University of Trento, Trento, Italy
| | - Aitor Blanco-Míguez
- Department of Cellular, Computational and Integrative Biology, University of Trento, Trento, Italy
| | - Michal Punčochář
- Department of Cellular, Computational and Integrative Biology, University of Trento, Trento, Italy
| | - Claudia Mengoni
- Department of Cellular, Computational and Integrative Biology, University of Trento, Trento, Italy
| | - Federica Pinto
- Department of Cellular, Computational and Integrative Biology, University of Trento, Trento, Italy
| | - Alessia Tatti
- Scuola Universitaria Superiore IUSS Pavia, Pavia, Italy; Centre for Agriculture Food Environment, University of Trento, Trento, Italy; Research and Innovation Centre, Fondazione Edmund Mach, San Michele All'Adige, Italy
| | - Paolo Manghi
- Department of Cellular, Computational and Integrative Biology, University of Trento, Trento, Italy
| | - Federica Armanini
- Department of Cellular, Computational and Integrative Biology, University of Trento, Trento, Italy
| | - Michele Avagliano
- Department of Agricultural Sciences, Division of Microbiology, University of Naples Federico II, Portici, Italy
| | - Coral Barcenilla
- Department of Food Hygiene and Technology, Universidad de León, León, Spain
| | - Samuel Breselge
- Teagasc Food Research Centre, Moorepark, Fermoy, Co. Cork, Ireland; APC Microbiome Ireland, University College Cork, Cork, Ireland
| | - Raul Cabrera-Rubio
- Teagasc Food Research Centre, Moorepark, Fermoy, Co. Cork, Ireland; Department of Biotechnology, Institute of Agrochemistry and Food Technology - National Research Council (IATA-CSIC), Paterna, Valencia, Spain
| | - Inés Calvete-Torre
- Department of Microbiology and Biochemistry of Dairy Products, Instituto de Productos Lácteos de Asturias - Consejo Superior de Investigaciones Científicas (IPLA-CSIC), Villaviciosa, Spain; Microhealth Group, Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Oviedo, Spain
| | - Mairéad Coakley
- Teagasc Food Research Centre, Moorepark, Fermoy, Co. Cork, Ireland
| | - José F Cobo-Díaz
- Department of Food Hygiene and Technology, Universidad de León, León, Spain
| | - Francesca De Filippis
- Department of Agricultural Sciences, Division of Microbiology, University of Naples Federico II, Portici, Italy; Task Force on Microbiome Studies, University of Naples Federico II, Portici, Italy
| | - Hrituraj Dey
- Department of Cellular, Computational and Integrative Biology, University of Trento, Trento, Italy
| | - John Leech
- Teagasc Food Research Centre, Moorepark, Fermoy, Co. Cork, Ireland
| | | | | | | | - Narciso M Quijada
- Austrian Competence Centre for Feed and Food Quality, Safety, and Innovation, FFoQSI GmbH, Tulln an der Donau, Austria; Unit of Food Microbiology, Institute of Food Safety, Food Technology and Veterinary Public Health, Department for Farm Animals and Veterinary Public Health, University of Veterinary Medicine Vienna, Vienna, Austria; Institute for Agribiotechnology Research (CIALE), Department of Microbiology and Genetics, University of Salamanca, Salamanca, Spain
| | - Carlos Sabater
- Department of Microbiology and Biochemistry of Dairy Products, Instituto de Productos Lácteos de Asturias - Consejo Superior de Investigaciones Científicas (IPLA-CSIC), Villaviciosa, Spain; Microhealth Group, Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Oviedo, Spain
| | | | - Vincenzo Valentino
- Department of Agricultural Sciences, Division of Microbiology, University of Naples Federico II, Portici, Italy
| | - Liam Walsh
- Teagasc Food Research Centre, Moorepark, Fermoy, Co. Cork, Ireland; APC Microbiome Ireland, University College Cork, Cork, Ireland; School of Microbiology, University College Cork, Cork, Ireland
| | | | - Francesco Asnicar
- Department of Cellular, Computational and Integrative Biology, University of Trento, Trento, Italy
| | - Gloria Fackelmann
- Department of Cellular, Computational and Integrative Biology, University of Trento, Trento, Italy
| | - Vitor Heidrich
- Department of Cellular, Computational and Integrative Biology, University of Trento, Trento, Italy
| | - Abelardo Margolles
- Department of Microbiology and Biochemistry of Dairy Products, Instituto de Productos Lácteos de Asturias - Consejo Superior de Investigaciones Científicas (IPLA-CSIC), Villaviciosa, Spain; Microhealth Group, Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Oviedo, Spain
| | - Viggó Thór Marteinsson
- Microbiology Research Group, Matís, Reykjavík, Iceland; University of Iceland, Faculty of Food Science and Nutrition, Reykjavík, Iceland
| | - Omar Rota Stabelli
- Centre for Agriculture Food Environment, University of Trento, Trento, Italy; Research and Innovation Centre, Fondazione Edmund Mach, San Michele All'Adige, Italy
| | - Martin Wagner
- Austrian Competence Centre for Feed and Food Quality, Safety, and Innovation, FFoQSI GmbH, Tulln an der Donau, Austria; Unit of Food Microbiology, Institute of Food Safety, Food Technology and Veterinary Public Health, Department for Farm Animals and Veterinary Public Health, University of Veterinary Medicine Vienna, Vienna, Austria
| | - Danilo Ercolini
- Department of Agricultural Sciences, Division of Microbiology, University of Naples Federico II, Portici, Italy; Task Force on Microbiome Studies, University of Naples Federico II, Portici, Italy
| | - Paul D Cotter
- Teagasc Food Research Centre, Moorepark, Fermoy, Co. Cork, Ireland; APC Microbiome Ireland, University College Cork, Cork, Ireland; VistaMilk SFI Research Centre, Teagasc, Moorepark, Fermoy, Co. Cork, Ireland
| | - Nicola Segata
- Department of Cellular, Computational and Integrative Biology, University of Trento, Trento, Italy; IEO, Istituto Europeo di Oncologia IRCSS, Milan, Italy; Department of Twins Research and Genetic Epidemiology, King's College London, London, UK.
| | - Edoardo Pasolli
- Department of Agricultural Sciences, Division of Microbiology, University of Naples Federico II, Portici, Italy; Task Force on Microbiome Studies, University of Naples Federico II, Portici, Italy
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4
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Gundogdu A, Karis G, Killpartrick A, Ulu-Kilic A, Nalbantoglu OU. A Shotgun Metagenomics Investigation into Labeling Inaccuracies in Widely Sold Probiotic Supplements in the USA. Mol Nutr Food Res 2024; 68:e2300780. [PMID: 38856022 DOI: 10.1002/mnfr.202300780] [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: 11/04/2023] [Revised: 05/08/2024] [Indexed: 06/11/2024]
Abstract
While probiotics are generally considered safe, concerns persist regarding the accuracy of labels on these supplements and their potential contribution to the spread of antibiotic resistance genes. Given that probiotics are predominantly ingested with a view towards obtaining particular health benefits. The objective of this study is to assess the composition of 50 widely available probiotic supplements in the USA using shotgun metagenome sequencing. The study also determines the potential resistome profile, and the functional characteristics of these products. This study finds that 67% of products does not contain any labeling inaccuracies. Antimicrobial Resistance Genes (ARGs) are identified in several products, particularly Bacillus-based products carrying between 10 and 56 genes. The risk posed by the presence of these ARGs requires further study. Functional analysis reveals differences in metabolic profiles among probiotic supplements, indicating the importance of strain-level selection for personalized probiotics. This study provides updated and comprehensive analysis to evaluate a snapshot of the USA market. The study demonstrates that label inaccuracies occur on approximately one third of popular dietary supplement products sold in the USA, supporting the need for improved approaches to marketing and quality control. Further, the risk of antibiotic resistance, especially in Bacillus-based formulations, should be assessed.
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Affiliation(s)
- Aycan Gundogdu
- Department of Microbiology and Clinical Microbiology, Faculty of Medicine, Erciyes University, Kayseri, 38039, Turkey
- Genome and Stem Cell Center, Erciyes University, Kayseri, 38039, Turkey
| | - Gizem Karis
- Genome and Stem Cell Center, Erciyes University, Kayseri, 38039, Turkey
- Department of Molecular Biology and Genetics, Gevher Nesibe Genome and Stem Cell Institute, Erciyes University, Kayseri, 38039, Turkey
| | - Adam Killpartrick
- Department of Nutrition and Food Sciences, College of Agriculture and Life Sciences, University of Vermont, Burlington, VT, 05405, USA
| | - Aysegul Ulu-Kilic
- Department of Infectious Diseases and Clinical Microbiology, Faculty of Medicine, Erciyes University, Kayseri, 38039, Turkey
| | - Ozkan Ufuk Nalbantoglu
- Genome and Stem Cell Center, Erciyes University, Kayseri, 38039, Turkey
- Department of Computer Engineering, Engineering Faculty, Erciyes University, Kayseri, 38039, Turkey
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5
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Shehata HR, Hassane B, Newmaster SG. Real-time PCR methods for identification and stability monitoring of Bifidobacterium longum subsp. longum UABl-14 during shelf life. Front Microbiol 2024; 15:1360241. [PMID: 38706967 PMCID: PMC11066167 DOI: 10.3389/fmicb.2024.1360241] [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: 12/22/2023] [Accepted: 04/03/2024] [Indexed: 05/07/2024] Open
Abstract
Bifidobacterium longum subsp. longum UABl-14™ is an important probiotic strain that was found to support digestive health. Here we present the development and validation of real-time PCR methods for strain-specific identification and enumeration of this important strain. The identification method was evaluated for specificity using 22 target samples and 30 non-target samples. All target samples successfully amplified, while no amplification was observed from any non-target samples including other B. longum strains. The identification method was evaluated for sensitivity using three DNA dilution series and the limit of detection was 2 pg. of DNA. Coupled with a viability dye, the method was further validated for quantitative use to enumerate viable cells of UABl-14. The viability dye treatment (PMAxx) was optimized, and a final concentration of 50 μM was found as an effective concentration to inactivate DNA in dead cells from reacting in PCR. The reaction efficiency, linear dynamic range, repeatability, and reproducibility were also evaluated. The reaction efficiency was determined to be 97.2, 95.2, and 95.0% with R2 values of 99%, in three replicates. The linear dynamic range was 1.3 × 102 to 1.3 × 105 genomes. The relative standard deviation (RSD%) for repeatability ranged from 0.03 to 2.80, and for reproducibility ranged from 0.04 to 2.18. The ability of the validated enumeration method to monitor cell counts during shelf life was evaluated by determining the viable counts and total counts of strain UABl-14 in 18 multi-strain finished products. The viable counts were lower than label claims in seven products tested post-expiration and were higher than label claims in products tested pre-expiration, with a slight decrease in viable counts below label claim in three samples that were tested 2-3 months pre-expiration. Interestingly, the total counts of strain UABl-14 were consistently higher than label claims in all 18 products. Thus, the method enables strain-specific stability monitoring in finished products during shelf life, which can be difficult or impossible to achieve using the standard plate count method. The validated methods allow for simultaneous and cost-effective identification and enumeration of strain UABl-14 and represent an advancement in the quality control and quality assurance of probiotics.
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Affiliation(s)
- Hanan R. Shehata
- Purity-IQ Inc., Guelph, ON, Canada
- Department of Integrative Biology, College of Biological Science, University of Guelph, Guelph, ON, Canada
- Department of Microbiology, Faculty of Pharmacy, Mansoura University, Mansoura, Egypt
| | | | - Steven G. Newmaster
- Department of Integrative Biology, College of Biological Science, University of Guelph, Guelph, ON, Canada
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6
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Dorosky RJ, Schreier JE, Lola SL, Sava RL, Coryell MP, Akue A, KuKuruga M, Carlson PE, Dreher-Lesnick SM, Stibitz S. Nanobodies as potential tools for microbiological testing of live biotherapeutic products. AMB Express 2024; 14:9. [PMID: 38245586 PMCID: PMC10799837 DOI: 10.1186/s13568-023-01659-z] [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: 12/14/2023] [Accepted: 12/23/2023] [Indexed: 01/22/2024] Open
Abstract
Nanobodies are highly specific binding domains derived from naturally occurring single chain camelid antibodies. Live biotherapeutic products (LBPs) are biological products containing preparations of live organisms, such as Lactobacillus, that are intended for use as drugs, i.e. to address a specific disease or condition. Demonstrating potency of multi-strain LBPs can be challenging. The approach investigated here is to use strain-specific nanobody reagents in LBP potency assays. Llamas were immunized with radiation-killed Lactobacillus jensenii or L. crispatus whole cell preparations. A nanobody phage-display library was constructed and panned against bacterial preparations to identify nanobodies specific for each species. Nanobody-encoding DNA sequences were subcloned and the nanobodies were expressed, purified, and characterized. Colony immunoblots and flow cytometry showed that binding by Lj75 and Lj94 nanobodies were limited to a subset of L. jensenii strains while binding by Lc38 and Lc58 nanobodies were limited to L. crispatus strains. Mass spectrometry was used to demonstrate that Lj75 specifically bound a peptidase of L. jensenii, and that Lc58 bound an S-layer protein of L. crispatus. The utility of fluorescent nanobodies in evaluating multi-strain LBP potency assays was assessed by evaluating a L. crispatus and L. jensenii mixture by fluorescence microscopy, flow cytometry, and colony immunoblots. Our results showed that the fluorescent nanobody labelling enabled differentiation and quantitation of the strains in mixture by these methods. Development of these nanobody reagents represents a potential advance in LBP testing, informing the advancement of future LBP potency assays and, thereby, facilitation of clinical investigation of LBPs.
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Affiliation(s)
- Robert J Dorosky
- Office of Vaccines Research and Review, Division of Bacterial, Parasitic and Allergenic Products, Center for Biologics Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD, USA.
| | - Jeremy E Schreier
- Department of Marine Sciences, University of Georgia, Athens, GA, USA
| | - Stephanie L Lola
- Office of Vaccines Research and Review, Division of Bacterial, Parasitic and Allergenic Products, Center for Biologics Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD, USA
| | - Rosa L Sava
- Office of Vaccines Research and Review, Division of Bacterial, Parasitic and Allergenic Products, Center for Biologics Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD, USA
| | - Michael P Coryell
- Office of Vaccines Research and Review, Division of Bacterial, Parasitic and Allergenic Products, Center for Biologics Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD, USA
| | - Adovi Akue
- Office of Vaccines Research and Review, Division of Bacterial, Parasitic and Allergenic Products, Center for Biologics Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD, USA
| | - Mark KuKuruga
- Office of Vaccines Research and Review, Division of Bacterial, Parasitic and Allergenic Products, Center for Biologics Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD, USA
| | - Paul E Carlson
- Office of Vaccines Research and Review, Division of Bacterial, Parasitic and Allergenic Products, Center for Biologics Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD, USA
| | - Sheila M Dreher-Lesnick
- Office of Vaccines Research and Review, Division of Bacterial, Parasitic and Allergenic Products, Center for Biologics Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD, USA
| | - Scott Stibitz
- Office of Vaccines Research and Review, Division of Bacterial, Parasitic and Allergenic Products, Center for Biologics Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD, USA
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7
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Aziz G, Zaidi A, Sullivan DJO'. Insights from metagenome-assembled genomes on the genetic stability and safety of over-the-counter probiotic products. Curr Genet 2023; 69:213-234. [PMID: 37237157 DOI: 10.1007/s00294-023-01271-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2023] [Revised: 04/04/2023] [Accepted: 05/10/2023] [Indexed: 05/28/2023]
Abstract
The demand for and acceptance of probiotics is determined by their quality and safety. Illumina NGS sequencing and analytics were used to examine eight marketed probiotics. Up to the species level, sequenced DNA was taxonomically identified, and relative abundances were determined using Kaiju. The genomes were constructed using GTDB and validated through PATRICK and TYGS. A FastTree 2 phylogenetic tree was constructed using several type strain sequences from relevant species. Bacteriocin and ribosomally synthesized polypeptide (RiPP) genes were discovered, and a safety check was performed to test for toxins, antibiotic resistance, and genetic drift genes. Except for two products with unclaimed species, the labeling was taxonomically correct. In three product formulations, Lactobacillus acidophilus, Limosilactobacillus reuteri, Lacticaseibacillus paracasei, and Bifidobacterium animalis exhibited two to three genomic alterations, while Streptococcus equinus was found in one. TYGS and GDTB discovered E. faecium and L. paracasei in distinctly different ways. All the bacteria tested had the genetic repertoire to tolerate GIT transit, although some exhibited antibiotic resistance, and one strain had two virulence genes. Except for Bifidobacterium strains, the others revealed a variety of bacteriocins and ribosomally synthesized polypeptides (RiPP), 92% of which were unique and non-homologous to known ones. Plasmids and mobile genetic elements are present in strains of L. reuteri (NPLps01.et_L.r and NPLps02.uf_L.r), Lactobacillus delbrueckii (NPLps01.et_L.d), Streptococcus thermophilus (NPLps06.ab_S.t), and E. faecium (NPLps07.nf_E.f). Our findings support the use of metagenomics to build better and efficient production and post-production practices for probiotic quality and safety assessment.
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Affiliation(s)
- Ghazal Aziz
- National Probiotic Laboratory, National Institute for Biotechnology and Genetic Engineering College (NIBGE-C), Punjab, 38000, Faisalabad, Pakistan
- Pakistan Institute of Engineering and Applied Sciences (PIEAS), Nilore, 45650, Islamabad (ICT), Pakistan
- Department of Food Science and Nutrition, Center for Microbial and Plant Genomics, University of Minnesota, 1500 Gortner Ave, St. Paul, MN, 55108, USA
| | - Arsalan Zaidi
- National Probiotic Laboratory, National Institute for Biotechnology and Genetic Engineering College (NIBGE-C), Punjab, 38000, Faisalabad, Pakistan.
- Pakistan Institute of Engineering and Applied Sciences (PIEAS), Nilore, 45650, Islamabad (ICT), Pakistan.
| | - Daniel J O ' Sullivan
- Department of Food Science and Nutrition, Center for Microbial and Plant Genomics, University of Minnesota, 1500 Gortner Ave, St. Paul, MN, 55108, USA
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8
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Konganti K, Reed E, Mammel M, Kayikcioglu T, Binet R, Jarvis K, Ferreira CM, Bell RL, Zheng J, Windsor AM, Ottesen A, Grim CJ, Ramachandran P. bettercallsal: better calling of Salmonella serotypes from enrichment cultures using shotgun metagenomic profiling and its application in an outbreak setting. Front Microbiol 2023; 14:1200983. [PMID: 37601366 PMCID: PMC10434220 DOI: 10.3389/fmicb.2023.1200983] [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: 04/05/2023] [Accepted: 06/28/2023] [Indexed: 08/22/2023] Open
Abstract
Most current Salmonella subtyping analyses rely on whole genome sequencing (WGS), which focuses on the high-resolution analysis of single genomes or multiple single genomes from the isolated colonies on microbiological agar plates. In this study, we introduce bioinformatics innovations for a metagenomic outbreak response workflow that accurately identifies multiple Salmonella serovars at the same time. bettercallsal is one of the first analysis tools to identify multiple Salmonella enterica serotypes from metagenomic or quasi-metagenomic datasets with high accuracy, allowing these isolate-independent methods to be incorporated into surveillance and root cause investigations. It was tested on an in silico benchmark dataset comprising 29 unique Salmonella serovars, 46 non-Salmonella bacterial genomes, and 10 viral genomes at varying read depths and on previously well-characterized and sequenced non-selective primary and selective enrichments of papaya and peach samples from separate outbreak investigations that resulted in the identification of multiple Salmonella serovars using traditional isolate culturing and WGS as well as nucleic acid assays. Analyses were also conducted on these datasets using a custom-built k-mer tool, SeqSero2, and Kallisto to compare serotype calling to bettercallsal. The in silico dataset analyzed with bettercallsal achieved the maximum precision, recall, and accuracy of 100, 83, and 94%, respectively. In the papaya outbreak samples, bettercallsal identified the presence of multiple serovars in agreement with the Luminex® xMAP assay results and also identified more serovars per sample, as evidenced by NCBI SNP clustering. In peach outbreak samples, bettercallsal identified two serovars in concordance with k-mer analysis and the Luminex xMAP assay. The genome hit reported by bettercallsal clustered with the chicken isolate genome, as reported by the FDA peach outbreak investigation from sequenced isolates (WGS). Overall, bettercallsal outperformed k-mer, Seqsero2, and Kallisto in identifying multiple serovars from enrichment cultures using shotgun metagenomic sequencing.
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Affiliation(s)
- Kranti Konganti
- Center for Food Safety and Applied Nutrition, U.S. Food and Drug Administration, College Park, MD, United States
| | - Elizabeth Reed
- Center for Food Safety and Applied Nutrition, U.S. Food and Drug Administration, College Park, MD, United States
| | - Mark Mammel
- Center for Food Safety and Applied Nutrition, U.S. Food and Drug Administration, College Park, MD, United States
| | - Tunc Kayikcioglu
- Center for Food Safety and Applied Nutrition, U.S. Food and Drug Administration, College Park, MD, United States
| | - Rachel Binet
- Center for Food Safety and Applied Nutrition, U.S. Food and Drug Administration, College Park, MD, United States
| | - Karen Jarvis
- Center for Food Safety and Applied Nutrition, U.S. Food and Drug Administration, College Park, MD, United States
| | - Christina M. Ferreira
- Center for Food Safety and Applied Nutrition, U.S. Food and Drug Administration, College Park, MD, United States
| | - Rebecca L. Bell
- Center for Food Safety and Applied Nutrition, U.S. Food and Drug Administration, College Park, MD, United States
| | - Jie Zheng
- Center for Food Safety and Applied Nutrition, U.S. Food and Drug Administration, College Park, MD, United States
| | - Amanda M. Windsor
- Center for Food Safety and Applied Nutrition, U.S. Food and Drug Administration, College Park, MD, United States
| | - Andrea Ottesen
- Center for Veterinary Medicine, U.S. Food and Drug Administration, Laurel, MD, United States
| | - Christopher J. Grim
- Center for Food Safety and Applied Nutrition, U.S. Food and Drug Administration, College Park, MD, United States
| | - Padmini Ramachandran
- Center for Food Safety and Applied Nutrition, U.S. Food and Drug Administration, College Park, MD, United States
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9
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Rosas-Val P, Adhami M, Brotons-Canto A, Gamazo C, Irache JM, Larrañeta E. 3D printing of microencapsulated Lactobacillus rhamnosus for oral delivery. Int J Pharm 2023; 641:123058. [PMID: 37207858 DOI: 10.1016/j.ijpharm.2023.123058] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Revised: 05/10/2023] [Accepted: 05/12/2023] [Indexed: 05/21/2023]
Abstract
3D Printing is an innovative technology within the pharma and food industries that allows the design and manufacturing of novel delivery systems. Orally safe delivery of probiotics to the gastrointestinal tract faces several challenges regarding bacterial viability, in addition to comply with commercial and regulatory standpoints. Lactobacillus rhamnosus CNCM I-4036 (Lr) was microencapsulated in generally recognised as safe (GRAS) proteins, and then assessed for robocasting 3D printing. Microparticles (MP-Lr) were developed and characterised, prior to being 3D printed with pharmaceutical excipients. MP-Lr showed a size of 12.3 ± 4.1 µm and a non-uniform wrinkled surface determined by Scanning Electron Microscopy (SEM). Bacterial quantification by plate counting accounted for 8.68 ±0.6 CFU/g of live bacteria encapsulated within. Formulations were able to keep the bacterial dose constant upon contact with gastric and intestinal pH. Printlets consisted in oval-shape formulations (15 mm × 8 mm × 3.2 mm) of ca. 370 mg of total weight, with a uniform surface. After the 3D printing process, bacterial viability remained even as MP-Lr protected bacteria alongside the process (log reduction of 0.52, p>0.05) in comparison with non-encapsulated probiotic (log reduction of 3.05). Moreover, microparticle size was not altered during the 3D printing process. We confirmed the success of this technology for developing an orally safe formulation, GRAS category, of microencapsulated Lr for gastrointestinal vehiculation.
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Affiliation(s)
- Pablo Rosas-Val
- Nucaps Nanotechnology S.L., Spain; Department of Microbiology & Parasitology, University of Navarra, Spain
| | | | | | - Carlos Gamazo
- Department of Microbiology & Parasitology, University of Navarra, Spain
| | - Juan M Irache
- Department of Technology & Pharmaceutical Chemistry, University of Navarra, Spain
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10
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Mottola A, Piredda R, Lorusso L, Armani A, Di Pinto A. Preliminary study on species authentication in poultry meat products by next-generation sequencing. Food Control 2023. [DOI: 10.1016/j.foodcont.2022.109459] [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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11
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Shehata HR, Newmaster SG. The power of DNA based methods in probiotic authentication. Front Microbiol 2023; 14:1158440. [PMID: 37138639 PMCID: PMC10150049 DOI: 10.3389/fmicb.2023.1158440] [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: 02/03/2023] [Accepted: 03/24/2023] [Indexed: 05/05/2023] Open
Abstract
Introduction The global probiotic market is growing rapidly, and strict quality control measures are required to ensure probiotic product efficacy and safety. Quality assurance of probiotic products involve confirming the presence of specific probiotic strains, determining the viable cell counts, and confirming the absence of contaminant strains. Third-party evaluation of probiotic quality and label accuracy is recommended for probiotic manufacturers. Following this recommendation, multiple batches of a top selling multi-strain probiotic product were evaluated for label accuracy. Methods A total of 55 samples (five multi-strain finished products and 50 single-strain raw ingredients) containing a total of 100 probiotic strains were evaluated using a combination of molecular methods including targeted PCR, non-targeted amplicon-based High Throughput Sequencing (HTS), and non-targeted Shotgun Metagenomic Sequencing (SMS). Results Targeted testing using species-specific or strain-specific PCR methods confirmed the identity of all strains/species. While 40 strains were identified to strain level, 60 strains were identified to species level only due to lack of strain-specific identification methods. In amplicon based HTS, two variable regions of 16S rRNA gene were targeted. Based on V5-V8 region data, ~99% of total reads per sample corresponded to target species, and no undeclared species were detected. Based on V3-V4 region data, ~95%-97% of total reads per sample corresponded to target species, while ~2%-3% of reads matched undeclared species (Proteus species), however, attempts to culture Proteus confirmed that all batches were free from viable Proteus species. Reads from SMS assembled to the genomes of all 10 target strains in all five batches of the finished product. Discussion While targeted methods enable quick and accurate identification of target taxa in probiotic products, non-targeted methods enable the identification of all species in a product including undeclared species, with the caveats of complexity, high cost, and long time to result.
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Affiliation(s)
- Hanan R. Shehata
- Natural Health Product Research Alliance, Department of Integrative Biology, College of Biological Science, University of Guelph, Guelph, ON, Canada
- Department of Microbiology, Faculty of Pharmacy, Mansoura University, Mansoura, Egypt
- *Correspondence: Hanan R. Shehata,
| | - Steven G. Newmaster
- Natural Health Product Research Alliance, Department of Integrative Biology, College of Biological Science, University of Guelph, Guelph, ON, Canada
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12
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Abstract
Extremely preterm infants are particularly vulnerable to systemic infections secondary to their immature immune defenses, prolonged hospitalizations, delays in enteral feeding, early antibiotic exposure, and need for life-sustaining invasive interventions. There have been several evidence-based practices for infection prevention in this population, such as human milk feedings, utilization of "bundle checklists" and decolonization of pathogenic organisms. Other practices, such as the use of probiotics, human milk-derived fortifiers, and antifungal prophylaxis are more controversial and require further investigation regarding the risks and benefits of such interventions. This chapter examines the susceptibility of the preterm newborn infant to invasive infections and describes several strategies for infection prevention, along with the associated limitations of such practices. It also addresses the various gaps in our understanding of preventing infections in this population, and the need for additional large multi-center randomized controlled trials. Additionally, the role of the SARs-CoV-2 global pandemic and associated strategies for infection prevention in the NICU are discussed.
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13
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Berreta A, Kopper J. Equine probiotics-what are they, where are we and where do we need to go? J Equine Vet Sci 2022; 115:104037. [DOI: 10.1016/j.jevs.2022.104037] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2021] [Revised: 05/03/2022] [Accepted: 06/06/2022] [Indexed: 11/26/2022]
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14
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Kim E, Kim D, Yang SM, Kim HY. Validation of probiotic species or subspecies identity in commercial probiotic products using high-resolution PCR method based on large-scale genomic analysis. Food Res Int 2022; 154:111011. [DOI: 10.1016/j.foodres.2022.111011] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2021] [Revised: 02/10/2022] [Accepted: 02/12/2022] [Indexed: 12/18/2022]
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15
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Multiplex SYBR Green real-time PCR for Lactobacillus acidophilus group species targeting biomarker genes revealed by a pangenome approach. Microbiol Res 2022; 259:127013. [DOI: 10.1016/j.micres.2022.127013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2021] [Revised: 02/16/2022] [Accepted: 03/16/2022] [Indexed: 11/19/2022]
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Aziz G, Zaidi A, Tariq M. Compositional Quality and Possible Gastrointestinal Performance of Marketed Probiotic Supplements. Probiotics Antimicrob Proteins 2022; 14:288-312. [PMID: 35199309 DOI: 10.1007/s12602-022-09931-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/11/2022] [Indexed: 12/15/2022]
Abstract
The local pharmacies and shops are brimming with various probiotic products that herald a range of health benefits. The poor quality of probiotic products in both dosage and species is symptomatic of this multi-billion-dollar market making it difficult for consumers to single out reliable ones. This study aims to fill the potential gap in the labeling accuracy of probiotic products intended for human consumption. We describe a combinatorial approach using classical culture-dependent technique to quantify and molecular techniques (16 s rRNA gene sequencing, multilocus sequence, and ribotyping) for strain recognition of the microbial contents. The full gamut of probiotic characteristics including acid, bile and lysozyme tolerances, adhesiveness, anti-pathogenicity, and degree of safeness were performed. Their capacity to endure gastro-intestinal (GIT) stresses and select drugs was assessed in vitro. Our results forced us to declare that the local probiotic market is essentially unregulated. Almost none of the probiotic products tested met the label claim. Some (11%) have no viable cells, and a quarter (27%) showing significant inter-batch variation. A lower microbial count was typical with undesirables constituting a quarter of the total (~ 27%). Half of the products contained antibiotic-resistant strains; the unregulated use of these probiotics carries the risk of spreading antibiotic resistance to gut pathobionts. Poor tolerance to gut conditions and mediocre functionalism make the case worse. The current regulatory systems do not take this discrepancy into account. We recommend an evidence-based regular market surveillance of marketed probiotics to ensure the authenticity of the claims and product effectiveness.
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Affiliation(s)
- Ghazal Aziz
- National Probiotic Laboratory, National Institute for Biotechnology and Genetic Engineering College (NIBGE-C)-PIEAS, Faisalabad, 38000, Punjab, Pakistan
- Pakistan Institute of Engineering and Applied Sciences (PIEAS), Nilore, Islamabad, 45650, ICT, Pakistan
| | - Arsalan Zaidi
- National Probiotic Laboratory, National Institute for Biotechnology and Genetic Engineering College (NIBGE-C)-PIEAS, Faisalabad, 38000, Punjab, Pakistan.
- Pakistan Institute of Engineering and Applied Sciences (PIEAS), Nilore, Islamabad, 45650, ICT, Pakistan.
| | - Muhammad Tariq
- National Probiotic Laboratory, National Institute for Biotechnology and Genetic Engineering College (NIBGE-C)-PIEAS, Faisalabad, 38000, Punjab, Pakistan
- Pakistan Institute of Engineering and Applied Sciences (PIEAS), Nilore, Islamabad, 45650, ICT, Pakistan
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Lugli GA, Longhi G, Alessandri G, Mancabelli L, Tarracchini C, Fontana F, Turroni F, Milani C, Di Pierro F, van Sinderen D, Ventura M. The Probiotic Identity Card: A Novel “Probiogenomics” Approach to Investigate Probiotic Supplements. Front Microbiol 2022; 12:790881. [PMID: 35126330 PMCID: PMC8814603 DOI: 10.3389/fmicb.2021.790881] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2021] [Accepted: 12/14/2021] [Indexed: 12/19/2022] Open
Abstract
Probiotic bacteria are widely administered as dietary supplements and incorporated as active ingredients in a variety of functional foods due to their purported health-promoting features. Currently available probiotic products may have issues with regards to their formulation, such as insufficient levels of viable probiotic bacteria, complete lack of probiotic strains that are stated to be present in the product, and the presence of microbial contaminants. To avoid the distribution of such unsuitable or misleading products, we propose here a novel approach named Probiotic Identity Card (PIC), involving a combination of shotgun metagenomic sequencing and bacterial cell enumeration by flow cytometry. PIC was tested on 12 commercial probiotic supplements revealing several inconsistencies in the formulation of five such products based on their stated microbial composition and viability.
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Affiliation(s)
- Gabriele Andrea Lugli
- Laboratory of Probiogenomics, Department of Chemistry, Life Sciences, and Environmental Sustainability, University of Parma, Parma, Italy
| | - Giulia Longhi
- Laboratory of Probiogenomics, Department of Chemistry, Life Sciences, and Environmental Sustainability, University of Parma, Parma, Italy
- GenProbio Srl, Parma, Italy
| | - Giulia Alessandri
- Laboratory of Probiogenomics, Department of Chemistry, Life Sciences, and Environmental Sustainability, University of Parma, Parma, Italy
| | - Leonardo Mancabelli
- Laboratory of Probiogenomics, Department of Chemistry, Life Sciences, and Environmental Sustainability, University of Parma, Parma, Italy
| | - Chiara Tarracchini
- Laboratory of Probiogenomics, Department of Chemistry, Life Sciences, and Environmental Sustainability, University of Parma, Parma, Italy
| | - Federico Fontana
- Laboratory of Probiogenomics, Department of Chemistry, Life Sciences, and Environmental Sustainability, University of Parma, Parma, Italy
- GenProbio Srl, Parma, Italy
| | - Francesca Turroni
- Laboratory of Probiogenomics, Department of Chemistry, Life Sciences, and Environmental Sustainability, University of Parma, Parma, Italy
- Microbiome Research Hub, University of Parma, Parma, Italy
| | - Christian Milani
- Laboratory of Probiogenomics, Department of Chemistry, Life Sciences, and Environmental Sustainability, University of Parma, Parma, Italy
- Microbiome Research Hub, University of Parma, Parma, Italy
| | - Francesco Di Pierro
- Velleja Research, Milan, Italy
- Digestive Endoscopy Unit and Gastroenterology, Fondazione Poliambulanza, Brescia, Italy
| | - Douwe van Sinderen
- APC Microbiome Institute and School of Microbiology, Bioscience Institute, National University of Ireland, Cork, Ireland
| | - Marco Ventura
- Laboratory of Probiogenomics, Department of Chemistry, Life Sciences, and Environmental Sustainability, University of Parma, Parma, Italy
- Microbiome Research Hub, University of Parma, Parma, Italy
- *Correspondence: Marco Ventura,
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18
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Shehata HR, Kiefer A, Morovic W, Newmaster SG. Locked Nucleic Acid Hydrolysis Probes for the Specific Identification of Probiotic Strains Bifidobacterium animalis subsp. lactis DSM 15954 and Bi-07™. Front Microbiol 2022; 12:801795. [PMID: 35003031 PMCID: PMC8733699 DOI: 10.3389/fmicb.2021.801795] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2021] [Accepted: 11/25/2021] [Indexed: 11/13/2022] Open
Abstract
Probiotic health benefits are now well-recognized to be strain specific. Probiotic strain characterization and identification is thus important in clinical research and in the probiotic industry. This is becoming especially important with reports of probiotic products failing to meet the declared strain content, potentially compromising their efficacy. Availability of reliable identification methods is essential for strain authentication during discovery, evaluation and commercialization of a probiotic strain. This study aims to develop identification methods for strains Bifidobacterium animalis subsp. lactis DSM 15954 and Bi-07 (Bi-07™) based on real-time PCR, targeting single nucleotide polymorphisms (SNPs). The SNPs were targeted by PCR assays with locked nucleic acid (LNA) probes, which is a novel application in probiotic identification. The assays were then validated following the guidelines for validating qualitative real-time PCR assays. Each assay was evaluated for specificity against 22 non-target strains including closely related Bifidobacterium animalis subsp. lactis strains and were found to achieve 100% true positive and 0% false positive rates. To determine reaction sensitivity and efficiency, three standard curves were established for each strain. Reaction efficiency values were 86, 91, and 90% (R square values > 0.99), and 87, 84, and 86% (R square values > 0.98) for B. animalis subsp. lactis DSM 15954 and Bi-07 assays, respectively. The limit of detection (LOD) was 5.0 picograms and 0.5 picograms of DNA for DSM 15954 and Bi-07 assays, respectively. Each assay was evaluated for accuracy using five samples tested at three different DNA concentrations and both assays proved to be highly repeatable and reproducible. Standard deviation of Cq values between two replicates was always below 1.38 and below 1.68 for DSM 15954 and Bi-07 assays, respectively. The assays proved to be applicable to mono-strain and multi-strain samples as well as for samples in various matrices of foods or dietary supplement ingredients. Overall, the methods demonstrated high specificity, sensitivity, efficiency and precision and broad applicability to sample, matrix and machine types. These methods facilitate strain level identification of the highly monophyletic strains B. animalis subsp. lactis DSM 15954 and Bi-07 to ensure probiotic efficacy and provide a strategy to identify other closely related probiotics organisms.
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Affiliation(s)
- Hanan R Shehata
- Natural Health Product Research Alliance, College of Biological Science, University of Guelph, Guelph, ON, Canada.,Department of Microbiology, Faculty of Pharmacy, Mansoura University, Mansoura, Egypt
| | - Anthony Kiefer
- IFF Health & Biosciences, International Flavors and Fragrances, Inc., Madison, WI, United States
| | - Wesley Morovic
- IFF Health & Biosciences, International Flavors and Fragrances, Inc., Madison, WI, United States
| | - Steven G Newmaster
- Natural Health Product Research Alliance, College of Biological Science, University of Guelph, Guelph, ON, Canada
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19
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Cosme F, Inês A, Vilela A. Consumer's acceptability and health consciousness of probiotic and prebiotic of non-dairy products. Food Res Int 2022; 151:110842. [PMID: 34980381 DOI: 10.1016/j.foodres.2021.110842] [Citation(s) in RCA: 34] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2021] [Revised: 11/01/2021] [Accepted: 11/27/2021] [Indexed: 12/12/2022]
Abstract
Human gut microbiota is a protective agent of intestinal and systemic health, and its modulation is of great interest for human wellbeing. In the world of biotics, besides probiotics, prebiotics, and synbiotics, also appears the denomination of "postbiotics" and "psychobiotics". Fermented dairy products are, traditionally, the major source of probiotics. Nevertheless, due to the increasing number of lactose-intolerant individuals and strict vegetarians, there is a need for innovative non-dairy products. Non-dairy biotics are being included in the normal diet and due to technological advances, many products are created using non-conventional food matrices like kombucha tea, herbal tea, baking mix, and cereal-based products. The microorganisms most used as probiotics in many of the non-dairy products are strains belonging to the genera Bifidobacterium, Enterococcus, Lactobacillus, Lactococcus, Streptococcus, and Bacillus, and some yeast strains namely Saccharomyces cerevisiae var. boulardii. Recently, several other yeasts have been described as having probiotic properties. This review describes gut-derived effects in humans of possible microorganisms, such as yeasts, and bacteria, isolated from non-dairy fermented and non-fermented foods and beverages. The microorganisms responsible for the processing of these non-dairy fermented products, together with the prebiotics, form a class of nutrients that have been proven to be beneficial for our gut health.
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Affiliation(s)
- Fernanda Cosme
- Chemistry Research Centre-Vila Real (CQ-VR), Dep. of Biology and Environment, School of Life Sciences and Environment, University of Trás-os-Montes and Alto Douro, Vila Real, Portugal
| | - António Inês
- Chemistry Research Centre-Vila Real (CQ-VR), Dep. of Biology and Environment, School of Life Sciences and Environment, University of Trás-os-Montes and Alto Douro, Vila Real, Portugal
| | - Alice Vilela
- Chemistry Research Centre-Vila Real (CQ-VR), Dep. of Biology and Environment, School of Life Sciences and Environment, University of Trás-os-Montes and Alto Douro, Vila Real, Portugal.
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20
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Ilina L, Filippova V, Ponomareva E, Brazhnik E, Dunyashev T, Laishev K. Analysis of the probiotic activity of Bacillus velezensis RT-26 strain isolated from reindeer rumen by whole-genome sequencing. BIO WEB OF CONFERENCES 2022. [DOI: 10.1051/bioconf/20224803002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
The paper analyses the properties of Bacillus velezensis RT-26, a probiotic strain isolated from reindeer rumen, which has high activity towards fiber degradation, against bacterial and fungal pathogens. The analysis was performed using whole-genome sequencing of the strain using the Illumina platform. The study revealed that strain RT-26 possessed a complete set of metabolic pathways, including glycolysis, the tricarboxylic acid cycle, and the pentose phosphate pathway. 411 genes were involved in carbohydrate metabolism in the strain genome, 229 genes were related to vitamin and coenzyme metabolism, 149 genes were involved in fatty acid metabolism. The synthesis pathways of various amino acids, most B vitamins (thiamine, riboflavin, nicotiamide, vitamin B5) were identified in the genome. A complete pathway for synthesis of the dipeptide antibiotic bacilisin was detected in the strain. In addition, the strain is capable of synthesizing class A beta-lactamase. No genes responsible for the degradation of mycotoxins and xenobiotics were detected in the genome of the strain studied. A number of glycosyl hydrolase families were detected in the strain genome: GH 1, 3, 4, 5, 6, 11, 13, 16, 18, 20, 23, 26, 28, 30, 32, 43, 46, 51, 53, 68, 68, 73, 101, 109, 126. Carbohydrate-binding proteins were of the SVM 50 family. Glycosyltransferases were of GT 1, 2, 4, 8, 26, 28, 30, 51, 83 families. In the genome of Bacillus velezensis strain RT-26, cellulases related to families GH 5, 6, 26, 51, chitinases related to families GH 18 and 23, and xylanases related to families GH 1, 3, 4, 16, 30, 43 were found. Thus, strain B. velezensis RT-26 has several phenotypically and genotypically proven properties that can characterize it as a good probiotic microorganism.
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Mazzantini D, Celandroni F, Calvigioni M, Panattoni A, Labella R, Ghelardi E. Microbiological Quality and Resistance to an Artificial Gut Environment of Two Probiotic Formulations. Foods 2021; 10:2781. [PMID: 34829062 PMCID: PMC8617924 DOI: 10.3390/foods10112781] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2021] [Revised: 11/09/2021] [Accepted: 11/10/2021] [Indexed: 12/18/2022] Open
Abstract
The quality control of probiotic products is the focus of numerous organizations worldwide. Several studies have highlighted the poor microbiological quality of many commercial probiotic formulations in terms of the identity of the contained microorganisms, viability, and purity, thus precluding the expected health benefits and representing a potential health risk for consumers. In this paper, we analyzed the contents of two probiotic formulations, one composed of an encapsulated mixture of lactobacilli and bifidobacteria, and one by a lyophilized yeast. The microorganisms contained in the products were quantified and identified using up-to-date methodologies, such as MALDI-TOF MS and metagenomic analysis. Moreover, as acid and bile tolerance is included among the criteria used to select probiotic microorganisms, in vitro tests were performed to evaluate the behavior of the formulations in conditions mimicking the harsh gastric environment and the intestinal fluids. Our results indicate the high quality of the formulations in terms of the enumeration and identification of the contained organisms, as well as the absence of contaminants. Moreover, both products tolerated the acidic conditions well, with encapsulation providing further protection for the microorganisms. A good tolerance to the simulated artificial intestinal conditions was also evidenced for both preparations.
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Affiliation(s)
- Diletta Mazzantini
- Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Via San Zeno 37, 56127 Pisa, Italy; (D.M.); (F.C.); (M.C.); (A.P.)
| | - Francesco Celandroni
- Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Via San Zeno 37, 56127 Pisa, Italy; (D.M.); (F.C.); (M.C.); (A.P.)
| | - Marco Calvigioni
- Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Via San Zeno 37, 56127 Pisa, Italy; (D.M.); (F.C.); (M.C.); (A.P.)
| | - Adelaide Panattoni
- Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Via San Zeno 37, 56127 Pisa, Italy; (D.M.); (F.C.); (M.C.); (A.P.)
| | - Roberto Labella
- Sanofi Consumer Health Care, Reading, Berkshire RG6 1PT, UK;
| | - Emilia Ghelardi
- Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Via San Zeno 37, 56127 Pisa, Italy; (D.M.); (F.C.); (M.C.); (A.P.)
- Research Center Nutraceuticals and Food for Health-Nutrafood, University of Pisa, 56127 Pisa, Italy
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22
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Haendiges J, Davidson GR, Pettengill JB, Reed E, Ramachandran P, Blessington T, Miller JD, Anderson N, Myoda S, Brown EW, Zheng J, Tikekar R, Hoffmann M. Genomic evidence of environmental and resident Salmonella Senftenberg and Montevideo contamination in the pistachio supply-chain. PLoS One 2021; 16:e0259471. [PMID: 34735518 PMCID: PMC8568146 DOI: 10.1371/journal.pone.0259471] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Accepted: 10/19/2021] [Indexed: 12/04/2022] Open
Abstract
Pistachios have been implicated in two salmonellosis outbreaks and multiple recalls in the U.S. This study performed an in-depth retrospective data analysis of Salmonella associated with pistachios as well as a storage study to evaluate the survivability of Salmonella on inoculated inshell pistachios to further understand the genetics and microbiological dynamics of this commodity-pathogen pair. The retrospective data analysis on isolates associated with pistachios was performed utilizing short-read and long-read sequencing technologies. The sequence data were analyzed using two methods: the FDA's Center for Food Safety and Applied Nutrition Single Nucleotide Polymorphism (SNP) analysis and Whole Genome Multilocus Sequence Typing (wgMLST). The year-long storage study evaluated the survival of five strains of Salmonella on pistachios stored at 25 °C at 35% and 54% relative humidity (RH). Our results demonstrate: i) evidence of persistent Salmonella Senftenberg and Salmonella Montevideo strains in pistachio environments, some of which may be due to clonal resident strains and some of which may be due to preharvest contamination; ii) presence of the Copper Homeostasis and Silver Resistance Island (CHASRI) in Salmonella Senftenberg and Montevideo strains in the pistachio supply chain; and iii) the use of metagenomic analysis is a novel tool for determining the composition of serovar survival in a cocktail inoculated storage study.
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Affiliation(s)
- Julie Haendiges
- Center for Food Safety and Applied Nutrition, Food and Drug Administration, College Park, Maryland, United States of America
- Department of Nutrition and Food Science, University of Maryland, College Park, Maryland, United States of America
| | - Gordon R Davidson
- Center for Food Safety and Applied Nutrition, Food and Drug Administration, College Park, Maryland, United States of America
| | - James B Pettengill
- Center for Food Safety and Applied Nutrition, Food and Drug Administration, College Park, Maryland, United States of America
| | - Elizabeth Reed
- Center for Food Safety and Applied Nutrition, Food and Drug Administration, College Park, Maryland, United States of America
| | - Padmini Ramachandran
- Center for Food Safety and Applied Nutrition, Food and Drug Administration, College Park, Maryland, United States of America
| | - Tyann Blessington
- Center for Food Safety and Applied Nutrition, Food and Drug Administration, College Park, Maryland, United States of America
| | - Jesse D Miller
- Neogen Corporation, Lansing, Michigan, United States of America
| | - Nathan Anderson
- Center for Food Safety and Applied Nutrition, Food and Drug Administration, Bedford Park, Illinois, United States of America
| | - Sam Myoda
- IEH Incorporated, Seattle, Washington, United States of America
| | - Eric W Brown
- Center for Food Safety and Applied Nutrition, Food and Drug Administration, College Park, Maryland, United States of America
| | - Jie Zheng
- Center for Food Safety and Applied Nutrition, Food and Drug Administration, College Park, Maryland, United States of America
| | - Rohan Tikekar
- Department of Nutrition and Food Science, University of Maryland, College Park, Maryland, United States of America
| | - Maria Hoffmann
- Center for Food Safety and Applied Nutrition, Food and Drug Administration, College Park, Maryland, United States of America
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23
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Shehata HR, Newmaster SG. Enumeration of Probiotic Strain Lacticaseibacillus rhamnosus GG (ATCC 53103) Using Viability Real-time PCR. Probiotics Antimicrob Proteins 2021; 13:1611-1620. [PMID: 34591288 DOI: 10.1007/s12602-021-09849-6] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/21/2021] [Indexed: 12/18/2022]
Abstract
Probiotic health benefits are strain specific and are dose dependent. Hence, administering the correct strains, at the recommended doses is essential to achieve probiotic health benefits. Reliable methods are needed to facilitate probiotic strain identification and enumeration. Plate count methods are the most commonly used methods for probiotic enumeration. However, these methods are time-consuming, laborious, highly variable, and non-specific. Here, we developed a real-time PCR method for enumeration of a commonly used strain, Lacticaseibacillus rhamnosus GG. The method utilizes PMAxx as a viability dye to enumerate viable cells only. Optimization of viability treatment showed that PMAxx at a final concentration of 50 μM was effective in inactivating DNA from dead cells, and that bead beating for 5 min at 3000 rpm was effective in liberating DNA. The assay demonstrated high efficiency between 93 and 102%, with R2 values > 0.99. The assay showed high precision with relative standard deviation (RSD%) below 2.3%. Assay performance was compared to a plate count method in which there was a strong correlation between both methods (Pearson r = 0.8443). This method offers a 10 × shorter time for results and a higher precision compared to plate count methods. Furthermore, this method enables specific enumeration of L. rhamnosus GG in multi-strain products, which is not possible to achieve using plate count methods. This novel method facilitates faster and more accurate enumeration of L. rhamnosus GG as a raw ingredient as well as in finished products which enables better quality assurance and efficacy of probiotics for consumers.
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Affiliation(s)
- Hanan R Shehata
- College of Biological Science, NHP Research Alliance, University of Guelph, Guelph, ON, N1G 2W1, Canada.
- Department of Microbiology, Faculty of Pharmacy, Mansoura University, Mansoura, Egypt.
| | - Steven G Newmaster
- College of Biological Science, NHP Research Alliance, University of Guelph, Guelph, ON, N1G 2W1, Canada
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24
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Babu US, Harrison LM, Patel IR, Mammel MK, Bigley E, Balan KV. Development and validation of an improved method for the detection of Salmonella in cinnamon bark and oregano leaves using the adsorbent beta zeolite in the pre-enrichment media. Food Microbiol 2021; 100:103852. [PMID: 34416956 DOI: 10.1016/j.fm.2021.103852] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2020] [Revised: 05/20/2021] [Accepted: 06/03/2021] [Indexed: 11/29/2022]
Abstract
The detection of Salmonella in spices is challenging due to the presence of antibacterial components. In this study, we evaluated the use of an adsorbent beta zeolite in pre-enrichment media to improve the recovery of Salmonella from cinnamon bark and oregano leaves. Samples (25 g) were spiked with varying levels of S. Montevideo or S. Senftenberg. After 2 weeks of stabilization at RT, betazeolite was added to cinnamon and oregano samples prior to the addition of 225 mL or 475 mL of pre-enrichment media, respectively. Detection sensitivity and rate of the test method were compared to the FDA Bacteriological Analytical Manual (BAM) method which requires the use of 2.5 L pre-enrichment broth. While Salmonella could not be detected in the test method using the reduced volume of pre-enrichment media alone, the addition of beta zeolite resulted in a positivity rate of 62% and 72.6% for cinnamon bark and oregano leaves respectively (all spike levels and both serovars combined). Furthermore, while there were differences in the LOD50 compared to the BAM method, there was no significant difference in the minimum level of detection between the betazeolite and the BAM methods. Our results demonstrate that the use of betazeolite in the pre-enrichment media offers a method with reduced media volumes without compromising on the sensitivity or efficiency of Salmonella detection in cinnamon bark and oregano leaves.
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Affiliation(s)
- Uma S Babu
- Office of Applied Research and Safety Assessment, Center for Food Safety and Applied Nutrition, U.S. Food and Drug Administration, Laurel, MD, United States
| | - Lisa M Harrison
- Office of Applied Research and Safety Assessment, Center for Food Safety and Applied Nutrition, U.S. Food and Drug Administration, Laurel, MD, United States
| | - Isha R Patel
- Office of Applied Research and Safety Assessment, Center for Food Safety and Applied Nutrition, U.S. Food and Drug Administration, Laurel, MD, United States
| | - Mark K Mammel
- Office of Applied Research and Safety Assessment, Center for Food Safety and Applied Nutrition, U.S. Food and Drug Administration, Laurel, MD, United States
| | - Elmer Bigley
- Office of Applied Research and Safety Assessment, Center for Food Safety and Applied Nutrition, U.S. Food and Drug Administration, Laurel, MD, United States
| | - Kannan V Balan
- Office of Applied Research and Safety Assessment, Center for Food Safety and Applied Nutrition, U.S. Food and Drug Administration, Laurel, MD, United States.
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25
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Mazzantini D, Calvigioni M, Celandroni F, Lupetti A, Ghelardi E. Spotlight on the Compositional Quality of Probiotic Formulations Marketed Worldwide. Front Microbiol 2021; 12:693973. [PMID: 34354690 PMCID: PMC8329331 DOI: 10.3389/fmicb.2021.693973] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Accepted: 06/29/2021] [Indexed: 11/13/2022] Open
Abstract
On the worldwide market, a great number of probiotic formulations are available to consumers as drugs, dietary supplements, and functional foods. For exerting their beneficial effects on host health, these preparations should contain a sufficient amount of the indicated living microbes and be pathogen-free to be safe. Therefore, the contained microbial species and their amount until product expiry are required to be accurately reported on the labels. While commercial formulations licensed as drugs are subjected to rigorous quality controls, less stringent regulations are generally applied to preparations categorized as dietary supplements and functional foods. Many reports indicated that the content of several probiotic formulations does not always correspond to the label claims in terms of microbial identification, number of living organisms, and purity, highlighting the requirement for more stringent quality controls by manufacturers. The main focus of this review is to provide an in-depth overview of the microbiological quality of probiotic formulations commercialized worldwide. Many incongruences in the compositional quality of some probiotic formulations available on the worldwide market were highlighted. Even if manufacturers carry at least some of the responsibility for these inconsistencies, studies that analyze probiotic products should be conducted following recommended and up-to-date methodologies.
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Affiliation(s)
- Diletta Mazzantini
- Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Pisa, Italy
| | - Marco Calvigioni
- Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Pisa, Italy
| | - Francesco Celandroni
- Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Pisa, Italy
| | - Antonella Lupetti
- Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Pisa, Italy
| | - Emilia Ghelardi
- Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Pisa, Italy.,Research Center Nutraceuticals and Food for Health-Nutrafood, University of Pisa, Pisa, Italy
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26
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Mohar Lorbeg P, Golob M, Kramer M, Treven P, Bogovič Matijašić B. Evaluation of Dietary Supplements Containing Viable Bacteria by Cultivation/MALDI-TOF Mass Spectrometry and PCR Identification. Front Microbiol 2021; 12:700138. [PMID: 34349743 PMCID: PMC8326757 DOI: 10.3389/fmicb.2021.700138] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2021] [Accepted: 06/10/2021] [Indexed: 11/30/2022] Open
Abstract
The insufficient quality of products containing beneficial live bacteria in terms of content and viability of labelled microorganisms is an often-reported problem. The aim of this work was to evaluate the quality of dietary supplements containing viable bacteria available in Slovenian pharmacies using plate counting, matrix-assisted laser desorption ionisation time-of-flight mass spectrometry (MALDI-TOF MS) and species- or subspecies-specific PCR with DNA isolated from consortia of viable bacteria, from individual isolates, or directly from the products. Twelve percent of the products (3 of 26) contained insufficient numbers of viable bacteria. Eighty-three of the labelled species (111 in total) were confirmed by PCR with DNA from the product; 74% of these were confirmed by PCR with DNA from viable consortium, and 65% of these were confirmed by MALDI-TOF MS analysis of colonies. Certain species in multi-strain products were confirmed by PCR with DNA from viable consortia but not by MALDI-TOF MS, suggesting that the number of isolates examined (three per labelled strain) was too low. With the exception of Lacticaseibacillus casei and closely related species (Lacticaseibacillus rhamnosus and Lacticaseibacillus zeae), PCR and MALDI-TOF identification results agreed for 99% of the isolates examined, although several MALDI-TOF results had lower score values (1.700-1.999), indicating that the species identification was not reliable. The species L. zeae, which appeared in 20 matches of the Biotyper analysis, was identified as L. rhamnosus by PCR. The MALDI-TOF MS analysis was also unsuccessful in detecting Lactobacillus acidophilus La-5 and Bacillus coagulans due to missing peaks and unreliable identification, respectively. Mislabelling was detected by both methods for two putative L. casei strains that turned out to belong to the species Lacticaseibacillus paracasei. PCR remains more successful in subspecies-level identification as long as the database of MALDI-TOF MS spectra is not expanded by building in-house databases. The lack of positive PCR results with viable consortia or colonies, but positive PCR results with DNA isolated directly from the products observed in 10% (11/112) of the labelled strains, suggests the presence of non-culturable bacteria in the products. MALDI-TOF MS is a faster and simpler alternative to PCR identification, provided that a sufficient number of colonies are examined. Generation of in-house library may further improve the identification accuracy at the species and sub-species level.
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Affiliation(s)
- Petra Mohar Lorbeg
- Department of Animal Science, Biotechnical Faculty, Institute of Dairy Science and Probiotics, University of Ljubljana, Ljubljana, Slovenia
| | - Majda Golob
- Veterinary Faculty, Institute of Microbiology and Parasitology, University of Ljubljana, Ljubljana, Slovenia
| | - Mateja Kramer
- Global Drug Development, Technical Research & Development, Biologics and Cell & Gene Therapy, Novartis, Global Project Management Office, Lek Pharmaceuticals d.d., Mengeš, Slovenia
| | - Primož Treven
- Department of Animal Science, Biotechnical Faculty, Institute of Dairy Science and Probiotics, University of Ljubljana, Ljubljana, Slovenia
| | - Bojana Bogovič Matijašić
- Department of Animal Science, Biotechnical Faculty, Institute of Dairy Science and Probiotics, University of Ljubljana, Ljubljana, Slovenia
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27
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Fusco V, Fanelli F, Chieffi D. Authenticity of probiotic foods and dietary supplements: A pivotal issue to address. Crit Rev Food Sci Nutr 2021; 62:6854-6871. [PMID: 33819118 DOI: 10.1080/10408398.2021.1907300] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
The market of probiotic foods and supplements is growing rapidly but frequently the commercialized products are not compliant with their labels in terms of claimed probiotic strain(s) and labeled number of viable probiotic cells, thus mining the authenticity of these probiotic products.In this review, we provide an up-to-date overview of: (i) the current regulatory aspects, (ii) the consistency of probiotic foods and supplements with their labels, (iii) the implications of mislabeling on the quality, safety and functionality of these products and (iv) the available and most promising methods to assess the authenticity of these products, taking into account the need to discriminate among the different physiological states probiotics might be in the carrier matrices. It arises that authenticity of probiotic foods and supplements is an urgent issue, of industrial and legislation relevance, that need to be addressed. A plethora of methods are available to reach this goal, each with its own advantages and disadvantages. Protocols that combine the use of propidium monoazide (PMA) with metagenomics or polyphasic approaches including the PMA real time PCR or flow cytometry (for the viability assessment) and the whole genome sequence analysis (for the identification and typing of the probiotic strain) are the most promising that should be standardized and used by producers and regulators.
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Affiliation(s)
- Vincenzina Fusco
- National Research Council of Italy, Institute of Sciences of Food Production (CNR-ISPA), Bari, Italy
| | - Francesca Fanelli
- National Research Council of Italy, Institute of Sciences of Food Production (CNR-ISPA), Bari, Italy
| | - Daniele Chieffi
- National Research Council of Italy, Institute of Sciences of Food Production (CNR-ISPA), Bari, Italy
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28
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Wang Y, Liang Q, Lu B, Shen H, Liu S, Shi Y, Leptihn S, Li H, Wei J, Liu C, Xiao H, Zheng X, Liu C, Chen H. Whole-genome analysis of probiotic product isolates reveals the presence of genes related to antimicrobial resistance, virulence factors, and toxic metabolites, posing potential health risks. BMC Genomics 2021; 22:210. [PMID: 33761872 PMCID: PMC7988973 DOI: 10.1186/s12864-021-07539-9] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2021] [Accepted: 03/15/2021] [Indexed: 11/10/2022] Open
Abstract
Background Safety issues of probiotic products have been reported frequently in recent years. Ten bacterial strains isolated from seven commercial probiotic products on market were evaluated for their safety, by whole-genome analysis. Results We found that the bacterial species of three probiotic products were incorrectly labeled. Furthermore, six probiotic product isolates (PPS) contained genes for the production of toxic metabolites, while another three strains contained virulence genes, which might pose a potential health risk. In addition, three of them have drug-resistance genes, among which two strains potentially displayed multidrug resistance. One isolate has in silico predicted transferable genes responsible for toxic metabolite production, and they could potentially transfer to human gut microflora or environmental bacteria. Isolates of Lactobacillus rhamnosus and Bifidobacterium animalis subsp. lactis are associated with low risk for human consumption. Based on a comparative genome analysis, we found that the isolated Enterococcus faecium TK-P5D clustered with a well-defined probiotic strain, while E. faecalis TK-P4B clustered with a pathogenic strain. Conclusions Our work clearly illustrates that whole-genome analysis is a useful method to evaluate the quality and safety of probiotic products. Regulatory quality control and stringent regulations on probiotic products are needed to ensure safe consumption and protect human health. Supplementary Information The online version contains supplementary material available at 10.1186/s12864-021-07539-9.
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Affiliation(s)
- Ying Wang
- Key laboratory of Microbial technology and Bioinformatics of Zhejiang Province, Zhejiang Institute of Microbiology, Hangzhou, 310012, Zhejiang, China
| | - Qian Liang
- Key laboratory of Microbial technology and Bioinformatics of Zhejiang Province, Zhejiang Institute of Microbiology, Hangzhou, 310012, Zhejiang, China
| | - Bian Lu
- Xiaoshan Center for Disease Control and Prevention, Hangzhou, 311201, Zhejiang, China
| | - Hong Shen
- NMPA Key laboratory for Testing and Risk Warning of Pharmaceutical Microbiology, Biological Inspection Department, Zhejiang Institute for Food and Drug Control, Hangzhou, 310052, Zhejiang, China
| | - Shuyan Liu
- Dalian Customs District, Dalian, 116001, Liaoning, China
| | - Ya Shi
- Key laboratory of Microbial technology and Bioinformatics of Zhejiang Province, Zhejiang Institute of Microbiology, Hangzhou, 310012, Zhejiang, China
| | - Sebastian Leptihn
- Zhejiang University-University of Edinburgh Institute, School of Medicine, Zhejiang University, Hangzhou, 310058, Zhejiang, China
| | - Hong Li
- China National Accreditation Institute for Conformity Assessment, Beijing, 100062, China
| | - Jin Wei
- Nordkapp Medical Group, Hangzhou, 311121, Zhejiang, China
| | - Chengzhi Liu
- Key laboratory of Microbial technology and Bioinformatics of Zhejiang Province, Zhejiang Institute of Microbiology, Hangzhou, 310012, Zhejiang, China
| | - Hailong Xiao
- Hangzhou Institute for Food and Drug Control, Hangzhou, 310018, Zhejiang, China
| | - Xiaoling Zheng
- NMPA Key laboratory for Testing and Risk Warning of Pharmaceutical Microbiology, Biological Inspection Department, Zhejiang Institute for Food and Drug Control, Hangzhou, 310052, Zhejiang, China
| | - Chao Liu
- Department of Orthopaedics, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, 310009, Zhejiang, China.
| | - Huan Chen
- Key laboratory of Microbial technology and Bioinformatics of Zhejiang Province, Zhejiang Institute of Microbiology, Hangzhou, 310012, Zhejiang, China.
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29
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Kim E, Kim HB, Yang SM, Kim D, Kim HY. Real-time PCR assay for detecting Lactobacillus plantarum group using species/subspecies-specific genes identified by comparative genomics. Lebensm Wiss Technol 2021. [DOI: 10.1016/j.lwt.2020.110789] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
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30
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Cunningham M, Azcarate-Peril MA, Barnard A, Benoit V, Grimaldi R, Guyonnet D, Holscher HD, Hunter K, Manurung S, Obis D, Petrova MI, Steinert RE, Swanson KS, van Sinderen D, Vulevic J, Gibson GR. Shaping the Future of Probiotics and Prebiotics. Trends Microbiol 2021; 29:667-685. [PMID: 33551269 DOI: 10.1016/j.tim.2021.01.003] [Citation(s) in RCA: 284] [Impact Index Per Article: 71.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2020] [Revised: 01/05/2021] [Accepted: 01/06/2021] [Indexed: 12/15/2022]
Abstract
Recent and ongoing developments in microbiome science are enabling new frontiers of research for probiotics and prebiotics. Novel types, mechanisms, and applications currently under study have the potential to change scientific understanding as well as nutritional and healthcare applications of these interventions. The expansion of related fields of microbiome-targeted interventions, and an evolving landscape for implementation across regulatory, policy, prescriber, and consumer spheres, portends an era of significant change. In this review we examine recent, emerging, and anticipated trends in probiotic and prebiotic science, and create a vision for broad areas of developing influence in the field.
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Affiliation(s)
- Marla Cunningham
- Department of Science and Innovation, Metagenics, PO Box 675, Virginia BC, QLD, 4014, Australia.
| | - M Andrea Azcarate-Peril
- UNC Departments of Medicine and Nutrition, Microbiome Core Facility, University of North Carolina, Chapel Hill, NC, USA
| | | | - Valerie Benoit
- Bell Institute of Health and Nutrition, General Mills, Minneapolis, MN, USA
| | | | - Denis Guyonnet
- Diana Nova, Symrise Nutrition, Clichy-la-Garenne, France
| | - Hannah D Holscher
- Department of Food Science and Human Nutrition and Division of Nutritional Sciences, University of Illinois, Urbana, IL, USA
| | - Kirsty Hunter
- Department of Sport Science, Nottingham Trent University, UK
| | - Sarmauli Manurung
- Emerging Sciences Research, Reckitt Benckiser, Nijmegen, The Netherlands
| | - David Obis
- Danone Nutricia Research, Palaiseau Cedex, France
| | | | - Robert E Steinert
- R&D Human Nutrition and Health, DSM Nutritional Products Ltd, Basel, Switzerland; Department of Surgery, Division of Visceral and Transplantation Surgery, University Hospital Zürich, Switzerland
| | - Kelly S Swanson
- Department of Animal Sciences, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | - Douwe van Sinderen
- Microbiology BioSciences Institute, University College Cork, Cork, Ireland
| | - Jelena Vulevic
- veMico Ltd, Reading, UK; Department of Food and Nutritional Sciences, University of Reading, Reading, UK
| | - Glenn R Gibson
- Department of Food and Nutritional Sciences, University of Reading, Reading, UK
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31
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Nyanzi R, Jooste PJ, Buys EM. Invited review: Probiotic yogurt quality criteria, regulatory framework, clinical evidence, and analytical aspects. J Dairy Sci 2021; 104:1-19. [DOI: 10.3168/jds.2020-19116] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2020] [Accepted: 08/15/2020] [Indexed: 12/12/2022]
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32
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Kim HB, Kim E, Yang SM, Lee S, Kim MJ, Kim HY. Development of Real-Time PCR Assay to Specifically Detect 22 Bifidobacterium Species and Subspecies Using Comparative Genomics. Front Microbiol 2020; 11:2087. [PMID: 33013760 PMCID: PMC7493681 DOI: 10.3389/fmicb.2020.02087] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2020] [Accepted: 08/07/2020] [Indexed: 01/03/2023] Open
Abstract
Bifidobacterium species are used as probiotics to provide beneficial effects to humans. These effects are specific to some species or subspecies of Bifidobacterium. However, some Bifidobacterium species or subspecies are not distinguished because similarity of 16S rRNA and housekeeping gene sequences within Bifidobacterium species is very high. In this study, we developed a real-time polymerase chain reaction (PCR) assay to rapidly and accurately detect 22 Bifidobacterium species by selecting genetic markers using comparative genomic analysis. A total of 210 Bifidobacterium genome sequences were compared to select species- or subspecies-specific genetic markers. A phylogenetic tree based on pan-genomes generated clusters according to Bifidobacterium species or subspecies except that two strains were not grouped with their subspecies. Based on pan-genomes constructed, species- or subspecies-specific genetic markers were selected. The specificity of these markers was confirmed by aligning these genes against 210 genome sequences. Real-time PCR could detect 22 Bifidobacterium specifically. We constructed the criterion for quantification by standard curves. To further test the developed assay for commercial food products, we monitored 26 probiotic products and 7 dairy products. Real-time PCR results and labeling data were then compared. Most of these products (21/33, 63.6%) were consistent with their label claims. Some products labeled at species level only can be detected up to subspecies level through our developed assay.
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Affiliation(s)
- Hyeon-Be Kim
- Department of Food Science and Biotechnology, Institute of Life Sciences and Resources, Kyung Hee University, Yongin, South Korea
| | - Eiseul Kim
- Department of Food Science and Biotechnology, Institute of Life Sciences and Resources, Kyung Hee University, Yongin, South Korea
| | - Seung-Min Yang
- Department of Food Science and Biotechnology, Institute of Life Sciences and Resources, Kyung Hee University, Yongin, South Korea
| | - Shinyoung Lee
- Department of Food Science and Biotechnology, Institute of Life Sciences and Resources, Kyung Hee University, Yongin, South Korea
| | - Mi-Ju Kim
- Department of Food Science and Biotechnology, Institute of Life Sciences and Resources, Kyung Hee University, Yongin, South Korea
| | - Hae-Yeong Kim
- Department of Food Science and Biotechnology, Institute of Life Sciences and Resources, Kyung Hee University, Yongin, South Korea
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33
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Dioso CM, Vital P, Arellano K, Park H, Todorov SD, Ji Y, Holzapfel W. Do Your Kids Get What You Paid for? Evaluation of Commercially Available Probiotic Products Intended for Children in the Republic of the Philippines and the Republic of Korea. Foods 2020; 9:E1229. [PMID: 32899215 PMCID: PMC7555838 DOI: 10.3390/foods9091229] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2020] [Revised: 08/28/2020] [Accepted: 08/31/2020] [Indexed: 12/18/2022] Open
Abstract
A wide range of probiotic products is available on the market and can be easily purchased over the counter and unlike pharmaceutical drugs, their commercial distribution is not strictly regulated. In this study, ten probiotic preparations commercially available for children's consumption in the Republic of the Philippines (PH) and the Republic of Korea (SK) have been investigated. The analyses included determination of viable counts and taxonomic identification of the bacterial species present in each formulation. The status of each product was assessed by comparing the results with information and claims provided on the label. In addition to their molecular identification, safety assessment of the isolated strains was conducted by testing for hemolysis, biogenic amine production and antibiotic resistance. One out of the ten products contained lower viable numbers of recovered microorganisms than claimed on the label. Enterococcus strains, although not mentioned on the label, were isolated from four products. Some of these isolates produced biogenic amines and were resistant to one or several antibiotics. Metagenomic analyses of two products revealed that one product did not contain most of the microorganisms declared in its specification. The study demonstrated that some commercial probiotic products for children did not match their label claims. Infants and young children belong to the most vulnerable members of society, and food supplements including probiotics destined for this consumer group require careful checking and strict regulation before commercial distribution.
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Affiliation(s)
- Clarizza May Dioso
- Institute of Biology, College of Science, University of the Philippines Diliman, Quezon City 1101, Philippines;
- Advanced Green Energy and Environment Department, Handong Global University, Pohang, Gyungbuk 37554, Korea; (K.A.); (H.P.); (S.D.T.)
| | - Pierangeli Vital
- Natural Sciences Research Institute, University of the Philippines Diliman, Quezon City 1101, Philippines;
| | - Karina Arellano
- Advanced Green Energy and Environment Department, Handong Global University, Pohang, Gyungbuk 37554, Korea; (K.A.); (H.P.); (S.D.T.)
| | - Haryung Park
- Advanced Green Energy and Environment Department, Handong Global University, Pohang, Gyungbuk 37554, Korea; (K.A.); (H.P.); (S.D.T.)
- HEM Inc., Business Incubator, Handong Global University, Pohang, Gyungbuk 37554, Korea;
| | - Svetoslav Dimitrov Todorov
- Advanced Green Energy and Environment Department, Handong Global University, Pohang, Gyungbuk 37554, Korea; (K.A.); (H.P.); (S.D.T.)
| | - Yosep Ji
- HEM Inc., Business Incubator, Handong Global University, Pohang, Gyungbuk 37554, Korea;
| | - Wilhelm Holzapfel
- Advanced Green Energy and Environment Department, Handong Global University, Pohang, Gyungbuk 37554, Korea; (K.A.); (H.P.); (S.D.T.)
- HEM Inc., Business Incubator, Handong Global University, Pohang, Gyungbuk 37554, Korea;
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Binda S, Hill C, Johansen E, Obis D, Pot B, Sanders ME, Tremblay A, Ouwehand AC. Criteria to Qualify Microorganisms as "Probiotic" in Foods and Dietary Supplements. Front Microbiol 2020; 11:1662. [PMID: 32793153 PMCID: PMC7394020 DOI: 10.3389/fmicb.2020.01662] [Citation(s) in RCA: 207] [Impact Index Per Article: 41.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2020] [Accepted: 06/25/2020] [Indexed: 12/15/2022] Open
Abstract
Still relevant after 19 years, the FAO/WHO definition of probiotics can be translated into four simple and pragmatic criteria allowing one to conclude if specific strains of microorganisms qualify as a probiotic for use in foods and dietary supplements. Probiotic strains must be (i) sufficiently characterized; (ii) safe for the intended use; (iii) supported by at least one positive human clinical trial conducted according to generally accepted scientific standards or as per recommendations and provisions of local/national authorities when applicable; and (iv) alive in the product at an efficacious dose throughout shelf life. We provide clarity and detail how each of these four criteria can be assessed. The wide adoption of these criteria is necessary to ensure the proper use of the word probiotic in scientific publications, on product labels, and in communications with regulators and the general public.
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Affiliation(s)
- Sylvie Binda
- Danone Nutricia Research, Palaiseau Cedex, France
| | - Colin Hill
- APC Microbiome Ireland, University College Cork, Cork, Ireland
| | - Eric Johansen
- Emerging Technologies, Chr. Hansen A/S, Hørsholm, Denmark
| | - David Obis
- Danone Nutricia Research, Palaiseau Cedex, France
| | - Bruno Pot
- Science Europe, Yakult Europe BV, Almere, Netherlands
| | - Mary Ellen Sanders
- International Scientific Association for Probiotics and Prebiotics, Centennial, CO, United States
| | - Annie Tremblay
- Rosell Institute for Microbiome and Probiotics, Montreal, QC, Canada
| | - Arthur C. Ouwehand
- Global Health and Nutrition Sciences, DuPont Nutrition and Biosciences, Kantvik, Finland
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Shehata HR, Newmaster SG. Combined Targeted and Non-targeted PCR Based Methods Reveal High Levels of Compliance in Probiotic Products Sold as Dietary Supplements in United States and Canada. Front Microbiol 2020; 11:1095. [PMID: 32582075 PMCID: PMC7295986 DOI: 10.3389/fmicb.2020.01095] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2020] [Accepted: 05/01/2020] [Indexed: 12/28/2022] Open
Abstract
Probiotics are defined as "live microorganisms that, when administered in adequate amounts, confer a health benefit on the host." The diverse health benefits have contributed to rapid increase in probiotic consumption and in the value of probiotic market, valued at USD 46 billion in 2019. For probiotics to be effective, the correct species/strains should be delivered viable in an adequate dose. The most commonly used methods for species/strain identification are DNA based methods including targeted and non-targeted methods (e.g., high-throughput sequencing, HTS). Using different DNA based methods, previous studies reported several cases of non-compliance in probiotic products. The objectives of this study are to evaluate levels of compliance in probiotic products (presence of all declared species/strains, absence of any contaminants or undeclared species, and meeting the declared minimum viable cell count) and to compare the performance of targeted and non-targeted methods in probiotic authentication. To the best of our knowledge, this is the largest study of its kind, testing 182 probiotic products, containing a total of 520 strains, collected from United States and Canada. Using species-specific assays, 11 species could not be detected in ten products. Missing species were Lactobacillus casei in seven products, Bifidobacterium longum and Bifidobacterium bifidum in one product, B. longum in one product while B. longum subsp. longum was mislabeled as B. longum subsp. infantis in another. Additionally, undeclared Bifidobacterium animalis subsp. lactis was detected in one product. Viable count was determined for 72 samples and was found to be lower than declared in five samples, including one product showing no viable cells. Overall, non-compliance was observed in 15 out of 182 products (8%). Additionally, undeclared species at relative abundance of ∼1-2% were found in 14 products using HTS, however, their presence could not be confirmed using species-specific assays. The results show that targeted PCR based methods enable species and strain level identification. The results also highlight the need to continue to develop strain-specific assays appropriate for use with multi-strain products. True strain-specific assays will enable strain authentication in both single-strain products and multi-strain products to ensure probiotic products meet the label claims and ensure probiotic efficacy.
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Affiliation(s)
- Hanan R Shehata
- NHP Research Alliance, College of Biological Sciences, University of Guelph, Guelph, ON, Canada.,Department of Microbiology, Faculty of Pharmacy, Mansoura University, Mansoura, Egypt
| | - Steven G Newmaster
- NHP Research Alliance, College of Biological Sciences, University of Guelph, Guelph, ON, Canada
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Raime K, Krjutškov K, Remm M. Method for the Identification of Plant DNA in Food Using Alignment-Free Analysis of Sequencing Reads: A Case Study on Lupin. FRONTIERS IN PLANT SCIENCE 2020; 11:646. [PMID: 32528502 PMCID: PMC7253697 DOI: 10.3389/fpls.2020.00646] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/18/2020] [Accepted: 04/27/2020] [Indexed: 06/11/2023]
Abstract
Fast and reliable analytical methods for the identification of plants from metagenomic samples play an important role in identifying the components of complex mixtures of processed biological materials, including food, herbal products, gut contents or environmental samples. Different PCR-based methods that are commonly used for plant identification from metagenomic samples are often inapplicable due to DNA degradation, a low level of successful amplification or a lack of detection power. We introduce a method that combines metagenomic sequencing and an alignment-free k-mer based approach for the identification of plant DNA in processed metagenomic samples. Our method identifies plant DNA directly from metagenomic sequencing reads and does not require mapping or assembly of the reads. We identified more than 31,000 Lupinus-specific 32-mers from assembled chloroplast genome sequences. We demonstrate that lupin DNA can be detected from controlled mixtures of sequences from target species (different Lupinus species) and closely related non-target species (Arachis hypogaea, Glycine max, Pisum sativum, Vicia faba, Phaseolus vulgaris, Lens culinaris, and Cicer arietinum). Moreover, these 32-mers are detectable in the following processed samples: lupin flour, conserved seeds and baked cookies containing different amounts of lupin flour. Under controlled conditions, lupin-specific components are detectable in baked cookies containing a minimum of 0.05% of lupin flour in wheat flour.
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Affiliation(s)
- Kairi Raime
- Department of Bioinformatics, Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia
| | | | - Maido Remm
- Department of Bioinformatics, Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia
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Kim E, Yang SM, Lim B, Park SH, Rackerby B, Kim HY. Design of PCR assays to specifically detect and identify 37 Lactobacillus species in a single 96 well plate. BMC Microbiol 2020; 20:96. [PMID: 32295530 PMCID: PMC7160897 DOI: 10.1186/s12866-020-01781-z] [Citation(s) in RCA: 32] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2019] [Accepted: 04/02/2020] [Indexed: 02/06/2023] Open
Abstract
Background Lactobacillus species are used as probiotics and play an important role in fermented food production. However, use of 16S rRNA gene sequences as standard markers for the differentiation of Lactobacillus species offers a very limited scope, as several species of Lactobacillus share similar 16S rRNA gene sequences. In this study, we developed a rapid and accurate method based on comparative genomic analysis for the identification of 37 Lactobacillus species that are commonly used in probiotics and fermented foods. Results To select species-specific sequences or genes, a total of 180 Lactobacillus genome sequences were compared using Python scripts. In 14 out of 37 species, species-specific sequences could not be found due to the similarity of the 16S–23S rRNA gene. Selected unique genes were obtained using comparative genomic analysis and all genes were confirmed to be specific for 52,478,804 genomes via in silico analysis; they were found not to be strain-specific, but to exist in all strains of the same species. Species-specific primer pairs were designed from the selected 16S–23S rRNA gene sequences or unique genes of species. The specificity of the species-specific primer pairs was confirmed using reference strains, and the accuracy and efficiency of the polymerase chain reaction (PCR) with the standard curve were confirmed. The PCR method developed in this study is able to accurately differentiate species that were not distinguishable using the 16S rRNA gene alone. This PCR assays were designed to detect and identify 37 Lactobacillus species. The developed method was then applied in the monitoring of 19 probiotics and 12 dairy products. The applied tests confirmed that the species detected in 17 products matched those indicated on their labels, whereas the remaining products contained species other than those appearing on the label. Conclusions The method developed in this study is able to rapidly and accurately distinguish different species of Lactobacillus, and can be used to monitor specific Lactobacillus species in foods such as probiotics and dairy products.
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Affiliation(s)
- Eiseul Kim
- Institute of Life Sciences & Resources and Department of Food Science and Biotechnology, Kyung Hee University, Yongin, 17104, South Korea
| | - Seung-Min Yang
- Institute of Life Sciences & Resources and Department of Food Science and Biotechnology, Kyung Hee University, Yongin, 17104, South Korea
| | - Bora Lim
- Institute of Life Sciences & Resources and Department of Food Science and Biotechnology, Kyung Hee University, Yongin, 17104, South Korea
| | - Si Hong Park
- Department of Food Science and Technology, Oregon State University, Corvallis, Oregon, 97331, USA
| | - Bryna Rackerby
- Department of Food Science and Technology, Oregon State University, Corvallis, Oregon, 97331, USA
| | - Hae-Yeong Kim
- Institute of Life Sciences & Resources and Department of Food Science and Biotechnology, Kyung Hee University, Yongin, 17104, South Korea.
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Kim E, Yang SM, Cho EJ, Kim HY. Novel real-time PCR assay for Lactobacillus casei group species using comparative genomics. Food Microbiol 2020; 90:103485. [PMID: 32336352 DOI: 10.1016/j.fm.2020.103485] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2019] [Revised: 12/20/2019] [Accepted: 03/11/2020] [Indexed: 12/14/2022]
Abstract
The Lactobacillus casei group, which includes the closely related species L. casei, L. paracasei, L. rhamnosus, and L. chiayiensis, has been under debate regarding its taxonomy because of the difficulty in distinguishing the species from each other. In the present study, we developed a novel real-time PCR assay for distinguishing the L. casei group species. The pan-genome, as determined by the genomes of 44 strains, comprised 6789 genes, comparative genomic analysis showed that L. casei group strains were classified by species. Based on these results, species-specific genes were identified, and primers were designed from those genes. Real-time PCR clearly distinguished each species of the L. casei group and specifically amplified only to the target species. The method was applied to 29 probiotic products, and the detected results and label claims were compared. Total 23 products were in accordance with the label claims, and the remaining products contained species different from those stated in the label claims. Our method can rapidly and accurately distinguish the L. casei group species in a single reaction. Hence, our assay can be applied to identify L. casei group species from food or environmental samples and to accurately determine the nomenclature of the species.
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Affiliation(s)
- Eiseul Kim
- Institute of Life Sciences and Resources and Department of Food Science and Biotechnology, Kyung Hee University, Yongin, 17104, South Korea
| | - Seung-Min Yang
- Institute of Life Sciences and Resources and Department of Food Science and Biotechnology, Kyung Hee University, Yongin, 17104, South Korea
| | - Eun-Ji Cho
- Institute of Life Sciences and Resources and Department of Food Science and Biotechnology, Kyung Hee University, Yongin, 17104, South Korea
| | - Hae-Yeong Kim
- Institute of Life Sciences and Resources and Department of Food Science and Biotechnology, Kyung Hee University, Yongin, 17104, South Korea.
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Hansen SJZ, Tang P, Kiefer A, Galles K, Wong C, Morovic W. Droplet Digital PCR Is an Improved Alternative Method for High-Quality Enumeration of Viable Probiotic Strains. Front Microbiol 2020; 10:3025. [PMID: 32038522 PMCID: PMC6987037 DOI: 10.3389/fmicb.2019.03025] [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: 10/01/2019] [Accepted: 12/17/2019] [Indexed: 12/15/2022] Open
Abstract
Traditional microbiological enumeration methods have long been employed as the standard evaluation procedure for probiotic microorganisms. These methods are labor intensive, have long-time to results and inherently have a high degree of variability – up to 35%. As clinical probiotic and microbiome science continues to grow and develop, it is increasingly important that researchers thoroughly define and deliver the targeted probiotic dose. Furthermore, to establish high quality commercial products, the same dosage level must be administered to consumers. An ISO method for the use of flow cytometry has been established which does speed up the time to results and reduce variability, but the method has not yet gained widespread adoption across the probiotic industry. This is possibly due to expertise needed to implement and maintain a new testing platform in an established quality system. In this study we compare enumeration using plate counts and flow cytometry to the use of droplet digital PCR (ddPCR), which in addition to giving faster time to results than plate count and less variability than both plate count and flow cytometry, has additional benefits such as strain-specific counts. Use of ddPCR gives the ability to design primers to target deletions and single base pair differences which will allow for strain profiling in microbiome analyses. We demonstrate that ddPCR probiotic enumeration results are positively correlated to both plate count and flow cytometry results and should be considered a viable, next generation enumeration method for the evaluation of probiotics.
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Affiliation(s)
| | - Peipei Tang
- DuPont Nutrition & Biosciences, Madison, WI, United States
| | - Anthony Kiefer
- DuPont Nutrition & Biosciences, Madison, WI, United States
| | - Kevin Galles
- DuPont Nutrition & Biosciences, Madison, WI, United States
| | - Connie Wong
- DuPont Nutrition & Biosciences, Madison, WI, United States
| | - Wesley Morovic
- DuPont Nutrition & Biosciences, Madison, WI, United States
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Chang CS, Ruan JW, Kao CY. An overview of microbiome based strategies on anti-obesity. Kaohsiung J Med Sci 2019; 35:7-16. [PMID: 30844145 DOI: 10.1002/kjm2.12010] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2018] [Accepted: 12/03/2018] [Indexed: 12/27/2022] Open
Abstract
With the significant global obesity epidemic and emerging strong scientific evidence that connected gut microbiota to obesity, intervening obesity by targeting gut microbiota has become a trendy strategy. Particularly the application of probiotics has become remarkably popular because of their expected association with gut microbiota modulation. Although there are many literatures on the effects of probiotics in obese animal models, most of them reported the effects of probiotic bacteria on metabolic indications with limited information on anti-obesity itself. Besides, some probiotics have been shown to reduce certain metabolic symptoms but they failed to achieve weight loss. This report reviewed the current literatures on the anti-obesity effects of next-generation probiotics in various animal obesity models and discussed the beneficial potential of fecal microbiota transplantation in treating obesity in humans. The purpose of this article is to help guide further research improve the probiotic bacteria experiments in more precise animal obesity models by standardizing the anti-obesogenesis, obesity control, and treatment assays and hopefully the evidence-based investigations on harnessing gut microbiota through next-generation probiotics or fecal microbiota transplantation will develop new interventions to promote and achieve anti-obesity.
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Affiliation(s)
- Cherng-Shyang Chang
- Immunology Research Center, National Health Research Institutes, Zhunan, Miaoli, Taiwan
| | - Jhen-Wei Ruan
- Department of Medical Laboratory Science and Biotechnology, National Cheng Kung University, Tainan, Taiwan
| | - Cheng-Yuan Kao
- Immunology Research Center, National Health Research Institutes, Zhunan, Miaoli, Taiwan
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Xing RR, Wang N, Hu RR, Zhang JK, Han JX, Chen Y. Application of next generation sequencing for species identification in meat and poultry products: A DNA metabarcoding approach. Food Control 2019. [DOI: 10.1016/j.foodcont.2019.02.034] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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Ullah M, Raza A, Ye L, Yu Z. Viability and Composition Validation of Commercial Probiotic Products by Selective Culturing Combined with Next-Generation Sequencing. Microorganisms 2019; 7:microorganisms7070188. [PMID: 31261869 PMCID: PMC6680966 DOI: 10.3390/microorganisms7070188] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2019] [Revised: 06/17/2019] [Accepted: 06/28/2019] [Indexed: 12/30/2022] Open
Abstract
The consumption of dietary supplements to treat health complications or to improve overall health conditions has become a globally increasing trend that leads to the development of a large number of health-related novel products and expands the associated manufacturing industries around the world. In the current study, we applied selective culturing combined with next-generation sequencing to examine the microbial viability in terms of its culturability on culture medium, composition, and possible contamination in the selected 17 commercial probiotic products sold in the mainland China market. Additionally, the relative abundance of each individual bacterial content was also evaluated by using the generated sequencing reads. The tested probiotic product samples were subjected to Illumina HiSeq-2000 sequencing platform and thoroughly analyzed by the in-house developed bioinformatics pipeline. The comprehensive culturing and sequencing analysis revealed both viability and composition inaccuracy among the several tested probiotic products, however, no contaminant was identified during the analysis. Among the total, five probiotic products (29.41%) were found with an inaccurate or lower colony-forming unit (CFU) counts on culture media while four probiotic products (23.52%) have inaccurately labeled classification. This study provides an ideal qualitative and quantitative assessment approach, which can be used as a diagnostic tool for the accurate assessment of commercial probiotic supplements.
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Affiliation(s)
- Mati Ullah
- Hefei National Laboratory for Physical Sciences at Microscale, School of Life Sciences, University of Science and Technology of China, Hefei 230027, China.
| | - Ali Raza
- Hefei National Laboratory for Physical Sciences at Microscale, School of Life Sciences, University of Science and Technology of China, Hefei 230027, China
| | - Li Ye
- Hefei National Laboratory for Physical Sciences at Microscale, School of Life Sciences, University of Science and Technology of China, Hefei 230027, China
| | - Zhu Yu
- Hefei National Laboratory for Physical Sciences at Microscale, School of Life Sciences, University of Science and Technology of China, Hefei 230027, China
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Morovic W, Roos P, Zabel B, Hidalgo-Cantabrana C, Kiefer A, Barrangou R. Transcriptional and Functional Analysis of Bifidobacterium animalis subsp. lactis Exposure to Tetracycline. Appl Environ Microbiol 2018; 84:e01999-18. [PMID: 30266728 PMCID: PMC6238047 DOI: 10.1128/aem.01999-18] [Citation(s) in RCA: 16] [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: 08/14/2018] [Accepted: 09/25/2018] [Indexed: 12/11/2022] Open
Abstract
Commercial probiotic bacteria must be tested for acquired antibiotic resistance elements to avoid potential transfer to pathogens. The European Food Safety Authority recommends testing resistance using microdilution culture techniques previously used to establish inhibitory thresholds for the Bifidobacterium genus. Many Bifidobacterium animalis subsp. lactis strains exhibit increased resistance to tetracycline, historically attributed to the ribosomal protection gene tet(W). However, some strains that harbor genetically identical tet(W) genes show various inhibition levels, suggesting that other genetic elements also contribute to observed differences. Here, we adapted several molecular assays to confirm the inhibition of B. animalis subsp. lactis strains Bl-04 and HN019 and employed RNA sequencing to assess the transcriptional differences related to genomic polymorphisms. We detected specific stress responses to the antibiotic by correlating ATP concentration to number of viable genome copies from droplet digital PCR and found that the bacteria were still metabolically active in high drug concentrations. Transcriptional analyses revealed that several polymorphic regions, particularly a novel multidrug efflux transporter, were differentially expressed between the strains in each experimental condition, likely having phenotypic effects. We also found that the tet(W) gene was upregulated only during subinhibitory tetracycline concentrations, while two novel tetracycline resistance genes were upregulated at high concentrations. Furthermore, many genes involved in amino acid metabolism and transporter function were upregulated, while genes for complex carbohydrate utilization, protein metabolism, and clustered regularly interspaced short palindromic repeat(s) (CRISPR)-Cas systems were downregulated. These results provide high-throughput means for assessing antibiotic resistances of two highly related probiotic strains and determine the genetic network that contributes to the global tetracycline response.IMPORTANCEBifidobacterium animalis subsp. lactis is widely used in human food and dietary supplements. Although well documented to be safe, B. animalis subsp. lactis strains must not contain transferable antibiotic resistance elements. Many B. animalis subsp. lactis strains have different resistance measurements despite being genetically similar, and the reasons for this are not well understood. In the current study, we sought to examine how genomic differences between two closely related industrial B. animalis subsp. lactis strains contribute to different resistance levels. This will lead to a better understanding of resistance, identify future targets for analysis of transferability, and expand our understanding of tetracycline resistance in bacteria.
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Affiliation(s)
- Wesley Morovic
- Genomics & Microbiome Science, DuPont Nutrition & Health, Madison, Wisconsin, USA
| | - Paige Roos
- Genomics Laboratory, DuPont Pioneer, Johnston, Iowa, USA
| | - Bryan Zabel
- Genomics & Microbiome Science, DuPont Nutrition & Health, Madison, Wisconsin, USA
| | - Claudio Hidalgo-Cantabrana
- Department of Food, Processing and Nutrition Sciences, North Carolina State University, Raleigh, North Carolina, USA
| | - Anthony Kiefer
- Probiotic Development, DuPont Nutrition & Health, Madison, Wisconsin, USA
| | - Rodolphe Barrangou
- Department of Food, Processing and Nutrition Sciences, North Carolina State University, Raleigh, North Carolina, USA
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Hansen SJZ, Morovic W, DeMeules M, Stahl B, Sindelar CW. Absolute Enumeration of Probiotic Strains Lactobacillus acidophilus NCFM ® and Bifidobacterium animalis subsp. lactis Bl-04 ® via Chip-Based Digital PCR. Front Microbiol 2018; 9:704. [PMID: 29696008 PMCID: PMC5904286 DOI: 10.3389/fmicb.2018.00704] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2017] [Accepted: 03/27/2018] [Indexed: 12/16/2022] Open
Abstract
The current standard for enumeration of probiotics to obtain colony forming units by plate counts has several drawbacks: long time to results, high variability and the inability to discern between bacterial strains. Accurate probiotic cell counts are important to confirm the delivery of a clinically documented dose for its associated health benefits. A method is described using chip-based digital PCR (cdPCR) to enumerate Bifidobacterium animalis subsp. lactis Bl-04 and Lactobacillus acidophilus NCFM both as single strains and in combination. Primers and probes were designed to differentiate the target strains against other strains of the same species using known single copy, genetic differences. The assay was optimized to include propidium monoazide pre-treatment to prevent amplification of DNA associated with dead probiotic cells as well as liberation of DNA from cells with intact membranes using bead beating. The resulting assay was able to successfully enumerate each strain whether alone or in multiplex. The cdPCR method had a 4 and 5% relative standard deviation (RSD) for Bl-04 and NCFM, respectively, making it more precise than plate counts with an industry accepted RSD of 15%. cdPCR has the potential to replace traditional plate counts because of its precision, strain specificity and the ability to obtain results in a matter of hours.
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Affiliation(s)
- Sarah J Z Hansen
- Probiotic Development, DuPont Nutrition & Health, Madison, WI, United States
| | - Wesley Morovic
- Genomics and Microbiome Sciences, DuPont Nutrition & Health, Madison, WI, United States
| | - Martha DeMeules
- Probiotic Development, DuPont Nutrition & Health, Madison, WI, United States
| | - Buffy Stahl
- Genomics and Microbiome Sciences, DuPont Nutrition & Health, Madison, WI, United States
| | - Connie W Sindelar
- Probiotic Development, DuPont Nutrition & Health, Madison, WI, United States
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Boddu RS, Divakar K. Metagenomic Insights into Environmental Microbiome and Their Application in Food/Pharmaceutical Industry. Microb Biotechnol 2018. [DOI: 10.1007/978-981-10-7140-9_2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
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Morovic W, Roper JM, Smith AB, Mukerji P, Stahl B, Rae JC, Ouwehand AC. Safety evaluation of HOWARU ® Restore ( Lactobacillus acidophilus NCFM, Lactobacillus paracasei Lpc-37, Bifidobacterium animalis subsp. lactis Bl-04 and B. lactis Bi-07) for antibiotic resistance, genomic risk factors, and acute toxicity. Food Chem Toxicol 2017; 110:316-324. [DOI: 10.1016/j.fct.2017.10.037] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2017] [Revised: 10/17/2017] [Accepted: 10/21/2017] [Indexed: 12/30/2022]
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48
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Food metagenomics: Next generation sequencing identifies species mixtures and mislabeling within highly processed cod products. Food Control 2017. [DOI: 10.1016/j.foodcont.2017.04.049] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Tao L, Wang B, Zhong Y, Pow SH, Zeng X, Qin C, Zhang P, Chen S, He W, Tan Y, Liu H, Jiang Y, Chen W, Chen YZ. Database and Bioinformatics Studies of Probiotics. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2017; 65:7599-7606. [PMID: 28727425 DOI: 10.1021/acs.jafc.7b01815] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
Probiotics have been widely explored for health benefits, animal cares, and agricultural applications. Recent advances in microbiome, microbiota, and microbial dark matter research have fueled greater interests in and paved ways for the study of the mechanisms of probiotics and the discovery of new probiotics from uncharacterized microbial sources. A probiotics database named PROBIO was developed to facilitate these efforts and the need for the information on the known probiotics, which provides the comprehensive information about the probiotic functions of 448 marketed, 167 clinical trial/field trial, and 382 research probiotics for use or being studied for use in humans, animals, and plants. The potential applications of the probiotics data are illustrated by several literature-reported investigations, which have used the relevant information for probing the function and mechanism of the probiotics and for discovering new probiotics. PROBIO can be accessed free of charge at http://bidd2.nus.edu.sg/probio/homepage.htm .
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Affiliation(s)
- Lin Tao
- School of Medicine, Hangzhou Normal University , Hangzhou, P. R. China 310012
| | - Bohua Wang
- College of Life and Environmental Sciences, Collaborative Innovation Center for Efficient and Health Production of Fisheries in Hunan Province, Hunan University of Arts and Science , Changde, Hunan, P. R. China 415000
- Key Lab of Agricultural Products Processing and Quality Control of Nanchang City, Jiangxi Agricultural University , Nanchang, P. R. China 330045
| | - Yafen Zhong
- Key Lab of Agricultural Products Processing and Quality Control of Nanchang City, Jiangxi Agricultural University , Nanchang, P. R. China 330045
| | - Siok Hoon Pow
- Bioinformatics and Drug Design Group, Department of Pharmacy, and Center for Computational Science and Engineering, National University of Singapore , Singapore 117543
| | - Xian Zeng
- Bioinformatics and Drug Design Group, Department of Pharmacy, and Center for Computational Science and Engineering, National University of Singapore , Singapore 117543
| | - Chu Qin
- Bioinformatics and Drug Design Group, Department of Pharmacy, and Center for Computational Science and Engineering, National University of Singapore , Singapore 117543
| | - Peng Zhang
- Bioinformatics and Drug Design Group, Department of Pharmacy, and Center for Computational Science and Engineering, National University of Singapore , Singapore 117543
| | - Shangying Chen
- Bioinformatics and Drug Design Group, Department of Pharmacy, and Center for Computational Science and Engineering, National University of Singapore , Singapore 117543
| | - Weidong He
- Bioinformatics and Drug Design Group, Department of Pharmacy, and Center for Computational Science and Engineering, National University of Singapore , Singapore 117543
| | - Ying Tan
- The Key Laboratory of Chemical Biology, Guangdong Province, Graduate School at Shenzhen, Tsinghua University , Shenzhen, Guangdong, P. R. China 518055
| | - Hongxia Liu
- The Key Laboratory of Chemical Biology, Guangdong Province, Graduate School at Shenzhen, Tsinghua University , Shenzhen, Guangdong, P. R. China 518055
| | - Yuyang Jiang
- The Key Laboratory of Chemical Biology, Guangdong Province, Graduate School at Shenzhen, Tsinghua University , Shenzhen, Guangdong, P. R. China 518055
| | - Weiping Chen
- Key Lab of Agricultural Products Processing and Quality Control of Nanchang City, Jiangxi Agricultural University , Nanchang, P. R. China 330045
| | - Yu Zong Chen
- Bioinformatics and Drug Design Group, Department of Pharmacy, and Center for Computational Science and Engineering, National University of Singapore , Singapore 117543
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Yadav R, Kumar V, Baweja M, Shukla P. Gene editing and genetic engineering approaches for advanced probiotics: A review. Crit Rev Food Sci Nutr 2017; 58:1735-1746. [PMID: 28071925 DOI: 10.1080/10408398.2016.1274877] [Citation(s) in RCA: 51] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
The applications of probiotics are significant and thus resulted in need of genome analysis of probiotic strains. Various omics methods and systems biology approaches enables us to understand and optimize the metabolic processes. These techniques have increased the researcher's attention towards gut microbiome and provided a new source for the revelation of uncharacterized biosynthetic pathways which enables novel metabolic engineering approaches. In recent years, the broad and quantitative analysis of modified strains relies on systems biology tools such as in silico design which are commonly used methods for improving strain performance. The genetic manipulation of probiotic microorganisms is crucial for defining their role in intestinal microbiota and exploring their beneficial properties. This review describes an overview of gene editing and systems biology approaches, highlighting the advent of omics methods which allows the study of new routes for studying probiotic bacteria. We have also summarized gene editing tools like TALEN, ZFNs and CRISPR-Cas that edits or cleave the specific target DNA. Furthermore, in this review an overview of proposed design of advanced customized probiotic is also hypothesized to improvise the probiotics.
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Affiliation(s)
- Ruby Yadav
- a Enzyme Technology and Protein Bioinformatics Laboratory, Department of Microbiology , Maharshi Dayanand University , Rohtak , Haryana , India
| | - Vishal Kumar
- a Enzyme Technology and Protein Bioinformatics Laboratory, Department of Microbiology , Maharshi Dayanand University , Rohtak , Haryana , India
| | - Mehak Baweja
- a Enzyme Technology and Protein Bioinformatics Laboratory, Department of Microbiology , Maharshi Dayanand University , Rohtak , Haryana , India
| | - Pratyoosh Shukla
- a Enzyme Technology and Protein Bioinformatics Laboratory, Department of Microbiology , Maharshi Dayanand University , Rohtak , Haryana , India
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