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Tong T, Geng R, Kang SG, Li X, Huang K. Revitalizing Photoaging Skin through Eugenol in UVB-Exposed Hairless Mice: Mechanistic Insights from Integrated Multi-Omics. Antioxidants (Basel) 2024; 13:168. [PMID: 38397766 PMCID: PMC10886361 DOI: 10.3390/antiox13020168] [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: 12/16/2023] [Revised: 01/13/2024] [Accepted: 01/22/2024] [Indexed: 02/25/2024] Open
Abstract
Chronic ultraviolet (UV) exposure causes photoaging, which is primarily responsible for skin damage. Nutritional intervention is a viable strategy for preventing and treating skin photoaging. Eugenol (EU) presents anti-inflammatory and antioxidant properties, promotes wound healing, and provides contact dermatitis relief. This study explored the ability of EU to mitigate skin photoaging caused by UVB exposure in vitro and in vivo. EU alleviated UVB-induced skin photodamage in skin cells, including oxidative stress damage and extracellular matrix (ECM) decline. Dietary EU alleviated skin photoaging by promoting skin barrier repair, facilitating skin tissue regeneration, and modulating the skin microenvironment in photoaged mice. The transcriptome sequencing results revealed that EU changed the skin gene expression profiles. Subsequent pathway enrichment analyses indicated that EU might reverse the pivotal ECM-receptor interaction and cytokine-cytokine receptor interaction signaling pathways. Furthermore, EU alleviated the intestinal dysbiosis induced by chronic UVB exposure. Spearman analysis results further revealed the close connection between gut microbiota and skin photoaging. Considering the near-inevitable UVB exposure in modern living, the findings showed that the EU effectively reverted skin photoaging, offering a potential strategy for addressing extrinsic skin aging.
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Affiliation(s)
- Tao Tong
- Key Laboratory of Precision Nutrition and Food Quality, Key Laboratory of Functional Dairy, Ministry of Education, College of Food Science and Nutritional Engineering, China Agricultural University, Beijing 100083, China; (R.G.); (K.H.)
- Key Laboratory of Safety Assessment of Genetically Modified Organism (Food Safety), Ministry of Agriculture, Beijing 100083, China
- Beijing Laboratory for Food Quality and Safety, Beijing 100083, China
| | - Ruixuan Geng
- Key Laboratory of Precision Nutrition and Food Quality, Key Laboratory of Functional Dairy, Ministry of Education, College of Food Science and Nutritional Engineering, China Agricultural University, Beijing 100083, China; (R.G.); (K.H.)
- Key Laboratory of Safety Assessment of Genetically Modified Organism (Food Safety), Ministry of Agriculture, Beijing 100083, China
- Beijing Laboratory for Food Quality and Safety, Beijing 100083, China
| | - Seong-Gook Kang
- Department of Food Engineering and Solar Salt Research Center, Mokpo National University, Muangun 58554, Republic of Korea;
| | - Xiaomin Li
- Institute of Quality Standard and Testing Technology for Agro-Products, The Chinese Academy of Agricultural Sciences, Beijing 100081, China;
| | - Kunlun Huang
- Key Laboratory of Precision Nutrition and Food Quality, Key Laboratory of Functional Dairy, Ministry of Education, College of Food Science and Nutritional Engineering, China Agricultural University, Beijing 100083, China; (R.G.); (K.H.)
- Key Laboratory of Safety Assessment of Genetically Modified Organism (Food Safety), Ministry of Agriculture, Beijing 100083, China
- Beijing Laboratory for Food Quality and Safety, Beijing 100083, China
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152
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Kim M, Parrish RC, Shah VS, Ross M, Cormier J, Baig A, Huang CY, Brenner L, Neuringer I, Whiteson K, Harris JK, Willis AD, Lai PS. Host DNA depletion on frozen human respiratory samples enables successful metagenomic sequencing for microbiome studies. RESEARCH SQUARE 2024:rs.3.rs-3638876. [PMID: 38343829 PMCID: PMC10854296 DOI: 10.21203/rs.3.rs-3638876/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/22/2024]
Abstract
Background Most respiratory microbiome studies have focused on amplicon rather than metagenomics sequencing due to high host DNA content. We evaluated efficacy of five host DNA depletion methods on previously frozen human bronchoalveolar lavage (BAL), nasal swabs, and sputum prior to metagenomic sequencing. Results Median sequencing depth was 76.4 million reads per sample. Untreated nasal, sputum and BAL samples had 94.1%, 99.2%, and 99.7% host-reads. The effect of host depletion differed by sample type. Most treatment methods increased microbial reads, species richness and predicted functional richness; the increase in species and predicted functional richness was mediated by higher effective sequencing depth. For BAL and nasal samples, most methods did not change Morisita-Horn dissimilarity suggesting limited bias introduced by host depletion. Conclusions Metagenomics sequencing without host depletion will underestimate microbial diversity of most respiratory samples due to shallow effective sequencing depth and is not recommended. Optimal host depletion methods vary by sample type.
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Affiliation(s)
- Minsik Kim
- Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital; Department of Medicine, Harvard Medical School
| | - Raymond C Parrish
- Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital
| | - Viral S Shah
- Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital
| | - Matthew Ross
- Alkek Center for Metagenomics and Microbiome Research, Baylor College of Medicine
| | - Juwan Cormier
- Alkek Center for Metagenomics and Microbiome Research, Baylor College of Medicine
| | - Aribah Baig
- Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital; College of Science, Northeastern University
| | - Ching-Ying Huang
- Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital
| | - Laura Brenner
- Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital; Department of Medicine, Harvard Medical School
| | - Isabel Neuringer
- Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital
| | - Katrine Whiteson
- Department of Molecular Biology & Biochemistry, University of California
| | - J Kirk Harris
- Department of Pediatrics, University of Colorado Anschutz Medical Campus
| | - Amy D Willis
- Department of Biostatistics, University of Washington School of Public Health
| | - Peggy S Lai
- Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital; Department of Medicine, Harvard Medical School
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153
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Kırdök E, Kashuba N, Damlien H, Manninen MA, Nordqvist B, Kjellström A, Jakobsson M, Lindberg AM, Storå J, Persson P, Andersson B, Aravena A, Götherström A. Metagenomic analysis of Mesolithic chewed pitch reveals poor oral health among stone age individuals. Sci Rep 2024; 13:22125. [PMID: 38238372 PMCID: PMC10796427 DOI: 10.1038/s41598-023-48762-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2023] [Accepted: 11/30/2023] [Indexed: 01/22/2024] Open
Abstract
Prehistoric chewed pitch has proven to be a useful source of ancient DNA, both from humans and their microbiomes. Here we present the metagenomic analysis of three pieces of chewed pitch from Huseby Klev, Sweden, that were dated to 9,890-9,540 before present. The metagenomic profile exposes a Mesolithic oral microbiome that includes opportunistic oral pathogens. We compared the data with healthy and dysbiotic microbiome datasets and we identified increased abundance of periodontitis-associated microbes. In addition, trained machine learning models predicted dysbiosis with 70-80% probability. Moreover, we identified DNA sequences from eukaryotic species such as red fox, hazelnut, red deer and apple. Our results indicate a case of poor oral health during the Scandinavian Mesolithic, and show that pitch pieces have the potential to provide information on material use, diet and oral health.
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Affiliation(s)
- Emrah Kırdök
- Department of Biotechnology, Faculty of Science, Mersin University, 33100 Yenişehir, Mersin, Turkey.
| | - Natalija Kashuba
- Department of Archaeology and Ancient History, Uppsala University, Engelska Parken, Thunbergsvägen 3H Box 626, 751 26, Uppsala, Sweden
| | - Hege Damlien
- Museum of Cultural History, University of Oslo, St. Olavs Plass, P.O. Box 6762, NO-0130, Oslo, Norway
| | - Mikael A Manninen
- PAES, Ecosystems and Environment Research Programme, Faculty of Biological and Environmental Sciences and Helsinki Institute of Sustainability Science, University of Helsinki, Viikinkaari 1, P.O. Box 65, Helsinki, Finland
| | - Bengt Nordqvist
- Foundation War-Booty Site Finnestorp, Klarinettvägen 75, 434 75, Kungsbacka, Sweden
| | - Anna Kjellström
- Department of Archaeology and Classical Studies, Osteoarchaeological Research Laboratory, Stockholm University, Stockholm, Sweden
| | - Mattias Jakobsson
- Department of Organismal Biology, Human Evolution, Uppsala University, Evolutionsbiologiskt Centrum EBC Norbyvägen 18 A, Uppsala, Sweden
| | - A Michael Lindberg
- Department of Chemistry and Biomedical Sciences, Faculty of Health and Life Sciences, Linnaeus University, Hus Vita, 44018, Kalmar, Sweden
| | - Jan Storå
- Department of Archaeology and Classical Studies, Osteoarchaeological Research Laboratory, Stockholm University, Stockholm, Sweden
| | - Per Persson
- Museum of Cultural History, University of Oslo, St. Olavs Plass, P.O. Box 6762, NO-0130, Oslo, Norway
| | - Björn Andersson
- Department of Cell and Molecular Biology (CMB), Karolinska Insitutet, P.O. Box 285, 171 77, Stockholm, Sweden
| | - Andrés Aravena
- Department of Molecular Biology and Genetics, Faculty of Science, Istanbul University, Vezneciler, 34134, Istanbul, Turkey
| | - Anders Götherström
- Centre for Palaeogenetics, Svante Arrhenius Väg 20C, 106 91, Stockholm, Sweden
- Department of Archaeology and Classical Studies, Archaeological Research Laboratory, Stockholm University, Stockholm, Sweden
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154
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Wu Q, Badu S, So SY, Treangen TJ, Savidge TC. The pan-microbiome profiling system Taxa4Meta identifies clinical dysbiotic features and classifies diarrheal disease. J Clin Invest 2024; 134:e170859. [PMID: 37962956 PMCID: PMC10786686 DOI: 10.1172/jci170859] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Accepted: 11/09/2023] [Indexed: 11/16/2023] Open
Abstract
Targeted metagenomic sequencing is an emerging strategy to survey disease-specific microbiome biomarkers for clinical diagnosis and prognosis. However, this approach often yields inconsistent or conflicting results owing to inadequate study power and sequencing bias. We introduce Taxa4Meta, a bioinformatics pipeline explicitly designed to compensate for technical and demographic bias. We designed and validated Taxa4Meta for accurate taxonomic profiling of 16S rRNA amplicon data acquired from different sequencing strategies. Taxa4Meta offers significant potential in identifying clinical dysbiotic features that can reliably predict human disease, validated comprehensively via reanalysis of individual patient 16S data sets. We leveraged the power of Taxa4Meta's pan-microbiome profiling to generate 16S-based classifiers that exhibited excellent utility for stratification of diarrheal patients with Clostridioides difficile infection, irritable bowel syndrome, or inflammatory bowel diseases, which represent common misdiagnoses and pose significant challenges for clinical management. We believe that Taxa4Meta represents a new "best practices" approach to individual microbiome surveys that can be used to define gut dysbiosis at a population-scale level.
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Affiliation(s)
- Qinglong Wu
- Department of Pathology and Immunology, Baylor College of Medicine, Houston, Texas, USA
- Texas Children’s Microbiome Center, Department of Pathology, Texas Children’s Hospital, Houston, Texas, USA
| | - Shyam Badu
- Department of Pathology and Immunology, Baylor College of Medicine, Houston, Texas, USA
- Texas Children’s Microbiome Center, Department of Pathology, Texas Children’s Hospital, Houston, Texas, USA
| | - Sik Yu So
- Department of Pathology and Immunology, Baylor College of Medicine, Houston, Texas, USA
- Texas Children’s Microbiome Center, Department of Pathology, Texas Children’s Hospital, Houston, Texas, USA
| | - Todd J. Treangen
- Department of Computer Science, Rice University, Houston, Texas, USA
| | - Tor C. Savidge
- Department of Pathology and Immunology, Baylor College of Medicine, Houston, Texas, USA
- Texas Children’s Microbiome Center, Department of Pathology, Texas Children’s Hospital, Houston, Texas, USA
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155
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Valido E, Bertolo A, Hertig-Godeschalk A, Flueck JL, Ruettimann B, Glisic M, Stoyanov J. Characteristics of the gut microbiome of Swiss elite athletes with a spinal cord injury: An exploratory study. J Spinal Cord Med 2024:1-9. [PMID: 38207282 DOI: 10.1080/10790268.2023.2265610] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/13/2024] Open
Abstract
OBJECTIVES To illustrate and explore associations between the gut microbiome and spinal cord injury (SCI) characteristics, physical training, dietary intake, body composition, and blood biomarkers of elite Swiss athletes. DESIGN AND SETTING Baseline data analysis of athletes with SCI who participated in a pilot trial (NCT04659408) in the Swiss Paraplegic Center, Nottwil, Switzerland. PARTICIPANTS Elite athletes, five males, and six females, with SCI who competed internationally. OUTCOME MEASURES We conducted a differential abundance analysis and measured the alpha and beta diversity of the gut microbiome. RESULTS The athletes' median age was 34.5 years. Six had traumatic SCI and five had a spina bifida. The athletes competed in para-cycling (5), wheelchair athletics (3), and wheelchair tennis (3). A higher duration of training per week was positively associated with Akkermansia and Akkermansiaceae but negatively associated with Prevotellaceae. Muribaculaceae was negatively associated with the average number of trainings per week. Waist circumference is negatively associated with Butyricimonas. Significant differences in the alpha diversity were found with sex, gastrointestinal quality of life index (GIQLI) scores, total caloric intake, total fat intake, total carbohydrate intake, and high-sensitivity C-reactive protein (hs-CRP). Beta diversity differences were found with impairment of the sympathetic nervous system of the gut at the genus level and HbA1c at the family level. CONCLUSIONS This study provides insight into the gut microbiome of athletes with SCI. Our results were similar to those found in athletes without SCI. Further replication is needed to confirm the relationships of organisms observed in the gut of athletes with SCI.
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Affiliation(s)
- Ezra Valido
- Swiss Paraplegic Research, Nottwil, Switzerland
- Faculty of Health Sciences, University of Lucerne, Lucerne, Switzerland
| | - Alessandro Bertolo
- Swiss Paraplegic Research, Nottwil, Switzerland
- Department of Orthopedic Surgery, University of Bern, Bern Inselspital, Bern, Switzerland
| | | | - Joelle Leonie Flueck
- Institute of Sports Medicine, Swiss Paraplegic Centre Nottwil, Nottwil, Switzerland
| | - Belinda Ruettimann
- Institute of Sports Medicine, Swiss Paraplegic Centre Nottwil, Nottwil, Switzerland
| | - Marija Glisic
- Swiss Paraplegic Research, Nottwil, Switzerland
- Institute of Social and Preventive Medicine (ISPM), University of Bern, Bern, Switzerland
| | - Jivko Stoyanov
- Swiss Paraplegic Research, Nottwil, Switzerland
- Institute of Social and Preventive Medicine (ISPM), University of Bern, Bern, Switzerland
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156
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Sentenac H, Schmeller DS, Caubet S, Carsin A, Guillet R, Ferriol J, Leflaive J, Loyau A. Biofilms inactivate the free-living stage of Batrachochytrium dendrobatidis, the most destructive pathogen for vertebrate diversity. THE ISME JOURNAL 2024; 18:wrae189. [PMID: 39325976 PMCID: PMC11630259 DOI: 10.1093/ismejo/wrae189] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/28/2024] [Revised: 09/11/2024] [Accepted: 09/25/2024] [Indexed: 09/28/2024]
Abstract
Emerging infectious diseases threaten biodiversity and human health. Many emerging pathogens have aquatic life stages and all immersed substrates have biofilms on their surface, i.e. communities of microorganisms producing a gelatinous matrix. However, the outcome of the interactions between environmental biofilms and pathogens is poorly understood. Here, we demonstrate that biofilms reduce the survival of the most impactful pathogen for vertebrate diversity, the invasive chytrid fungus Batrachochytrium dendrobatidis. Effects on its zoospores varied with biofilm composition in controlled settings and biofilm compositional variation also coincided with divergent impacts of chytridiomycosis on amphibian populations in nature. Our results suggest that biofilms form a biotic component of ecosystem resistance to Batrachochytrium dendrobatidis by reducing environmental transmission, and that they could be used to develop nature-based technologies to limit the impacts and spread of this invasive chytrid fungus. Our study warrants further research into the interactions between environmental biofilms and pathogenic and/or invasive micro-organisms.
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Affiliation(s)
- Hugo Sentenac
- Centre de Recherche sur la Biodiversité et l’Environnement (Unité Mixte de Recherche UMR 5300), Université de Toulouse, Centre National de la Recherche Scientifique (CNRS), Institut de Recherche pour le Developpement (IRD), Institut National Polytechnique de Toulouse (INPT), Université Toulouse 3—Paul Sabatier, 118 Route de Narbonne, Toulouse Cedex 31062, France
- Centre de Biologie pour la Gestion des Populations (CBGP), Université de Montpellier, Centre de coopération internationale en recherche agronomique pour le développement (CIRAD), Institut national de recherche pour l’agriculture, l’alimentation et l’environnement (INRAE), Institut Agro, IRD, Avenue du Campus Agropolis, Montferrier-sur-Lez 34980, France
- Chrono-Environnement UMR 6249 CNRS/Université de Franche-Comté (UFC), 16 Route de Gray, Besançon 25000, France
| | - Dirk S Schmeller
- Centre de Recherche sur la Biodiversité et l’Environnement (Unité Mixte de Recherche UMR 5300), Université de Toulouse, Centre National de la Recherche Scientifique (CNRS), Institut de Recherche pour le Developpement (IRD), Institut National Polytechnique de Toulouse (INPT), Université Toulouse 3—Paul Sabatier, 118 Route de Narbonne, Toulouse Cedex 31062, France
| | - Solène Caubet
- Centre de Recherche sur la Biodiversité et l’Environnement (Unité Mixte de Recherche UMR 5300), Université de Toulouse, Centre National de la Recherche Scientifique (CNRS), Institut de Recherche pour le Developpement (IRD), Institut National Polytechnique de Toulouse (INPT), Université Toulouse 3—Paul Sabatier, 118 Route de Narbonne, Toulouse Cedex 31062, France
| | - Adélaïde Carsin
- Centre de Recherche sur la Biodiversité et l’Environnement (Unité Mixte de Recherche UMR 5300), Université de Toulouse, Centre National de la Recherche Scientifique (CNRS), Institut de Recherche pour le Developpement (IRD), Institut National Polytechnique de Toulouse (INPT), Université Toulouse 3—Paul Sabatier, 118 Route de Narbonne, Toulouse Cedex 31062, France
| | - Rémi Guillet
- Centre de Recherche sur la Biodiversité et l’Environnement (Unité Mixte de Recherche UMR 5300), Université de Toulouse, Centre National de la Recherche Scientifique (CNRS), Institut de Recherche pour le Developpement (IRD), Institut National Polytechnique de Toulouse (INPT), Université Toulouse 3—Paul Sabatier, 118 Route de Narbonne, Toulouse Cedex 31062, France
| | - Jessica Ferriol
- Centre de Recherche sur la Biodiversité et l’Environnement (Unité Mixte de Recherche UMR 5300), Université de Toulouse, Centre National de la Recherche Scientifique (CNRS), Institut de Recherche pour le Developpement (IRD), Institut National Polytechnique de Toulouse (INPT), Université Toulouse 3—Paul Sabatier, 118 Route de Narbonne, Toulouse Cedex 31062, France
| | - Joséphine Leflaive
- Centre de Recherche sur la Biodiversité et l’Environnement (Unité Mixte de Recherche UMR 5300), Université de Toulouse, Centre National de la Recherche Scientifique (CNRS), Institut de Recherche pour le Developpement (IRD), Institut National Polytechnique de Toulouse (INPT), Université Toulouse 3—Paul Sabatier, 118 Route de Narbonne, Toulouse Cedex 31062, France
| | - Adeline Loyau
- Centre de Recherche sur la Biodiversité et l’Environnement (Unité Mixte de Recherche UMR 5300), Université de Toulouse, Centre National de la Recherche Scientifique (CNRS), Institut de Recherche pour le Developpement (IRD), Institut National Polytechnique de Toulouse (INPT), Université Toulouse 3—Paul Sabatier, 118 Route de Narbonne, Toulouse Cedex 31062, France
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157
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Davidson GL, Cienfuegos IA, Dalesman S. Antibiotic-altered gut microbiota explain host memory plasticity and disrupt pace-of-life covariation for an aquatic snail. THE ISME JOURNAL 2024; 18:wrae078. [PMID: 38811063 PMCID: PMC11136587 DOI: 10.1093/ismejo/wrae078] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Subscribe] [Scholar Register] [Received: 11/28/2023] [Revised: 02/21/2024] [Accepted: 04/29/2024] [Indexed: 05/31/2024]
Abstract
There is mounting evidence that intestinal microbiota communities and their genes (the gut microbiome) influence how animals behave and interact with their environment, driving individual variation. Individual covariation in behavioural, physiological, and cognitive traits among individuals along a fast-slow continuum is thought to arise because these traits are linked as part of an adaptive pace-of-life strategy. Yet paradoxically, trait intercorrelation is absent or disrupted in some populations but not others. Here, we provide experimental evidence from aquatic pond snails (Lymnaea stagnalis) that environmental stressors and the gut microbiota explain host phenotypic plasticity and disrupted covariation among traits. Antibiotic exposure at varying levels of ecologically relevant concentrations had multiple effects starting with gut microbiota diversity, differential abundance, and inferred function. Memory declined in line with antibiotic concentrations that caused the most profound gut microbiota disruption, and although pace-of-life traits remained rigid, their covariation did not. Moreover, inferred microbial metabolic pathways with biologically relevant host functions explained individual and treatment variation in phenotypes. Together, our results point to the gut microbiome as a proximate mechanism influencing the emergence and maintenance of phenotypic variation within populations and highlights the need to decipher whether the gut microbiome's sensitivity to environmental pollution facilitates adaptive or maladaptive phenotypic plasticity.
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Affiliation(s)
- Gabrielle L Davidson
- School of Biological Sciences, University of East Anglia, Norwich, NR4 7TJ, United Kingdom
- Department of Psychology, University of Cambridge, Cambridge, CB2 3EB, United Kingdom
- School of Biological, Earth and Environmental Sciences, University College Cork, Cork, Ireland
| | - Ignacio A Cienfuegos
- Department of Life Sciences, Aberystwyth University, Aberystwyth, SY23 3DA, United Kingdom
| | - Sarah Dalesman
- Department of Life Sciences, Aberystwyth University, Aberystwyth, SY23 3DA, United Kingdom
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158
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Chan AA, Tran PT, Lee DJ. Quantitative Aggregation of Microbiome Sequencing Data Provides Insights into the Associations between the Skin Microbiome and Psoriasis. JID INNOVATIONS 2024; 4:100249. [PMID: 38282647 PMCID: PMC10810833 DOI: 10.1016/j.xjidi.2023.100249] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2023] [Revised: 09/18/2023] [Accepted: 10/24/2023] [Indexed: 01/30/2024] Open
Abstract
Although prior studies have reported distinct skin microbiome profiles associated with psoriasis, differences in methods and analyses limit generalizable conclusions. Individual studies have actually reported conflicting findings; for example, Propionibacterium and Staphylococcus have been significantly associated with both psoriatic lesions and healthy skin. Qualitative reviews have attempted to summarize this body of work, but there is great variability across the studies' findings and methods. To better unify these data, we created a meta-analysis of all publicly available datasets by utilizing a uniform bioinformatics pipeline and reference database to investigate associations of the skin microbiome in psoriasis. A total of 977 skin swab samples (341 lesional, 295 nonlesional, and 341 healthy) from 6 studies were analyzed. The aggregated analysis revealed a higher relative abundance of microorganisms, including Staphylococcus aureus and Corynebacterium simulans, among others, from patients with psoriasis than those from healthy swab samples; in addition, Cutibacterium acnes, Lawsonella unclassified, and S warneri were significantly higher in healthy samples. Furthermore, comparison of functional pathways predicted from 16S gene markers showed that L-ornithine biosynthesis and L-histidine biosynthesis were lower in psoriatic lesions than in healthy controls. Taken together, this meta-analysis allows for a more generalizable association between the skin microbiome and psoriasis.
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Affiliation(s)
| | - Patrick T. Tran
- Division of Dermatology, Harbor-UCLA Medical Center, Torrance, California, USA
| | - Delphine J. Lee
- The Lundquist Institute, Torrance, California, USA
- Division of Dermatology, Harbor-UCLA Medical Center, Torrance, California, USA
- David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California, USA
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159
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Claypool DJ, Zhang YG, Xia Y, Sun J. Conditional Vitamin D Receptor Deletion Induces Fungal and Archaeal Dysbiosis and Altered Metabolites. Metabolites 2024; 14:32. [PMID: 38248835 PMCID: PMC10819266 DOI: 10.3390/metabo14010032] [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: 12/03/2023] [Revised: 12/24/2023] [Accepted: 12/28/2023] [Indexed: 01/23/2024] Open
Abstract
A vitamin D receptor (VDR) deficiency leads to the dysbiosis of intestinal bacteria and is associated with various diseases, including cancer, infections, and inflammatory bowel disease. However, the impact of a VDR deficiency on fungi and archaea is unknown. We conditionally deleted the VDR in Paneth cells (VDRΔPC), intestinal epithelial cells (VDRΔIEC), or myeloid cells (VDRΔLyz) in mice and collected feces for shotgun metagenomic sequencing and untargeted metabolomics. We found that fungi were significantly altered in each knockout (KO) group compared to the VDRLoxp control. The VDRΔLyz mice had the most altered fungi species (three depleted and seven enriched), followed by the VDRΔPC mice (six depleted and two enriched), and the VDRΔIEC mice (one depleted and one enriched). The methanogen Methanofollis liminatans was enriched in the VDRΔPC and VDRΔLyz mice and two further archaeal species (Thermococcus piezophilus and Sulfolobus acidocaldarius) were enriched in the VDRΔLyz mice compared to the Loxp group. Significant correlations existed among altered fungi, archaea, bacteria, and viruses in the KO mice. Functional metagenomics showed changes in several biologic functions, including decreased sulfate reduction and increased biosynthesis of cobalamin (vitamin B12) in VDRΔLyz mice relative to VDRLoxp mice. Fecal metabolites were analyzed to examine the involvement of sulfate reduction and other pathways. In conclusion, a VDR deficiency caused the formation of altered fungi and archaea in a tissue- and sex-dependent manner. These results provide a foundation about the impact of a host factor (e.g., VDR deficiency) on fungi and archaea. It opens the door for further studies to determine how mycobiome and cross-kingdom interactions in the microbiome community and metabolites contribute to the risk of certain diseases.
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Affiliation(s)
- Duncan J. Claypool
- Department of Medicine, University of Illinois Chicago, Chicago, IL 60612, USA; (D.J.C.); (Y.-G.Z.)
- Department of Bioengineering, University of Illinois Chicago, Chicago, IL 60607, USA
| | - Yong-Guo Zhang
- Department of Medicine, University of Illinois Chicago, Chicago, IL 60612, USA; (D.J.C.); (Y.-G.Z.)
| | - Yinglin Xia
- Department of Medicine, University of Illinois Chicago, Chicago, IL 60612, USA; (D.J.C.); (Y.-G.Z.)
- Jesse Brown VA Medical Center, Chicago, IL 60612, USA
| | - Jun Sun
- Department of Medicine, University of Illinois Chicago, Chicago, IL 60612, USA; (D.J.C.); (Y.-G.Z.)
- Department of Bioengineering, University of Illinois Chicago, Chicago, IL 60607, USA
- Jesse Brown VA Medical Center, Chicago, IL 60612, USA
- Department of Microbiology and Immunology, University of Illinois Chicago, Chicago, IL 60612, USA
- UIC Cancer Center, University of Illinois Chicago, Chicago, IL 60612, USA
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160
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Chetty A, Blekhman R. Multi-omic approaches for host-microbiome data integration. Gut Microbes 2024; 16:2297860. [PMID: 38166610 PMCID: PMC10766395 DOI: 10.1080/19490976.2023.2297860] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/19/2023] [Accepted: 12/18/2023] [Indexed: 01/05/2024] Open
Abstract
The gut microbiome interacts with the host through complex networks that affect physiology and health outcomes. It is becoming clear that these interactions can be measured across many different omics layers, including the genome, transcriptome, epigenome, metabolome, and proteome, among others. Multi-omic studies of the microbiome can provide insight into the mechanisms underlying host-microbe interactions. As more omics layers are considered, increasingly sophisticated statistical methods are required to integrate them. In this review, we provide an overview of approaches currently used to characterize multi-omic interactions between host and microbiome data. While a large number of studies have generated a deeper understanding of host-microbiome interactions, there is still a need for standardization across approaches. Furthermore, microbiome studies would also benefit from the collection and curation of large, publicly available multi-omics datasets.
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Affiliation(s)
- Ashwin Chetty
- Committee on Genetics, Genomics and Systems Biology, The University of Chicago, Chicago, IL, USA
| | - Ran Blekhman
- Section of Genetic Medicine, Department of Medicine, The University of Chicago, Chicago, IL, USA
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161
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Bohn B, Mueller NT. Gut Check: Sugar, Fiber, and Infant Microbiota. J Nutr 2024; 154:7-9. [PMID: 38008360 PMCID: PMC10925887 DOI: 10.1016/j.tjnut.2023.11.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2023] [Revised: 11/14/2023] [Accepted: 11/16/2023] [Indexed: 11/28/2023] Open
Affiliation(s)
- Bruno Bohn
- Department of Epidemiology, Colorado School of Public Health, Lifecourse Epidemiology of Adiposity and Diabetes (LEAD) Center, University of Colorado, Anschutz Medical Campus, Aurora, CO, United States
| | - Noel T Mueller
- Department of Epidemiology, Colorado School of Public Health, Lifecourse Epidemiology of Adiposity and Diabetes (LEAD) Center, University of Colorado, Anschutz Medical Campus, Aurora, CO, United States; Department of Pediatrics, School of Medicine, Lifecourse Epidemiology of Adiposity and Diabetes (LEAD) Center, University of Colorado, Anschutz Medical Campus, Aurora, CO, United States.
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162
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Eckermann HA, Meijer J, Cooijmans K, Lahti L, de Weerth C. Daily skin-to-skin contact alters microbiota development in healthy full-term infants. Gut Microbes 2024; 16:2295403. [PMID: 38197254 PMCID: PMC10793693 DOI: 10.1080/19490976.2023.2295403] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/17/2023] [Accepted: 12/12/2023] [Indexed: 01/11/2024] Open
Abstract
The gut microbiota is vital for human body development and function. Its development in early life is influenced by various environmental factors. In this randomized controlled trial, the gut microbiota was obtained as a secondary outcome measure in a study on the effects of one hour of daily skin-to-skin contact (SSC) for five weeks in healthy full-term infants. Specifically, we studied the effects on alpha/beta diversity, volatility, microbiota maturation, and bacterial and gut-brain-axis-related functional abundances in microbiota assessed thrice in the first year. Pregnant Dutch women (n = 116) were randomly assigned to the SSC or care-as-usual groups. The SSC group participants engaged in one hour of daily SSC from birth to five weeks of age. Stool samples were collected at two, five, and 52 weeks and the V4 region was sequenced. We observed significant differences in the microbiota composition, bacterial abundances, and predicted functional pathways between the groups. The SSC group exhibited lower microbiota volatility during early infancy. Microbiota maturation was slower in the SSC group during the first year and our results suggested that breastfeeding duration may have partially mediated this relation. Our findings provide evidence that postpartum SSC may influence microbiota development. Replication is necessary to validate and generalize these results. Future studies should include direct stress measurements and extend microbiota sampling beyond the first year to investigate stress as a mechanism and research SSC's impact on long-term microbiota maturation trajectories.
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Affiliation(s)
- Henrik Andreas Eckermann
- Donders Institute for Brain, Cognition and Behaviour, Department of Cognitive Neuroscience, Radboud university medical center, Nijmegen, The Netherlands
| | - Jennifer Meijer
- Donders Institute for Brain, Cognition and Behaviour, Department of Cognitive Neuroscience, Radboud university medical center, Nijmegen, The Netherlands
| | - Kelly Cooijmans
- Donders Institute for Brain, Cognition and Behaviour, Department of Cognitive Neuroscience, Radboud university medical center, Nijmegen, The Netherlands
- Behavioural Science Institute, Radboud University, Nijmegen, The Netherlands
| | - Leo Lahti
- Department of Computing, University of Turku, Turku, Finland
| | - Carolina de Weerth
- Donders Institute for Brain, Cognition and Behaviour, Department of Cognitive Neuroscience, Radboud university medical center, Nijmegen, The Netherlands
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163
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Han S, Shin R, Ryu SH, Unno T, Hur HG, Shin H. A Potential Indicator Gene, tetM, to Assess Contamination by Antibiotic Resistance Genes in Greenhouses in South Korea. Microbes Environ 2024; 39:n/a. [PMID: 39756985 DOI: 10.1264/jsme2.me24053] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2025] Open
Abstract
Antibiotic resistance genes (ARGs) have been emerging as a concerning threat to both environment and public health. The continuous input of manure, irrigation water, and fertilizers increases the abundance of ARGs in agricultural environments. However, current risk assessments have focused on clinical settings, which are not applicable to environmental settings. Therefore, we herein aimed to identify and assess indicator genes to reduce the time and effort required for ARG surveillance. A nationwide ana-lysis of 322 ARGs and 58 mobile genetic elements (MGEs) was performed on 42 greenhouse and 19 control soil samples. The chemical properties and pH of soil were also investigated to characterize differences between greenhouse and control soil samples. The results obtained showed that the abundance of ARGS was significantly higher and ion concentrations were higher in greenhouse samples than in control samples. These results indicate that agricultural activities increased the abundance of ARGs. Furthermore, the abundance of core genes was significantly higher in greenhouse samples than in control samples, and the chemical characteristics of soil significantly differed between these samples. Among the discriminatory genes selected, tetM was identified as an ARG surveillance indicator gene based on its clinical relevance, prevalence in the soil resistome, and relationship with mobile genetic elements. The present results will contribute to the continuous and rapid surveillance of antibiotic resistance dissemination and proliferation in greenhouses in South Korea.
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Affiliation(s)
- Seunggyun Han
- School of Earth Sciences and Environmental Engineering, Gwangju Institute of Science and Technology (GIST)
| | - Raan Shin
- School of Earth Sciences and Environmental Engineering, Gwangju Institute of Science and Technology (GIST)
| | - Song-Hee Ryu
- Residual Agrochemical Assessment Division, National Institute of Agricultural Sciences
| | - Tatsuya Unno
- Department of Biological Sciences and Biotechnology, Chungbuk National University
| | - Hor-Gil Hur
- School of Earth Sciences and Environmental Engineering, Gwangju Institute of Science and Technology (GIST)
| | - Hanseob Shin
- Center for Health Effects of Environmental Contamination, University of Iowa
- State Hygienic Laboratory, University of Iowa
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164
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McGuinness AJ, Stinson LF, Snelson M, Loughman A, Stringer A, Hannan AJ, Cowan CSM, Jama HA, Caparros-Martin JA, West ML, Wardill HR. From hype to hope: Considerations in conducting robust microbiome science. Brain Behav Immun 2024; 115:120-130. [PMID: 37806533 DOI: 10.1016/j.bbi.2023.09.022] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/20/2023] [Revised: 08/14/2023] [Accepted: 09/30/2023] [Indexed: 10/10/2023] Open
Abstract
Microbiome science has been one of the most exciting and rapidly evolving research fields in the past two decades. Breakthroughs in technologies including DNA sequencing have meant that the trillions of microbes (particularly bacteria) inhabiting human biological niches (particularly the gut) can be profiled and analysed in exquisite detail. This microbiome profiling has profound impacts across many fields of research, especially biomedical science, with implications for how we understand and ultimately treat a wide range of human disorders. However, like many great scientific frontiers in human history, the pioneering nature of microbiome research comes with a multitude of challenges and potential pitfalls. These include the reproducibility and robustness of microbiome science, especially in its applications to human health outcomes. In this article, we address the enormous promise of microbiome science and its many challenges, proposing constructive solutions to enhance the reproducibility and robustness of research in this nascent field. The optimisation of microbiome science spans research design, implementation and analysis, and we discuss specific aspects such as the importance of ecological principals and functionality, challenges with microbiome-modulating therapies and the consideration of confounding, alternative options for microbiome sequencing, and the potential of machine learning and computational science to advance the field. The power of microbiome science promises to revolutionise our understanding of many diseases and provide new approaches to prevention, early diagnosis, and treatment.
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Affiliation(s)
- Amelia J McGuinness
- Deakin University, Geelong, Australia, the Institute for Mental and Physical Health and Clinical Translation (IMPACT), School of Medicine and Barwon Health, Geelong, Australia
| | - Lisa F Stinson
- School of Molecular Sciences, The University of Western Australia, Perth, WA, Australia
| | - Matthew Snelson
- Hypertension Research Laboratory, School of Biological Sciences, Faculty of Science, Monash University, Clayton, VIC, Australia.
| | - Amy Loughman
- Deakin University, Geelong, Australia, the Institute for Mental and Physical Health and Clinical Translation (IMPACT), School of Medicine and Barwon Health, Geelong, Australia
| | - Andrea Stringer
- Clinical and Health Sciences, University of South Australia, Adelaide, South Australia, Australia
| | - Anthony J Hannan
- The Florey Institute of Neuroscience and Mental Health, University of Melbourne, Parkville, Australia
| | | | - Hamdi A Jama
- Hypertension Research Laboratory, School of Biological Sciences, Faculty of Science, Monash University, Clayton, VIC, Australia
| | | | - Madeline L West
- Deakin University, Geelong, Australia, the Institute for Mental and Physical Health and Clinical Translation (IMPACT), School of Medicine and Barwon Health, Geelong, Australia
| | - Hannah R Wardill
- Supportive Oncology Research Group, Precision Medicine (Cancer), South Australian Health and Medical Research Institute (SAHMRI), University of Adelaide, Adelaide, South Australia, Australia
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165
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Gao C, Wei J, Lu C, Wang L, Dong D, Sun M. A new perspective in intestinal microecology: lifting the veil of exercise regulation of cardiometabolic diseases. Gut Microbes 2024; 16:2404141. [PMID: 39305272 PMCID: PMC11418258 DOI: 10.1080/19490976.2024.2404141] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/21/2024] [Revised: 09/02/2024] [Accepted: 09/09/2024] [Indexed: 09/25/2024] Open
Abstract
Cardiometabolic diseases (CMDs), encompassing cardiovascular and metabolic dysfunctions, characterized by insulin resistance, dyslipidemia, hepatic steatosis, and inflammation, have been identified with boosting morbidity and mortality due to the dearth of efficacious therapeutic interventions. In recent years, studies have shown that variations in gut microbiota and its own metabolites can influence the occurrence of CMDs. Intriguingly, the composition and function of the gut microbiota are susceptible to exercise patterns, thus affecting inflammatory, immune, and metabolic responses within the host. In this review, we introduce the key mechanisms of intestinal microecology involved in the onset and development of CMDs, discuss the relationship between exercise and intestinal microecology, and then analyze the role of intestinal microecology in the beneficial effects of exercise on CMDs, aiming at elucidating the gut-heart axis mechanisms of exercise mediated protective effect on CMDs, building avenues for the application of exercise in the management of CMDs.
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Affiliation(s)
- Can Gao
- College of Exercise and Health, Shenyang Sport University, Shenyang, Liaoning, P. R. China
| | - Jinwen Wei
- College of Exercise and Health, Shenyang Sport University, Shenyang, Liaoning, P. R. China
| | - Changxu Lu
- College of Exercise and Health, Shenyang Sport University, Shenyang, Liaoning, P. R. China
| | - Lijie Wang
- Department of Cardiology, The Fourth Affiliated Hospital of China Medical University, Shenyang, Liaoning, P. R. China
| | - Dan Dong
- College of Basic Medical Science, China Medical University, Shenyang, Liaoning, P. R. China
| | - Mingli Sun
- College of Exercise and Health, Shenyang Sport University, Shenyang, Liaoning, P. R. China
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166
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Manzoor M, Leskelä J, Pietiäinen M, Martinez-Majander N, Ylikotila P, Könönen E, Niiranen T, Lahti L, Sinisalo J, Putaala J, Pussinen PJ, Paju S. Multikingdom oral microbiome interactions in early-onset cryptogenic ischemic stroke. ISME COMMUNICATIONS 2024; 4:ycae088. [PMID: 38988699 PMCID: PMC11235082 DOI: 10.1093/ismeco/ycae088] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/27/2023] [Revised: 04/15/2024] [Accepted: 06/19/2024] [Indexed: 07/12/2024]
Abstract
Although knowledge of the role of the oral microbiome in ischemic stroke is steadily increasing, little is known about the multikingdom microbiota interactions and their consequences. We enrolled participants from a prospective multicentre case-control study and investigated multikingdom microbiome differences using saliva metagenomic datasets (n = 308) from young patients diagnosed with cryptogenic ischemic stroke (CIS) and age- and sex-matched stroke-free controls. Differentially abundant taxa were identified using Analysis of Compositions of Microbiomes with Bias Correction (ANCOM-BC2). Functional potential was inferred using HUMANn3. Our findings revealed significant differences in the composition and functional capacity of the oral microbiota associated with CIS. We identified 51 microbial species, including 47 bacterial, 3 viral, and one fungal species associated with CIS in the adjusted model. Co-abundance network analysis highlighted a more intricate microbial network in CIS patients, indicating potential interactions and co-occurrence patterns among microbial species across kingdoms. The results of our metagenomic analysis reflect the complexity of the oral microbiome, with high diversity and multikingdom interactions, which may play a role in health and disease.
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Affiliation(s)
- Muhammed Manzoor
- Department of Oral and Maxillofacial Diseases, University of Helsinki, 00014 Helsinki, Finland
| | - Jaakko Leskelä
- Department of Oral and Maxillofacial Diseases, University of Helsinki, 00014 Helsinki, Finland
| | - Milla Pietiäinen
- Department of Oral and Maxillofacial Diseases, University of Helsinki, 00014 Helsinki, Finland
- Industrial Biotechnology and Food Protein Production, VTT Technical Research Centre of Finland, 02044 Espoo, Finland
| | - Nicolas Martinez-Majander
- Department of Neurology, Helsinki University Hospital and University of Helsinki, 00290 Helsinki, Finland
| | - Pauli Ylikotila
- Neurocenter, Turku University Hospital, University of Turku, 20521 Turku, Finland
| | - Eija Könönen
- Institute of Dentistry, University of Turku, 20500 Turku, Finland
| | - Teemu Niiranen
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare, 00271 Helsinki, Finland
- Department of Internal Medicine, Turku University Hospital and University of Turku, 20521 Turku, Finland
| | - Leo Lahti
- Department of Computing, University of Turku, 20500 Turku, Finland
| | - Juha Sinisalo
- Heart and Lung Center, Helsinki University Central Hospital, and Helsinki University, 00260 Helsinki, Finland
| | - Jukka Putaala
- Department of Neurology, Helsinki University Hospital and University of Helsinki, 00290 Helsinki, Finland
| | - Pirkko J Pussinen
- Department of Oral and Maxillofacial Diseases, University of Helsinki, 00014 Helsinki, Finland
- School of Medicine, Institute of Dentistry, University of Eastern Finland, 70211 Kuopio, Finland
| | - Susanna Paju
- Department of Oral and Maxillofacial Diseases, University of Helsinki, 00014 Helsinki, Finland
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167
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Roume H, Mondot S, Saliou A, Le Fresne-Languille S, Doré J. Multicenter evaluation of gut microbiome profiling by next-generation sequencing reveals major biases in partial-length metabarcoding approach. Sci Rep 2023; 13:22593. [PMID: 38114587 PMCID: PMC10730622 DOI: 10.1038/s41598-023-46062-7] [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: 02/27/2023] [Accepted: 10/27/2023] [Indexed: 12/21/2023] Open
Abstract
Next-generation sequencing workflows, using either metabarcoding or metagenomic approaches, have massively contributed to expanding knowledge of the human gut microbiota, but methodological bias compromises reproducibility across studies. Where these biases have been quantified within several comparative analyses on their own, none have measured inter-laboratory reproducibility using similar DNA material. Here, we designed a multicenter study involving seven participating laboratories dedicated to partial- (P1 to P5), full-length (P6) metabarcoding, or metagenomic profiling (MGP) using DNA from a mock microbial community or extracted from 10 fecal samples collected at two time points from five donors. Fecal material was collected, and the DNA was extracted according to the IHMS protocols. The mock and isolated DNA were then provided to the participating laboratories for sequencing. Following sequencing analysis according to the laboratories' routine pipelines, relative taxonomic-count tables defined at the genus level were provided and analyzed. Large variations in alpha-diversity between laboratories, uncorrelated with sequencing depth, were detected among the profiles. Half of the genera identified by P1 were unique to this partner and two-thirds of the genera identified by MGP were not detected by P3. Analysis of beta-diversity revealed lower inter-individual variance than inter-laboratory variances. The taxonomic profiles of P5 and P6 were more similar to those of MGP than those obtained by P1, P2, P3, and P4. Reanalysis of the raw sequences obtained by partial-length metabarcoding profiling, using a single bioinformatic pipeline, harmonized the description of the bacterial profiles, which were more similar to each other, except for P3, and closer to the profiles obtained by MGP. This study highlights the major impact of the bioinformatics pipeline, and primarily the database used for taxonomic annotation. Laboratories need to benchmark and optimize their bioinformatic pipelines using standards to monitor their effectiveness in accurately detecting taxa present in gut microbiota.
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Affiliation(s)
- Hugo Roume
- Université Paris-Saclay, INRAE, MetaGenoPolis, 78350, Jouy-en-Josas, France
- Discovery & Front End Innovation, Lesaffre Institute of Science & Technology, Lesaffre International, 101 rue de Menin, 59700, Marcq-en-Barœul, France
| | - Stanislas Mondot
- Université Paris-Saclay, INRAE, AgroParisTech, Micalis Institute, 78350, Jouy-en-Josas, France
| | - Adrien Saliou
- BIOASTER, Microbiology Technology Institute, 40 Avenue Tony Garnier, 69007, Lyon, France
| | | | - Joël Doré
- Université Paris-Saclay, INRAE, MetaGenoPolis, 78350, Jouy-en-Josas, France.
- Université Paris-Saclay, INRAE, AgroParisTech, Micalis Institute, 78350, Jouy-en-Josas, France.
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168
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Otsuka Y, Hara A, Minaga K, Sekai I, Kurimoto M, Masuta Y, Takada R, Yoshikawa T, Kamata K, Kudo M, Watanabe T. Leucine-rich repeat kinase 2 promotes the development of experimental severe acute pancreatitis. Clin Exp Immunol 2023; 214:182-196. [PMID: 37847786 PMCID: PMC10714192 DOI: 10.1093/cei/uxad106] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2023] [Revised: 08/10/2023] [Accepted: 09/08/2023] [Indexed: 10/19/2023] Open
Abstract
Translocation of gut bacteria into the pancreas promotes the development of severe acute pancreatitis (SAP). Recent clinical studies have also highlighted the association between fungal infections and SAP. The sensing of gut bacteria by pattern recognition receptors promotes the development of SAP via the production of proinflammatory cytokines; however, the mechanism by which gut fungi mediate SAP remains largely unknown. Leucine-rich repeat kinase 2 (LRRK2) is a multifunctional protein that regulates innate immunity against fungi via Dectin-1 activation. Here, we investigated the role of LRRK2 in SAP development and observed that administration of LRRK2 inhibitors attenuated SAP development. The degree of SAP was greater in Lrrk2 transgenic (Tg) mice than in control mice and was accompanied by an increased production of nuclear factor-kappaB-dependent proinflammatory cytokines. Ablation of the fungal mycobiome by anti-fungal drugs inhibited SAP development in Lrrk2 Tg mice, whereas the degree of SAP was comparable in Lrrk2 Tg mice with or without gut sterilization by a broad range of antibiotics. Pancreatic mononuclear cells from Lrrk2 Tg mice produced large amounts of IL-6 and TNF-α upon stimulation with Dectin-1 ligands, and inhibition of the Dectin-1 pathway by a spleen tyrosine kinase inhibitor protected Lrrk2 Tg mice from SAP. These data indicate that LRRK2 activation is involved in the development of SAP through proinflammatory cytokine responses upon fungal exposure.
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Affiliation(s)
- Yasuo Otsuka
- Department of Gastroenterology and Hepatology, Kindai University Faculty of Medicine, Osaka-Sayama, Osaka, Japan
| | - Akane Hara
- Department of Gastroenterology and Hepatology, Kindai University Faculty of Medicine, Osaka-Sayama, Osaka, Japan
| | - Kosuke Minaga
- Department of Gastroenterology and Hepatology, Kindai University Faculty of Medicine, Osaka-Sayama, Osaka, Japan
| | - Ikue Sekai
- Department of Gastroenterology and Hepatology, Kindai University Faculty of Medicine, Osaka-Sayama, Osaka, Japan
| | - Masayuki Kurimoto
- Department of Gastroenterology and Hepatology, Kindai University Faculty of Medicine, Osaka-Sayama, Osaka, Japan
| | - Yasuhiro Masuta
- Department of Gastroenterology and Hepatology, Kindai University Faculty of Medicine, Osaka-Sayama, Osaka, Japan
| | - Ryutaro Takada
- Department of Gastroenterology and Hepatology, Kindai University Faculty of Medicine, Osaka-Sayama, Osaka, Japan
| | - Tomoe Yoshikawa
- Department of Gastroenterology and Hepatology, Kindai University Faculty of Medicine, Osaka-Sayama, Osaka, Japan
| | - Ken Kamata
- Department of Gastroenterology and Hepatology, Kindai University Faculty of Medicine, Osaka-Sayama, Osaka, Japan
| | - Masatoshi Kudo
- Department of Gastroenterology and Hepatology, Kindai University Faculty of Medicine, Osaka-Sayama, Osaka, Japan
| | - Tomohiro Watanabe
- Department of Gastroenterology and Hepatology, Kindai University Faculty of Medicine, Osaka-Sayama, Osaka, Japan
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169
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Popov IV, Popov IV, Krikunova AA, Lipilkina TA, Derezina TN, Chikindas ML, Venema K, Ermakov AM. Gut Microbiota Composition of Insectivorous Synanthropic and Fructivorous Zoo Bats: A Direct Metagenomic Comparison. Int J Mol Sci 2023; 24:17301. [PMID: 38139130 PMCID: PMC10744024 DOI: 10.3390/ijms242417301] [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: 10/28/2023] [Revised: 12/06/2023] [Accepted: 12/07/2023] [Indexed: 12/24/2023] Open
Abstract
Bats are natural reservoirs for many emerging viral diseases. That is why their virome is widely studied. But at the same time, studies of their bacterial gut microbiota are limited, creating a degree of uncertainty about the role of bats in global microbial ecology. In this study, we analyzed gut microbiota of insectivorous Nyctalus noctula and Vespertilio murinus from rehabilitation centers from Rostov-on-Don and Moscow, respectively, and fructivorous Carollia perspicillata from the Moscow Zoo based on V3-V4 16S rRNA metagenomic sequencing. We revealed that microbial diversity significantly differs between the insectivorous and fructivorous species studied, while the differences between N. noctula and V. murinus are less pronounced, which shows that bats' gut microbiota is not strictly species-specific and depends more on diet type. In the gut microbiota of synanthropic bats, we observed bacteria that are important for public health and animal welfare such as Bacteroides, Enterobacter, Clostridiaceae, Enterococcus, Ureaplasma, Faecalibacterium, and Helicobacter, as well as some lactic acid bacteria such as Pediococcus, Lactobacillus, Lactococcus, and Weisella. All these bacteria, except for Bacteroides and Weisella, were significantly less abundant in C. perspicillata. This study provides a direct metagenomic comparison of synanthropic insectivorous and zoo fructivorous bats, suggesting future directions for studying these animals' role in microbial ecology.
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Affiliation(s)
- Igor V. Popov
- Faculty of Bioengineering and Veterinary Medicine and Center for Agrobiotechnology, Don State Technical University, 344000 Rostov-on-Don, Russia; (I.V.P.); (A.A.K.); (T.A.L.); (T.N.D.); (M.L.C.); (A.M.E.)
- Division of Immunobiology and Biomedicine, Center of Genetics and Life Sciences, Sirius University of Science and Technology, 354340 Federal Territory Sirius, Russia
- Centre for Healthy Eating & Food Innovation (HEFI), Maastricht University Campus Venlo, 5928 SZ Venlo, The Netherlands;
| | - Ilia V. Popov
- Faculty of Bioengineering and Veterinary Medicine and Center for Agrobiotechnology, Don State Technical University, 344000 Rostov-on-Don, Russia; (I.V.P.); (A.A.K.); (T.A.L.); (T.N.D.); (M.L.C.); (A.M.E.)
| | - Anastasya A. Krikunova
- Faculty of Bioengineering and Veterinary Medicine and Center for Agrobiotechnology, Don State Technical University, 344000 Rostov-on-Don, Russia; (I.V.P.); (A.A.K.); (T.A.L.); (T.N.D.); (M.L.C.); (A.M.E.)
| | - Tatyana A. Lipilkina
- Faculty of Bioengineering and Veterinary Medicine and Center for Agrobiotechnology, Don State Technical University, 344000 Rostov-on-Don, Russia; (I.V.P.); (A.A.K.); (T.A.L.); (T.N.D.); (M.L.C.); (A.M.E.)
| | - Tatyana N. Derezina
- Faculty of Bioengineering and Veterinary Medicine and Center for Agrobiotechnology, Don State Technical University, 344000 Rostov-on-Don, Russia; (I.V.P.); (A.A.K.); (T.A.L.); (T.N.D.); (M.L.C.); (A.M.E.)
| | - Michael L. Chikindas
- Faculty of Bioengineering and Veterinary Medicine and Center for Agrobiotechnology, Don State Technical University, 344000 Rostov-on-Don, Russia; (I.V.P.); (A.A.K.); (T.A.L.); (T.N.D.); (M.L.C.); (A.M.E.)
- Health Promoting Naturals Laboratory, School of Environmental and Biological Sciences, Rutgers State University, New Brunswick, NJ 08901, USA
- Department of General Hygiene, I.M. Sechenov First Moscow State Medical University, 119435 Moscow, Russia
| | - Koen Venema
- Centre for Healthy Eating & Food Innovation (HEFI), Maastricht University Campus Venlo, 5928 SZ Venlo, The Netherlands;
| | - Alexey M. Ermakov
- Faculty of Bioengineering and Veterinary Medicine and Center for Agrobiotechnology, Don State Technical University, 344000 Rostov-on-Don, Russia; (I.V.P.); (A.A.K.); (T.A.L.); (T.N.D.); (M.L.C.); (A.M.E.)
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170
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Shankar N, Shetty P, Melo TC, Kesseli R. Multi-Generation Ecosystem Selection of Rhizosphere Microbial Communities Associated with Plant Genotype and Biomass in Arabidopsis thaliana. Microorganisms 2023; 11:2932. [PMID: 38138075 PMCID: PMC10745315 DOI: 10.3390/microorganisms11122932] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2023] [Revised: 12/01/2023] [Accepted: 12/01/2023] [Indexed: 12/24/2023] Open
Abstract
The role of the microbiome in shaping the host's phenotype has emerged as a critical area of investigation, with implications in ecology, evolution, and host health. The complex and dynamic interactions involving plants and their diverse rhizospheres' microbial communities are influenced by a multitude of factors, including but not limited to soil type, environment, and plant genotype. Understanding the impact of these factors on microbial community assembly is key to yielding host-specific and robust benefits for plants, yet it remains challenging. Here, we conducted an artificial ecosystem selection experiment for eight generations of Arabidopsis thaliana Ler and Cvi to select soil microbiomes associated with a higher or lower biomass of the host. This resulted in divergent microbial communities shaped by a complex interplay between random environmental variations, plant genotypes, and biomass selection pressures. In the initial phases of the experiment, the genotype and the biomass selection treatment had modest but significant impacts. Over time, the plant genotype and biomass treatments gained more influence, explaining ~40% of the variation in the microbial community's composition. Furthermore, a genotype-specific association of plant-growth-promoting rhizobacterial taxa, Labraceae with Ler and Rhizobiaceae with Cvi, was observed under selection for high biomass.
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Affiliation(s)
- Nachiket Shankar
- Department of Biology, University of Massachusetts, Boston, MA 02125, USA (R.K.)
| | - Prateek Shetty
- Institute of Plant Biology, Biological Research Centre, 6726 Szeged, Hungary;
| | - Tatiana C. Melo
- Department of Biology, University of Massachusetts, Boston, MA 02125, USA (R.K.)
| | - Rick Kesseli
- Department of Biology, University of Massachusetts, Boston, MA 02125, USA (R.K.)
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171
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Pernigoni N, Guo C, Gallagher L, Yuan W, Colucci M, Troiani M, Liu L, Maraccani L, Guccini I, Migliorini D, de Bono J, Alimonti A. The potential role of the microbiota in prostate cancer pathogenesis and treatment. Nat Rev Urol 2023; 20:706-718. [PMID: 37491512 DOI: 10.1038/s41585-023-00795-2] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/15/2023] [Indexed: 07/27/2023]
Abstract
The human body hosts a complex and dynamic population of trillions of microorganisms - the microbiota - which influences the body in homeostasis and disease, including cancer. Several epidemiological studies have associated specific urinary and gut microbial species with increased risk of prostate cancer; however, causal mechanistic data remain elusive. Studies have associated bacterial generation of genotoxins with the occurrence of TMPRSS2-ERG gene fusions, a common, early oncogenic event during prostate carcinogenesis. A subsequent study demonstrated the role of the gut microbiota in prostate cancer endocrine resistance, which occurs, at least partially, through the generation of androgenic steroids fuelling oncogenic signalling via the androgen receptor. These studies present mechanistic evidence of how the host microbiota might be implicated in prostate carcinogenesis and tumour progression. Importantly, these findings also reveal potential avenues for the detection and treatment of prostate cancer through the profiling and modulation of the host microbiota. The latter could involve approaches such as the use of faecal microbiota transplantation, prebiotics, probiotics, postbiotics or antibiotics, which can be used independently or combined with existing treatments to reverse therapeutic resistance and improve clinical outcomes in patients with prostate cancer.
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Affiliation(s)
- Nicolò Pernigoni
- Institute of Oncology Research, Bellinzona, Switzerland
- Faculty of Biomedical Sciences, Università della Svizzera Italiana, Lugano, Switzerland
| | - Christina Guo
- Institute of Cancer Research, London, UK
- Royal Marsden Hospital, London, UK
| | | | - Wei Yuan
- Institute of Cancer Research, London, UK
| | - Manuel Colucci
- Institute of Oncology Research, Bellinzona, Switzerland
- Faculty of Biomedical Sciences, Università della Svizzera Italiana, Lugano, Switzerland
- Faculty of Biology and Medicine, University of Lausanne, Lausanne, Switzerland
| | - Martina Troiani
- Institute of Oncology Research, Bellinzona, Switzerland
- Faculty of Biomedical Sciences, Università della Svizzera Italiana, Lugano, Switzerland
| | - Lei Liu
- Institute of Oncology Research, Bellinzona, Switzerland
- Faculty of Biomedical Sciences, Università della Svizzera Italiana, Lugano, Switzerland
| | - Luisa Maraccani
- Institute of Oncology Research, Bellinzona, Switzerland
- Faculty of Biomedical Sciences, Università della Svizzera Italiana, Lugano, Switzerland
- Department of Pharmaceutical and Pharmacological Sciences, University of Padova, Padova, Italy
- Veneto Institute of Molecular Medicine, Padova, Italy
| | - Ilaria Guccini
- Institute of Molecular Health Sciences, ETH Zurich, Zurich, Switzerland
| | - Denis Migliorini
- Department of Oncology, Geneva University Hospitals, Geneva, Switzerland
- Center for Translational Research in Onco-Hematology, University of Geneva, Geneva, Switzerland
- Swiss Cancer Center Léman, Lausanne and Geneva, Geneva, Switzerland
- AGORA Cancer Research Center, Lausanne, Switzerland
| | - Johann de Bono
- Institute of Cancer Research, London, UK
- Royal Marsden Hospital, London, UK
| | - Andrea Alimonti
- Institute of Oncology Research, Bellinzona, Switzerland.
- Faculty of Biomedical Sciences, Università della Svizzera Italiana, Lugano, Switzerland.
- Veneto Institute of Molecular Medicine, Padova, Italy.
- Oncology Institute of Southern Switzerland, EOC, Bellinzona, Switzerland.
- Department of Medicine, University of Padova, Padova, Italy.
- Department of Health Sciences and Technology, ETH Zurich, Zurich, Switzerland.
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172
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Wei J, Yang Z, Li J, Zhang Y, Zhang W, Doherty M, Yang T, Yang Y, Li H, Wang Y, Wu Z, Li C, Lei G, Zeng C. Association between gut microbiome-related metabolites and symptomatic hand osteoarthritis in two independent cohorts. EBioMedicine 2023; 98:104892. [PMID: 38006743 PMCID: PMC10775900 DOI: 10.1016/j.ebiom.2023.104892] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Revised: 09/26/2023] [Accepted: 11/14/2023] [Indexed: 11/27/2023] Open
Abstract
BACKGROUND Since gut microbiome dysbiosis can cause inflammatory disorders by affecting host metabolism, we postulate that the gut microbiome and related metabolites could play a role in hand osteoarthritis. We characterised gut microbiome-related metabolites in people with symptomatic hand osteoarthritis (SHOA) in two independent cohorts. METHODS Using data collected from a large-sample community-based observational study (discovery cohort), we assessed the relations of the microbial function and plasma key metabolites related to altered microbial function with SHOA. Finally, we verified the relations of plasma metabolites to SHOA in an independent observational study (validation cohort). FINDINGS In the discovery cohort (n = 1359), compared to those without SHOA, participants with SHOA had significantly altered microbial functions related to tryptophan metabolism (Q = 0.025). Therefore we measured the plasma tryptophan metabolites and found that participants with SHOA had higher levels of 5-hydroxyindoleacetic acid (odds ratio [OR] = 1.25, 95% confidence interval [CI]: 1.09-1.42) and 5-hydroxytryptophol (OR = 1.13, 95% CI: 1.04-1.23), but lower levels of indole-3-lactic acid (ILA) (OR = 0.85, 95% CI: 0.72-1.00), skatole (OR = 0.93, 95% CI: 0.88-0.99) and 3-hydroxyanthranilic acid (OR = 0.90, 95% CI: 0.85-0.96). Findings from the validation cohort (n = 142) verified that lower levels of ILA were related to SHOA (OR = 0.70, 95% CI: 0.53-0.92). INTERPRETATION Alterations of the microbial function of tryptophan biosynthesis and tryptophan metabolites, especially lower levels of ILA, are associated with SHOA. These findings suggest the role of the microbiome and tryptophan metabolites in developing of SHOA and may contribute to future translational opportunities. FUNDING National Key Research and Development Plan and National Natural Science Foundation of China.
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Affiliation(s)
- Jie Wei
- Department of Orthopaedics, Xiangya Hospital, Central South University, Changsha, China; Department of Epidemiology and Health Statistics, Xiangya School of Public Health, Central South University, Changsha, China; Hunan Key Laboratory of Joint Degeneration and Injury, Changsha, China; Key Laboratory of Aging-related Bone and Joint Diseases Prevention and Treatment, Ministry of Education, Xiangya Hospital, Central South University, Changsha, China
| | - Zidan Yang
- Hunan Key Laboratory of Joint Degeneration and Injury, Changsha, China; Key Laboratory of Aging-related Bone and Joint Diseases Prevention and Treatment, Ministry of Education, Xiangya Hospital, Central South University, Changsha, China; Bioinformatics Center, Xiangya Hospital, Central South University, Changsha, China
| | - Jiatian Li
- Department of Orthopaedics, Xiangya Hospital, Central South University, Changsha, China
| | - Yuqing Zhang
- Division of Rheumatology, Allergy, and Immunology, Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, USA; The Mongan Institute, Massachusetts General Hospital, Harvard Medical School, Boston, USA
| | - Weiya Zhang
- Academic Rheumatology, Clinical Sciences Building, University of Nottingham, City Hospital, Nottingham, UK; Pain Centre Versus Arthritis, Nottingham, UK
| | - Michael Doherty
- Academic Rheumatology, Clinical Sciences Building, University of Nottingham, City Hospital, Nottingham, UK; Pain Centre Versus Arthritis, Nottingham, UK
| | - Tuo Yang
- Academic Rheumatology, Clinical Sciences Building, University of Nottingham, City Hospital, Nottingham, UK; Pain Centre Versus Arthritis, Nottingham, UK; Health Management Center, Xiangya Hospital, Central South University, Changsha, China
| | - Yuanheng Yang
- Department of Orthopaedics, Xiangya Hospital, Central South University, Changsha, China; Department of Plastic and Cosmetic Surgery, Xiangya Hospital, Central South University, Changsha, China
| | - Hui Li
- Department of Orthopaedics, Xiangya Hospital, Central South University, Changsha, China; Hunan Key Laboratory of Joint Degeneration and Injury, Changsha, China; Key Laboratory of Aging-related Bone and Joint Diseases Prevention and Treatment, Ministry of Education, Xiangya Hospital, Central South University, Changsha, China
| | - Yilun Wang
- Department of Orthopaedics, Xiangya Hospital, Central South University, Changsha, China; Hunan Key Laboratory of Joint Degeneration and Injury, Changsha, China; Key Laboratory of Aging-related Bone and Joint Diseases Prevention and Treatment, Ministry of Education, Xiangya Hospital, Central South University, Changsha, China
| | - Ziying Wu
- Department of Orthopaedics, Xiangya Hospital, Central South University, Changsha, China
| | - Changjun Li
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China; Department of Endocrinology, Endocrinology Research Center, Xiangya Hospital, Central South University, Changsha, China
| | - Guanghua Lei
- Department of Orthopaedics, Xiangya Hospital, Central South University, Changsha, China; Hunan Key Laboratory of Joint Degeneration and Injury, Changsha, China; Key Laboratory of Aging-related Bone and Joint Diseases Prevention and Treatment, Ministry of Education, Xiangya Hospital, Central South University, Changsha, China; National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China.
| | - Chao Zeng
- Department of Orthopaedics, Xiangya Hospital, Central South University, Changsha, China; Hunan Key Laboratory of Joint Degeneration and Injury, Changsha, China; Key Laboratory of Aging-related Bone and Joint Diseases Prevention and Treatment, Ministry of Education, Xiangya Hospital, Central South University, Changsha, China; National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China.
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173
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Medeiros MCD, The S, Bellile E, Russo N, Schmitd L, Danella E, Singh P, Banerjee R, Bassis C, Murphy GR, Sartor MA, Lombaert I, Schmidt TM, Eisbruch A, Murdoch-Kinch CA, Rozek L, Wolf GT, Li G, Chen GY, D'Silva NJ. Salivary microbiome changes distinguish response to chemoradiotherapy in patients with oral cancer. MICROBIOME 2023; 11:268. [PMID: 38037123 PMCID: PMC10687843 DOI: 10.1186/s40168-023-01677-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/15/2022] [Accepted: 09/26/2023] [Indexed: 12/02/2023]
Abstract
BACKGROUND Oral squamous cell carcinoma (SCC) is associated with oral microbial dysbiosis. In this unique study, we compared pre- to post-treatment salivary microbiome in patients with SCC by 16S rRNA gene sequencing and examined how microbiome changes correlated with the expression of an anti-microbial protein. RESULTS Treatment of SCC was associated with a reduction in overall bacterial richness and diversity. There were significant changes in the microbial community structure, including a decrease in the abundance of Porphyromonaceae and Prevotellaceae and an increase in Lactobacillaceae. There were also significant changes in the microbial community structure before and after treatment with chemoradiotherapy, but not with surgery alone. In patients treated with chemoradiotherapy alone, several bacterial populations were differentially abundant between responders and non-responders before and after therapy. Microbiome changes were associated with a change in the expression of DMBT1, an anti-microbial protein in human saliva. Additionally, we found that salivary DMBT1, which increases after treatment, could serve as a post-treatment salivary biomarker that links to microbial changes. Specifically, post-treatment increases in human salivary DMBT1 correlated with increased abundance of Gemella spp., Pasteurellaceae spp., Lactobacillus spp., and Oribacterium spp. This is the first longitudinal study to investigate treatment-associated changes (chemoradiotherapy and surgery) in the oral microbiome in patients with SCC along with changes in expression of an anti-microbial protein in saliva. CONCLUSIONS The composition of the oral microbiota may predict treatment responses; salivary DMBT1 may have a role in modulating the oral microbiome in patients with SCC. After completion of treatment, 6 months after diagnosis, patients had a less diverse and less rich oral microbiome. Leptotrichia was a highly prevalent bacteria genus associated with disease. Expression of DMBT1 was higher after treatment and associated with microbiome changes, the most prominent genus being Gemella Video Abstract.
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Affiliation(s)
- Marcell Costa de Medeiros
- Periodontics and Oral Medicine, University of Michigan School of Dentistry, 1011 North University Ave, Room G018, Ann Arbor, MI, 48109-1078, USA
| | - Stephanie The
- Cancer Data Science Shared Resource, University of Michigan Medical School, 1500 E. Medical Center Dr, Ann Arbor, MI, USA
| | - Emily Bellile
- Cancer Data Science Shared Resource, University of Michigan Medical School, 1500 E. Medical Center Dr, Ann Arbor, MI, USA
| | - Nickole Russo
- Periodontics and Oral Medicine, University of Michigan School of Dentistry, 1011 North University Ave, Room G018, Ann Arbor, MI, 48109-1078, USA
| | - Ligia Schmitd
- Periodontics and Oral Medicine, University of Michigan School of Dentistry, 1011 North University Ave, Room G018, Ann Arbor, MI, 48109-1078, USA
| | - Erika Danella
- Periodontics and Oral Medicine, University of Michigan School of Dentistry, 1011 North University Ave, Room G018, Ann Arbor, MI, 48109-1078, USA
| | - Priyanka Singh
- Periodontics and Oral Medicine, University of Michigan School of Dentistry, 1011 North University Ave, Room G018, Ann Arbor, MI, 48109-1078, USA
| | - Rajat Banerjee
- Periodontics and Oral Medicine, University of Michigan School of Dentistry, 1011 North University Ave, Room G018, Ann Arbor, MI, 48109-1078, USA
| | - Christine Bassis
- Internal Medicine, University of Michigan Medical School, 1500 East Medical Center Drive, Ann Arbor, MI, 331248109, USA
| | - George R Murphy
- Biologic and Materials Sciences and Prosthodontics, University of Michigan School of Dentistry, 1011 N. University Ave, Ann Arbor, MI, USA
- Biointerfaces Institute, Ann Arbor, MI, USA
| | - Maureen A Sartor
- Computational Medicine and Bioinformatics, University of Michigan Medical School, 1500 E. Medical Center Dr, Ann Arbor, MI, USA
| | - Isabelle Lombaert
- Biologic and Materials Sciences and Prosthodontics, University of Michigan School of Dentistry, 1011 N. University Ave, Ann Arbor, MI, USA
- Biointerfaces Institute, Ann Arbor, MI, USA
| | - Thomas M Schmidt
- Microbiology and Immunology, University of Michigan Medical School, 1500 E. Medical Center Dr, Ann Arbor, MI, USA
| | - Avi Eisbruch
- Radiation Oncology, University of Michigan Medical School, 1500 E. Medical Center Dr, Ann Arbor, MI, USA
| | - Carol Anne Murdoch-Kinch
- Oral Pathology, Medicine and Radiology, Indiana University School of Dentistry, 1011 North Michigan St, Indianapolis, IN, USA
| | - Laura Rozek
- Environmental Health Sciences, University of Michigan Medical School, 1500 E. Medical Center Dr, Ann Arbor, MI, USA
| | - Gregory T Wolf
- Otolaryngology, University of Michigan Medical School, 1500 E. Medical Center Dr, Ann Arbor, MI, USA
| | - Gen Li
- Biostatistics, University of Michigan School of Public Health, University of Michigan Medical School, 1500 E. Medical Center Dr, Ann Arbor, MI, USA
| | - Grace Y Chen
- Internal Medicine, University of Michigan Medical School, 1500 East Medical Center Drive, Ann Arbor, MI, 331248109, USA.
| | - Nisha J D'Silva
- Periodontics and Oral Medicine, University of Michigan School of Dentistry, 1011 North University Ave, Room G018, Ann Arbor, MI, 48109-1078, USA.
- Pathology, University of Michigan Medical School, 1500 E. Medical Center Dr, Ann Arbor, MI, USA.
- Rogel Cancer Center, Ann Arbor, MI, USA.
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174
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Gundersen MS, Fiedler AW, Bakke I, Vadstein O. The impact of phage treatment on bacterial community structure is minor compared to antibiotics. Sci Rep 2023; 13:21032. [PMID: 38030754 PMCID: PMC10687242 DOI: 10.1038/s41598-023-48434-5] [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: 07/17/2023] [Accepted: 11/27/2023] [Indexed: 12/01/2023] Open
Abstract
Phage treatment is suggested as an alternative to antibiotics; however, there is limited knowledge of how phage treatment impacts resident bacterial community structure. When phages induce bacterial lysis, resources become available to the resident community. Therefore, the density of the target bacterium is essential to consider when investigating the effect of phage treatment. This has never been studied. Thus, we invaded microcosms containing a lake-derived community with Flavobacterium columnare strain Fc7 at no, low or high densities, and treated them with either the bacteriophage FCL-2, the antibiotic Penicillin or kept them untreated (3 × 3 factorial design). The communities were sampled over the course of one week, and bacterial community composition and density were examined by 16S rDNA amplicon sequencing and flow cytometry. We show that phage treatment had minor impacts on the resident community when the host F. columnare Fc7 of the phage was present, as it caused no significant differences in bacterial density α- and β-diversity, successional patterns, and community assembly. However, a significant change was observed in community composition when the phage host was absent, mainly driven by a substantial increase in Aquirufa. In contrast, antibiotics induced significant changes in all community characteristics investigated. The most crucial finding was a bloom of γ-proteobacteria and a shift from selection to ecological drift dominating community assembly. This study investigated whether the amount of a bacterial host impacted the effect of phage treatment on community structure. We conclude that phage treatment did not significantly affect the diversity or composition of the bacterial communities when the phage host was present, but introduced changes when the host was absent. In contrast, antibiotic treatment was highly disturbing to community structure. Moreover, higher amounts of the bacterial host of the phage increased the contribution of stochastic community assembly and resulted in a feast-famine like response in bacterial density in all treatment groups. This finding emphasises that the invader density used in bacterial invasion studies impacts the experimental reproducibility. Overall, this study supports that phage treatment is substantially less disturbing to bacterial communities than antibiotic treatments.
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Affiliation(s)
- Madeleine S Gundersen
- Department of Biotechnology and Food Science, Norwegian University of Science and Technology (NTNU), Trondheim, Norway.
| | - Alexander W Fiedler
- Department of Biotechnology and Food Science, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Ingrid Bakke
- Department of Biotechnology and Food Science, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Olav Vadstein
- Department of Biotechnology and Food Science, Norwegian University of Science and Technology (NTNU), Trondheim, Norway.
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175
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de Souza PB, de Araujo Borba L, Castro de Jesus L, Valverde AP, Gil-Mohapel J, Rodrigues ALS. Major Depressive Disorder and Gut Microbiota: Role of Physical Exercise. Int J Mol Sci 2023; 24:16870. [PMID: 38069198 PMCID: PMC10706777 DOI: 10.3390/ijms242316870] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2023] [Revised: 11/24/2023] [Accepted: 11/25/2023] [Indexed: 12/18/2023] Open
Abstract
Major depressive disorder (MDD) has a high prevalence and is a major contributor to the global burden of disease. This psychiatric disorder results from a complex interaction between environmental and genetic factors. In recent years, the role of the gut microbiota in brain health has received particular attention, and compelling evidence has shown that patients suffering from depression have gut dysbiosis. Several studies have reported that gut dysbiosis-induced inflammation may cause and/or contribute to the development of depression through dysregulation of the gut-brain axis. Indeed, as a consequence of gut dysbiosis, neuroinflammatory alterations caused by microglial activation together with impairments in neuroplasticity may contribute to the development of depressive symptoms. The modulation of the gut microbiota has been recognized as a potential therapeutic strategy for the management of MMD. In this regard, physical exercise has been shown to positively change microbiota composition and diversity, and this can underlie, at least in part, its antidepressant effects. Given this, the present review will explore the relationship between physical exercise, gut microbiota and depression, with an emphasis on the potential of physical exercise as a non-invasive strategy for modulating the gut microbiota and, through this, regulating the gut-brain axis and alleviating MDD-related symptoms.
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Affiliation(s)
- Pedro Borges de Souza
- Center of Biological Sciences, Department of Biochemistry, Universidade Federal de Santa Catarina, Florianópolis 88037-000, SC, Brazil; (P.B.d.S.); (L.d.A.B.); (L.C.d.J.); (A.P.V.)
| | - Laura de Araujo Borba
- Center of Biological Sciences, Department of Biochemistry, Universidade Federal de Santa Catarina, Florianópolis 88037-000, SC, Brazil; (P.B.d.S.); (L.d.A.B.); (L.C.d.J.); (A.P.V.)
| | - Louise Castro de Jesus
- Center of Biological Sciences, Department of Biochemistry, Universidade Federal de Santa Catarina, Florianópolis 88037-000, SC, Brazil; (P.B.d.S.); (L.d.A.B.); (L.C.d.J.); (A.P.V.)
| | - Ana Paula Valverde
- Center of Biological Sciences, Department of Biochemistry, Universidade Federal de Santa Catarina, Florianópolis 88037-000, SC, Brazil; (P.B.d.S.); (L.d.A.B.); (L.C.d.J.); (A.P.V.)
| | - Joana Gil-Mohapel
- Island Medical Program, Faculty of Medicine, University of British Columbia, Victoria, BC V8P 5C2, Canada
- Division of Medical Sciences, University of Victoria, Victoria, BC V8P 5C2, Canada
| | - Ana Lúcia S. Rodrigues
- Center of Biological Sciences, Department of Biochemistry, Universidade Federal de Santa Catarina, Florianópolis 88037-000, SC, Brazil; (P.B.d.S.); (L.d.A.B.); (L.C.d.J.); (A.P.V.)
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Abstract
Antibiotic resistance genes predate the therapeutic uses of antibiotics. However, the current antimicrobial resistance crisis stems from our extensive use of antibiotics and the generation of environmental stressors that impose new selective pressure on microbes and drive the evolution of resistant pathogens that now threaten human health. Similar to climate change, this global threat results from human activities that change habitats and natural microbiomes, which in turn interact with human-associated ecosystems and lead to adverse impacts on human health. Human activities that alter our planet at global scales exacerbate the current resistance crisis and exemplify our central role in large-scale changes in which we are both protagonists and architects of our success but also casualties of unanticipated collateral outcomes. As cognizant participants in this ongoing planetary experiment, we are driven to understand and find strategies to curb the ongoing crises of resistance and climate change.
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Affiliation(s)
- María Mercedes Zambrano
- Corpogen Research Center, Bogotá, Colombia;
- Dirección de Investigaciones y Transferencia de Conocimiento, Universidad Central, Bogotá, Colombia
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177
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Popov IV, Berezinskaia IS, Popov IV, Martiusheva IB, Tkacheva EV, Gorobets VE, Tikhmeneva IA, Aleshukina AV, Tverdokhlebova TI, Chikindas ML, Venema K, Ermakov AM. Cultivable Gut Microbiota in Synanthropic Bats: Shifts of Its Composition and Diversity Associated with Hibernation. Animals (Basel) 2023; 13:3658. [PMID: 38067008 PMCID: PMC10705225 DOI: 10.3390/ani13233658] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2023] [Revised: 11/15/2023] [Accepted: 11/24/2023] [Indexed: 01/14/2024] Open
Abstract
The role of bats in the global microbial ecology no doubt is significant due to their unique immune responses, ability to fly, and long lifespan, all contributing to pathogen spread. Some of these animals hibernate during winter, which results in the altering of their physiology. However, gut microbiota shifts during hibernation is little studied. In this research, we studied cultivable gut microbiota composition and diversity of Nyctalus noctula before, during, and after hibernation in a bat rehabilitation center. Gut microorganisms were isolated on a broad spectrum of culture media, counted, and identified with mass spectrometry. Linear modeling was used to investigate associations between microorganism abundance and N. noctula physiological status, and alpha- and beta-diversity indexes were used to explore diversity changes. As a result, most notable changes were observed in Serratia liquefaciens, Hafnia alvei, Staphylococcus sciuri, and Staphylococcus xylosus, which were significantly more highly abundant in hibernating bats, while Citrobacter freundii, Klebsiella oxytoca, Providencia rettgeri, Citrobacter braakii, and Pedicoccus pentosaceus were more abundant in active bats before hibernation. The alpha-diversity was the lowest in hibernating bats, while the beta-diversity differed significantly among all studied periods. Overall, this study shows that hibernation contributes to changes in bat cultivable gut microbiota composition and diversity.
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Affiliation(s)
- Igor V. Popov
- Faculty “Bioengineering and Veterinary Medicine” and Center for Agrobiotechnology, Don State Technical University, 344000 Rostov-on-Don, Russia; (I.V.P.); (E.V.T.); (V.E.G.); (I.A.T.); (M.L.C.); (A.M.E.)
- Division of Immunobiology and Biomedicine, Center of Genetics and Life Sciences, Sirius University of Science and Technology, 354340 Federal Territory Sirius, Russia
- Centre for Healthy Eating & Food Innovation (HEFI), Maastricht University—Campus Venlo, 5928 SZ Venlo, The Netherlands;
| | - Iraida S. Berezinskaia
- Rostov Research Institute of Microbiology and Parasitology, 344010 Rostov-on-Don, Russia; (I.S.B.); (I.B.M.); (A.V.A.)
| | - Ilia V. Popov
- Faculty “Bioengineering and Veterinary Medicine” and Center for Agrobiotechnology, Don State Technical University, 344000 Rostov-on-Don, Russia; (I.V.P.); (E.V.T.); (V.E.G.); (I.A.T.); (M.L.C.); (A.M.E.)
| | - Irina B. Martiusheva
- Rostov Research Institute of Microbiology and Parasitology, 344010 Rostov-on-Don, Russia; (I.S.B.); (I.B.M.); (A.V.A.)
| | - Elizaveta V. Tkacheva
- Faculty “Bioengineering and Veterinary Medicine” and Center for Agrobiotechnology, Don State Technical University, 344000 Rostov-on-Don, Russia; (I.V.P.); (E.V.T.); (V.E.G.); (I.A.T.); (M.L.C.); (A.M.E.)
| | - Vladislav E. Gorobets
- Faculty “Bioengineering and Veterinary Medicine” and Center for Agrobiotechnology, Don State Technical University, 344000 Rostov-on-Don, Russia; (I.V.P.); (E.V.T.); (V.E.G.); (I.A.T.); (M.L.C.); (A.M.E.)
| | - Iuliia A. Tikhmeneva
- Faculty “Bioengineering and Veterinary Medicine” and Center for Agrobiotechnology, Don State Technical University, 344000 Rostov-on-Don, Russia; (I.V.P.); (E.V.T.); (V.E.G.); (I.A.T.); (M.L.C.); (A.M.E.)
| | - Anna V. Aleshukina
- Rostov Research Institute of Microbiology and Parasitology, 344010 Rostov-on-Don, Russia; (I.S.B.); (I.B.M.); (A.V.A.)
| | - Tatiana I. Tverdokhlebova
- Rostov Research Institute of Microbiology and Parasitology, 344010 Rostov-on-Don, Russia; (I.S.B.); (I.B.M.); (A.V.A.)
| | - Michael L. Chikindas
- Faculty “Bioengineering and Veterinary Medicine” and Center for Agrobiotechnology, Don State Technical University, 344000 Rostov-on-Don, Russia; (I.V.P.); (E.V.T.); (V.E.G.); (I.A.T.); (M.L.C.); (A.M.E.)
- Health Promoting Naturals Laboratory, School of Environmental and Biological Sciences, Rutgers State University, New Brunswick, NJ 08901, USA
- Department of General Hygiene, I.M. Sechenov First Moscow State Medical University, 119435 Moscow, Russia
| | - Koen Venema
- Centre for Healthy Eating & Food Innovation (HEFI), Maastricht University—Campus Venlo, 5928 SZ Venlo, The Netherlands;
| | - Alexey M. Ermakov
- Faculty “Bioengineering and Veterinary Medicine” and Center for Agrobiotechnology, Don State Technical University, 344000 Rostov-on-Don, Russia; (I.V.P.); (E.V.T.); (V.E.G.); (I.A.T.); (M.L.C.); (A.M.E.)
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178
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Al KF, Joris BR, Daisley BA, Chmiel JA, Bjazevic J, Reid G, Gloor GB, Denstedt JD, Razvi H, Burton JP. Multi-site microbiota alteration is a hallmark of kidney stone formation. MICROBIOME 2023; 11:263. [PMID: 38007438 PMCID: PMC10675928 DOI: 10.1186/s40168-023-01703-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Accepted: 10/17/2023] [Indexed: 11/27/2023]
Abstract
BACKGROUND Inquiry of microbiota involvement in kidney stone disease (KSD) has largely focussed on potential oxalate handling abilities by gut bacteria and the increased association with antibiotic exposure. By systematically comparing the gut, urinary, and oral microbiota of 83 stone formers (SF) and 30 healthy controls (HC), we provide a unified assessment of the bacterial contribution to KSD. RESULTS Amplicon and shotgun metagenomic sequencing approaches were consistent in identifying multi-site microbiota disturbances in SF relative to HC. Biomarker taxa, reduced taxonomic and functional diversity, functional replacement of core bioenergetic pathways with virulence-associated gene markers, and community network collapse defined SF, but differences between cohorts did not extend to oxalate metabolism. CONCLUSIONS We conclude that multi-site microbiota alteration is a hallmark of SF, and KSD treatment should consider microbial functional restoration and the avoidance of aberrant modulators such as poor diet and antibiotics where applicable to prevent stone recurrence. Video Abstract.
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Affiliation(s)
- Kait F Al
- Centre for Human Microbiome and Probiotic Research, Lawson Health Research Institute, London, ON, Canada
- Department of Microbiology and Immunology, The University of Western Ontario, London, ON, Canada
| | - Benjamin R Joris
- Department of Biochemistry, The University of Western Ontario, London, ON, Canada
| | - Brendan A Daisley
- Molecular and Cellular Biology Department, University of Guelph, Guelph, ON, Canada
| | - John A Chmiel
- Centre for Human Microbiome and Probiotic Research, Lawson Health Research Institute, London, ON, Canada
- Department of Microbiology and Immunology, The University of Western Ontario, London, ON, Canada
| | - Jennifer Bjazevic
- Division of Urology, Department of Surgery, The University of Western Ontario, London, ON, Canada
| | - Gregor Reid
- Centre for Human Microbiome and Probiotic Research, Lawson Health Research Institute, London, ON, Canada
- Department of Microbiology and Immunology, The University of Western Ontario, London, ON, Canada
- Division of Urology, Department of Surgery, The University of Western Ontario, London, ON, Canada
| | - Gregory B Gloor
- Department of Biochemistry, The University of Western Ontario, London, ON, Canada
| | - John D Denstedt
- Division of Urology, Department of Surgery, The University of Western Ontario, London, ON, Canada
| | - Hassan Razvi
- Division of Urology, Department of Surgery, The University of Western Ontario, London, ON, Canada
| | - Jeremy P Burton
- Centre for Human Microbiome and Probiotic Research, Lawson Health Research Institute, London, ON, Canada.
- Department of Microbiology and Immunology, The University of Western Ontario, London, ON, Canada.
- Division of Urology, Department of Surgery, The University of Western Ontario, London, ON, Canada.
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179
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Minot SS, Garb B, Roldan A, Tang AS, Oskotsky TT, Rosenthal C, Hoffman NG, Sirota M, Golob JL. MaLiAmPi enables generalizable and taxonomy-independent microbiome features from technically diverse 16S-based microbiome studies. CELL REPORTS METHODS 2023; 3:100639. [PMID: 37939711 PMCID: PMC10694490 DOI: 10.1016/j.crmeth.2023.100639] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Revised: 09/01/2023] [Accepted: 10/17/2023] [Indexed: 11/10/2023]
Abstract
For studies using microbiome data, the ability to robustly combine data from technically and biologically distinct microbiome studies is a crucial means of supporting more robust and clinically relevant inferences. Formidable technical challenges arise when attempting to combine data from technically diverse 16S rRNA gene variable region amplicon sequencing (16S) studies. Closed operational taxonomic units and taxonomy are criticized as being heavily dependent upon reference sets and with limited precision relative to the underlying biology. Phylogenetic placement has been demonstrated to be a promising taxonomy-free manner of harmonizing microbiome data, but it has lacked a validated count-based feature suitable for use in machine learning and association studies. Here we introduce a phylogenetic-placement-based, taxonomy-independent, compositional feature of microbiota: phylotypes. Phylotypes were predictive of clinical outcomes such as obesity or pre-term birth on technically diverse independent validation sets harmonized post hoc. Thus, phylotypes enable the rigorous cross-validation of 16S-based clinical prognostic models and associative microbiome studies.
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Affiliation(s)
- Samuel S Minot
- Data Core, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Bailey Garb
- Bioinformatics Graduate Program, University of Michigan, Ann Arbor, MI, USA
| | - Alennie Roldan
- Bakar Computational Health Sciences Institute, University of California San Francisco, San Francisco, CA, USA
| | - Alice S Tang
- Bakar Computational Health Sciences Institute, University of California San Francisco, San Francisco, CA, USA
| | - Tomiko T Oskotsky
- Bakar Computational Health Sciences Institute, University of California San Francisco, San Francisco, CA, USA; Department of Pediatrics, University of California San Francisco, San Francisco, CA, USA
| | - Christopher Rosenthal
- Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA, USA
| | - Noah G Hoffman
- Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA, USA
| | - Marina Sirota
- Bakar Computational Health Sciences Institute, University of California San Francisco, San Francisco, CA, USA; Department of Pediatrics, University of California San Francisco, San Francisco, CA, USA
| | - Jonathan L Golob
- Division of Infectious Disease, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA.
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180
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Tan Y, Yu P, Huang D, Yuan MM, Yu Z, Lu H, Alvarez PJJ, Zhu L. Enhanced Bacterium-Phage Symbiosis in Attached Microbial Aggregates on a Membrane Surface Facing Elevated Hydraulic Stress. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2023; 57:17324-17337. [PMID: 37930060 DOI: 10.1021/acs.est.3c05452] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/07/2023]
Abstract
Phages are increasingly recognized for their importance in microbial aggregates, including their influence on microbial ecosystem services and biotechnology applications. However, the adaptive strategies and ecological functions of phages in different aggregates remain largely unexplored. Herein, we used membrane bioreactors to investigate bacterium-phage interactions and related microbial functions within suspended and attached microbial aggregates (SMA vs AMA). SMA and AMA represent distinct microbial habitats where bacterial communities display distinct patterns in terms of dominant species, keystone species, and bacterial networks. However, bacteria and phages in both aggregates exhibited high lysogenicity, with 60% lysogenic phages in the virome and 70% lysogenic metagenome-assembled genomes of bacteria. Moreover, substantial phages exhibited broad host ranges (34% in SMA and 42% in AMA) and closely interacted with habitat generalist species (43% in SMA and 49% in AMA) as adaptive strategies in stressful operation environments. Following a mutualistic pattern, phage-carried auxiliary metabolic genes (pAMGs; 238 types in total) presumably contributed to the bacterial survival and aggregate stability. The SMA-pAMGs were mainly associated with energy metabolism, while the AMA-pAMGs were mainly associated with antioxidant biosynthesis and the synthesis of extracellular polymeric substances, representing habitat-dependent patterns. Overall, this study advanced our understanding of phage adaptive strategies in microbial aggregate habitats and emphasized the importance of bacterium-phage symbiosis in the stability of microbial aggregates.
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Affiliation(s)
- Yixiao Tan
- College of Environmental and Resource Sciences, Zhejiang University, Hangzhou 310058, China
| | - Pingfeng Yu
- College of Environmental and Resource Sciences, Zhejiang University, Hangzhou 310058, China
- Innovation Center of Yangtze River Delta, Zhejiang University, Jiashan 314100, China
| | - Dan Huang
- College of Environmental and Resource Sciences, Zhejiang University, Hangzhou 310058, China
| | - Mengting Maggie Yuan
- Department of Environmental Science, Policy, and Management, University of California, Berkeley, California 94720, United States
| | - Zhuodong Yu
- College of Environmental and Resource Sciences, Zhejiang University, Hangzhou 310058, China
| | - Huijie Lu
- College of Environmental and Resource Sciences, Zhejiang University, Hangzhou 310058, China
| | - Pedro J J Alvarez
- Civil and Environmental Engineering Department, Rice University, Houston, Texas 77005, United States
| | - Liang Zhu
- College of Environmental and Resource Sciences, Zhejiang University, Hangzhou 310058, China
- Innovation Center of Yangtze River Delta, Zhejiang University, Jiashan 314100, China
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181
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Vasco KA, Carbonell S, Sloup RE, Bowcutt B, Colwell RR, Graubics K, Erskine R, Norby B, Ruegg PL, Zhang L, Manning SD. Persistent effects of intramammary ceftiofur treatment on the gut microbiome and antibiotic resistance in dairy cattle. Anim Microbiome 2023; 5:56. [PMID: 37946266 PMCID: PMC10636827 DOI: 10.1186/s42523-023-00274-4] [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: 06/07/2022] [Accepted: 10/09/2023] [Indexed: 11/12/2023] Open
Abstract
BACKGROUND Intramammary (IMM) ceftiofur treatment is commonly used in dairy farms to prevent mastitis, though its impact on the cattle gut microbiome and selection of antibiotic-resistant bacteria has not been elucidated. Herein, we enrolled 40 dairy (Holstein) cows at the end of the lactation phase for dry-cow therapy: 20 were treated with IMM ceftiofur (Spectramast®DC) and a non-antibiotic internal teat sealant (bismuth subnitrate) and 20 (controls) received only bismuth subnitrate. Fecal grab samples were collected before and after treatment (weeks 1, 2, 3, 5, 7, and 9) for bacterial quantification and metagenomic next-generation sequencing. RESULTS Overall, 90% and 24% of the 278 samples had Gram-negative bacteria with resistance to ampicillin and ceftiofur, respectively. Most of the cows treated with ceftiofur did not have an increase in the number of resistant bacteria; however, a subset (25%) shed higher levels of ceftiofur-resistant bacteria for up to 2 weeks post-treatment. At week 5, the antibiotic-treated cows had lower microbiota abundance and richness, whereas a greater abundance of genes encoding extended-spectrum β-lactamases (ESBLs), CfxA, ACI-1, and CMY, was observed at weeks 1, 5 and 9. Moreover, the contig and network analyses detected associations between β-lactam resistance genes and phages, mobile genetic elements, and specific genera. Commensal bacterial populations belonging to Bacteroidetes most commonly possessed ESBL genes followed by members of Enterobacteriaceae. CONCLUSION This study highlights variable, persistent effects of IMM ceftiofur treatment on the gut microbiome and resistome in dairy cattle. Antibiotic-treated cattle had an increased abundance of specific taxa and genes encoding ESBL production that persisted for 9 weeks. Fecal shedding of ESBL-producing Enterobacteriaceae, which was classified as a serious public health threat, varied across animals. Together, these findings highlight the need for additional studies aimed at identifying factors associated with shedding levels and the dissemination and persistence of antibiotic resistance determinants on dairy farms across geographic locations.
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Affiliation(s)
- Karla A Vasco
- Department of Microbiology and Molecular Genetics, Michigan State University, E. Lansing, MI, 48824, USA
| | - Samantha Carbonell
- Department of Microbiology and Molecular Genetics, Michigan State University, E. Lansing, MI, 48824, USA
| | - Rebekah E Sloup
- Department of Microbiology and Molecular Genetics, Michigan State University, E. Lansing, MI, 48824, USA
| | - Bailey Bowcutt
- Department of Microbiology and Molecular Genetics, Michigan State University, E. Lansing, MI, 48824, USA
| | - Rita R Colwell
- University of Maryland, Institute for Advanced Computer Studies, College Park, MD, 20742, USA
- Cosmos ID, Inc, Germantown, MD, 20874, USA
| | | | - Ronald Erskine
- Department of Large Animal Clinical Sciences, Michigan State University, E. Lansing, MI, 48824, USA
| | - Bo Norby
- Department of Large Animal Clinical Sciences, Michigan State University, E. Lansing, MI, 48824, USA
| | - Pamela L Ruegg
- Department of Large Animal Clinical Sciences, Michigan State University, E. Lansing, MI, 48824, USA.
| | - Lixin Zhang
- Department of Microbiology and Molecular Genetics, Michigan State University, E. Lansing, MI, 48824, USA.
- Department of Epidemiology and Biostatistics, Michigan State University, E. Lansing, MI, 48824, USA.
| | - Shannon D Manning
- Department of Microbiology and Molecular Genetics, Michigan State University, E. Lansing, MI, 48824, USA.
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182
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Oldstone-Jackson C, Huang F, Bergelson J. Microbe-associated molecular pattern recognition receptors have little effect on endophytic Arabidopsis thaliana microbiome assembly in the field. FRONTIERS IN PLANT SCIENCE 2023; 14:1276472. [PMID: 38023837 PMCID: PMC10663345 DOI: 10.3389/fpls.2023.1276472] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/12/2023] [Accepted: 10/06/2023] [Indexed: 12/01/2023]
Abstract
Plant microbiome structure affects plant health and productivity. A limited subset of environmental microbes successfully establishes within plant tissues, but the forces underlying this selectivity remain poorly characterized. Transmembrane pattern recognition receptors (PRRs), used by plants to detect microbe-associated molecular patterns (MAMPs), are strong candidates for achieving this selectivity because PRRs can potentially interact with many members of the microbiome. Indeed, MAMPs found in many microbial taxa, including beneficials and commensals, can instigate a robust immune response that affects microbial growth. Surprisingly, we found that MAMP-detecting PRRs have little effect on endophytic bacterial and fungal microbiome structure in the field. We compared the microbiomes of four PRR knockout lines of Arabidopsis thaliana to wild-type plants in multiple tissue types over several developmental stages and detected only subtle shifts in fungal, but not bacterial, β-diversity in one of the four PRR mutants. In one developmental stage, lore mutants had slightly altered fungal β-diversity, indicating that LORE may be involved in plant-fungal interactions in addition to its known role in detecting certain bacterial lipids. No other effects of PRRs on α-diversity, microbiome variability, within-individual homogeneity, or microbial load were found. The general lack of effect suggests that individual MAMP-detecting PRRs are not critical in shaping the endophytic plant microbiome. Rather, we suggest that MAMP-detecting PRRs must either act in concert and/or are individually maintained through pleiotropic effects or interactions with coevolved mutualists or pathogens. Although unexpected, these results offer insights into the role of MAMP-detecting PRRs in plant-microbe interactions and help direct future efforts to uncover host genetic elements that control plant microbiome assembly.
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Affiliation(s)
| | - Feng Huang
- Department of Ecology and Evolution, The University of Chicago, Chicago, IL, United States
- Plant Protection Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, Guangdong, China
| | - Joy Bergelson
- Department of Ecology and Evolution, The University of Chicago, Chicago, IL, United States
- Center for Genomics and Systems Biology, Department of Biology, College of Arts and Science, New York University, New York, NY, United States
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183
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Antonello G, Blostein F, Bhaumik D, Davis E, Gögele M, Melotti R, Pramstaller P, Pattaro C, Segata N, Foxman B, Fuchsberger C. Smoking and salivary microbiota: a cross-sectional analysis of an Italian alpine population. Sci Rep 2023; 13:18904. [PMID: 37919319 PMCID: PMC10622503 DOI: 10.1038/s41598-023-42474-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Accepted: 09/11/2023] [Indexed: 11/04/2023] Open
Abstract
The oral microbiota plays an important role in the exogenous nitrate reduction pathway and is associated with heart and periodontal disease and cigarette smoking. We describe smoking-related changes in oral microbiota composition and resulting potential metabolic pathway changes that may explain smoking-related changes in disease risk. We analyzed health information and salivary microbiota composition among 1601 Cooperative Health Research in South Tyrol participants collected 2017-2018. Salivary microbiota taxa were assigned from amplicon sequences of the 16S-V4 rRNA and used to describe microbiota composition and predict metabolic pathways. Aerobic taxa relative abundance decreased with daily smoking intensity and increased with years since cessation, as did inferred nitrate reduction. Former smokers tended to be more similar to Never smokers than to Current smokers, especially those who had quit for longer than 5 years. Cigarette smoking has a consistent, generalizable association on oral microbiota composition and predicted metabolic pathways, some of which associate in a dose-dependent fashion. Smokers who quit for longer than 5 years tend to have salivary microbiota profiles comparable to never smokers.
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Affiliation(s)
- Giacomo Antonello
- Institute for Biomedicine, Eurac Research - Affiliated Institute of the University of Lübeck, Bolzano, Italy.
- Department of Cellular, Computational and Integrative Biology, University of Trento, Trento, Italy.
| | - Freida Blostein
- School of Public Health - Epidemiology, University of Michigan, Ann Arbor, MI, USA
| | - Deesha Bhaumik
- School of Public Health - Epidemiology, University of Michigan, Ann Arbor, MI, USA
| | - Elyse Davis
- School of Public Health - Epidemiology, University of Michigan, Ann Arbor, MI, USA
| | - Martin Gögele
- Institute for Biomedicine, Eurac Research - Affiliated Institute of the University of Lübeck, Bolzano, Italy
| | - Roberto Melotti
- Institute for Biomedicine, Eurac Research - Affiliated Institute of the University of Lübeck, Bolzano, Italy
| | - Peter Pramstaller
- Institute for Biomedicine, Eurac Research - Affiliated Institute of the University of Lübeck, Bolzano, Italy
| | - Cristian Pattaro
- Institute for Biomedicine, Eurac Research - Affiliated Institute of the University of Lübeck, Bolzano, Italy
| | - Nicola Segata
- Department of Cellular, Computational and Integrative Biology, University of Trento, Trento, Italy
| | - Betsy Foxman
- School of Public Health - Epidemiology, University of Michigan, Ann Arbor, MI, USA.
| | - Christian Fuchsberger
- Institute for Biomedicine, Eurac Research - Affiliated Institute of the University of Lübeck, Bolzano, Italy.
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184
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Maisnam P, Jeffries TC, Szejgis J, Bristol D, Singh BK, Eldridge DJ, Horn S, Chieppa J, Nielsen UN. Severe Prolonged Drought Favours Stress-Tolerant Microbes in Australian Drylands. MICROBIAL ECOLOGY 2023; 86:3097-3110. [PMID: 37878053 PMCID: PMC10640424 DOI: 10.1007/s00248-023-02303-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/12/2023] [Accepted: 09/15/2023] [Indexed: 10/26/2023]
Abstract
Drylands comprise one-third of Earth's terrestrial surface area and support over two billion people. Most drylands are projected to experience altered rainfall regimes, including changes in total amounts and fewer but larger rainfall events interspersed by longer periods without rain. This transition will have ecosystem-wide impacts but the long-term effects on microbial communities remain poorly quantified. We assessed belowground effects of altered rainfall regimes (+ 65% and -65% relative to ambient) at six sites in arid and semi-arid Australia over a period of three years (2016-2019) coinciding with a significant natural drought event (2017-2019). Microbial communities differed significantly among semi-arid and arid sites and across years associated with variation in abiotic factors, such as pH and carbon content, along with rainfall. Rainfall treatments induced shifts in microbial community composition only at a subset of the sites (Milparinka and Quilpie). However, differential abundance analyses revealed that several taxa, including Acidobacteria, TM7, Gemmatimonadates and Chytridiomycota, were more abundant in the wettest year (2016) and that their relative abundance decreased in drier years. By contrast, the relative abundance of oligotrophic taxa such as Actinobacteria, Alpha-proteobacteria, Planctomycetes, and Ascomycota and Basidiomycota, increased during the prolonged drought. Interestingly, fungi were shown to be more sensitive to the prolonged drought and to rainfall treatment than bacteria with Basidiomycota mostly dominant in the reduced rainfall treatment. Moreover, correlation network analyses showed more positive associations among stress-tolerant dominant taxa following the drought (i.e., 2019 compared with 2016). Our result indicates that such stress-tolerant taxa play an important role in how whole communities respond to changes in aridity. Such knowledge provides a better understanding of microbial responses to predicted increases in rainfall variability and the impact on the functioning of semi-arid and arid ecosystems.
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Affiliation(s)
- Premchand Maisnam
- Hawkesbury Institute of Environment, Western Sydney University, Penrith, NSW, Australia.
| | - Thomas C Jeffries
- Hawkesbury Institute of Environment, Western Sydney University, Penrith, NSW, Australia
- School of Science, Western Sydney University, Penrith, NSW, Australia
| | - Jerzy Szejgis
- Hawkesbury Institute of Environment, Western Sydney University, Penrith, NSW, Australia
| | - Dylan Bristol
- Hawkesbury Institute of Environment, Western Sydney University, Penrith, NSW, Australia
| | - Brajesh K Singh
- Hawkesbury Institute of Environment, Western Sydney University, Penrith, NSW, Australia
- Global Centre for Land Based Innovation, Western Sydney University, Penrith, NSW, Australia
| | - David J Eldridge
- Centre for Ecosystem Science, School of Biological, Earth and Environmental Sciences, University of New South Wales, Sydney, NSW, Australia
| | - Sebastian Horn
- Hawkesbury Institute of Environment, Western Sydney University, Penrith, NSW, Australia
| | - Jeff Chieppa
- Hawkesbury Institute of Environment, Western Sydney University, Penrith, NSW, Australia
| | - Uffe N Nielsen
- Hawkesbury Institute of Environment, Western Sydney University, Penrith, NSW, Australia
- Global Centre for Land Based Innovation, Western Sydney University, Penrith, NSW, Australia
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185
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Crichton M, Marshall S, Marx W, Isenring E, Vázquez-Campos X, Dawson SL, Lohning A. Effect of Ginger Root Powder on Gastrointestinal Bacteria Composition, Gastrointestinal Symptoms, Mental Health, Fatigue, and Quality of Life: A Double-Blind Placebo-Controlled Trial. J Nutr 2023; 153:3193-3206. [PMID: 37690779 DOI: 10.1016/j.tjnut.2023.09.002] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2022] [Revised: 08/02/2023] [Accepted: 09/01/2023] [Indexed: 09/12/2023] Open
Abstract
BACKGROUND Despite compositional alterations in gastrointestinal microbiota being purported to underpin some of the therapeutic effects of ginger, the effect of a standardized ginger supplement on gut microbiota has not been tested in humans. OBJECTIVES To determine the effect of a standardized ginger (Zingiber officinale) root powder, compared to placebo, on gastrointestinal bacteria and associated outcomes in healthy adults. METHODS A randomized double-blind placebo-controlled trial allocated participants aged 18 to 30 y to ginger or microcrystalline cellulose (MCC) placebo. The intervention comprised 1.2 g/d of ginger (4 capsules per day totaling 84 mg/d of active gingerols/shogaols) for 14 d following a 1-wk run-in period. Primary outcomes were gastrointestinal community composition, alpha and beta diversity, and differential abundance, measured using 16S rRNA gene sequencing of fecal samples. Secondary outcomes were gastrointestinal symptoms, bowel function, depression, anxiety, stress, fatigue, quality of life, and adverse events. RESULTS Fifty-one participants were enrolled and analyzed (71% female; mean age 25 ± 3 y; ginger: n = 29, placebo: n = 22). There was a greater increase in relative abundance of phylum, Actinobacteria, observed following ginger supplementation compared to placebo (U: 145.0; z: -2.1; P = 0.033). Ginger was associated with a greater abundance of the genera Parabacteroides, Bacillus, Ruminococcaceae incertae sedis, unclassified Bacilli, families Defluviitaleaceae, Morganellaceae, and Bacillaceae as well as lower abundance of the genus Blautia and family Sphingomonadaceae (P < 0.05). An improvement in indigestion symptoms was observed with ginger supplementation (U: 196.0; z: -2.4; P = 0.015). No differences between ginger and placebo groups were found for alpha and beta diversity or other secondary outcomes. No moderate or severe adverse events were reported. CONCLUSIONS Supplementation with ginger root powder was safe and altered aspects of gastrointestinal bacteria composition; however, it did not change alpha- or beta diversity, bowel function, gastrointestinal symptoms, mood, or quality of life in healthy adults. These results provide further understanding regarding the mechanisms of action of ginger supplementation. This trial was registered in the Australia New Zealand Clinical Trials Registry as ACTRN12620000302954p and the Therapeutic Goods Administration as CT-2020-CTN-00380-1.
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Affiliation(s)
- Megan Crichton
- Bond University Nutrition and Dietetics Research Group, Faculty of Health Sciences and Medicine, Bond University, Gold Coast, Queensland, Australia; Cancer and Palliative Care Outcomes Centre, Centre for Healthcare Transformation, School of Nursing, Faculty of Health, Kelvin Grove, Queensland, Australia.
| | - Skye Marshall
- Bond University Nutrition and Dietetics Research Group, Faculty of Health Sciences and Medicine, Bond University, Gold Coast, Queensland, Australia; Research Institute for Future Health, Gold Coast, Queensland, Australia
| | - Wolfgang Marx
- Bond University Nutrition and Dietetics Research Group, Faculty of Health Sciences and Medicine, Bond University, Gold Coast, Queensland, Australia; Deakin University, Food & Mood Centre, IMPACT Strategic Research Centre, School of Medicine, Barwon Health, Geelong, Victoria, Australia
| | - Elizabeth Isenring
- Bond University Nutrition and Dietetics Research Group, Faculty of Health Sciences and Medicine, Bond University, Gold Coast, Queensland, Australia
| | - Xabier Vázquez-Campos
- NSW Systems Biology Initiative, School of Biotechnology and Biomolecular Sciences, The University of New South Wales, Kensington, New South Wales, Australia
| | - Samantha L Dawson
- Deakin University, Food & Mood Centre, IMPACT Strategic Research Centre, School of Medicine, Barwon Health, Geelong, Victoria, Australia
| | - Anna Lohning
- Bond University Nutrition and Dietetics Research Group, Faculty of Health Sciences and Medicine, Bond University, Gold Coast, Queensland, Australia
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186
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Lebeer S, Ahannach S, Gehrmann T, Wittouck S, Eilers T, Oerlemans E, Condori S, Dillen J, Spacova I, Vander Donck L, Masquillier C, Allonsius CN, Bron PA, Van Beeck W, De Backer C, Donders G, Verhoeven V. A citizen-science-enabled catalogue of the vaginal microbiome and associated factors. Nat Microbiol 2023; 8:2183-2195. [PMID: 37884815 PMCID: PMC10627828 DOI: 10.1038/s41564-023-01500-0] [Citation(s) in RCA: 24] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2022] [Accepted: 09/13/2023] [Indexed: 10/28/2023]
Abstract
Understanding the composition and function of the vaginal microbiome is crucial for reproductive and overall health. Here we established the Isala citizen-science project to analyse the vaginal microbiomes of 3,345 women in Belgium (18-98 years) through self-sampling, 16S amplicon sequencing and extensive questionnaires. The overall vaginal microbiome composition was strongly tied to age, childbirth and menstrual cycle phase. Lactobacillus species dominated 78% of the vaginal samples. Specific bacterial taxa also showed to co-occur in modules based on network correlation analysis. Notably, the module containing Lactobacillus crispatus, Lactobacillus jensenii and Limosilactobacillus taxa was positively linked to oestrogen levels and contraceptive use and negatively linked to childbirth and breastfeeding. Other modules, named after abundant taxa (Gardnerella, Prevotella and Bacteroides), correlated with multiple partners, menopause, menstrual hygiene and contraceptive use. With this resource-rich vaginal microbiome map and associated health, life-course, lifestyle and dietary factors, we provide unique data and insights for follow-up clinical and mechanistic research.
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Affiliation(s)
- Sarah Lebeer
- Department of Bioscience Engineering, Research Group Environmental Ecology and Applied Microbiology, University of Antwerp, Antwerp, Belgium.
| | - Sarah Ahannach
- Department of Bioscience Engineering, Research Group Environmental Ecology and Applied Microbiology, University of Antwerp, Antwerp, Belgium
| | - Thies Gehrmann
- Department of Bioscience Engineering, Research Group Environmental Ecology and Applied Microbiology, University of Antwerp, Antwerp, Belgium
| | - Stijn Wittouck
- Department of Bioscience Engineering, Research Group Environmental Ecology and Applied Microbiology, University of Antwerp, Antwerp, Belgium
| | - Tom Eilers
- Department of Bioscience Engineering, Research Group Environmental Ecology and Applied Microbiology, University of Antwerp, Antwerp, Belgium
| | - Eline Oerlemans
- Department of Bioscience Engineering, Research Group Environmental Ecology and Applied Microbiology, University of Antwerp, Antwerp, Belgium
| | - Sandra Condori
- Department of Bioscience Engineering, Research Group Environmental Ecology and Applied Microbiology, University of Antwerp, Antwerp, Belgium
| | - Jelle Dillen
- Department of Bioscience Engineering, Research Group Environmental Ecology and Applied Microbiology, University of Antwerp, Antwerp, Belgium
| | - Irina Spacova
- Department of Bioscience Engineering, Research Group Environmental Ecology and Applied Microbiology, University of Antwerp, Antwerp, Belgium
| | - Leonore Vander Donck
- Department of Bioscience Engineering, Research Group Environmental Ecology and Applied Microbiology, University of Antwerp, Antwerp, Belgium
| | - Caroline Masquillier
- Department of Sociology, Center for Population, Family and Health, University of Antwerp, Antwerp, Belgium
| | - Camille Nina Allonsius
- Department of Bioscience Engineering, Research Group Environmental Ecology and Applied Microbiology, University of Antwerp, Antwerp, Belgium
| | - Peter A Bron
- Department of Bioscience Engineering, Research Group Environmental Ecology and Applied Microbiology, University of Antwerp, Antwerp, Belgium
| | - Wannes Van Beeck
- Department of Bioscience Engineering, Research Group Environmental Ecology and Applied Microbiology, University of Antwerp, Antwerp, Belgium
| | | | - Gilbert Donders
- Department of Obstetrics and Gynaecology, University Hospital Antwerp, Edegem, Belgium
- Regional Hospital Heilig Hart, Tienen, Belgium
- Femicare Clinical Research for Women, Tienen, Belgium
| | - Veronique Verhoeven
- Department of Family Medicine and Population Health, University of Antwerp, Antwerp, Belgium
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187
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Eduardo Iglesias-Aguirre C, Romo-Vaquero M, Victoria Selma M, Carlos Espín J. Unveiling metabotype clustering in resveratrol, daidzein, and ellagic acid metabolism: Prevalence, associated gut microbiomes, and their distinctive microbial networks. Food Res Int 2023; 173:113470. [PMID: 37803793 DOI: 10.1016/j.foodres.2023.113470] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2023] [Revised: 09/01/2023] [Accepted: 09/10/2023] [Indexed: 10/08/2023]
Abstract
The gut microbiota (GM) produces different polyphenol-derived metabolites, yielding high interindividual variability and hampering consistent health effects. GM metabotypes associated with ellagic acid (urolithin metabotypes A (UMA), B (UMB), and 0 (UM0)), resveratrol (lunularin -producers (LP) and non-producers (LNP)), and daidzein (equol-producers (EP) and non-producers (ENP)) are known. However, individual polyphenol-related metabotypes do not occur individually. In contrast, different combinations coexist (i.e., metabotype clusters, MCs). We report here for the first time these MCs, their distribution, and their associated GM in adult humans (n = 127) after consuming for 7 days a nutraceutical (pomegranate, Polygonum cuspidatum, and red clover extracts) containing ellagitannins + ellagic acid, resveratrol, and isoflavones. Urine metabolites (UHPLC-QTOF-MS) and fecal microbiota (16S rRNA sequencing) were analyzed. Ten MCs were identified: LP + UMB + ENP (22.7%), LP + UMA + ENP (21.3%), LP + UMA + EP (16.7%), LP + UMB + EP (16%), LNP + UMA + ENP (11.3%), LNP + UMB + ENP (5.3%), LNP + UMA + EP (3.3%), LNP + UMB + EP (2%), LNP + UM0 + EP (0.7%), and LNP + UM0 + ENP (0.7%). Sex, BMI, and age did not affect the distribution of metabotypes or MCs. Multivariate analysis (MaAslin2) revealed genera differentially present in individual metabotypes and MCs. Network analysis (MENA) showed the taxa acting as module hubs and connectors. Compositional and functional profiling, alpha and beta diversities, topological network features, and GM modulation by the nutraceutical differed depending on whether the entire cohort or each MC was considered. The nutraceutical did not change the composition of LP + UMA + EP (the most robust GM with the most associated functions) but increased its network connectors. This pioneering approach, joining GM's compositional, functional, and network features in polyphenol metabolism, paves the way for identifying personalized GM-targeted strategies to improve polyphenol health benefits.
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Affiliation(s)
- Carlos Eduardo Iglesias-Aguirre
- Laboratory of Food & Health, Research Group on Quality, Safety, and Bioactivity of Plant Foods, CEBAS-CSIC, 30100 Campus de Espinardo, Murcia, Spain
| | - María Romo-Vaquero
- Laboratory of Food & Health, Research Group on Quality, Safety, and Bioactivity of Plant Foods, CEBAS-CSIC, 30100 Campus de Espinardo, Murcia, Spain
| | - María Victoria Selma
- Laboratory of Food & Health, Research Group on Quality, Safety, and Bioactivity of Plant Foods, CEBAS-CSIC, 30100 Campus de Espinardo, Murcia, Spain
| | - Juan Carlos Espín
- Laboratory of Food & Health, Research Group on Quality, Safety, and Bioactivity of Plant Foods, CEBAS-CSIC, 30100 Campus de Espinardo, Murcia, Spain.
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188
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Maust BS, Petkov S, Herrera C, Feng C, Brown BP, Lebina L, Opoka D, Ssemata A, Pillay N, Serwanga J, Seatlholo P, Namubiru P, Odoch G, Mugaba S, Seiphetlo T, Gray CM, Kaleebu P, Webb EL, Martinson N, Chiodi F, Fox J, Jaspan HB. Bacterial microbiome and host inflammatory gene expression in foreskin tissue. Heliyon 2023; 9:e22145. [PMID: 38053902 PMCID: PMC10694185 DOI: 10.1016/j.heliyon.2023.e22145] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2023] [Revised: 10/20/2023] [Accepted: 11/05/2023] [Indexed: 12/07/2023] Open
Abstract
The penile epithelial microbiome remains underexplored. We sequenced human RNA and a segment of the bacterial 16S rRNA gene from the foreskin tissue of 144 adolescents from South Africa and Uganda collected during penile circumcision after receipt of 1-2 doses of placebo, emtricitabine + tenofovir disoproxil fumarate, or emtricitabine + tenofovir alafenamide to investigate the microbiome of foreskin tissue and its potential changes with antiretroviral use. We identified a large number of anaerobic species, including Corynebacterium acnes, which was detected more frequently in participants from South Africa than Uganda. Bacterial populations did not differ by treatment received, and no differentially abundant taxa were identified between placebo versus active drug recipients. The relative abundance of specific bacterial taxa was negatively correlated with expression of genes downstream of the innate immune response to bacteria and regulation of inflammation. Our results show no difference in the tissue microbiome of the foreskin with short-course antiretroviral use but that bacterial taxa were largely inversely correlated with inflammatory gene expression, consistent with commensal colonization.
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Affiliation(s)
- Brandon S. Maust
- Center for Global Infectious Disease Research, Seattle Children's Research Institute, Seattle, WA, 98109, USA
- Division of Infectious Disease, Dept of Pediatrics, University of Washington School of Medicine, Seattle, WA, 98195, USA
| | - Stefan Petkov
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, 171 77, Sweden
| | - Carolina Herrera
- Department of Infectious Disease, Faculty of Medicine, Imperial College London, London, W2 1PG, UK
| | - Colin Feng
- Center for Global Infectious Disease Research, Seattle Children's Research Institute, Seattle, WA, 98109, USA
| | - Bryan P. Brown
- Center for Global Infectious Disease Research, Seattle Children's Research Institute, Seattle, WA, 98109, USA
- Division of Infectious Disease, Dept of Pediatrics, University of Washington School of Medicine, Seattle, WA, 98195, USA
| | - Limakatso Lebina
- Perinatal HIV Research Unit, University of the Witwatersrand, Johannesburg, 2000, South Africa
| | - Daniel Opoka
- Medical Research Council, Uganda Virus Research Institute, Entebbe, Uganda
- London School of Hygiene & Tropical Medicine, Uganda Research Unit, Entebbe, Uganda
| | - Andrew Ssemata
- Medical Research Council, Uganda Virus Research Institute, Entebbe, Uganda
- London School of Hygiene & Tropical Medicine, Uganda Research Unit, Entebbe, Uganda
| | - Natasha Pillay
- Perinatal HIV Research Unit, University of the Witwatersrand, Johannesburg, 2000, South Africa
| | - Jennifer Serwanga
- Medical Research Council, Uganda Virus Research Institute, Entebbe, Uganda
- London School of Hygiene & Tropical Medicine, Uganda Research Unit, Entebbe, Uganda
| | - Portia Seatlholo
- Perinatal HIV Research Unit, University of the Witwatersrand, Johannesburg, 2000, South Africa
| | - Patricia Namubiru
- Medical Research Council, Uganda Virus Research Institute, Entebbe, Uganda
- London School of Hygiene & Tropical Medicine, Uganda Research Unit, Entebbe, Uganda
| | - Geoffrey Odoch
- Medical Research Council, Uganda Virus Research Institute, Entebbe, Uganda
- London School of Hygiene & Tropical Medicine, Uganda Research Unit, Entebbe, Uganda
| | - Susan Mugaba
- Medical Research Council, Uganda Virus Research Institute, Entebbe, Uganda
- London School of Hygiene & Tropical Medicine, Uganda Research Unit, Entebbe, Uganda
| | - Thabiso Seiphetlo
- Institute of Infectious Disease and Molecular Medicine, University of Cape Town, Cape Town, 7925, South Africa
| | - Clive M. Gray
- Institute of Infectious Disease and Molecular Medicine, University of Cape Town, Cape Town, 7925, South Africa
- Division of Molecular Biology and Human Genetics, Department of Biomedical Sciences, Stellenbosch University, Stellenbosch, 7602, South Africa
| | - Pontiano Kaleebu
- Medical Research Council, Uganda Virus Research Institute, Entebbe, Uganda
- London School of Hygiene & Tropical Medicine, Uganda Research Unit, Entebbe, Uganda
| | - Emily L. Webb
- Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, WC1E 7HT, UK
| | - Neil Martinson
- Perinatal HIV Research Unit, University of the Witwatersrand, Johannesburg, 2000, South Africa
| | - Francesca Chiodi
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, 171 77, Sweden
| | - Julie Fox
- Faculty of Life Sciences & Medicine, School of Immunology & Microbial Sciences, Kings College, London, WC2R 2LS, UK
| | - Heather B. Jaspan
- Center for Global Infectious Disease Research, Seattle Children's Research Institute, Seattle, WA, 98109, USA
- Division of Infectious Disease, Dept of Pediatrics, University of Washington School of Medicine, Seattle, WA, 98195, USA
- Institute of Infectious Disease and Molecular Medicine, University of Cape Town, Cape Town, 7925, South Africa
| | - CHAPS team
- Center for Global Infectious Disease Research, Seattle Children's Research Institute, Seattle, WA, 98109, USA
- Division of Infectious Disease, Dept of Pediatrics, University of Washington School of Medicine, Seattle, WA, 98195, USA
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, 171 77, Sweden
- Department of Infectious Disease, Faculty of Medicine, Imperial College London, London, W2 1PG, UK
- Perinatal HIV Research Unit, University of the Witwatersrand, Johannesburg, 2000, South Africa
- Medical Research Council, Uganda Virus Research Institute, Entebbe, Uganda
- London School of Hygiene & Tropical Medicine, Uganda Research Unit, Entebbe, Uganda
- Institute of Infectious Disease and Molecular Medicine, University of Cape Town, Cape Town, 7925, South Africa
- Division of Molecular Biology and Human Genetics, Department of Biomedical Sciences, Stellenbosch University, Stellenbosch, 7602, South Africa
- Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, WC1E 7HT, UK
- Faculty of Life Sciences & Medicine, School of Immunology & Microbial Sciences, Kings College, London, WC2R 2LS, UK
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189
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Hirata K, Asahi T, Kataoka K. Spatial and Sexual Divergence of Gut Bacterial Communities in Field Cricket Teleogryllus occipitalis (Orthoptera: Gryllidae). MICROBIAL ECOLOGY 2023; 86:2627-2641. [PMID: 37479827 PMCID: PMC10640434 DOI: 10.1007/s00248-023-02265-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/21/2023] [Accepted: 07/05/2023] [Indexed: 07/23/2023]
Abstract
The insect gut is colonized by microbes that confer a myriad of beneficial services to the host, including nutritional support, immune enhancement, and even influence behavior. Insect gut microbes show dynamic changes due to the gut compartments, sex, and seasonal and geographic influences. Crickets are omnivorous hemimetabolous insects that have sex-specific roles, such as males producing chirping sounds for communication and exhibiting fighting behavior. However, limited information is available on their gut bacterial communities, hampering studies on functional compartmentalization of the gut and sex-specific roles of the gut microbiota in omnivorous insects. Here, we report a metagenomic analysis of the gut bacteriome of the field cricket Teleogryllus occipitalis using 16S rRNA V3-V4 amplicon sequencing to identify sex- and compartment-dependent influences on its diversity and function. The structure of the gut microbiota is strongly influenced by their gut compartments rather than sex. The species richness and diversity analyses revealed large difference in the bacterial communities between the gut compartments while minor differences were observed between the sexes. Analysis of relative abundance and predicted functions revealed that nitrogen- and oxygen-dependent metabolism and amino acid turnover were subjected to functional compartmentalization in the gut. Comparisons between the sexes revealed differences in the gut microbiota, reflecting efficiency in energy use, including glycolytic and carbohydrate metabolism, suggesting a possible involvement in egg production in females. This study provides insights into the gut compartment dependent and sex-specific roles of host-gut symbiont interactions in crickets and the industrial production of crickets.
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Affiliation(s)
- Kazuya Hirata
- Graduate School of Advanced Science and Engineering, Waseda University, Tokyo, Japan
| | - Toru Asahi
- Graduate School of Advanced Science and Engineering, Waseda University, Tokyo, Japan.
- Comprehensive Research Organization, Waseda University, Tokyo, Japan.
- Research Organization for Nano & Life Innovation, Waseda University, Tokyo, Japan.
| | - Kosuke Kataoka
- Comprehensive Research Organization, Waseda University, Tokyo, Japan.
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190
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Takayanagi K, Kanamori F, Ishii K, Yokoyama K, Araki Y, Sumitomo M, Maeda S, Goto S, Ota S, Nagata Y, Nishihori M, Maesawa S, Izumi T, Takasu S, Saito R. Higher abundance of Campylobacter in the oral microbiome of Japanese patients with moyamoya disease. Sci Rep 2023; 13:18545. [PMID: 37899472 PMCID: PMC10613609 DOI: 10.1038/s41598-023-45755-3] [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: 09/05/2023] [Accepted: 10/23/2023] [Indexed: 10/31/2023] Open
Abstract
Genetic factors alone cannot explain the pathophysiology of moyamoya disease (MMD), and environmental factors such as an immune response are thought to be involved. Oral and gut microbiomes have attracted attention as environmental factors in the pathophysiology of some vascular and autoimmune diseases. However, the relationship between MMD and these microbiomes is yet to be thoroughly investigated. This prospective case-control study aimed to compare the microbiomes of Japanese patients with MMD with those of healthy individuals to identify the specific bacteria involved in MMD. Saliva and fecal samples were collected from 16 patients with MMD who had not undergone revascularization surgery. Fifteen healthy individuals were matched for age, sex, and body mass index. The microbiomes were determined using 16S rRNA sequencing and analyzed using QIIME2. Differentially abundant microbes were identified using LEfSE and ANCOM-BC. In the oral microbiome, the two analytical methods showed that Campylobacter was more abundant in patients with MMD than in healthy individuals. Differences in the gut microbiome were smaller than those in the oral microbiome. In conclusion, the oral microbiome profiles of patients with MMD significantly differ from those of healthy individuals. Campylobacter spp. could be a substantial environmental factor in the pathophysiology of MMD.
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Affiliation(s)
- Kai Takayanagi
- Department of Neurosurgery, Nagoya University Graduate School of Medicine, 65 Tsurumai, Showa-ku, Nagoya, Aichi, 466-8550, Japan
| | - Fumiaki Kanamori
- Department of Neurosurgery, Nagoya University Graduate School of Medicine, 65 Tsurumai, Showa-ku, Nagoya, Aichi, 466-8550, Japan.
| | - Kazuki Ishii
- Department of Neurosurgery, Nagoya University Graduate School of Medicine, 65 Tsurumai, Showa-ku, Nagoya, Aichi, 466-8550, Japan
| | - Kinya Yokoyama
- Department of Neurosurgery, Nagoya University Graduate School of Medicine, 65 Tsurumai, Showa-ku, Nagoya, Aichi, 466-8550, Japan
| | - Yoshio Araki
- Department of Neurosurgery, Japanese Red Cross Aichi Medical Center Nagoya Daini Hospital, Nagoya, Japan
| | - Masaki Sumitomo
- Department of Neurosurgery, Toyota Kosei Hospital, Toyota, Japan
| | - Sachi Maeda
- Department of Neurosurgery, Nagoya University Graduate School of Medicine, 65 Tsurumai, Showa-ku, Nagoya, Aichi, 466-8550, Japan
| | - Shunsaku Goto
- Department of Neurosurgery, Nagoya University Graduate School of Medicine, 65 Tsurumai, Showa-ku, Nagoya, Aichi, 466-8550, Japan
| | - Shinji Ota
- Department of Neurosurgery, Handa City Hospital, Handa, Japan
| | - Yuichi Nagata
- Department of Neurosurgery, Nagoya University Graduate School of Medicine, 65 Tsurumai, Showa-ku, Nagoya, Aichi, 466-8550, Japan
| | - Masahiro Nishihori
- Department of Neurosurgery, Nagoya University Graduate School of Medicine, 65 Tsurumai, Showa-ku, Nagoya, Aichi, 466-8550, Japan
| | - Satoshi Maesawa
- Department of Neurosurgery, Nagoya University Graduate School of Medicine, 65 Tsurumai, Showa-ku, Nagoya, Aichi, 466-8550, Japan
| | - Takashi Izumi
- Department of Neurosurgery, Nagoya University Graduate School of Medicine, 65 Tsurumai, Showa-ku, Nagoya, Aichi, 466-8550, Japan
| | - Syuntaro Takasu
- Department of Neurosurgery, Japan Community Health Care Organization Chukyo Hospital, Nagoya, Japan
| | - Ryuta Saito
- Department of Neurosurgery, Nagoya University Graduate School of Medicine, 65 Tsurumai, Showa-ku, Nagoya, Aichi, 466-8550, Japan
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191
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Li G, Yang L, Chen J, Zhang X. Robust Differential Abundance Analysis of Microbiome Sequencing Data. Genes (Basel) 2023; 14:2000. [PMID: 38002943 PMCID: PMC10671797 DOI: 10.3390/genes14112000] [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: 10/02/2023] [Revised: 10/20/2023] [Accepted: 10/24/2023] [Indexed: 11/26/2023] Open
Abstract
It is well known that the microbiome data are ridden with outliers and have heavy distribution tails, but the impact of outliers and heavy-tailedness has yet to be examined systematically. This paper investigates the impact of outliers and heavy-tailedness on differential abundance analysis (DAA) using the linear models for the differential abundance analysis (LinDA) method and proposes effective strategies to mitigate their influence. The presence of outliers and heavy-tailedness can significantly decrease the power of LinDA. We investigate various techniques to address outliers and heavy-tailedness, including generalizing LinDA into a more flexible framework that allows for the use of robust regression and winsorizing the data before applying LinDA. Our extensive numerical experiments and real-data analyses demonstrate that robust Huber regression has overall the best performance in addressing outliers and heavy-tailedness.
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Affiliation(s)
- Guanxun Li
- Department of Statistics, Texas A&M University, College Station, TX 77843, USA;
| | - Lu Yang
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN 55905, USA;
| | - Jun Chen
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN 55905, USA;
| | - Xianyang Zhang
- Department of Statistics, Texas A&M University, College Station, TX 77843, USA;
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192
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Wen T, Niu G, Chen T, Shen Q, Yuan J, Liu YX. The best practice for microbiome analysis using R. Protein Cell 2023; 14:713-725. [PMID: 37128855 PMCID: PMC10599642 DOI: 10.1093/procel/pwad024] [Citation(s) in RCA: 26] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Accepted: 04/02/2023] [Indexed: 05/03/2023] Open
Abstract
With the gradual maturity of sequencing technology, many microbiome studies have published, driving the emergence and advance of related analysis tools. R language is the widely used platform for microbiome data analysis for powerful functions. However, tens of thousands of R packages and numerous similar analysis tools have brought major challenges for many researchers to explore microbiome data. How to choose suitable, efficient, convenient, and easy-to-learn tools from the numerous R packages has become a problem for many microbiome researchers. We have organized 324 common R packages for microbiome analysis and classified them according to application categories (diversity, difference, biomarker, correlation and network, functional prediction, and others), which could help researchers quickly find relevant R packages for microbiome analysis. Furthermore, we systematically sorted the integrated R packages (phyloseq, microbiome, MicrobiomeAnalystR, Animalcules, microeco, and amplicon) for microbiome analysis, and summarized the advantages and limitations, which will help researchers choose the appropriate tools. Finally, we thoroughly reviewed the R packages for microbiome analysis, summarized most of the common analysis content in the microbiome, and formed the most suitable pipeline for microbiome analysis. This paper is accompanied by hundreds of examples with 10,000 lines codes in GitHub, which can help beginners to learn, also help analysts compare and test different tools. This paper systematically sorts the application of R in microbiome, providing an important theoretical basis and practical reference for the development of better microbiome tools in the future. All the code is available at GitHub github.com/taowenmicro/EasyMicrobiomeR.
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Affiliation(s)
- Tao Wen
- Shenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen 518120, China
- The Key Laboratory of Plant Immunity Jiangsu Provincial Key Lab for Organic Solid Waste Utilization Jiangsu Collaborative Innovation Center for Solid Organic Waste Resource Utilization, National Engineering Research Center for Organic-based Fertilizers, Nanjing Agricultural University, Nanjing 210095, China
| | - Guoqing Niu
- The Key Laboratory of Plant Immunity Jiangsu Provincial Key Lab for Organic Solid Waste Utilization Jiangsu Collaborative Innovation Center for Solid Organic Waste Resource Utilization, National Engineering Research Center for Organic-based Fertilizers, Nanjing Agricultural University, Nanjing 210095, China
| | - Tong Chen
- National Resource Center for Chinese Materia Medica, China Academy of Chinese Medical Sciences, Beijing 100700, China
| | - Qirong Shen
- The Key Laboratory of Plant Immunity Jiangsu Provincial Key Lab for Organic Solid Waste Utilization Jiangsu Collaborative Innovation Center for Solid Organic Waste Resource Utilization, National Engineering Research Center for Organic-based Fertilizers, Nanjing Agricultural University, Nanjing 210095, China
| | - Jun Yuan
- The Key Laboratory of Plant Immunity Jiangsu Provincial Key Lab for Organic Solid Waste Utilization Jiangsu Collaborative Innovation Center for Solid Organic Waste Resource Utilization, National Engineering Research Center for Organic-based Fertilizers, Nanjing Agricultural University, Nanjing 210095, China
| | - Yong-Xin Liu
- Shenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen 518120, China
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193
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Ou Y, Belzer C, Smidt H, de Weerth C. Methodological recommendations for human microbiota-gut-brain axis research. MICROBIOME RESEARCH REPORTS 2023; 3:1. [PMID: 38455088 PMCID: PMC10917620 DOI: 10.20517/mrr.2023.33] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/26/2023] [Revised: 09/15/2023] [Accepted: 10/12/2023] [Indexed: 03/09/2024]
Abstract
Observational studies have determined numerous correlations between sequence-based gut microbiota data and human mental traits. However, these associations are often inconsistent across studies. This inconsistency is one of the reasons that mechanistic validation studies of the observed correlations are lagging, making it difficult to establish causal associations. The absence of consistent study findings may partially be due to the lack of clear guidelines for identifying confounders of relations between complex microbial communities and mental conditions. Gut microbial complexity also impedes deciphering microbiota-host relations by using a single analytical approach. The aim of the current review is to help solve these problems by providing methodological recommendations for future human microbiota-gut-brain axis research on the selection of confounders, the use of integrative biostatistical methods, and the steps needed to translate correlative findings into causal conclusions.
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Affiliation(s)
- Yangwenshan Ou
- Laboratory of Microbiology, Wageningen University & Research, P.O. Box 8033, 6700 EH Wageningen, The Netherlands
- Radboud university medical center, Donders Institute for Brain, Cognition and Behaviour, Department of Cognitive Neuroscience, P.O. Box 9010, 6500 GL Nijmegen, The Netherlands
| | - Clara Belzer
- Laboratory of Microbiology, Wageningen University & Research, P.O. Box 8033, 6700 EH Wageningen, The Netherlands
| | - Hauke Smidt
- Laboratory of Microbiology, Wageningen University & Research, P.O. Box 8033, 6700 EH Wageningen, The Netherlands
| | - Carolina de Weerth
- Radboud university medical center, Donders Institute for Brain, Cognition and Behaviour, Department of Cognitive Neuroscience, P.O. Box 9010, 6500 GL Nijmegen, The Netherlands
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194
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Szekeres E, Baricz A, Cristea A, Levei EA, Stupar Z, Brad T, Kenesz M, Moldovan OT, Banciu HL. Karst spring microbiome: Diversity, core taxa, and community response to pathogens and antibiotic resistance gene contamination. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 895:165133. [PMID: 37364839 DOI: 10.1016/j.scitotenv.2023.165133] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/01/2023] [Revised: 05/19/2023] [Accepted: 06/23/2023] [Indexed: 06/28/2023]
Abstract
Karst aquifers are important water resources for drinking water supplies worldwide. Although they are susceptible to anthropogenic contamination due to their high permeability, there is a lack of detailed knowledge on the stable core microbiome and how contamination may affect these communities. In this study, eight karst springs (distributed across three different regions in Romania) were sampled seasonally for one year. The core microbiota was analysed by 16S rRNA gene amplicon sequencing. To identify bacteria carrying antibiotic resistance genes and mobile genetic elements, an innovative method was applied, consisting of high-throughput antibiotic resistance gene quantification performed on potential pathogen colonies cultivated on Compact Dry™ plates. A taxonomically stable bacterial community consisting of Pseudomonadota, Bacteroidota, and Actinomycetota was revealed. Core analysis reaffirmed these results and revealed primarily freshwater-dwelling, psychrophilic/psychrotolerant species affiliated to Rhodoferax, Flavobacterium, and Pseudomonas genera. Both sequencing and cultivation methods indicated that more than half of the springs were contaminated with faecal bacteria and pathogens. These samples contained high levels of sulfonamide, macrolide, lincosamide and streptogramins B, and trimethoprim resistance genes spread primarily by transposase and insertion sequences. Differential abundance analysis found Synergistota, Mycoplasmatota, and Chlamydiota as suitable candidates for pollution monitoring in karst springs. This is the first study highlighting the applicability of a combined approach based on high-throughput SmartChip™ antibiotic resistance gene quantification and Compact Dry™ pathogen cultivation for estimating microbial contaminants in karst springs and other challenging low biomass environments.
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Affiliation(s)
- Edina Szekeres
- Department of Molecular Biology and Biotechnology, Faculty of Biology and Geology, Babeș-Bolyai University, Cluj-Napoca, Romania; Centre for Systems Biology, Biodiversity and Bioresources, Babeș-Bolyai University, Cluj-Napoca, Romania; National Institute of Research and Development for Biological Sciences, Institute of Biological Research, Cluj-Napoca, Romania
| | - Andreea Baricz
- Department of Molecular Biology and Biotechnology, Faculty of Biology and Geology, Babeș-Bolyai University, Cluj-Napoca, Romania; Centre for Systems Biology, Biodiversity and Bioresources, Babeș-Bolyai University, Cluj-Napoca, Romania
| | - Adorján Cristea
- Centre for Systems Biology, Biodiversity and Bioresources, Babeș-Bolyai University, Cluj-Napoca, Romania; Department of Taxonomy and Ecology, Faculty of Biology and Geology, Babeș-Bolyai University, Cluj-Napoca, Romania
| | - Erika Andrea Levei
- INCDO-INOE 2000, Research Institute for Analytical Instrumentation, Cluj-Napoca, Romania
| | - Zamfira Stupar
- INCDO-INOE 2000, Research Institute for Analytical Instrumentation, Cluj-Napoca, Romania
| | - Traian Brad
- Department of Cluj-Napoca, Emil Racovita Institute of Speleology, Cluj-Napoca, Romania
| | - Marius Kenesz
- Department of Cluj-Napoca, Emil Racovita Institute of Speleology, Cluj-Napoca, Romania
| | - Oana Teodora Moldovan
- Department of Cluj-Napoca, Emil Racovita Institute of Speleology, Cluj-Napoca, Romania
| | - Horia Leonard Banciu
- Department of Molecular Biology and Biotechnology, Faculty of Biology and Geology, Babeș-Bolyai University, Cluj-Napoca, Romania; Centre for Systems Biology, Biodiversity and Bioresources, Babeș-Bolyai University, Cluj-Napoca, Romania.
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195
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Estaki M, Langsetmo L, Shardell M, Mischel A, Jiang L, Zhong Y, Kaufmann C, Knight R, Stone K, Kado D. Association of Subjective and Objective Measures of Sleep With Gut Microbiota Composition and Diversity in Older Men: The Osteoporotic Fractures in Men Study. J Gerontol A Biol Sci Med Sci 2023; 78:1925-1932. [PMID: 36655399 PMCID: PMC10562887 DOI: 10.1093/gerona/glad011] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2022] [Indexed: 01/20/2023] Open
Abstract
BACKGROUND Growing evidence suggests bidirectional links between gut microbiota and sleep quality as shared contributors to health. Little is known about the relationship between microbiota and sleep among older persons. METHODS We used 16S rRNA sequencing to characterize stool microbiota among men (n = 606, mean [standard deviation] age = 83.9 [3.8]) enrolled in the Osteoporotic Fractures in Men (MrOS) study from 2014 to 2016. Sleep was assessed concurrently by a questionnaire (Pittsburgh Sleep Quality index [PSQI]), and activity monitor to examine timing (acrophase) and regularity of patterns (F-statistic). Alpha diversity was measured using Faith's phylogenetic diversity (PD). Beta diversity was calculated with robust Aitchison distance with matrix completion (RPCA) and phylogenetic-RPCA (PRPCA). Their association with sleep variables was tested with partial distance-based redundancy analysis (dbRDA). Predictive-ratio biomarkers associated with sleep measurements were identified with CoDaCoRe. RESULTS In unadjusted analyses, men with poor sleep (PSQI >5) tended to have lower alpha diversity compared to men with normal sleep (Faith's PD, beta = -0.15; 95% confidence interval [CI]: -0.30 to 0.01, p = .06). Sleep regularity was significantly associated with RPCA and PRPCA, even after adjusting for site, batch, age, ethnicity, body mass index, diabetes, antidepressant and sleep medication use, and health behaviors (RPCA/PRPCA dbRDA; p = .033/.002). In taxonomic analysis, ratios of 7:6 bacteria for better regularity (p = .0004) and 4:7 for worse self-reported sleep (p = .005) were differentially abundant: some butyrate-producing bacteria were associated with better sleep characteristics. CONCLUSIONS Subjective and objective indicators of sleep quality suggest that older men with better sleep patterns are more likely to harbor butyrate-producing bacteria associated with better health.
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Affiliation(s)
- Mehrbod Estaki
- Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Lisa Langsetmo
- Center for Care Delivery and Outcomes Research, Minneapolis VA Health Care System, Minneapolis, Minnesota, USA
| | - Michelle Shardell
- Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Anna Mischel
- School of Medicine, University of California San Diego, La Jolla, California, USA
| | - Lingjing Jiang
- Janssen Research and Development Los Angeles, Los Angeles, California, USA
| | - Yuan Zhong
- Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, Michigan, USA
| | - Christopher Kaufmann
- Department of Aging and Geriatric Research, University of Florida College of Medicine, Gainesville, Florida, USA
| | - Rob Knight
- Department of Pediatrics, UC San Diego, La Jolla, California, USA
- UC San Diego Center for Microbiome Innovation, La Jolla, California, USA
- Department of Computer Science and Engineering, UC San Diego, La Jolla, California, USA
- Department of Bioengineering, UC San Diego, La Jolla, California, USA
| | - Katie Stone
- Department of Research, California Pacific Medical Center Research Institute, San Francisco, California, USA
- Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, California, USA
| | - Deborah Kado
- Geriatrics Section, Stanford University School of Medicine, Palo Alto, California, USA
- Veterans Health Administration, Geriatrics Research Education and Clinical Center, Palo Alto, California, USA
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196
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Nitzan Z, Staun-Ram E, Volkowich A, Miller A. Multiple Sclerosis-Associated Gut Microbiome in the Israeli Diverse Populations: Associations with Ethnicity, Gender, Disability Status, Vitamin D Levels, and Mediterranean Diet. Int J Mol Sci 2023; 24:15024. [PMID: 37834472 PMCID: PMC10573818 DOI: 10.3390/ijms241915024] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2023] [Revised: 09/19/2023] [Accepted: 09/27/2023] [Indexed: 10/15/2023] Open
Abstract
Microbiome dysbiosis is increasingly being recognized as implicated in immune-mediated disorders including multiple sclerosis (MS). The microbiome is modulated by genetic and environmental factors including lifestyle, diet, and drug intake. This study aimed to characterize the MS-associated gut microbiome in the Israeli populations and to identify associations with demographic, dietary, and clinical features. The microbiota from 57 treatment-naive patients with MS (PwMS) and 43 age- and gender-matched healthy controls (HCs) was sequenced and abundance compared. Associations between differential microbes with demographic or clinical characteristics, as well as diet and nutrient intake, were assessed. While there was no difference in α- or β-diversity of the microbiome, we identified 40 microbes from different taxonomic levels that differ in abundance between PwMS and HCs, including Barnesiella, Collinsella, Egerthella, Mitsuokella, Olsenella Romboutsia, and Succinivibrio, all enhanced in PwMS, while several members of Lacnospira were reduced. Additional MS-differential microbes specific to ethnicity were identified. Several MS-specific microbial patterns were associated with gender, vitamin D level, Mediterranean diet, nutrient intake, or disability status. Thus, PwMS have altered microbiota composition, with distinctive patterns related to geographic locations and population. Microbiome dysbiosis seem to be implicated in disease progression, gender-related differences, and vitamin D-mediated immunological effects recognized in MS. Dietary interventions may be beneficial in restoring a "healthy microbiota" as part of applying comprehensive personalized therapeutic strategies for PwMS.
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Affiliation(s)
- Zehavit Nitzan
- Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa 3109601, Israel (E.S.-R.)
| | - Elsebeth Staun-Ram
- Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa 3109601, Israel (E.S.-R.)
- Neuroimmunology Unit & Multiple Sclerosis Center, Lady Davis Carmel Medical Center, Haifa 3436212, Israel
| | - Anat Volkowich
- Neuroimmunology Unit & Multiple Sclerosis Center, Lady Davis Carmel Medical Center, Haifa 3436212, Israel
| | - Ariel Miller
- Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa 3109601, Israel (E.S.-R.)
- Neuroimmunology Unit & Multiple Sclerosis Center, Lady Davis Carmel Medical Center, Haifa 3436212, Israel
- Department of Neurology, Lady Davis Carmel Medical Center, Haifa 3436212, Israel
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197
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Mueller NT, Liu T, Debelius J, Zhao N. The Gut-Brain-Sleep Connection in Older Adults: What Do We Learn From the Microbiome? J Gerontol A Biol Sci Med Sci 2023; 78:1933-1934. [PMID: 37814931 DOI: 10.1093/gerona/glad049] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/11/2023] Open
Affiliation(s)
- Noel T Mueller
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
- Welch Center for Prevention, Epidemiology and Clinical Research, Johns Hopkins University, Baltimore, Maryland, USA
| | - Tiange Liu
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health , Baltimore, Maryland, USA
- Welch Center for Prevention, Epidemiology and Clinical Research, Johns Hopkins University, Baltimore, Maryland, USA
| | - Justine Debelius
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Ni Zhao
- Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
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198
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Bellato M, Cappellato M, Longhin F, Del Vecchio C, Brancaccio G, Cattelan AM, Brun P, Salaris C, Castagliuolo I, Di Camillo B. Uncover a microbiota signature of upper respiratory tract in patients with SARS-CoV-2 + . Sci Rep 2023; 13:16867. [PMID: 37803040 PMCID: PMC10558486 DOI: 10.1038/s41598-023-43040-x] [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: 06/01/2023] [Accepted: 09/18/2023] [Indexed: 10/08/2023] Open
Abstract
The outbreak of Coronavirus disease 2019 (COVID-19), caused by SARS-CoV-2, forced us to face a pandemic with unprecedented social, economic, and public health consequences. Several nations have launched campaigns to immunize millions of people using various vaccines to prevent infections. Meanwhile, therapeutic approaches and discoveries continuously arise; however, identifying infected patients that are going to experience the more severe outcomes of COVID-19 is still a major need, to focus therapeutic efforts, reducing hospitalization and mitigating drug adverse effects. Microbial communities colonizing the respiratory tract exert significant effects on host immune responses, influencing the susceptibility to infectious agents. Through 16S rDNAseq we characterized the upper airways' microbiota of 192 subjects with nasopharyngeal swab positive for SARS-CoV-2. Patients were divided into groups based on the presence of symptoms, pneumonia severity, and need for oxygen therapy or intubation. Indeed, unlike most of the literature, our study focuses on identifying microbial signatures predictive of disease progression rather than on the probability of infection itself, for which a consensus is lacking. Diversity, differential abundance, and network analysis at different taxonomic levels were synergistically adopted, in a robust bioinformatic pipeline, highlighting novel possible taxa correlated with patients' disease progression to intubation.
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Affiliation(s)
- Massimo Bellato
- Department of Information Engineering, University of Padova, 35131, Padova, Italy
| | - Marco Cappellato
- Department of Information Engineering, University of Padova, 35131, Padova, Italy
| | - Francesca Longhin
- Department of Information Engineering, University of Padova, 35131, Padova, Italy
| | - Claudia Del Vecchio
- Department of Molecular Medicine, University of Padova, 35121, Padova, Italy
| | - Giuseppina Brancaccio
- Department of Molecular Medicine, University of Padova, 35121, Padova, Italy
- Infectious Diseases Unit, University Hospital Padova, 35128, Padova, Italy
| | - Anna Maria Cattelan
- Department of Molecular Medicine, University of Padova, 35121, Padova, Italy
- Infectious Diseases Unit, University Hospital Padova, 35128, Padova, Italy
| | - Paola Brun
- Department of Molecular Medicine, University of Padova, 35121, Padova, Italy
| | - Claudio Salaris
- Department of Molecular Medicine, University of Padova, 35121, Padova, Italy
| | - Ignazio Castagliuolo
- Department of Molecular Medicine, University of Padova, 35121, Padova, Italy
- Microbiology and Virology Unit, University Hospital Padova, 35121, Padova, Italy
| | - Barbara Di Camillo
- Department of Information Engineering, University of Padova, 35131, Padova, Italy.
- Department of Comparative Biomedicine and Food Science, University of Padova, 35020, Legnaro (PD), Italy.
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199
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Salvador AC, Huda MN, Arends D, Elsaadi AM, Gacasan CA, Brockmann GA, Valdar W, Bennett BJ, Threadgill DW. Analysis of strain, sex, and diet-dependent modulation of gut microbiota reveals candidate keystone organisms driving microbial diversity in response to American and ketogenic diets. MICROBIOME 2023; 11:220. [PMID: 37784178 PMCID: PMC10546677 DOI: 10.1186/s40168-023-01588-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/06/2022] [Accepted: 06/01/2023] [Indexed: 10/04/2023]
Abstract
BACKGROUND The gut microbiota is modulated by a combination of diet, host genetics, and sex effects. The magnitude of these effects and interactions among them is important to understanding inter-individual variability in gut microbiota. In a previous study, mouse strain-specific responses to American and ketogenic diets were observed along with several QTLs for metabolic traits. In the current study, we searched for genetic variants underlying differences in the gut microbiota in response to American and ketogenic diets, which are high in fat and vary in carbohydrate composition, between C57BL/6 J (B6) and FVB/NJ (FVB) mouse strains. RESULTS Genetic mapping of microbial features revealed 18 loci under the QTL model (i.e., marginal effects that are not specific to diet or sex), 12 loci under the QTL by diet model, and 1 locus under the QTL by sex model. Multiple metabolic and microbial features map to the distal part of Chr 1 and Chr 16 along with eigenvectors extracted from principal coordinate analysis of measures of β-diversity. Bilophila, Ruminiclostridium 9, and Rikenella (Chr 1) were identified as sex- and diet-independent QTL candidate keystone organisms, and Parabacteroides (Chr 16) was identified as a diet-specific, candidate keystone organism in confirmatory factor analyses of traits mapping to these regions. For many microbial features, irrespective of which QTL model was used, diet or the interaction between diet and a genotype were the strongest predictors of the abundance of each microbial trait. Sex, while important to the analyses, was not as strong of a predictor for microbial abundances. CONCLUSIONS These results demonstrate that sex, diet, and genetic background have different magnitudes of effects on inter-individual differences in gut microbiota. Therefore, Precision Nutrition through the integration of genetic variation, microbiota, and sex affecting microbiota variation will be important to predict response to diets varying in carbohydrate composition. Video Abstract.
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Affiliation(s)
- Anna C Salvador
- Department of Molecular and Cellular Medicine, Texas A&M Health Science Center, College Station, TX, 77843, USA
- Department of Nutrition, Texas A&M University, College Station, TX, 77843, USA
| | - M Nazmul Huda
- Department of Nutrition, University of California Davis, Sacramento, CA, 95616, USA
- Obesity and Metabolism Unit, Western Human Nutrition Research Center, USDA-ARS, Davis, CA, 95616, USA
| | - Danny Arends
- Albrecht Daniel Thaer-Institut, 10115, Berlin, Germany
- Department of Applied Sciences, Northumbria University, Newcastle Upon Tyne, UK
| | - Ahmed M Elsaadi
- Department of Molecular and Cellular Medicine, Texas A&M Health Science Center, College Station, TX, 77843, USA
| | - C Anthony Gacasan
- Department of Molecular and Cellular Medicine, Texas A&M Health Science Center, College Station, TX, 77843, USA
| | | | - William Valdar
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599, USA
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599, USA
| | - Brian J Bennett
- Department of Nutrition, University of California Davis, Sacramento, CA, 95616, USA
- Obesity and Metabolism Unit, Western Human Nutrition Research Center, USDA-ARS, Davis, CA, 95616, USA
| | - David W Threadgill
- Department of Molecular and Cellular Medicine, Texas A&M Health Science Center, College Station, TX, 77843, USA.
- Department of Nutrition, Texas A&M University, College Station, TX, 77843, USA.
- Department of Biochemistry & Biophysics, Texas A&M University, College Station, TX, 77843, USA.
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200
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Ichige R, Urabe J. Divergence of the Host-Associated Microbiota with the Genetic Distance of Host Individuals Within a Parthenogenetic Daphnia Species. MICROBIAL ECOLOGY 2023; 86:2097-2108. [PMID: 37093231 DOI: 10.1007/s00248-023-02219-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/08/2023] [Accepted: 04/06/2023] [Indexed: 05/03/2023]
Abstract
The taxonomic composition of the microbiota in the gut and epidermis of animals is known to vary among genetically and physiologically different host individuals within the same species. However, it is not clear whether the taxonomic composition diverges with increasing genetic distance of the host individuals. To unveil this uncertainty, we compared the host-associated microbiota among the genotypes within and between genetically distant lineages of parthenogenetic Daphnia cf. pulex across different physiological states, namely, well-fed, starved, and dead. Metagenomic analysis with 16S rRNA showed that, regardless of the host genotypes, diversity of the host-associated microbiota was high when the host individuals were fed food and gradually decreased when they were starved until they died. However, the difference in the host-associated microbiota, that is, β-diversity, was significant among the genotypes within and between the host lineages when they were fed. Although some bacteria in the microbiota, such as Limnohabitans, Rhodococcus, and Aeromicrobium, were found abundantly and commonly in all host genotypes; others, such as those of Holosoporacea, were found only in the genotypes of a specific lineage. Accordingly, the β-diversity tended to increase with increasing genetic distance of the host individuals. These results support an idea that the host-associated microbiota diverged with genetic divergence in the host species and that at least some bacteria are highly dependent on the genetically specific metabolites produced by the host individuals.
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Affiliation(s)
- Ryotaro Ichige
- Graduate School of Life Sciences, Tohoku University, 6-3 Aoba, Aramaki, Aoba-Ku, Sendai, 980-8578, Japan.
| | - Jotaro Urabe
- Graduate School of Life Sciences, Tohoku University, 6-3 Aoba, Aramaki, Aoba-Ku, Sendai, 980-8578, Japan
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