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Blanco-Míguez A, Gálvez EJC, Pasolli E, De Filippis F, Amend L, Huang KD, Manghi P, Lesker TR, Riedel T, Cova L, Punčochář M, Thomas AM, Valles-Colomer M, Schober I, Hitch TCA, Clavel T, Berry SE, Davies R, Wolf J, Spector TD, Overmann J, Tett A, Ercolini D, Segata N, Strowig T. Extension of the Segatella copri complex to 13 species with distinct large extrachromosomal elements and associations with host conditions. Cell Host Microbe 2023; 31:1804-1819.e9. [PMID: 37883976 PMCID: PMC10635906 DOI: 10.1016/j.chom.2023.09.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2023] [Revised: 08/14/2023] [Accepted: 09/28/2023] [Indexed: 10/28/2023]
Abstract
The Segatella copri (formerly Prevotella copri) complex (ScC) comprises taxa that are key members of the human gut microbiome. It was previously described to contain four distinct phylogenetic clades. Combining targeted isolation with large-scale metagenomic analysis, we defined 13 distinct Segatella copri-related species, expanding the ScC complex beyond four clades. Complete genome reconstruction of thirteen strains from seven species unveiled the presence of genetically diverse large circular extrachromosomal elements. These elements are consistently present in most ScC species, contributing to intra- and inter-species diversities. The nine species-level clades present in humans display striking differences in prevalence and intra-species genetic makeup across human populations. Based on a meta-analysis, we found reproducible associations between members of ScC and the male sex and positive correlations with lower visceral fat and favorable markers of cardiometabolic health. Our work uncovers genomic diversity within ScC, facilitating a better characterization of the human microbiome.
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Affiliation(s)
| | - Eric J C Gálvez
- Department of Microbial Immune Regulation, Helmholtz Centre for Infection Research, Braunschweig, Germany; Hannover Medical School, Hannover, Germany; Roche Pharma Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland
| | - Edoardo Pasolli
- Department of Agricultural Sciences, University of Naples Federico II, Portici, Italy
| | - Francesca De Filippis
- Department of Agricultural Sciences, University of Naples Federico II, Portici, Italy
| | - Lena Amend
- Department of Microbial Immune Regulation, Helmholtz Centre for Infection Research, Braunschweig, Germany
| | - Kun D Huang
- Department of Microbial Immune Regulation, Helmholtz Centre for Infection Research, Braunschweig, Germany
| | - Paolo Manghi
- Department CIBIO, University of Trento, Trento, Italy
| | - Till-Robin Lesker
- Department of Microbial Immune Regulation, Helmholtz Centre for Infection Research, Braunschweig, Germany
| | - Thomas Riedel
- Leibniz Institute DSMZ-German Collection of Microorganisms and Cell Cultures, Braunschweig, Germany; German Centre for Infection Research (DZIF), Partner Site Hannover-Braunschweig, Braunschweig, Germany
| | - Linda Cova
- Department CIBIO, University of Trento, Trento, Italy
| | | | | | | | - Isabel Schober
- Leibniz Institute DSMZ-German Collection of Microorganisms and Cell Cultures, Braunschweig, Germany
| | - Thomas C A Hitch
- Functional Microbiome Research Group, Institute of Medical Microbiology, University Hospital of RWTH Aachen, Aachen, Germany
| | - Thomas Clavel
- Functional Microbiome Research Group, Institute of Medical Microbiology, University Hospital of RWTH Aachen, Aachen, Germany
| | - Sarah E Berry
- Department of Nutritional Sciences, King's College London, London, UK
| | | | | | - Tim D Spector
- Department of Twin Research, King's College London, London, UK
| | - Jörg Overmann
- Leibniz Institute DSMZ-German Collection of Microorganisms and Cell Cultures, Braunschweig, Germany; German Centre for Infection Research (DZIF), Partner Site Hannover-Braunschweig, Braunschweig, Germany; Technical University of Braunschweig, Braunschweig, Germany
| | - Adrian Tett
- Centre for Microbiology and Environmental Systems Science, University of Vienna, Wien, Austria
| | - Danilo Ercolini
- Department of Agricultural Sciences, University of Naples Federico II, Portici, Italy
| | - Nicola Segata
- Department CIBIO, University of Trento, Trento, Italy; Department of Experimental Oncology, IEO European Institute of Oncology IRCCS, Milan, Italy
| | - Till Strowig
- Department of Microbial Immune Regulation, Helmholtz Centre for Infection Research, Braunschweig, Germany; Hannover Medical School, Hannover, Germany; German Centre for Infection Research (DZIF), Partner Site Hannover-Braunschweig, Braunschweig, Germany; Centre for Individualized Infection Medicine, Hannover, Germany.
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2
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Blanco-Míguez A, Beghini F, Cumbo F, McIver LJ, Thompson KN, Zolfo M, Manghi P, Dubois L, Huang KD, Thomas AM, Nickols WA, Piccinno G, Piperni E, Punčochář M, Valles-Colomer M, Tett A, Giordano F, Davies R, Wolf J, Berry SE, Spector TD, Franzosa EA, Pasolli E, Asnicar F, Huttenhower C, Segata N. Extending and improving metagenomic taxonomic profiling with uncharacterized species using MetaPhlAn 4. Nat Biotechnol 2023; 41:1633-1644. [PMID: 36823356 PMCID: PMC10635831 DOI: 10.1038/s41587-023-01688-w] [Citation(s) in RCA: 103] [Impact Index Per Article: 103.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2022] [Accepted: 01/20/2023] [Indexed: 02/25/2023]
Abstract
Metagenomic assembly enables new organism discovery from microbial communities, but it can only capture few abundant organisms from most metagenomes. Here we present MetaPhlAn 4, which integrates information from metagenome assemblies and microbial isolate genomes for more comprehensive metagenomic taxonomic profiling. From a curated collection of 1.01 M prokaryotic reference and metagenome-assembled genomes, we define unique marker genes for 26,970 species-level genome bins, 4,992 of them taxonomically unidentified at the species level. MetaPhlAn 4 explains ~20% more reads in most international human gut microbiomes and >40% in less-characterized environments such as the rumen microbiome and proves more accurate than available alternatives on synthetic evaluations while also reliably quantifying organisms with no cultured isolates. Application of the method to >24,500 metagenomes highlights previously undetected species to be strong biomarkers for host conditions and lifestyles in human and mouse microbiomes and shows that even previously uncharacterized species can be genetically profiled at the resolution of single microbial strains.
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Affiliation(s)
| | | | - Fabio Cumbo
- Department CIBIO, University of Trento, Trento, Italy
| | - Lauren J McIver
- Harvard T.H. Chan School of Public Health, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Kelsey N Thompson
- Harvard T.H. Chan School of Public Health, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Moreno Zolfo
- Department CIBIO, University of Trento, Trento, Italy
| | - Paolo Manghi
- Department CIBIO, University of Trento, Trento, Italy
| | | | - Kun D Huang
- Department CIBIO, University of Trento, Trento, Italy
| | | | - William A Nickols
- Harvard T.H. Chan School of Public Health, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | - Elisa Piperni
- Department CIBIO, University of Trento, Trento, Italy
- IEO, European Institute of Oncology IRCCS, Milan, Italy
| | | | | | - Adrian Tett
- Department CIBIO, University of Trento, Trento, Italy
- Centre for Microbiology and Environmental Systems Science, University of Vienna, Vienna, Austria
| | | | | | | | - Sarah E Berry
- Department of Nutritional Sciences, King's College London, London, UK
| | - Tim D Spector
- Department of Twin Research, King's College London, London, UK
| | - Eric A Franzosa
- Harvard T.H. Chan School of Public Health, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Edoardo Pasolli
- Department of Agricultural Sciences, University of Naples, Naples, Italy
| | | | - Curtis Huttenhower
- Harvard T.H. Chan School of Public Health, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Nicola Segata
- Department CIBIO, University of Trento, Trento, Italy.
- IEO, European Institute of Oncology IRCCS, Milan, Italy.
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3
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Valles-Colomer M, Blanco-Míguez A, Manghi P, Asnicar F, Dubois L, Golzato D, Armanini F, Cumbo F, Huang KD, Manara S, Masetti G, Pinto F, Piperni E, Punčochář M, Ricci L, Zolfo M, Farrant O, Goncalves A, Selma-Royo M, Binetti AG, Becerra JE, Han B, Lusingu J, Amuasi J, Amoroso L, Visconti A, Steves CM, Falchi M, Filosi M, Tett A, Last A, Xu Q, Qin N, Qin H, May J, Eibach D, Corrias MV, Ponzoni M, Pasolli E, Spector TD, Domenici E, Collado MC, Segata N. The person-to-person transmission landscape of the gut and oral microbiomes. Nature 2023; 614:125-135. [PMID: 36653448 PMCID: PMC9892008 DOI: 10.1038/s41586-022-05620-1] [Citation(s) in RCA: 84] [Impact Index Per Article: 84.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2021] [Accepted: 12/02/2022] [Indexed: 01/19/2023]
Abstract
The human microbiome is an integral component of the human body and a co-determinant of several health conditions1,2. However, the extent to which interpersonal relations shape the individual genetic makeup of the microbiome and its transmission within and across populations remains largely unknown3,4. Here, capitalizing on more than 9,700 human metagenomes and computational strain-level profiling, we detected extensive bacterial strain sharing across individuals (more than 10 million instances) with distinct mother-to-infant, intra-household and intra-population transmission patterns. Mother-to-infant gut microbiome transmission was considerable and stable during infancy (around 50% of the same strains among shared species (strain-sharing rate)) and remained detectable at older ages. By contrast, the transmission of the oral microbiome occurred largely horizontally and was enhanced by the duration of cohabitation. There was substantial strain sharing among cohabiting individuals, with 12% and 32% median strain-sharing rates for the gut and oral microbiomes, and time since cohabitation affected strain sharing more than age or genetics did. Bacterial strain sharing additionally recapitulated host population structures better than species-level profiles did. Finally, distinct taxa appeared as efficient spreaders across transmission modes and were associated with different predicted bacterial phenotypes linked with out-of-host survival capabilities. The extent of microorganism transmission that we describe underscores its relevance in human microbiome studies5, especially those on non-infectious, microbiome-associated diseases.
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Affiliation(s)
| | | | - Paolo Manghi
- Department CIBIO, University of Trento, Trento, Italy
| | | | | | | | | | - Fabio Cumbo
- Department CIBIO, University of Trento, Trento, Italy
| | - Kun D Huang
- Department CIBIO, University of Trento, Trento, Italy
| | - Serena Manara
- Department CIBIO, University of Trento, Trento, Italy
| | | | | | - Elisa Piperni
- Department of Experimental Oncology, IEO European Institute of Oncology IRCCS, Milan, Italy
| | | | - Liviana Ricci
- Department CIBIO, University of Trento, Trento, Italy
| | - Moreno Zolfo
- Department CIBIO, University of Trento, Trento, Italy
| | - Olivia Farrant
- Clinical Research Department, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, UK
| | - Adriana Goncalves
- Clinical Research Department, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, UK
| | - Marta Selma-Royo
- Department CIBIO, University of Trento, Trento, Italy
- Institute of Agrochemistry and Food Technology-National Research Council (IATA-CSIC), Paterna, Valencia, Spain
| | - Ana G Binetti
- Instituto de Lactología Industrial (CONICET-UNL), Facultad de Ingeniería Química, Universidad Nacional del Litoral, Santa Fe, Argentina
| | - Jimmy E Becerra
- Grupo de Investigación Alimentación y Comportamiento Humano, Universidad Metropolitana, Barranquilla, Colombia
| | - Bei Han
- School of Public Health, Health Science Center, Xi'an Jiaotong University, Xi'an, China
| | - John Lusingu
- National Institute for Medical Research, Tanga Medical Research Centre, Tanga, Tanzania
| | - John Amuasi
- Kumasi Centre for Collaborative Research in Tropical Medicine, Kwame Nkrumah University of Science and Technology, Kumasi, Ghana
| | | | - Alessia Visconti
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - Claire M Steves
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - Mario Falchi
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | | | - Adrian Tett
- Department CIBIO, University of Trento, Trento, Italy
- Centre for Microbiology and Environmental Systems Science, University of Vienna, Vienna, Austria
| | - Anna Last
- Clinical Research Department, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, UK
| | - Qian Xu
- Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, China
- Realbio Genomics Institute, Shanghai, China
| | - Nan Qin
- Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, China
- Realbio Genomics Institute, Shanghai, China
| | - Huanlong Qin
- Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, China
| | - Jürgen May
- Bernhard Nocht Institute for Tropical Medicine, Hamburg, Germany
| | - Daniel Eibach
- Bernhard Nocht Institute for Tropical Medicine, Hamburg, Germany
| | - Maria Valeria Corrias
- Laboratory of Experimental Therapies in Oncology, IRCCS Istituto Giannina Gaslini, Genoa, Italy
| | - Mirco Ponzoni
- Laboratory of Experimental Therapies in Oncology, IRCCS Istituto Giannina Gaslini, Genoa, Italy
| | - Edoardo Pasolli
- Department of Agricultural Sciences, University of Naples 'Federico II', Portici, Italy
| | - Tim D Spector
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - Enrico Domenici
- Department CIBIO, University of Trento, Trento, Italy
- Centre for Computational and Systems Biology (COSBI), Microsoft Research Foundation, Rovereto, Italy
| | - Maria Carmen Collado
- Institute of Agrochemistry and Food Technology-National Research Council (IATA-CSIC), Paterna, Valencia, Spain
| | - Nicola Segata
- Department CIBIO, University of Trento, Trento, Italy.
- Department of Experimental Oncology, IEO European Institute of Oncology IRCCS, Milan, Italy.
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4
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Maixner F, Sarhan MS, Huang KD, Tett A, Schoenafinger A, Zingale S, Blanco-Míguez A, Manghi P, Cemper-Kiesslich J, Rosendahl W, Kusebauch U, Morrone SR, Hoopmann MR, Rota-Stabelli O, Rattei T, Moritz RL, Oeggl K, Segata N, Zink A, Reschreiter H, Kowarik K. Hallstatt miners consumed blue cheese and beer during the Iron Age and retained a non-Westernized gut microbiome until the Baroque period. Curr Biol 2021; 31:5149-5162.e6. [PMID: 34648730 PMCID: PMC8660109 DOI: 10.1016/j.cub.2021.09.031] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2021] [Revised: 08/16/2021] [Accepted: 09/14/2021] [Indexed: 02/06/2023]
Abstract
We subjected human paleofeces dating from the Bronze Age to the Baroque period (18th century AD) to in-depth microscopic, metagenomic, and proteomic analyses. The paleofeces were preserved in the underground salt mines of the UNESCO World Heritage site of Hallstatt in Austria. This allowed us to reconstruct the diet of the former population and gain insights into their ancient gut microbiome composition. Our dietary survey identified bran and glumes of different cereals as some of the most prevalent plant fragments. This highly fibrous, carbohydrate-rich diet was supplemented with proteins from broad beans and occasionally with fruits, nuts, or animal food products. Due to these traditional dietary habits, all ancient miners up to the Baroque period have gut microbiome structures akin to modern non-Westernized individuals whose diets are also mainly composed of unprocessed foods and fresh fruits and vegetables. This may indicate a shift in the gut community composition of modern Westernized populations due to quite recent dietary and lifestyle changes. When we extended our microbial survey to fungi present in the paleofeces, in one of the Iron Age samples, we observed a high abundance of Penicillium roqueforti and Saccharomyces cerevisiae DNA. Genome-wide analysis indicates that both fungi were involved in food fermentation and provides the first molecular evidence for blue cheese and beer consumption in Iron Age Europe. Gut microbiome and diet of European salt miners determined using paleofeces Until the Baroque, the microbiome resembled that of modern non-Westernized people Food-fermenting fungi in Iron Age feces indicates blue cheese and beer consumption
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Affiliation(s)
- Frank Maixner
- Institute for Mummy Studies, EURAC Research, Viale Druso 1, 39100 Bolzano, Italy.
| | - Mohamed S Sarhan
- Institute for Mummy Studies, EURAC Research, Viale Druso 1, 39100 Bolzano, Italy
| | - Kun D Huang
- Department CIBIO, University of Trento, Via Sommarive 9, 38123 Povo (Trento), Italy; Department of Sustainable Agro-Ecosystems and Bioresources, Fondazione Edmund Mach, Via Edmund Mach 1, 38010 San Michele all'Adige (TN), Italy
| | - Adrian Tett
- Department CIBIO, University of Trento, Via Sommarive 9, 38123 Povo (Trento), Italy; CUBE (Division of Computational Systems Biology), Centre for Microbiology and Environmental Systems Science, University of Vienna, Althanstraße 14, 1090 Vienna, Austria
| | - Alexander Schoenafinger
- Institute for Mummy Studies, EURAC Research, Viale Druso 1, 39100 Bolzano, Italy; Institute of Botany, University of Innsbruck, Sternwartestraße 15, 6020 Innsbruck, Austria
| | - Stefania Zingale
- Institute for Mummy Studies, EURAC Research, Viale Druso 1, 39100 Bolzano, Italy
| | - Aitor Blanco-Míguez
- Department CIBIO, University of Trento, Via Sommarive 9, 38123 Povo (Trento), Italy
| | - Paolo Manghi
- Department CIBIO, University of Trento, Via Sommarive 9, 38123 Povo (Trento), Italy
| | - Jan Cemper-Kiesslich
- Interfaculty Department of Legal Medicine & Department of Classics, University of Salzburg, Ignaz-Harrer-Straße 79, 5020 Salzburg, Austria
| | - Wilfried Rosendahl
- Reiss-Engelhorn-Museen, Zeughaus C5, 68159 Mannheim, Germany; Curt-Egelhorn-Zentrum Archäomtrie, D6,3, 61859 Mannheim, Germany
| | - Ulrike Kusebauch
- Institute for Systems Biology, 401 Terry Avenue North, Seattle, WA 98109, USA
| | - Seamus R Morrone
- Institute for Systems Biology, 401 Terry Avenue North, Seattle, WA 98109, USA
| | - Michael R Hoopmann
- Institute for Systems Biology, 401 Terry Avenue North, Seattle, WA 98109, USA
| | - Omar Rota-Stabelli
- Center Agriculture Food Environment (C3A), University of Trento, 38010 San Michele all'Adige (TN), Italy
| | - Thomas Rattei
- CUBE (Division of Computational Systems Biology), Centre for Microbiology and Environmental Systems Science, University of Vienna, Althanstraße 14, 1090 Vienna, Austria
| | - Robert L Moritz
- Institute for Systems Biology, 401 Terry Avenue North, Seattle, WA 98109, USA
| | - Klaus Oeggl
- Institute of Botany, University of Innsbruck, Sternwartestraße 15, 6020 Innsbruck, Austria
| | - Nicola Segata
- Department CIBIO, University of Trento, Via Sommarive 9, 38123 Povo (Trento), Italy
| | - Albert Zink
- Institute for Mummy Studies, EURAC Research, Viale Druso 1, 39100 Bolzano, Italy
| | - Hans Reschreiter
- Prehistoric Department, Museum of Natural History Vienna, Burgring 7, 1010 Vienna, Austria
| | - Kerstin Kowarik
- Prehistoric Department, Museum of Natural History Vienna, Burgring 7, 1010 Vienna, Austria.
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5
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Granehäll L, Huang KD, Tett A, Manghi P, Paladin A, O’Sullivan N, Rota-Stabelli O, Segata N, Zink A, Maixner F. Metagenomic analysis of ancient dental calculus reveals unexplored diversity of oral archaeal Methanobrevibacter. Microbiome 2021; 9:197. [PMID: 34593021 PMCID: PMC8485483 DOI: 10.1186/s40168-021-01132-8] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/12/2021] [Accepted: 07/01/2021] [Indexed: 05/22/2023]
Abstract
BACKGROUND Dental calculus (mineralised dental plaque) preserves many types of microfossils and biomolecules, including microbial and host DNA, and ancient calculus are thus an important source of information regarding our ancestral human oral microbiome. In this study, we taxonomically characterised the dental calculus microbiome from 20 ancient human skeletal remains originating from Trentino-South Tyrol, Italy, dating from the Neolithic (6000-3500 BCE) to the Early Middle Ages (400-1000 CE). RESULTS We found a high abundance of the archaeal genus Methanobrevibacter in the calculus. However, only a fraction of the sequences showed high similarity to Methanobrevibacter oralis, the only described Methanobrevibacter species in the human oral microbiome so far. To further investigate the diversity of this genus, we used de novo metagenome assembly to reconstruct 11 Methanobrevibacter genomes from the ancient calculus samples. Besides the presence of M. oralis in one of the samples, our phylogenetic analysis revealed two hitherto uncharacterised and unnamed oral Methanobrevibacter species that are prevalent in ancient calculus samples sampled from a broad range of geographical locations and time periods. CONCLUSIONS We have shown the potential of using de novo metagenomic assembly on ancient samples to explore microbial diversity and evolution. Our study suggests that there has been a possible shift in the human oral microbiome member Methanobrevibacter over the last millennia. Video abstract.
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Affiliation(s)
- Lena Granehäll
- Institute for Mummy Studies, Eurac Research, 39100 Bolzano, Italy
- Faculty of Biology, Department of Biology II, Anthropology and Human Genomics, Ludwig-Maximilians-University of Munich, 82152 Planegg-Martinsried, Germany
| | - Kun D. Huang
- CIBIO Department, University of Trento, 38123 Trento, Italy
- Department of Sustainable Agro-Ecosystems and Bioresources, Fondazione Edmund Mach, 38010 San Michele all’Adige, Italy
| | - Adrian Tett
- CIBIO Department, University of Trento, 38123 Trento, Italy
- CUBE - Division of Computational Systems Biology, Centre for Microbiology and Environmental Systems Science, University of Vienna, Vienna, Austria
| | - Paolo Manghi
- CIBIO Department, University of Trento, 38123 Trento, Italy
| | - Alice Paladin
- Institute for Mummy Studies, Eurac Research, 39100 Bolzano, Italy
| | - Niall O’Sullivan
- Institute for Mummy Studies, Eurac Research, 39100 Bolzano, Italy
| | - Omar Rota-Stabelli
- Department of Sustainable Agro-Ecosystems and Bioresources, Fondazione Edmund Mach, 38010 San Michele all’Adige, Italy
- Center Agriculture Food Environment, University of Trento, 38123 Trento, Italy
| | - Nicola Segata
- CIBIO Department, University of Trento, 38123 Trento, Italy
| | - Albert Zink
- Institute for Mummy Studies, Eurac Research, 39100 Bolzano, Italy
| | - Frank Maixner
- Institute for Mummy Studies, Eurac Research, 39100 Bolzano, Italy
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6
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Crisci MA, Chen LX, Devoto AE, Borges AL, Bordin N, Sachdeva R, Tett A, Sharrar AM, Segata N, Debenedetti F, Bailey M, Burt R, Wood RM, Rowden LJ, Corsini PM, van Winden S, Holmes MA, Lei S, Banfield JF, Santini JM. Closely related Lak megaphages replicate in the microbiomes of diverse animals. iScience 2021; 24:102875. [PMID: 34386733 PMCID: PMC8346664 DOI: 10.1016/j.isci.2021.102875] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2021] [Revised: 06/18/2021] [Accepted: 07/14/2021] [Indexed: 02/01/2023] Open
Abstract
Lak phages with alternatively coded ∼540 kbp genomes were recently reported to replicate in Prevotella in microbiomes of humans that consume a non-Western diet, baboons, and pigs. Here, we explore Lak phage diversity and broader distribution using diagnostic polymerase chain reaction and genome-resolved metagenomics. Lak phages were detected in 13 animal types, including reptiles, and are particularly prevalent in pigs. Tracking Lak through the pig gastrointestinal tract revealed significant enrichment in the hindgut compared to the foregut. We reconstructed 34 new Lak genomes, including six curated complete genomes, all of which are alternatively coded. An anomalously large (∼660 kbp) complete genome reconstructed for the most deeply branched Lak from a horse microbiome is also alternatively coded. From the Lak genomes, we identified proteins associated with specific animal species; notably, most have no functional predictions. The presence of closely related Lak phages in diverse animals indicates facile distribution coupled to host-specific adaptation.
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Affiliation(s)
- Marco A. Crisci
- Institute of Structural and Molecular Biology, Division of Biosciences, University College London, London, UK
| | - Lin-Xing Chen
- Department of Earth and Planetary Science, University of California Berkeley, Berkeley, CA, USA
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA, USA
| | - Audra E. Devoto
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA, USA
| | - Adair L. Borges
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA, USA
| | - Nicola Bordin
- Institute of Structural and Molecular Biology, Division of Biosciences, University College London, London, UK
| | - Rohan Sachdeva
- Department of Earth and Planetary Science, University of California Berkeley, Berkeley, CA, USA
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA, USA
| | - Adrian Tett
- Department CIBIO, University of Trento, Trento, Italy
| | - Allison M. Sharrar
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA, USA
| | - Nicola Segata
- Department CIBIO, University of Trento, Trento, Italy
| | | | - Mick Bailey
- Bristol Veterinary School, University of Bristol, Langford, Bristol, UK
| | - Rachel Burt
- Bristol Veterinary School, University of Bristol, Langford, Bristol, UK
| | - Rhiannon M. Wood
- Department of Veterinary Medicine, University of Cambridge, Cambridge, UK
| | | | - Paula M. Corsini
- Quadram Institute Bioscience, Norwich Research Park, Norwich, UK
| | | | - Mark A. Holmes
- Department of Veterinary Medicine, University of Cambridge, Cambridge, UK
| | - Shufei Lei
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA, USA
| | - Jillian F. Banfield
- Department of Earth and Planetary Science, University of California Berkeley, Berkeley, CA, USA
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA, USA
- The University of Melbourne, Melbourne, VIC, Australia
| | - Joanne M. Santini
- Institute of Structural and Molecular Biology, Division of Biosciences, University College London, London, UK
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7
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Affiliation(s)
- Moreno Zolfo
- Department CIBIO, University of Trento, Trento, Italy
| | | | | | - Paolo Manghi
- Department CIBIO, University of Trento, Trento, Italy
| | - Adrian Tett
- Department CIBIO, University of Trento, Trento, Italy
| | - Frederic D Bushman
- Department of Microbiology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Nicola Segata
- Department CIBIO, University of Trento, Trento, Italy.
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8
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Tett A, Huang KD, Asnicar F, Fehlner-Peach H, Pasolli E, Karcher N, Armanini F, Manghi P, Bonham K, Zolfo M, De Filippis F, Magnabosco C, Bonneau R, Lusingu J, Amuasi J, Reinhard K, Rattei T, Boulund F, Engstrand L, Zink A, Collado MC, Littman DR, Eibach D, Ercolini D, Rota-Stabelli O, Huttenhower C, Maixner F, Segata N. The Prevotella copri Complex Comprises Four Distinct Clades Underrepresented in Westernized Populations. Cell Host Microbe 2019; 26:666-679.e7. [PMID: 31607556 PMCID: PMC6854460 DOI: 10.1016/j.chom.2019.08.018] [Citation(s) in RCA: 219] [Impact Index Per Article: 43.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2019] [Revised: 07/05/2019] [Accepted: 08/28/2019] [Indexed: 12/29/2022]
Abstract
Prevotella copri is a common human gut microbe that has been both positively and negatively associated with host health. In a cross-continent meta-analysis exploiting >6,500 metagenomes, we obtained >1,000 genomes and explored the genetic and population structure of P. copri. P. copri encompasses four distinct clades (>10% inter-clade genetic divergence) that we propose constitute the P. copri complex, and all clades were confirmed by isolate sequencing. These clades are nearly ubiquitous and co-present in non-Westernized populations. Genomic analysis showed substantial functional diversity in the complex with notable differences in carbohydrate metabolism, suggesting that multi-generational dietary modifications may be driving reduced prevalence in Westernized populations. Analysis of ancient metagenomes highlighted patterns of P. copri presence consistent with modern non-Westernized populations and a clade delineation time pre-dating human migratory waves out of Africa. These findings reveal that P. copri exhibits a high diversity that is underrepresented in Western-lifestyle populations.
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Affiliation(s)
- Adrian Tett
- CIBIO Department, University of Trento, 38123 Trento, Italy.
| | - Kun D Huang
- CIBIO Department, University of Trento, 38123 Trento, Italy; Department of Sustainable Agro-Ecosystems and Bioresources, Fondazione Edmund Mach, 1 38010 S, San Michele all'Adige, Italy
| | | | - Hannah Fehlner-Peach
- Kimmel Center for Biology and Medicine of the Skirball Institute, New York University School of Medicine, New York, NY 10016, USA
| | | | | | | | - Paolo Manghi
- CIBIO Department, University of Trento, 38123 Trento, Italy
| | - Kevin Bonham
- The Broad Institute of MIT and Harvard, Cambridge, MA 02115, USA; Department of Agricultural Sciences, University of Naples "Federico II", Portici, Italy
| | - Moreno Zolfo
- CIBIO Department, University of Trento, 38123 Trento, Italy
| | - Francesca De Filippis
- Department of Agricultural Sciences, University of Naples "Federico II", Portici, Italy; Task Force on Microbiome Studies, University of Naples "Federico II", Naples, Italy
| | - Cara Magnabosco
- Center for Computational Biology, Flatiron Institute, New York, NY 10010, USA
| | - Richard Bonneau
- Center for Computational Biology, Flatiron Institute, New York, NY 10010, USA; Departments of Biology and Computer Science, New York University, New York, NY 10003, USA
| | - John Lusingu
- National Institute for Medical Research, Tanga Centre, Tanzania
| | - John Amuasi
- Kumasi Centre for Collaborative Research in Tropical Medicine, Kwame Nkrumah University of Science and Technology, Ghana
| | - Karl Reinhard
- Hardin Hall, School of Natural Resources, University of Nebraska, Lincoln, NE 68583-0987, USA
| | - Thomas Rattei
- CUBE - Division of Computational Systems Biology, Department of Microbiology and Ecosystem Science, University of Vienna, Althanstrasse 14, 1090 Vienna, Austria
| | - Fredrik Boulund
- Centre for Translational Microbiome Research, Department of Microbiology Tumor and Cell Biology, Karolinska Institutet, 171 65 Solna, Stockholm, Sweden
| | - Lars Engstrand
- Institute for Mummy Studies, EURAC Research, Viale Druso 1, 39100 Bolzano, Italy
| | - Albert Zink
- Institute for Mummy Studies, EURAC Research, Viale Druso 1, 39100 Bolzano, Italy
| | - Maria Carmen Collado
- Institute of Agrochemistry and Food Technology, National Research Council (IATA-CSIC), 46980 Paterna, Valencia, Spain
| | - Dan R Littman
- Kimmel Center for Biology and Medicine of the Skirball Institute, New York University School of Medicine, New York, NY 10016, USA
| | - Daniel Eibach
- Department of Infectious Disease Epidemiology, Bernhard Nocht Institute for Tropical Medicine, 20359 Hamburg, Germany; German Center for Infection Research, Hamburg-Borstel-Lübeck-Riems, 20359 Hamburg, Germany
| | - Danilo Ercolini
- Department of Agricultural Sciences, University of Naples "Federico II", Portici, Italy; Task Force on Microbiome Studies, University of Naples "Federico II", Naples, Italy
| | - Omar Rota-Stabelli
- Department of Sustainable Agro-Ecosystems and Bioresources, Fondazione Edmund Mach, 1 38010 S, San Michele all'Adige, Italy
| | - Curtis Huttenhower
- The Broad Institute of MIT and Harvard, Cambridge, MA 02115, USA; Biostatistics Department, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
| | - Frank Maixner
- Institute for Mummy Studies, EURAC Research, Viale Druso 1, 39100 Bolzano, Italy
| | - Nicola Segata
- CIBIO Department, University of Trento, 38123 Trento, Italy.
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9
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McBain AJ, O'Neill CA, Amezquita A, Price LJ, Faust K, Tett A, Segata N, Swann JR, Smith AM, Murphy B, Hoptroff M, James G, Reddy Y, Dasgupta A, Ross T, Chapple IL, Wade WG, Fernandez-Piquer J. Consumer Safety Considerations of Skin and Oral Microbiome Perturbation. Clin Microbiol Rev 2019; 32:e00051-19. [PMID: 31366612 PMCID: PMC6750131 DOI: 10.1128/cmr.00051-19] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
Microbiomes associated with human skin and the oral cavity are uniquely exposed to personal care regimes. Changes in the composition and activities of the microbial communities in these environments can be utilized to promote consumer health benefits, for example, by reducing the numbers, composition, or activities of microbes implicated in conditions such as acne, axillary odor, dandruff, and oral diseases. It is, however, important to ensure that innovative approaches for microbiome manipulation do not unsafely disrupt the microbiome or compromise health, and where major changes in the composition or activities of the microbiome may occur, these require evaluation to ensure that critical biological functions are unaffected. This article is based on a 2-day workshop held at SEAC Unilever, Sharnbrook, United Kingdom, involving 31 specialists in microbial risk assessment, skin and oral microbiome research, microbial ecology, bioinformatics, mathematical modeling, and immunology. The first day focused on understanding the potential implications of skin and oral microbiome perturbation, while approaches to characterize those perturbations were discussed during the second day. This article discusses the factors that the panel recommends be considered for personal care products that target the microbiomes of the skin and the oral cavity.
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Affiliation(s)
- Andrew J McBain
- Division of Pharmacy & Optometry, School of Health Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, United Kingdom
| | - Catherine A O'Neill
- Division of Musculoskeletal & Dermatological Sciences, School of Biological Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, United Kingdom
| | - Alejandro Amezquita
- Unilever, Safety & Environmental Assurance Centre (SEAC), Sharnbrook, United Kingdom
| | - Laura J Price
- Unilever, Safety & Environmental Assurance Centre (SEAC), Sharnbrook, United Kingdom
| | - Karoline Faust
- Department of Microbiology, Immunology and Transplantation, Laboratory of Molecular Bacteriology, Rega Institute, Leuven, Belgium
| | - Adrian Tett
- Department CIBIO, University of Trento, Trento, Italy
| | - Nicola Segata
- Department CIBIO, University of Trento, Trento, Italy
| | - Jonathan R Swann
- Division of Integrative Systems Medicine and Digestive Diseases, Imperial College London, London, United Kingdom
| | | | | | | | | | | | | | - Tom Ross
- University of Tasmania, Hobart, Tasmania, Australia
| | - Iain L Chapple
- Periodontal Research Group, The University of Birmingham, Birmingham, United Kingdom
| | - William G Wade
- Centre for Host-Microbiome Interactions, King's College London, London, United Kingdom
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10
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Thomas AM, Manghi P, Asnicar F, Pasolli E, Armanini F, Zolfo M, Beghini F, Manara S, Karcher N, Pozzi C, Gandini S, Serrano D, Tarallo S, Francavilla A, Gallo G, Trompetto M, Ferrero G, Mizutani S, Shiroma H, Shiba S, Shibata T, Yachida S, Yamada T, Wirbel J, Schrotz-King P, Ulrich CM, Brenner H, Arumugam M, Bork P, Zeller G, Cordero F, Dias-Neto E, Setubal JC, Tett A, Pardini B, Rescigno M, Waldron L, Naccarati A, Segata N. Metagenomic analysis of colorectal cancer datasets identifies cross-cohort microbial diagnostic signatures and a link with choline degradation. Nat Med 2019; 25:667-678. [PMID: 30936548 PMCID: PMC9533319 DOI: 10.1038/s41591-019-0405-7] [Citation(s) in RCA: 443] [Impact Index Per Article: 88.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2018] [Accepted: 02/20/2019] [Indexed: 02/07/2023]
Abstract
Several studies have investigated links between the gut microbiome and colorectal cancer (CRC), but questions remain about the replicability of biomarkers across cohorts and populations. We performed a meta-analysis of five publicly available datasets and two new cohorts and validated the findings on two additional cohorts, considering in total 969 fecal metagenomes. Unlike microbiome shifts associated with gastrointestinal syndromes, the gut microbiome in CRC showed reproducibly higher richness than controls (P < 0.01), partially due to expansions of species typically derived from the oral cavity. Meta-analysis of the microbiome functional potential identified gluconeogenesis and the putrefaction and fermentation pathways as being associated with CRC, whereas the stachyose and starch degradation pathways were associated with controls. Predictive microbiome signatures for CRC trained on multiple datasets showed consistently high accuracy in datasets not considered for model training and independent validation cohorts (average area under the curve, 0.84). Pooled analysis of raw metagenomes showed that the choline trimethylamine-lyase gene was overabundant in CRC (P = 0.001), identifying a relationship between microbiome choline metabolism and CRC. The combined analysis of heterogeneous CRC cohorts thus identified reproducible microbiome biomarkers and accurate disease-predictive models that can form the basis for clinical prognostic tests and hypothesis-driven mechanistic studies.
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Affiliation(s)
- Andrew Maltez Thomas
- Department CIBIO, University of Trento, Trento, Italy
- Biochemistry Department, Chemistry Institute, University of São Paulo, São Paulo, Brazil
- Medical Genomics Laboratory, CIPE/A.C. Camargo Cancer Center, São Paulo, Brazil
| | - Paolo Manghi
- Department CIBIO, University of Trento, Trento, Italy
| | | | | | | | - Moreno Zolfo
- Department CIBIO, University of Trento, Trento, Italy
| | | | - Serena Manara
- Department CIBIO, University of Trento, Trento, Italy
| | | | - Chiara Pozzi
- IEO, European Institute of Oncology IRCCS, Milan, Italy
| | - Sara Gandini
- IEO, European Institute of Oncology IRCCS, Milan, Italy
| | | | - Sonia Tarallo
- Italian Institute for Genomic Medicine, Turin, Italy
| | | | - Gaetano Gallo
- Department of Surgical and Medical Sciences, University of Catanzaro, Catanzaro, Italy
- Department of Colorectal Surgery, Clinica S. Rita, Vercelli, Italy
| | - Mario Trompetto
- Department of Colorectal Surgery, Clinica S. Rita, Vercelli, Italy
| | - Giulio Ferrero
- Department of Computer Science, University of Turin, Turin, Italy
| | - Sayaka Mizutani
- School of Life Science and Technology, Tokyo Institute of Technology, Tokyo, Japan
- Research Fellow of Japan Society for the Promotion of Science, Tokyo, Japan
| | - Hirotsugu Shiroma
- School of Life Science and Technology, Tokyo Institute of Technology, Tokyo, Japan
| | - Satoshi Shiba
- Division of Cancer Genomics, National Cancer Center Research Institute, Tokyo, Japan
| | - Tatsuhiro Shibata
- Division of Cancer Genomics, National Cancer Center Research Institute, Tokyo, Japan
- Human Genome Center, The Institute of Medical Science, The University of Tokyo, Tokyo, Japan
| | - Shinichi Yachida
- Division of Cancer Genomics, National Cancer Center Research Institute, Tokyo, Japan
- Department of Cancer Genome Informatics, Osaka University, Osaka, Japan
| | - Takuji Yamada
- School of Life Science and Technology, Tokyo Institute of Technology, Tokyo, Japan
- PRESTO, Japan Science and Technology Agency, Saitama, Japan
| | - Jakob Wirbel
- Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany
| | - Petra Schrotz-King
- Division of Preventive Oncology, National Center for Tumor Diseases and German Cancer Research Center, Heidelberg, Germany
| | - Cornelia M Ulrich
- Huntsman Cancer Institute and Department of Population Health Sciences, University of Utah, Salt Lake City, UT, USA
| | - Hermann Brenner
- Division of Preventive Oncology, National Center for Tumor Diseases and German Cancer Research Center, Heidelberg, Germany
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center, Heidelberg, Germany
- German Cancer Consortium, German Cancer Research Center, Heidelberg, Germany
| | - Manimozhiyan Arumugam
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Faculty of Healthy Sciences, University of Southern Denmark, Odense, Denmark
| | - Peer Bork
- Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany
- Molecular Medicine Partnership Unit, Heidelberg, Germany
- Max Delbrück Centre for Molecular Medicine, Berlin, Germany
- Department of Bioinformatics, Biocenter, University of Würzburg, Würzburg, Germany
| | - Georg Zeller
- Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany
| | | | - Emmanuel Dias-Neto
- Medical Genomics Laboratory, CIPE/A.C. Camargo Cancer Center, São Paulo, Brazil
- Laboratory of Neurosciences, Institute of Psychiatry, University of São Paulo, São Paulo, Brazil
| | - João Carlos Setubal
- Biochemistry Department, Chemistry Institute, University of São Paulo, São Paulo, Brazil
- Biocomplexity Institute of Virginia Tech, Blacksburg, VA, USA
| | - Adrian Tett
- Department CIBIO, University of Trento, Trento, Italy
| | - Barbara Pardini
- Italian Institute for Genomic Medicine, Turin, Italy
- Department of Medical Sciences, University of Turin, Turin, Italy
| | - Maria Rescigno
- Mucosal Immunology and Microbiota Unit, Humanitas Research Hospital, Milan, Italy
| | - Levi Waldron
- Graduate School of Public Health and Health Policy, City University of New York, New York, NY, USA
- Institute for Implementation Science in Population Health, City University of New York, New York, NY, USA
| | - Alessio Naccarati
- Italian Institute for Genomic Medicine, Turin, Italy
- Department of Molecular Biology of Cancer, Institute of Experimental Medicine, Prague, Czech Republic
| | - Nicola Segata
- Department CIBIO, University of Trento, Trento, Italy.
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11
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De Filippis F, Pasolli E, Tett A, Tarallo S, Naccarati A, De Angelis M, Neviani E, Cocolin L, Gobbetti M, Segata N, Ercolini D. Distinct Genetic and Functional Traits of Human Intestinal Prevotella copri Strains Are Associated with Different Habitual Diets. Cell Host Microbe 2019; 25:444-453.e3. [DOI: 10.1016/j.chom.2019.01.004] [Citation(s) in RCA: 132] [Impact Index Per Article: 26.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2018] [Revised: 11/14/2018] [Accepted: 01/08/2019] [Indexed: 12/15/2022]
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12
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Pasolli E, Asnicar F, Manara S, Zolfo M, Karcher N, Armanini F, Beghini F, Manghi P, Tett A, Ghensi P, Collado MC, Rice BL, DuLong C, Morgan XC, Golden CD, Quince C, Huttenhower C, Segata N. Extensive Unexplored Human Microbiome Diversity Revealed by Over 150,000 Genomes from Metagenomes Spanning Age, Geography, and Lifestyle. Cell 2019; 176:649-662.e20. [PMID: 30661755 PMCID: PMC6349461 DOI: 10.1016/j.cell.2019.01.001] [Citation(s) in RCA: 782] [Impact Index Per Article: 156.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2018] [Revised: 11/15/2018] [Accepted: 12/28/2018] [Indexed: 02/06/2023]
Abstract
The body-wide human microbiome plays a role in health, but its full diversity remains uncharacterized, particularly outside of the gut and in international populations. We leveraged 9,428 metagenomes to reconstruct 154,723 microbial genomes (45% of high quality) spanning body sites, ages, countries, and lifestyles. We recapitulated 4,930 species-level genome bins (SGBs), 77% without genomes in public repositories (unknown SGBs [uSGBs]). uSGBs are prevalent (in 93% of well-assembled samples), expand underrepresented phyla, and are enriched in non-Westernized populations (40% of the total SGBs). We annotated 2.85 M genes in SGBs, many associated with conditions including infant development (94,000) or Westernization (106,000). SGBs and uSGBs permit deeper microbiome analyses and increase the average mappability of metagenomic reads from 67.76% to 87.51% in the gut (median 94.26%) and 65.14% to 82.34% in the mouth. We thus identify thousands of microbial genomes from yet-to-be-named species, expand the pangenomes of human-associated microbes, and allow better exploitation of metagenomic technologies.
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Affiliation(s)
| | | | - Serena Manara
- CIBIO Department, University of Trento, Trento, Italy
| | - Moreno Zolfo
- CIBIO Department, University of Trento, Trento, Italy
| | | | | | | | - Paolo Manghi
- CIBIO Department, University of Trento, Trento, Italy
| | - Adrian Tett
- CIBIO Department, University of Trento, Trento, Italy
| | - Paolo Ghensi
- CIBIO Department, University of Trento, Trento, Italy
| | - Maria Carmen Collado
- Institute of Agrochemistry and Food Technology-National Research Council, Valencia, Spain
| | | | - Casey DuLong
- Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | | | | | | | - Curtis Huttenhower
- Harvard T.H. Chan School of Public Health, Boston, MA, USA; The Broad Institute, Cambridge, MA, USA
| | - Nicola Segata
- CIBIO Department, University of Trento, Trento, Italy.
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13
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Pedron R, Esposito A, Bianconi I, Pasolli E, Tett A, Asnicar F, Cristofolini M, Segata N, Jousson O. Genomic and metagenomic insights into the microbial community of a thermal spring. Microbiome 2019; 7:8. [PMID: 30674352 PMCID: PMC6343286 DOI: 10.1186/s40168-019-0625-6] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/14/2018] [Accepted: 01/14/2019] [Indexed: 05/21/2023]
Abstract
BACKGROUND Water springs provide important ecosystem services including drinking water supply, recreation, and balneotherapy, but their microbial communities remain largely unknown. In this study, we characterized the spring water microbiome of Comano Terme (Italy) at four sampling points of the thermal spa, including natural (spring and well) and human-built (storage tank, bathtubs) environments. We integrated large-scale culturing and metagenomic approaches, with the aim of comprehensively determining the spring water taxonomic composition and functional potential. RESULTS The groundwater feeding the spring hosted the most atypical microbiome, including many taxa known to be recalcitrant to cultivation. The core microbiome included the orders Sphingomonadales, Rhizobiales, and Caulobacterales, and the families Bradyrhizobiaceae and Moraxellaceae. A comparative genomic analysis of 72 isolates and 30 metagenome-assembled genomes (MAGs) revealed that most isolates and MAGs belonged to new species or higher taxonomic ranks widely distributed in the microbial tree of life. Average nucleotide identity (ANI) values calculated for each isolated or assembled genome showed that 10 genomes belonged to known bacterial species (> 95% ANI), 36 genomes (including 1 MAG) had ANI values ranging 85-92.5% and could be assigned as undescribed species belonging to known genera, while the remaining 55 genomes had lower ANI values (< 85%). A number of functional features were significantly over- or underrepresented in genomes derived from the four sampling sites. Functional specialization was found between sites, with for example methanogenesis being unique to groundwater whereas methanotrophy was found in all samples. CONCLUSIONS Current knowledge on aquatic microbiomes is essentially based on surface or human-associated environments. We started uncovering the spring water microbiome, highlighting an unexpected diversity that should be further investigated. This study confirms that groundwater environments host highly adapted, stable microbial communities composed of many unknown taxa, even among the culturable fraction.
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Affiliation(s)
- Renato Pedron
- Centre for Integrative Biology, University of Trento, 38123 Trento, Italy
| | - Alfonso Esposito
- Centre for Integrative Biology, University of Trento, 38123 Trento, Italy
| | - Irene Bianconi
- Centre for Integrative Biology, University of Trento, 38123 Trento, Italy
| | - Edoardo Pasolli
- Centre for Integrative Biology, University of Trento, 38123 Trento, Italy
| | - Adrian Tett
- Centre for Integrative Biology, University of Trento, 38123 Trento, Italy
| | - Francesco Asnicar
- Centre for Integrative Biology, University of Trento, 38123 Trento, Italy
| | | | - Nicola Segata
- Centre for Integrative Biology, University of Trento, 38123 Trento, Italy
| | - Olivier Jousson
- Centre for Integrative Biology, University of Trento, 38123 Trento, Italy
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14
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Duszka K, Ellero-Simatos S, Ow GS, Defernez M, Paramalingam E, Tett A, Ying S, König J, Narbad A, Kuznetsov VA, Guillou H, Wahli W. Complementary intestinal mucosa and microbiota responses to caloric restriction. Sci Rep 2018; 8:11338. [PMID: 30054525 PMCID: PMC6063912 DOI: 10.1038/s41598-018-29815-7] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2018] [Accepted: 07/18/2018] [Indexed: 12/21/2022] Open
Abstract
The intestine is key for nutrient absorption and for interactions between the microbiota and its host. Therefore, the intestinal response to caloric restriction (CR) is thought to be more complex than that of any other organ. Submitting mice to 25% CR during 14 days induced a polarization of duodenum mucosa cell gene expression characterised by upregulation, and downregulation of the metabolic and immune/inflammatory pathways, respectively. The HNF, PPAR, STAT, and IRF families of transcription factors, particularly the Pparα and Isgf3 genes, were identified as potentially critical players in these processes. The impact of CR on metabolic genes in intestinal mucosa was mimicked by inhibition of the mTOR pathway. Furthermore, multiple duodenum and faecal metabolites were altered in CR mice. These changes were dependent on microbiota and their magnitude corresponded to microbial density. Further experiments using mice with depleted gut bacteria and CR-specific microbiota transfer showed that the gene expression polarization observed in the mucosa of CR mice is independent of the microbiota and its metabolites. The holistic interdisciplinary approach that we applied allowed us to characterize various regulatory aspects of the host and microbiota response to CR.
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Affiliation(s)
- Kalina Duszka
- Lee Kong Chian School of Medicine, Nanyang Technological University Singapore, Singapore, 308232, Singapore.
- Center for Integrative Genomics, University of Lausanne, Lausanne, 1015, Switzerland.
- Department of Nutritional Sciences, University of Vienna, Vienna, 1090, Austria.
| | - Sandrine Ellero-Simatos
- Toxalim (Research Centre in Food Toxicology), Université de Toulouse, INRA, ENVT, INP-Purpan, UPS, Toulouse, 31300, France
| | - Ghim Siong Ow
- Bioinformatics Institute, A*STAR Biomedical Sciences Institutes, Singapore, 13867, Singapore
| | - Marianne Defernez
- Quadram Institute Bioscience, , Norwich Science Park, Norwich, Norfolk, NR7UA, UK
| | - Eeswari Paramalingam
- Lee Kong Chian School of Medicine, Nanyang Technological University Singapore, Singapore, 308232, Singapore
| | - Adrian Tett
- Quadram Institute Bioscience, , Norwich Science Park, Norwich, Norfolk, NR7UA, UK
| | - Shi Ying
- Quadram Institute Bioscience, , Norwich Science Park, Norwich, Norfolk, NR7UA, UK
| | - Jürgen König
- Department of Nutritional Sciences, University of Vienna, Vienna, 1090, Austria
- Vienna Metabolomics Center (VIME), University of Vienna, Vienna, 1090, Austria
| | - Arjan Narbad
- Quadram Institute Bioscience, , Norwich Science Park, Norwich, Norfolk, NR7UA, UK
| | - Vladimir A Kuznetsov
- Bioinformatics Institute, A*STAR Biomedical Sciences Institutes, Singapore, 13867, Singapore
- SUNY Upstate Medical University Syracuse, Syracuse, NY, 13210, USA
| | - Hervé Guillou
- Toxalim (Research Centre in Food Toxicology), Université de Toulouse, INRA, ENVT, INP-Purpan, UPS, Toulouse, 31300, France
| | - Walter Wahli
- Lee Kong Chian School of Medicine, Nanyang Technological University Singapore, Singapore, 308232, Singapore.
- Center for Integrative Genomics, University of Lausanne, Lausanne, 1015, Switzerland.
- Toxalim (Research Centre in Food Toxicology), Université de Toulouse, INRA, ENVT, INP-Purpan, UPS, Toulouse, 31300, France.
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15
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Ferretti P, Pasolli E, Tett A, Asnicar F, Gorfer V, Fedi S, Armanini F, Truong DT, Manara S, Zolfo M, Beghini F, Bertorelli R, De Sanctis V, Bariletti I, Canto R, Clementi R, Cologna M, Crifò T, Cusumano G, Gottardi S, Innamorati C, Masè C, Postai D, Savoi D, Duranti S, Lugli GA, Mancabelli L, Turroni F, Ferrario C, Milani C, Mangifesta M, Anzalone R, Viappiani A, Yassour M, Vlamakis H, Xavier R, Collado CM, Koren O, Tateo S, Soffiati M, Pedrotti A, Ventura M, Huttenhower C, Bork P, Segata N. Mother-to-Infant Microbial Transmission from Different Body Sites Shapes the Developing Infant Gut Microbiome. Cell Host Microbe 2018; 24:133-145.e5. [PMID: 30001516 PMCID: PMC6716579 DOI: 10.1016/j.chom.2018.06.005] [Citation(s) in RCA: 640] [Impact Index Per Article: 106.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2018] [Revised: 04/17/2018] [Accepted: 06/14/2018] [Indexed: 02/08/2023]
Abstract
The acquisition and development of the infant microbiome are key to establishing a healthy host-microbiome symbiosis. The maternal microbial reservoir is thought to play a crucial role in this process. However, the source and transmission routes of the infant pioneering microbes are poorly understood. To address this, we longitudinally sampled the microbiome of 25 mother-infant pairs across multiple body sites from birth up to 4 months postpartum. Strain-level metagenomic profiling showed a rapid influx of microbes at birth followed by strong selection during the first few days of life. Maternal skin and vaginal strains colonize only transiently, and the infant continues to acquire microbes from distinct maternal sources after birth. Maternal gut strains proved more persistent in the infant gut and ecologically better adapted than those acquired from other sources. Together, these data describe the mother-to-infant microbiome transmission routes that are integral in the development of the infant microbiome.
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Affiliation(s)
- Pamela Ferretti
- Centre for Integrative Biology, University of Trento, 38123 Trento, Italy; European Molecular Biology Laboratory, Structural and Computational Biology Unit, 69117 Heidelberg, Germany
| | - Edoardo Pasolli
- Centre for Integrative Biology, University of Trento, 38123 Trento, Italy
| | - Adrian Tett
- Centre for Integrative Biology, University of Trento, 38123 Trento, Italy
| | - Francesco Asnicar
- Centre for Integrative Biology, University of Trento, 38123 Trento, Italy
| | | | - Sabina Fedi
- Azienda Provinciale per i Servizi Sanitari, 38123 Trento, Italy
| | - Federica Armanini
- Centre for Integrative Biology, University of Trento, 38123 Trento, Italy
| | - Duy Tin Truong
- Centre for Integrative Biology, University of Trento, 38123 Trento, Italy
| | - Serena Manara
- Centre for Integrative Biology, University of Trento, 38123 Trento, Italy
| | - Moreno Zolfo
- Centre for Integrative Biology, University of Trento, 38123 Trento, Italy
| | - Francesco Beghini
- Centre for Integrative Biology, University of Trento, 38123 Trento, Italy
| | - Roberto Bertorelli
- NGS Facility, Laboratory of Biomolecular Sequence and Structure Analysis for Health, Centre for Integrative Biology, University of Trento, 38123 Trento, Italy
| | - Veronica De Sanctis
- NGS Facility, Laboratory of Biomolecular Sequence and Structure Analysis for Health, Centre for Integrative Biology, University of Trento, 38123 Trento, Italy
| | | | - Rosarita Canto
- Azienda Provinciale per i Servizi Sanitari, 38123 Trento, Italy
| | | | - Marina Cologna
- Azienda Provinciale per i Servizi Sanitari, 38123 Trento, Italy
| | - Tiziana Crifò
- Azienda Provinciale per i Servizi Sanitari, 38123 Trento, Italy
| | | | | | | | - Caterina Masè
- Azienda Provinciale per i Servizi Sanitari, 38123 Trento, Italy
| | - Daniela Postai
- Azienda Provinciale per i Servizi Sanitari, 38123 Trento, Italy
| | - Daniela Savoi
- Azienda Provinciale per i Servizi Sanitari, 38123 Trento, Italy
| | - Sabrina Duranti
- Laboratory of Probiogenomics, Department of Chemistry, Life Sciences and Environmental Sustainability, University of Parma, 43124 Parma, Italy
| | - Gabriele Andrea Lugli
- Laboratory of Probiogenomics, Department of Chemistry, Life Sciences and Environmental Sustainability, University of Parma, 43124 Parma, Italy
| | - Leonardo Mancabelli
- Laboratory of Probiogenomics, Department of Chemistry, Life Sciences and Environmental Sustainability, University of Parma, 43124 Parma, Italy
| | - Francesca Turroni
- Laboratory of Probiogenomics, Department of Chemistry, Life Sciences and Environmental Sustainability, University of Parma, 43124 Parma, Italy
| | - Chiara Ferrario
- Laboratory of Probiogenomics, Department of Chemistry, Life Sciences and Environmental Sustainability, University of Parma, 43124 Parma, Italy
| | - Christian Milani
- Laboratory of Probiogenomics, Department of Chemistry, Life Sciences and Environmental Sustainability, University of Parma, 43124 Parma, Italy
| | - Marta Mangifesta
- Laboratory of Probiogenomics, Department of Chemistry, Life Sciences and Environmental Sustainability, University of Parma, 43124 Parma, Italy; GenProbio srl, 43124 Parma, Italy
| | - Rosaria Anzalone
- Laboratory of Probiogenomics, Department of Chemistry, Life Sciences and Environmental Sustainability, University of Parma, 43124 Parma, Italy
| | | | - Moran Yassour
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Hera Vlamakis
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Ramnik Xavier
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Carmen Maria Collado
- Institute of Agrochemistry and Food Technology, National Research Council, Paterna, 46980 Valencia, Spain
| | - Omry Koren
- Faculty of Medicine, Bar Ilan University, Safed 1311502, Israel
| | - Saverio Tateo
- Azienda Provinciale per i Servizi Sanitari, 38123 Trento, Italy
| | | | - Anna Pedrotti
- Azienda Provinciale per i Servizi Sanitari, 38123 Trento, Italy
| | - Marco Ventura
- Laboratory of Probiogenomics, Department of Chemistry, Life Sciences and Environmental Sustainability, University of Parma, 43124 Parma, Italy
| | - Curtis Huttenhower
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
| | - Peer Bork
- European Molecular Biology Laboratory, Structural and Computational Biology Unit, 69117 Heidelberg, Germany
| | - Nicola Segata
- Centre for Integrative Biology, University of Trento, 38123 Trento, Italy.
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Zolfo M, Asnicar F, Manghi P, Pasolli E, Tett A, Segata N. Profiling microbial strains in urban environments using metagenomic sequencing data. Biol Direct 2018; 13:9. [PMID: 29743119 PMCID: PMC5944035 DOI: 10.1186/s13062-018-0211-z] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2017] [Accepted: 04/26/2018] [Indexed: 11/10/2022] Open
Abstract
Background The microbial communities populating human and natural environments have been extensively characterized with shotgun metagenomics, which provides an in-depth representation of the microbial diversity within a sample. Microbes thriving in urban environments may be crucially important for human health, but have received less attention than those of other environments. Ongoing efforts started to target urban microbiomes at a large scale, but the most recent computational methods to profile these metagenomes have never been applied in this context. It is thus currently unclear whether such methods, that have proven successful at distinguishing even closely related strains in human microbiomes, are also effective in urban settings for tasks such as cultivation-free pathogen detection and microbial surveillance. Here, we aimed at a) testing the currently available metagenomic profiling tools on urban metagenomics; b) characterizing the organisms in urban environment at the resolution of single strain and c) discussing the biological insights that can be inferred from such methods. Results We applied three complementary methods on the 1614 metagenomes of the CAMDA 2017 challenge. With MetaMLST we identified 121 known sequence-types from 15 species of clinical relevance. For instance, we identified several Acinetobacter strains that were close to the nosocomial opportunistic pathogen A. nosocomialis. With StrainPhlAn, a generalized version of the MetaMLST approach, we inferred the phylogenetic structure of Pseudomonas stutzeri strains and suggested that the strain-level heterogeneity in environmental samples is higher than in the human microbiome. Finally, we also probed the functional potential of the different strains with PanPhlAn. We further showed that SNV-based and pangenome-based profiling provide complementary information that can be combined to investigate the evolutionary trajectories of microbes and to identify specific genetic determinants of virulence and antibiotic resistances within closely related strains. Conclusion We show that strain-level methods developed primarily for the analysis of human microbiomes can be effective for city-associated microbiomes. In fact, (opportunistic) pathogens can be tracked and monitored across many hundreds of urban metagenomes. However, while more effort is needed to profile strains of currently uncharacterized species, this work poses the basis for high-resolution analyses of microbiomes sampled in city and mass transportation environments. Reviewers This article was reviewed by Alexandra Bettina Graf, Daniel Huson and Trevor Cickovski. Electronic supplementary material The online version of this article (10.1186/s13062-018-0211-z) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Moreno Zolfo
- Centre for Integrative Biology, University of Trento, Via Sommarive 9, 38123, Trento, TN, Italy
| | - Francesco Asnicar
- Centre for Integrative Biology, University of Trento, Via Sommarive 9, 38123, Trento, TN, Italy
| | - Paolo Manghi
- Centre for Integrative Biology, University of Trento, Via Sommarive 9, 38123, Trento, TN, Italy
| | - Edoardo Pasolli
- Centre for Integrative Biology, University of Trento, Via Sommarive 9, 38123, Trento, TN, Italy
| | - Adrian Tett
- Centre for Integrative Biology, University of Trento, Via Sommarive 9, 38123, Trento, TN, Italy
| | - Nicola Segata
- Centre for Integrative Biology, University of Trento, Via Sommarive 9, 38123, Trento, TN, Italy.
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17
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Truong DT, Tett A, Pasolli E, Huttenhower C, Segata N. Microbial strain-level population structure and genetic diversity from metagenomes. Genome Res 2017; 27:626-638. [PMID: 28167665 PMCID: PMC5378180 DOI: 10.1101/gr.216242.116] [Citation(s) in RCA: 388] [Impact Index Per Article: 55.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2016] [Accepted: 02/02/2017] [Indexed: 12/15/2022]
Abstract
Among the human health conditions linked to microbial communities, phenotypes are often associated with only a subset of strains within causal microbial groups. Although it has been critical for decades in microbial physiology to characterize individual strains, this has been challenging when using culture-independent high-throughput metagenomics. We introduce StrainPhlAn, a novel metagenomic strain identification approach, and apply it to characterize the genetic structure of thousands of strains from more than 125 species in more than 1500 gut metagenomes drawn from populations spanning North and South American, European, Asian, and African countries. The method relies on per-sample dominant sequence variant reconstruction within species-specific marker genes. It identified primarily subject-specific strain variants (<5% inter-subject strain sharing), and we determined that a single strain typically dominated each species and was retained over time (for >70% of species). Microbial population structure was correlated in several distinct ways with the geographic structure of the host population. In some cases, discrete subspecies (e.g., for Eubacterium rectale and Prevotella copri) or continuous microbial genetic variations (e.g., for Faecalibacterium prausnitzii) were associated with geographically distinct human populations, whereas few strains occurred in multiple unrelated cohorts. We further estimated the genetic variability of gut microbes, with Bacteroides species appearing remarkably consistent (0.45% median number of nucleotide variants between strains), whereas P. copri was among the most plastic gut colonizers. We thus characterize here the population genetics of previously inaccessible intestinal microbes, providing a comprehensive strain-level genetic overview of the gut microbial diversity.
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Affiliation(s)
- Duy Tin Truong
- Centre for Integrative Biology, University of Trento, 38123 Trento, Italy
| | - Adrian Tett
- Centre for Integrative Biology, University of Trento, 38123 Trento, Italy
| | - Edoardo Pasolli
- Centre for Integrative Biology, University of Trento, 38123 Trento, Italy
| | - Curtis Huttenhower
- Biostatistics Department, Harvard School of Public Health, Boston, Massachusetts 02115, USA.,The Broad Institute, Cambridge, Massachusetts 02142, USA
| | - Nicola Segata
- Centre for Integrative Biology, University of Trento, 38123 Trento, Italy
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18
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Ferretti P, Farina S, Cristofolini M, Girolomoni G, Tett A, Segata N. Experimental metagenomics and ribosomal profiling of the human skin microbiome. Exp Dermatol 2017; 26:211-219. [DOI: 10.1111/exd.13210] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/06/2016] [Indexed: 02/06/2023]
Affiliation(s)
- Pamela Ferretti
- Centre for Integrative Biology; University of Trento; Trento Italy
| | | | | | - Giampiero Girolomoni
- Section of Dermatology; Department of Medicine; University of Verona; Verona Italy
| | - Adrian Tett
- Centre for Integrative Biology; University of Trento; Trento Italy
| | - Nicola Segata
- Centre for Integrative Biology; University of Trento; Trento Italy
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19
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Zolfo M, Tett A, Jousson O, Donati C, Segata N. MetaMLST: multi-locus strain-level bacterial typing from metagenomic samples. Nucleic Acids Res 2016; 45:e7. [PMID: 27651451 PMCID: PMC5314789 DOI: 10.1093/nar/gkw837] [Citation(s) in RCA: 74] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2016] [Revised: 08/31/2016] [Accepted: 09/10/2016] [Indexed: 12/14/2022] Open
Abstract
Metagenomic characterization of microbial communities has the potential to become a tool to identify pathogens in human samples. However, software tools able to extract strain-level typing information from metagenomic data are needed. Low-throughput molecular typing schema such as Multilocus Sequence Typing (MLST) are still widely used and provide a wealth of strain-level information that is currently not exploited by metagenomic methods. We introduce MetaMLST, a software tool that reconstructs the MLST loci of microorganisms present in microbial communities from metagenomic data. Tested on synthetic and spiked-in real metagenomes, the pipeline was able to reconstruct the MLST sequences with >98.5% accuracy at coverages as low as 1×. On real samples, the pipeline showed higher sensitivity than assembly-based approaches and it proved successful in identifying strains in epidemic outbreaks as well as in intestinal, skin and gastrointestinal microbiome samples.
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Affiliation(s)
- Moreno Zolfo
- Centre for Integrative Biology, University of Trento, Trento, TN 38123, Italy
| | - Adrian Tett
- Centre for Integrative Biology, University of Trento, Trento, TN 38123, Italy
| | - Olivier Jousson
- Centre for Integrative Biology, University of Trento, Trento, TN 38123, Italy
| | - Claudio Donati
- Computational Biology Unit, Research and Innovation Centre, Fondazione Edmund Mach, Via Edmund Mach 1, San Michele all'Adige 38010, Italy
| | - Nicola Segata
- Centre for Integrative Biology, University of Trento, Trento, TN 38123, Italy
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20
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Truong DT, Franzosa EA, Tickle TL, Scholz M, Weingart G, Pasolli E, Tett A, Huttenhower C, Segata N. MetaPhlAn2 for enhanced metagenomic taxonomic profiling. Nat Methods 2016; 12:902-3. [PMID: 26418763 DOI: 10.1038/nmeth.3589] [Citation(s) in RCA: 1249] [Impact Index Per Article: 156.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Duy Tin Truong
- Centre for Integrative Biology, University of Trento, Trento, Italy
| | - Eric A Franzosa
- Biostatistics Department, Harvard School of Public Health, Boston, Massachusetts, USA.,The Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Timothy L Tickle
- Biostatistics Department, Harvard School of Public Health, Boston, Massachusetts, USA.,The Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Matthias Scholz
- Centre for Integrative Biology, University of Trento, Trento, Italy
| | - George Weingart
- Biostatistics Department, Harvard School of Public Health, Boston, Massachusetts, USA
| | - Edoardo Pasolli
- Centre for Integrative Biology, University of Trento, Trento, Italy
| | - Adrian Tett
- Centre for Integrative Biology, University of Trento, Trento, Italy
| | - Curtis Huttenhower
- Biostatistics Department, Harvard School of Public Health, Boston, Massachusetts, USA.,The Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Nicola Segata
- Centre for Integrative Biology, University of Trento, Trento, Italy
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21
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Scholz M, Ward DV, Pasolli E, Tolio T, Zolfo M, Asnicar F, Truong DT, Tett A, Morrow AL, Segata N. Strain-level microbial epidemiology and population genomics from shotgun metagenomics. Nat Methods 2016; 13:435-8. [DOI: 10.1038/nmeth.3802] [Citation(s) in RCA: 278] [Impact Index Per Article: 34.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2015] [Accepted: 02/16/2016] [Indexed: 12/18/2022]
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22
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Ward DV, Scholz M, Zolfo M, Taft DH, Schibler KR, Tett A, Segata N, Morrow AL. Metagenomic Sequencing with Strain-Level Resolution Implicates Uropathogenic E. coli in Necrotizing Enterocolitis and Mortality in Preterm Infants. Cell Rep 2016; 14:2912-24. [PMID: 26997279 PMCID: PMC4819403 DOI: 10.1016/j.celrep.2016.03.015] [Citation(s) in RCA: 114] [Impact Index Per Article: 14.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2015] [Revised: 01/14/2016] [Accepted: 03/02/2016] [Indexed: 12/18/2022] Open
Abstract
Necrotizing enterocolitis (NEC) afflicts approximately 10% of extremely preterm infants with high fatality. Inappropriate bacterial colonization with Enterobacteriaceae is implicated, but no specific pathogen has been identified. We identify uropathogenic E. coli (UPEC) colonization as a significant risk factor for the development of NEC and subsequent mortality. We describe a large-scale deep shotgun metagenomic sequence analysis of the early intestinal microbiome of 144 preterm and 22 term infants. Using a pan-genomic approach to functionally subtype the E. coli, we identify genes associated with NEC and mortality that indicate colonization by UPEC. Metagenomic multilocus sequence typing analysis further defined NEC-associated strains as sequence types often associated with urinary tract infections, including ST69, ST73, ST95, ST127, ST131, and ST144. Although other factors associated with prematurity may also contribute, this report suggests a link between UPEC and NEC and indicates that further attention to these sequence types as potential causal agents is needed.
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Affiliation(s)
- Doyle V Ward
- Center for Microbiome Research, University of Massachusetts Medical School, Worcester, MA 01655, USA.
| | - Matthias Scholz
- Centre for Integrative Biology, University of Trento, Trento, TN 38123, Italy
| | - Moreno Zolfo
- Centre for Integrative Biology, University of Trento, Trento, TN 38123, Italy
| | - Diana H Taft
- Department of Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
| | - Kurt R Schibler
- Department of Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
| | - Adrian Tett
- Centre for Integrative Biology, University of Trento, Trento, TN 38123, Italy
| | - Nicola Segata
- Centre for Integrative Biology, University of Trento, Trento, TN 38123, Italy
| | - Ardythe L Morrow
- Department of Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
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23
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Truong DT, Franzosa EA, Tickle TL, Scholz M, Weingart G, Pasolli E, Tett A, Huttenhower C, Segata N. Erratum: MetaPhlAn2 for enhanced metagenomic taxonomic profiling. Nat Methods 2015. [DOI: 10.1038/nmeth0116-101b] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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24
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Foerster J, Maskarinec G, Reichardt N, Tett A, Narbad A, Blaut M, Boeing H. The influence of whole grain products and red meat on intestinal microbiota composition in normal weight adults: a randomized crossover intervention trial. PLoS One 2014; 9:e109606. [PMID: 25299601 PMCID: PMC4192132 DOI: 10.1371/journal.pone.0109606] [Citation(s) in RCA: 41] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2014] [Accepted: 08/29/2014] [Indexed: 01/04/2023] Open
Abstract
Intestinal microbiota is related to obesity and serum lipid levels, both risk factors for chronic diseases constituting a challenge for public health. We investigated how a diet rich in whole grain (WG) products and red meat (RM) influences microbiota. During a 10-week crossover intervention study, 20 healthy adults consumed two isocaloric diets, one rich in WG products and one high in RM. Repeatedly data on microbiota were assessed by 16S rRNA based denaturing gradient gel electrophoresis (DGGE). A blood sample and anthropometric data were collected. Mixed models and logistic regression were used to investigate effects. Microbiota showed interindividual variability. However, dietary interventions modified microbiota appearance: 8 bands changed in at least 4 participants during the interventions. One of the bands appearing after WG and one increasing after RM remained significant in regression models and were identified as Collinsella aerofaciens and Clostridium sp. The WG intervention lowered obesity parameters, while the RM diet increased serum levels of uric acid and creatinine. The study showed that diet is a component of major relevance regarding its influence on intestinal microbiota and that WG has an important role for health. The results could guide investigations of diet and microbiota in observational prospective cohort studies. Trial registration: ClinicalTrials.gov NCT01449383.
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Affiliation(s)
- Jana Foerster
- Department of Epidemiology, German Institute of Human Nutrition Potsdam-Rehbruecke, Nuthetal, Germany
| | - Gertraud Maskarinec
- Department of Epidemiology, German Institute of Human Nutrition Potsdam-Rehbruecke, Nuthetal, Germany
- University of Hawaii Cancer Center, Honolulu, Hawaii, United States of America
| | - Nicole Reichardt
- Gut Health and Food Safety, Institute of Food Research, Norwich Research Park, Colney, United Kingdom
| | - Adrian Tett
- Gut Health and Food Safety, Institute of Food Research, Norwich Research Park, Colney, United Kingdom
| | - Arjan Narbad
- Gut Health and Food Safety, Institute of Food Research, Norwich Research Park, Colney, United Kingdom
| | - Michael Blaut
- Department of Gastrointestinal Microbiology, German Institute of Human Nutrition, Potsdam-Rehbruecke, Nuthetal, Germany
| | - Heiner Boeing
- Department of Epidemiology, German Institute of Human Nutrition Potsdam-Rehbruecke, Nuthetal, Germany
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25
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Field D, Garrity G, Gray T, Morrison N, Selengut J, Sterk P, Tatusova T, Thomson N, Allen MJ, Angiuoli SV, Ashburner M, Axelrod N, Baldauf S, Ballard S, Boore J, Cochrane G, Cole J, Dawyndt P, De Vos P, DePamphilis C, Edwards R, Faruque N, Feldman R, Gilbert J, Gilna P, Glöckner FO, Goldstein P, Guralnick R, Haft D, Hancock D, Hermjakob H, Hertz-Fowler C, Hugenholtz P, Joint I, Kagan L, Kane M, Kennedy J, Kowalchuk G, Kottmann R, Kolker E, Kravitz S, Kyrpides N, Leebens-Mack J, Lewis SE, Li K, Lister AL, Lord P, Maltsev N, Markowitz V, Martiny J, Methe B, Mizrachi I, Moxon R, Nelson K, Parkhill J, Proctor L, White O, Sansone SA, Spiers A, Stevens R, Swift P, Taylor C, Tateno Y, Tett A, Turner S, Ussery D, Vaughan B, Ward N, Whetzel T, San Gil I, Wilson G, Wipat A. The minimum information about a genome sequence (MIGS) specification. Nat Biotechnol 2008; 26:541-7. [PMID: 18464787 PMCID: PMC2409278 DOI: 10.1038/nbt1360] [Citation(s) in RCA: 969] [Impact Index Per Article: 60.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
With the quantity of genomic data increasing at an exponential rate, it is imperative that these data be captured electronically, in a standard format. Standardization activities must proceed within the auspices of open-access and international working bodies. To tackle the issues surrounding the development of better descriptions of genomic investigations, we have formed the Genomic Standards Consortium (GSC). Here, we introduce the minimum information about a genome sequence (MIGS) specification with the intent of promoting participation in its development and discussing the resources that will be required to develop improved mechanisms of metadata capture and exchange. As part of its wider goals, the GSC also supports improving the 'transparency' of the information contained in existing genomic databases.
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Affiliation(s)
- Dawn Field
- Natural Environmental Research Council Centre for Ecology and Hydrology, Oxford OX1 3SR, UK.
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26
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Tett A, Spiers AJ, Crossman LC, Ager D, Ciric L, Dow JM, Fry JC, Harris D, Lilley A, Oliver A, Parkhill J, Quail MA, Rainey PB, Saunders NJ, Seeger K, Snyder LAS, Squares R, Thomas CM, Turner SL, Zhang XX, Field D, Bailey MJ. Sequence-based analysis of pQBR103; a representative of a unique, transfer-proficient mega plasmid resident in the microbial community of sugar beet. ISME J 2007; 1:331-40. [PMID: 18043644 PMCID: PMC2656933 DOI: 10.1038/ismej.2007.47] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
The plasmid pQBR103 was found within Pseudomonas populations colonizing the leaf and root surfaces of sugar beet plants growing at Wytham, Oxfordshire, UK. At 425 kb it is the largest self-transmissible plasmid yet sequenced from the phytosphere. It is known to enhance the competitive fitness of its host, and parts of the plasmid are known to be actively transcribed in the plant environment. Analysis of the complete sequence of this plasmid predicts a coding sequence (CDS)-rich genome containing 478 CDSs and an exceptional degree of genetic novelty; 80% of predicted coding sequences cannot be ascribed a function and 60% are orphans. Of those to which function could be assigned, 40% bore greatest similarity to sequences from Pseudomonas spp, and the majority of the remainder showed similarity to other gamma-proteobacterial genera and plasmids. pQBR103 has identifiable regions presumed responsible for replication and partitioning, but despite being tra+ lacks the full complement of any previously described conjugal transfer functions. The DNA sequence provided few insights into the functional significance of plant-induced transcriptional regions, but suggests that 14% of CDSs may be expressed (11 CDSs with functional annotation and 54 without), further highlighting the ecological importance of these novel CDSs. Comparative analysis indicates that pQBR103 shares significant regions of sequence with other plasmids isolated from sugar beet plants grown at the same geographic location. These plasmid sequences indicate there is more novelty in the mobile DNA pool accessible to phytosphere pseudomonas than is currently appreciated or understood.
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Affiliation(s)
- Adrian Tett
- Centre for Ecology and Hydrology-Oxford, Oxford, UK
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27
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Affiliation(s)
- Lars Mølbak
- CEH-Oxford, Mansfield Road, Oxford, OX1 3SR, UK
- Danish Veterinary Institute, Bülowsvej 27, DK-1790 Copenhagen V, Denmark
| | - Adrian Tett
- CEH-Oxford, Mansfield Road, Oxford, OX1 3SR, UK
| | - David W Ussery
- Center for Biological Sequence Analysis, Institute of BioZentrum-DTU, Technical University of Denmark, Building 208, DK-2800, Lyngby, Denmark
| | - Kerr Wall
- Pennsylvania State University, Department of Biology, 208 Mueller Lab., University Park, PA 16802, USA
| | | | - Mark Bailey
- CEH-Oxford, Mansfield Road, Oxford, OX1 3SR, UK
| | - Dawn Field
- CEH-Oxford, Mansfield Road, Oxford, OX1 3SR, UK
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