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Yang M, Zheng X, Fan J, Cheng W, Yan TM, Lai Y, Zhang N, Lu Y, Qi J, Huo Z, Xu Z, Huang J, Jiao Y, Liu B, Pang R, Zhong X, Huang S, Luo GZ, Lee G, Jobin C, Eren AM, Chang EB, Wei H, Pan T, Wang X. Antibiotic-Induced Gut Microbiota Dysbiosis Modulates Host Transcriptome and m 6A Epitranscriptome via Bile Acid Metabolism. Adv Sci (Weinh) 2024:e2307981. [PMID: 38713722 DOI: 10.1002/advs.202307981] [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] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/22/2023] [Revised: 04/15/2024] [Indexed: 05/09/2024]
Abstract
Gut microbiota can influence host gene expression and physiology through metabolites. Besides, the presence or absence of gut microbiome can reprogram host transcriptome and epitranscriptome as represented by N6-methyladenosine (m6A), the most abundant mammalian mRNA modification. However, which and how gut microbiota-derived metabolites reprogram host transcriptome and m6A epitranscriptome remain poorly understood. Here, investigation is conducted into how gut microbiota-derived metabolites impact host transcriptome and m6A epitranscriptome using multiple mouse models and multi-omics approaches. Various antibiotics-induced dysbiotic mice are established, followed by fecal microbiota transplantation (FMT) into germ-free mice, and the results show that bile acid metabolism is significantly altered along with the abundance change in bile acid-producing microbiota. Unbalanced gut microbiota and bile acids drastically change the host transcriptome and the m6A epitranscriptome in multiple tissues. Mechanistically, the expression of m6A writer proteins is regulated in animals treated with antibiotics and in cultured cells treated with bile acids, indicating a direct link between bile acid metabolism and m6A biology. Collectively, these results demonstrate that antibiotic-induced gut dysbiosis regulates the landscape of host transcriptome and m6A epitranscriptome via bile acid metabolism pathway. This work provides novel insights into the interplay between microbial metabolites and host gene expression.
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Affiliation(s)
- Meng Yang
- School of Life Sciences, South China Normal University, Guangzhou, 510631, China
| | - Xiaoqi Zheng
- School of Life Sciences, South China Normal University, Guangzhou, 510631, China
- Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
| | - Jiajun Fan
- School of Life Sciences, South China Normal University, Guangzhou, 510631, China
| | - Wei Cheng
- College of Animal Science and Technology, Huazhong Agricultural University, Wuhan, 430070, China
| | - Tong-Meng Yan
- State Key Laboratory of Quality Research in Chinese Medicine, Macau University of Science and Technology, Taipa, Macau, 999078, China
| | - Yushan Lai
- School of Life Sciences, South China Normal University, Guangzhou, 510631, China
| | - Nianping Zhang
- School of Life Sciences, South China Normal University, Guangzhou, 510631, China
| | - Yi Lu
- School of Life Sciences, South China Normal University, Guangzhou, 510631, China
- Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
| | - Jiali Qi
- School of Life Sciences, South China Normal University, Guangzhou, 510631, China
| | - Zhengyi Huo
- School of Life Sciences, South China Normal University, Guangzhou, 510631, China
| | - Zihe Xu
- School of Life Sciences, South China Normal University, Guangzhou, 510631, China
- Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
| | - Jia Huang
- School of Life Sciences, South China Normal University, Guangzhou, 510631, China
| | - Yuting Jiao
- School of Life Sciences, South China Normal University, Guangzhou, 510631, China
| | - Biaodi Liu
- MOE Key Laboratory of Gene Function and Regulation, State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-sen University, Guangzhou, 510275, China
| | - Rui Pang
- Guangdong Provincial Key Laboratory of Microbial Safety and Health, State Key Laboratory of Applied Microbiology Southern China, Institute of Microbiology, Guangdong Academy of Sciences, Guangzhou, 510070, China
| | - Xiang Zhong
- College of Animal Science and Technology, Nanjing Agricultural University, Nanjing, 210095, China
| | - Shi Huang
- Faculty of Dentistry, The University of Hong Kong, Hong Kong SAR, China
| | - Guan-Zheng Luo
- MOE Key Laboratory of Gene Function and Regulation, State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-sen University, Guangzhou, 510275, China
| | - Gina Lee
- Department of Microbiology and Molecular Genetics, Chao Family Comprehensive Cancer Center, University of California Irvine School of Medicine, Irvine, CA, 92697, USA
| | - Christian Jobin
- Department of Medicine, University of Florida College of Medicine, Gainesville, FL, 32610, USA
| | - A Murat Eren
- Helmholtz Institute for Functional Marine Biodiversity, 26129, Oldenburg, Germany
- Institute for Chemistry and Biology of the Marine Environment, University of Oldenburg, 26129, Oldenburg, Germany
| | - Eugene B Chang
- Department of Medicine, Knapp Center for Biomedical Discovery, The University of Chicago Knapp Center for Biomedical Discovery, Chicago, IL, 60637, USA
| | - Hong Wei
- College of Animal Science and Technology, Huazhong Agricultural University, Wuhan, 430070, China
| | - Tao Pan
- Department of Biochemistry and Molecular Biology, The University of Chicago, Chicago, IL, 60637, USA
| | - Xiaoyun Wang
- School of Life Sciences, South China Normal University, Guangzhou, 510631, China
- Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
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2
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Möller L, Vainshtein Y, Meyer B, Neidhardt J, Eren AM, Sohn K, Rabus R. Rich microbial and depolymerising diversity in Antarctic krill gut. Microbiol Spectr 2024; 12:e0403523. [PMID: 38466097 DOI: 10.1128/spectrum.04035-23] [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: 11/25/2023] [Accepted: 02/13/2024] [Indexed: 03/12/2024] Open
Abstract
With almost a quadrillion individuals, the Antarctic krill processes five million tons of organic carbon every day during austral summer. This high carbon flux requires a broad range of hydrolytic enzymes to decompose the diverse food-derived biopolymers. While krill itself possesses numerous such enzymes, it is unclear, to what extent the endogenous microbiota contribute to the hydrolytic potential of the gut environment. Here we applied amplicon sequencing, shotgun metagenomics, cultivation, and physiological assays to characterize the krill gut microbiota. The broad bacterial diversity (273 families, 919 genera, and 2,309 species) also included a complex potentially anaerobic sub-community. Plate-based assays with 198 isolated pure cultures revealed widespread capacities to utilize lipids (e.g., tributyrin), followed by proteins (casein) and to a lesser extent by polysaccharides (e.g., alginate and chitin). While most isolates affiliated with the genera Pseudoalteromonas and Psychrobacter, also Rubritalea spp. (Verrucomicrobia) were observed. The krill gut microbiota growing on marine broth agar plates possess 13,012 predicted hydrolyses; 15-fold more than previously predicted from a transcriptome-proteome compendium of krill. Cultivation-independent and -dependent approaches indicated members of the families Flavobacteriaceae and Pseudoalteromonadaceae to dominate the capacities for lipid/protein hydrolysis and to provide a plethora of carbohydrate-active enzymes, sulfatases, and laminarin- or porphyrin-depolymerizing hydrolases. Notably, also the potential to hydrolyze plastics such as polyethylene terephthalate and polylactatide was observed, affiliating mostly with Moraxellaceae. Overall, this study shows extensive microbial diversity in the krill gut, and suggests that the microbiota likely play a significant role in the nutrient acquisition of the krill by enriching its hydrolytic enzyme repertoire.IMPORTANCEThe Antarctic krill (Euphausia superba) is a keystone species of the Antarctic marine food web, connecting the productivity of phyto- and zooplankton with the nutrition of the higher trophic levels. Accordingly, krill significantly contributes to biomass turnover, requiring the decomposition of seasonally varying plankton-derived biopolymers. This study highlights the likely role of the krill gut microbiota in this ecosystem function by revealing the great number of diverse hydrolases that microbes contribute to the krill gut environment. The here resolved repertoire of hydrolytic enzymes could contribute to the overall nutritional resilience of krill and to the general organic matter cycling under changing environmental conditions in the Antarctic sea water. Furthermore, the krill gut microbiome could serve as a valuable resource of cold-adapted hydrolytic enzymes for diverse biotechnological applications.
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Affiliation(s)
- Lars Möller
- Institute for Chemistry and Biology of the Marine Environment (ICBM), Carl von Ossietzky Universität Oldenburg, Oldenburg, Germany
| | - Yevhen Vainshtein
- In Vitro Diagnostics, Fraunhofer Institute for Interfacial Engineering and Biotechnology (IGB), Stuttgart, Germany
| | - Bettina Meyer
- Institute for Chemistry and Biology of the Marine Environment (ICBM), Carl von Ossietzky Universität Oldenburg, Oldenburg, Germany
- Helmholtz Institute for Functional Marine Biodiversity at the University Oldenburg (HIFMB), Oldenburg, Germany
- Biosciences, Alfred Wegener Institute (AWI), Helmholtz Centre for Polar and Marine Research, Bremerhaven, Germany
| | - John Neidhardt
- Department of Human Medicine, Carl von Ossietzky Universität Oldenburg, Oldenburg, Germany
- Research Center Neurosensory Science, Carl von Ossietzky Universität Oldenburg, Oldenburg, Germany
| | - A Murat Eren
- Institute for Chemistry and Biology of the Marine Environment (ICBM), Carl von Ossietzky Universität Oldenburg, Oldenburg, Germany
- Helmholtz Institute for Functional Marine Biodiversity at the University Oldenburg (HIFMB), Oldenburg, Germany
- HIFMB-MPG Bridging Group for Marine Genomics, Max Planck Institute for Marine Microbiology, Bremen, Germany
- Alfred Wegener Institute (AWI), Helmholtz Center for Polar and Marine Research, Bremerhaven, Germany
| | - Kai Sohn
- In Vitro Diagnostics, Fraunhofer Institute for Interfacial Engineering and Biotechnology (IGB), Stuttgart, Germany
| | - Ralf Rabus
- Institute for Chemistry and Biology of the Marine Environment (ICBM), Carl von Ossietzky Universität Oldenburg, Oldenburg, Germany
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3
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Yu MK, Fogarty EC, Eren AM. Diverse plasmid systems and their ecology across human gut metagenomes revealed by PlasX and MobMess. Nat Microbiol 2024; 9:830-847. [PMID: 38443576 PMCID: PMC10914615 DOI: 10.1038/s41564-024-01610-3] [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: 07/21/2022] [Accepted: 01/17/2024] [Indexed: 03/07/2024]
Abstract
Plasmids alter microbial evolution and lifestyles by mobilizing genes that often confer fitness in changing environments across clades. Yet our ecological and evolutionary understanding of naturally occurring plasmids is far from complete. Here we developed a machine-learning model, PlasX, which identified 68,350 non-redundant plasmids across human gut metagenomes and organized them into 1,169 evolutionarily cohesive 'plasmid systems' using our sequence containment-aware network-partitioning algorithm, MobMess. Individual plasmids were often country specific, yet most plasmid systems spanned across geographically distinct human populations. Cargo genes in plasmid systems included well-known determinants of fitness, such as antibiotic resistance, but also many others including enzymes involved in the biosynthesis of essential nutrients and modification of transfer RNAs, revealing a wide repertoire of likely fitness determinants in complex environments. Our study introduces computational tools to recognize and organize plasmids, and uncovers the ecological and evolutionary patterns of diverse plasmids in naturally occurring habitats through plasmid systems.
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Affiliation(s)
- Michael K Yu
- Toyota Technological Institute at Chicago, Chicago, IL, USA.
| | - Emily C Fogarty
- Department of Medicine, University of Chicago, Chicago, IL, USA
- Committee On Microbiology, University of Chicago, Chicago, IL, USA
| | - A Murat Eren
- Josephine Bay Paul Center for Comparative Molecular Biology and Evolution, Marine Biological Laboratory, Woods Hole, MA, USA.
- Alfred Wegener Institute for Polar and Marine Research, Bremerhaven, Germany.
- Institute for Chemistry and Biology of the Marine Environment, University of Oldenburg, Oldenburg, Germany.
- Helmholtz Institute for Functional Marine Biodiversity, Oldenburg, Germany.
- Marine 'Omics Group, Max Planck Institute for Marine Microbiology, Bremen, Germany.
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4
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Fogarty EC, Schechter MS, Lolans K, Sheahan ML, Veseli I, Moore RM, Kiefl E, Moody T, Rice PA, Yu MK, Mimee M, Chang EB, Ruscheweyh HJ, Sunagawa S, Mclellan SL, Willis AD, Comstock LE, Eren AM. A cryptic plasmid is among the most numerous genetic elements in the human gut. Cell 2024; 187:1206-1222.e16. [PMID: 38428395 DOI: 10.1016/j.cell.2024.01.039] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2023] [Revised: 10/03/2023] [Accepted: 01/25/2024] [Indexed: 03/03/2024]
Abstract
Plasmids are extrachromosomal genetic elements that often encode fitness-enhancing features. However, many bacteria carry "cryptic" plasmids that do not confer clear beneficial functions. We identified one such cryptic plasmid, pBI143, which is ubiquitous across industrialized gut microbiomes and is 14 times as numerous as crAssphage, currently established as the most abundant extrachromosomal genetic element in the human gut. The majority of mutations in pBI143 accumulate in specific positions across thousands of metagenomes, indicating strong purifying selection. pBI143 is monoclonal in most individuals, likely due to the priority effect of the version first acquired, often from one's mother. pBI143 can transfer between Bacteroidales, and although it does not appear to impact bacterial host fitness in vivo, it can transiently acquire additional genetic content. We identified important practical applications of pBI143, including its use in identifying human fecal contamination and its potential as an alternative approach to track human colonic inflammatory states.
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Affiliation(s)
- Emily C Fogarty
- Committee on Microbiology, University of Chicago, Chicago, IL 60637, USA; Duchossois Family Institute, University of Chicago, Chicago, IL 60637, USA; Department of Medicine, University of Chicago, Chicago, IL 60637, USA.
| | - Matthew S Schechter
- Committee on Microbiology, University of Chicago, Chicago, IL 60637, USA; Duchossois Family Institute, University of Chicago, Chicago, IL 60637, USA; Department of Medicine, University of Chicago, Chicago, IL 60637, USA
| | - Karen Lolans
- Department of Medicine, University of Chicago, Chicago, IL 60637, USA
| | - Madeline L Sheahan
- Duchossois Family Institute, University of Chicago, Chicago, IL 60637, USA; Department of Microbiology, University of Chicago, Chicago, IL 60637, USA
| | - Iva Veseli
- Department of Medicine, University of Chicago, Chicago, IL 60637, USA; Graduate Program in Biophysical Sciences, University of Chicago, Chicago, IL 60637, USA
| | - Ryan M Moore
- Center for Bioinformatics and Computational Biology, University of Delaware, Newark, DE, USA
| | - Evan Kiefl
- Department of Medicine, University of Chicago, Chicago, IL 60637, USA; Graduate Program in Biophysical Sciences, University of Chicago, Chicago, IL 60637, USA
| | - Thomas Moody
- Department of Systems Biology, Columbia University, New York, NY 10032, USA
| | - Phoebe A Rice
- Committee on Microbiology, University of Chicago, Chicago, IL 60637, USA; Department of Biochemistry, University of Chicago, Chicago, IL 60637, USA
| | - Michael K Yu
- Toyota Technological Institute at Chicago, Chicago, IL 60637, USA
| | - Mark Mimee
- Committee on Microbiology, University of Chicago, Chicago, IL 60637, USA; Department of Microbiology, University of Chicago, Chicago, IL 60637, USA; Pritzker School of Molecular Engineering, The University of Chicago, Chicago, IL 60637, USA
| | - Eugene B Chang
- Department of Medicine, University of Chicago, Chicago, IL 60637, USA
| | - Hans-Joachim Ruscheweyh
- Department of Biology, Institute of Microbiology and Swiss Institute of Bioinformatics, ETH Zurich, Zurich 8093, Switzerland
| | - Shinichi Sunagawa
- Department of Biology, Institute of Microbiology and Swiss Institute of Bioinformatics, ETH Zurich, Zurich 8093, Switzerland
| | - Sandra L Mclellan
- School of Freshwater Sciences, University of Wisconsin-Milwaukee, Milwaukee, WI 53204, USA
| | - Amy D Willis
- Department of Biostatistics, University of Washington, Seattle, WA 98195, USA
| | - Laurie E Comstock
- Committee on Microbiology, University of Chicago, Chicago, IL 60637, USA; Duchossois Family Institute, University of Chicago, Chicago, IL 60637, USA; Department of Microbiology, University of Chicago, Chicago, IL 60637, USA.
| | - A Murat Eren
- Department of Medicine, University of Chicago, Chicago, IL 60637, USA; Marine Biological Laboratory, Woods Hole, MA 02543, USA; Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research, 27570 Bremerhaven, Germany; Institute for Chemistry and Biology of the Marine Environment, University of Oldenburg, 26129 Oldenburg, Germany; Max Planck Institute for Marine Microbiology, 28359 Bremen, Germany; Helmholtz Institute for Functional Marine Biodiversity, 26129 Oldenburg, Germany.
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5
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Fiebig A, Schnizlein MK, Pena-Rivera S, Trigodet F, Dubey AA, Hennessy MK, Basu A, Pott S, Dalal S, Rubin D, Sogin ML, Eren AM, Chang EB, Crosson S. Bile acid fitness determinants of a Bacteroides fragilis isolate from a human pouchitis patient. mBio 2024; 15:e0283023. [PMID: 38063424 PMCID: PMC10790697 DOI: 10.1128/mbio.02830-23] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [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: 10/23/2023] [Accepted: 10/26/2023] [Indexed: 12/19/2023] Open
Abstract
IMPORTANCE The Gram-negative bacterium Bacteroides fragilis is a common member of the human gut microbiota that colonizes multiple host niches and can influence human physiology through a variety of mechanisms. Identification of genes that enable B. fragilis to grow across a range of host environments has been impeded in part by the relatively limited genetic tractability of this species. We have developed a high-throughput genetic resource for a B. fragilis strain isolated from a UC pouchitis patient. Bile acids limit microbial growth and are altered in abundance in UC pouches, where B. fragilis often blooms. Using this resource, we uncovered pathways and processes that impact B. fragilis fitness in bile and that may contribute to population expansions during bouts of gut inflammation.
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Affiliation(s)
- Aretha Fiebig
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, Michigan, USA
| | - Matthew K. Schnizlein
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, Michigan, USA
| | - Selymar Pena-Rivera
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, Michigan, USA
| | - Florian Trigodet
- Department of Medicine, University of Chicago, Chicago, Illinois, USA
- Helmholtz Institute for Functional Marine Biodiversity, University of Oldenburg, Oldenburg, Germany
| | - Abhishek Anil Dubey
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, Michigan, USA
| | - Miette K. Hennessy
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, Michigan, USA
| | - Anindita Basu
- Department of Medicine, University of Chicago, Chicago, Illinois, USA
| | - Sebastian Pott
- Department of Medicine, University of Chicago, Chicago, Illinois, USA
| | - Sushila Dalal
- Department of Medicine, University of Chicago, Chicago, Illinois, USA
| | - David Rubin
- Department of Medicine, University of Chicago, Chicago, Illinois, USA
| | | | - A. Murat Eren
- Department of Medicine, University of Chicago, Chicago, Illinois, USA
- Helmholtz Institute for Functional Marine Biodiversity, University of Oldenburg, Oldenburg, Germany
| | - Eugene B. Chang
- Department of Medicine, University of Chicago, Chicago, Illinois, USA
| | - Sean Crosson
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, Michigan, USA
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6
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Little AS, Younker IT, Schechter MS, Bernardino PN, Méheust R, Stemczynski J, Scorza K, Mullowney MW, Sharan D, Waligurski E, Smith R, Ramanswamy R, Leiter W, Moran D, McMillin M, Odenwald MA, Iavarone AT, Sidebottom AM, Sundararajan A, Pamer EG, Eren AM, Light SH. Dietary- and host-derived metabolites are used by diverse gut bacteria for anaerobic respiration. Nat Microbiol 2024; 9:55-69. [PMID: 38177297 PMCID: PMC11055453 DOI: 10.1038/s41564-023-01560-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [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: 01/11/2023] [Accepted: 11/14/2023] [Indexed: 01/06/2024]
Abstract
Respiratory reductases enable microorganisms to use molecules present in anaerobic ecosystems as energy-generating respiratory electron acceptors. Here we identify three taxonomically distinct families of human gut bacteria (Burkholderiaceae, Eggerthellaceae and Erysipelotrichaceae) that encode large arsenals of tens to hundreds of respiratory-like reductases per genome. Screening species from each family (Sutterella wadsworthensis, Eggerthella lenta and Holdemania filiformis), we discover 22 metabolites used as respiratory electron acceptors in a species-specific manner. Identified reactions transform multiple classes of dietary- and host-derived metabolites, including bioactive molecules resveratrol and itaconate. Products of identified respiratory metabolisms highlight poorly characterized compounds, such as the itaconate-derived 2-methylsuccinate. Reductase substrate profiling defines enzyme-substrate pairs and reveals a complex picture of reductase evolution, providing evidence that reductases with specificities for related cinnamate substrates independently emerged at least four times. These studies thus establish an exceptionally versatile form of anaerobic respiration that directly links microbial energy metabolism to the gut metabolome.
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Affiliation(s)
- Alexander S Little
- Duchossois Family Institute, University of Chicago, Chicago, IL, USA
- Department of Microbiology, University of Chicago, Chicago, IL, USA
| | - Isaac T Younker
- Duchossois Family Institute, University of Chicago, Chicago, IL, USA
- Department of Microbiology, University of Chicago, Chicago, IL, USA
| | - Matthew S Schechter
- Duchossois Family Institute, University of Chicago, Chicago, IL, USA
- Department of Microbiology, University of Chicago, Chicago, IL, USA
| | - Paola Nol Bernardino
- Duchossois Family Institute, University of Chicago, Chicago, IL, USA
- Department of Microbiology, University of Chicago, Chicago, IL, USA
| | - Raphaël Méheust
- Génomique Métabolique, CEA, Genoscope, Institut François Jacob, Université d'Évry, Université Paris-Saclay, CNRS, Evry, France
| | - Joshua Stemczynski
- Duchossois Family Institute, University of Chicago, Chicago, IL, USA
- Department of Microbiology, University of Chicago, Chicago, IL, USA
| | - Kaylie Scorza
- Duchossois Family Institute, University of Chicago, Chicago, IL, USA
- Department of Microbiology, University of Chicago, Chicago, IL, USA
| | | | - Deepti Sharan
- Duchossois Family Institute, University of Chicago, Chicago, IL, USA
- Department of Microbiology, University of Chicago, Chicago, IL, USA
| | - Emily Waligurski
- Duchossois Family Institute, University of Chicago, Chicago, IL, USA
| | - Rita Smith
- Duchossois Family Institute, University of Chicago, Chicago, IL, USA
| | | | - William Leiter
- Duchossois Family Institute, University of Chicago, Chicago, IL, USA
| | - David Moran
- Duchossois Family Institute, University of Chicago, Chicago, IL, USA
| | - Mary McMillin
- Duchossois Family Institute, University of Chicago, Chicago, IL, USA
| | - Matthew A Odenwald
- Duchossois Family Institute, University of Chicago, Chicago, IL, USA
- Section of Gastroenterology, Hepatology, and Nutrition, Department of Medicine, University of Chicago, Chicago, IL, USA
| | - Anthony T Iavarone
- QB3/Chemistry Mass Spectrometry Facility, University of California, Berkeley, Berkeley, CA, USA
| | | | | | - Eric G Pamer
- Duchossois Family Institute, University of Chicago, Chicago, IL, USA
- Department of Microbiology, University of Chicago, Chicago, IL, USA
- Section of Infectious Diseases & Global Health, Department of Medicine, University of Chicago, Chicago, IL, USA
| | - A Murat Eren
- Helmholtz Institute for Functional Marine Biodiversity, Oldenburg, Germany
- Institute for Chemistry and Biology of the Marine Environment, University of Oldenburg, Oldenbug, Germany
| | - Samuel H Light
- Duchossois Family Institute, University of Chicago, Chicago, IL, USA.
- Department of Microbiology, University of Chicago, Chicago, IL, USA.
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7
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Wu-Woods NJ, Barlow JT, Trigodet F, Shaw DG, Romano AE, Jabri B, Eren AM, Ismagilov RF. Microbial-enrichment method enables high-throughput metagenomic characterization from host-rich samples. Nat Methods 2023; 20:1672-1682. [PMID: 37828152 PMCID: PMC10885704 DOI: 10.1038/s41592-023-02025-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [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: 11/29/2022] [Accepted: 08/27/2023] [Indexed: 10/14/2023]
Abstract
Host-microbe interactions have been linked to health and disease states through the use of microbial taxonomic profiling, mostly via 16S ribosomal RNA gene sequencing. However, many mechanistic insights remain elusive, in part because studying the genomes of microbes associated with mammalian tissue is difficult due to the high ratio of host to microbial DNA in such samples. Here we describe a microbial-enrichment method (MEM), which we demonstrate on a wide range of sample types, including saliva, stool, intestinal scrapings, and intestinal mucosal biopsies. MEM enabled high-throughput characterization of microbial metagenomes from human intestinal biopsies by reducing host DNA more than 1,000-fold with minimal microbial community changes (roughly 90% of taxa had no significant differences between MEM-treated and untreated control groups). Shotgun sequencing of MEM-treated human intestinal biopsies enabled characterization of both high- and low-abundance microbial taxa, pathways and genes longitudinally along the gastrointestinal tract. We report the construction of metagenome-assembled genomes directly from human intestinal biopsies for bacteria and archaea at relative abundances as low as 1%. Analysis of metagenome-assembled genomes reveals distinct subpopulation structures between the small and large intestine for some taxa. MEM opens a path for the microbiome field to acquire deeper insights into host-microbe interactions by enabling in-depth characterization of host-tissue-associated microbial communities.
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Affiliation(s)
- Natalie J Wu-Woods
- Biology and Bioengineering, California Institute of Technology, Pasadena, CA, USA
| | - Jacob T Barlow
- Biology and Bioengineering, California Institute of Technology, Pasadena, CA, USA
| | - Florian Trigodet
- Department of Medicine, The University of Chicago, Chicago, IL, USA
| | - Dustin G Shaw
- Department of Medicine, The University of Chicago, Chicago, IL, USA
- Committee on Immunology, The University of Chicago, Chicago, IL, USA
- Department of Pathology, The University of Chicago, Chicago, IL, USA
| | - Anna E Romano
- Chemistry and Chemical Engineering, California Institute of Technology, Pasadena, USA
| | - Bana Jabri
- Department of Medicine, The University of Chicago, Chicago, IL, USA
- Committee on Immunology, The University of Chicago, Chicago, IL, USA
- Department of Pathology, The University of Chicago, Chicago, IL, USA
| | - A Murat Eren
- Bay Paul Center, Marine Biological Laboratory, Woods Hole, MA, USA
- Institute for Chemistry and Biology of the Marine Environment, University of Oldenburg, Oldenburg, Germany
- Alfred-Wegener-Institute for Marine and Polar Research, Bremerhaven, Germany
- Helmholtz Institute for Functional Marine Biodiversity, Oldenburg, Germany
| | - Rustem F Ismagilov
- Biology and Bioengineering, California Institute of Technology, Pasadena, CA, USA.
- Chemistry and Chemical Engineering, California Institute of Technology, Pasadena, USA.
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8
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Fiebig A, Schnizlein MK, Pena-Rivera S, Trigodet F, Dubey AA, Hennessy M, Basu A, Pott S, Dalal S, Rubin D, Sogin ML, Murat Eren A, Chang EB, Crosson S. Bile acid fitness determinants of a Bacteroides fragilis isolate from a human pouchitis patient. bioRxiv 2023:2023.05.11.540287. [PMID: 37214927 PMCID: PMC10197588 DOI: 10.1101/2023.05.11.540287] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
Bacteroides fragilis comprises 1-5% of the gut microbiota in healthy humans but can expand to >50% of the population in ulcerative colitis (UC) patients experiencing inflammation. The mechanisms underlying such microbial blooms are poorly understood, but the gut of UC patients has physicochemical features that differ from healthy patients and likely impact microbial physiology. For example, levels of the secondary bile acid deoxycholate (DC) are highly reduced in the ileoanal J-pouch of UC colectomy patients. We isolated a B. fragilis strain from a UC patient with pouch inflammation (i.e. pouchitis) and developed it as a genetic model system to identify genes and pathways that are regulated by DC and that impact B. fragilis fitness in DC and crude bile. Treatment of B. fragilis with a physiologically relevant concentration of DC reduced cell growth and remodeled transcription of one-quarter of the genome. DC strongly induced expression of chaperones and select transcriptional regulators and efflux systems and downregulated protein synthesis genes. Using a barcoded collection of ≈50,000 unique insertional mutants, we further defined B. fragilis genes that contribute to fitness in media containing DC or crude bile. Genes impacting cell envelope functions including cardiolipin synthesis, cell surface glycosylation, and systems implicated in sodium-dependent bioenergetics were major bile acid fitness factors. As expected, there was limited overlap between transcriptionally regulated genes and genes that impacted fitness in bile when disrupted. Our study provides a genome-scale view of a B. fragilis bile response and genetic determinants of its fitness in DC and crude bile.
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Affiliation(s)
- Aretha Fiebig
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, MI, USA
| | - Matthew K. Schnizlein
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, MI, USA
| | - Selymar Pena-Rivera
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, MI, USA
| | - Florian Trigodet
- Department of Medicine, University of Chicago, Chicago, IL, USA
- Helmholtz Institute for Functional Marine Biodiversity, University of Oldenburg, Oldenburg, Germany
| | - Abhishek Anil Dubey
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, MI, USA
| | - Miette Hennessy
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, MI, USA
| | - Anindita Basu
- Department of Medicine, University of Chicago, Chicago, IL, USA
| | - Sebastian Pott
- Department of Medicine, University of Chicago, Chicago, IL, USA
| | - Sushila Dalal
- Department of Medicine, University of Chicago, Chicago, IL, USA
| | - David Rubin
- Department of Medicine, University of Chicago, Chicago, IL, USA
| | | | - A. Murat Eren
- Department of Medicine, University of Chicago, Chicago, IL, USA
- Helmholtz Institute for Functional Marine Biodiversity, University of Oldenburg, Oldenburg, Germany
| | - Eugene B. Chang
- Department of Medicine, University of Chicago, Chicago, IL, USA
| | - Sean Crosson
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, MI, USA
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9
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Peña-Montenegro TD, Kleindienst S, Allen AE, Eren AM, McCrow JP, Sánchez-Calderón JD, Arnold J, Joye SB. Species-specific responses of marine bacteria to environmental perturbation. ISME COMMUN 2023; 3:99. [PMID: 37736763 PMCID: PMC10516948 DOI: 10.1038/s43705-023-00310-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Revised: 09/05/2023] [Accepted: 09/13/2023] [Indexed: 09/23/2023]
Abstract
Environmental perturbations shape the structure and function of microbial communities. Oil spills are a major perturbation and resolving spills often requires active measures like dispersant application that can exacerbate the initial disturbance. Species-specific responses of microorganisms to oil and dispersant exposure during such perturbations remain largely unknown. We merged metatranscriptomic libraries with pangenomes to generate Core-Accessory Metatranscriptomes (CA-Metatranscriptomes) for two microbial hydrocarbon degraders that played important roles in the aftermath of the Deepwater Horizon oil spill. The Colwellia CA-Metatranscriptome illustrated pronounced dispersant-driven acceleration of core (~41%) and accessory gene (~59%) transcription, suggesting an opportunistic strategy. Marinobacter responded to oil exposure by expressing mainly accessory genes (~93%), suggesting an effective hydrocarbon-degrading lifestyle. The CA-Metatranscriptome approach offers a robust way to identify the underlying mechanisms of key microbial functions and highlights differences of specialist-vs-opportunistic responses to environmental disturbance.
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Affiliation(s)
- Tito D Peña-Montenegro
- Department of Marine Sciences, University of Georgia, 325 Sanford Dr., Athens, GA, 30602-3636, USA
- Institute of Bioinformatics, University of Georgia, 120 Green St., Athens, GA, 30602-7229, USA
- Grupo de Investigación y Desarrollo en Ciencias, Tecnología e Innovación (BioGRID), Sociedad de Doctores e Investigadores de Colombia (SoPhIC), Bogotá, Colombia
| | - Sara Kleindienst
- Department of Marine Sciences, University of Georgia, 325 Sanford Dr., Athens, GA, 30602-3636, USA
- Department of Environmental Microbiology, Institute for Sanitary Engineering, Water Quality and Solid Waste Management (ISWA), University of Stuttgart, Bandtäle 2, 70569, Stuttgart, Germany
| | - Andrew E Allen
- Microbial and Environmental Genomics, J. Craig Venter Institute, La Jolla, CA, 92037, USA
- Integrative Oceanography Division, Scripps Institution of Oceanography, UC San Diego, La Jolla, CA, 92037, USA
| | - A Murat Eren
- Helmholtz Institute for Functional Marine Biodiversity at the University of Oldenburg, University of Oldenburg, Oldenburg, 26129, Germany
- Josephine Bay Paul Center, Marine Biological Laboratory, Woods Hole, MA, USA
| | - John P McCrow
- Microbial and Environmental Genomics, J. Craig Venter Institute, La Jolla, CA, 92037, USA
| | - Juan D Sánchez-Calderón
- Grupo de Investigación en Gestión Ecológica y Agroindustrial (GEA), Programa de Microbiología, Facultad de Ciencias Exactas y Naturales, Universidad Libre, Seccional Barranquilla, Barranquilla, Colombia
| | - Jonathan Arnold
- Institute of Bioinformatics, University of Georgia, 120 Green St., Athens, GA, 30602-7229, USA
- Department of Genetics, University of Georgia, 120 Green St., Athens, GA, 30602-7223, USA
| | - Samantha B Joye
- Department of Marine Sciences, University of Georgia, 325 Sanford Dr., Athens, GA, 30602-3636, USA.
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10
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Veseli I, Chen YT, Schechter MS, Vanni C, Fogarty EC, Watson AR, Jabri B, Blekhman R, Willis AD, Yu MK, Fernàndez-Guerra A, Füssel J, Eren AM. Microbes with higher metabolic independence are enriched in human gut microbiomes under stress. bioRxiv 2023:2023.05.10.540289. [PMID: 37293035 PMCID: PMC10245760 DOI: 10.1101/2023.05.10.540289] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
A wide variety of human diseases are associated with loss of microbial diversity in the human gut, inspiring a great interest in the diagnostic or therapeutic potential of the microbiota. However, the ecological forces that drive diversity reduction in disease states remain unclear, rendering it difficult to ascertain the role of the microbiota in disease emergence or severity. One hypothesis to explain this phenomenon is that microbial diversity is diminished as disease states select for microbial populations that are more fit to survive environmental stress caused by inflammation or other host factors. Here, we tested this hypothesis on a large scale, by developing a software framework to quantify the enrichment of microbial metabolisms in complex metagenomes as a function of microbial diversity. We applied this framework to over 400 gut metagenomes from individuals who are healthy or diagnosed with inflammatory bowel disease (IBD). We found that high metabolic independence (HMI) is a distinguishing characteristic of microbial communities associated with individuals diagnosed with IBD. A classifier we trained using the normalized copy numbers of 33 HMI-associated metabolic modules not only distinguished states of health versus IBD, but also tracked the recovery of the gut microbiome following antibiotic treatment, suggesting that HMI is a hallmark of microbial communities in stressed gut environments.
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Affiliation(s)
- Iva Veseli
- Biophysical Sciences Program, The University of Chicago, Chicago, IL 60637, USA
- Department of Medicine, The University of Chicago, Chicago, IL 60637, USA
| | - Yiqun T. Chen
- Data Science Institute and Department of Biomedical Data Science, Stanford University, Stanford, CA, 94305, USA
| | - Matthew S. Schechter
- Department of Medicine, The University of Chicago, Chicago, IL 60637, USA
- Committee on Microbiology, The University of Chicago, Chicago, IL 60637, USA
| | - Chiara Vanni
- MARUM Center for Marine Environmental Sciences, University of Bremen, Bremen, Germany
| | - Emily C. Fogarty
- Department of Medicine, The University of Chicago, Chicago, IL 60637, USA
- Committee on Microbiology, The University of Chicago, Chicago, IL 60637, USA
| | - Andrea R. Watson
- Department of Medicine, The University of Chicago, Chicago, IL 60637, USA
- Committee on Microbiology, The University of Chicago, Chicago, IL 60637, USA
| | - Bana Jabri
- Department of Medicine, The University of Chicago, Chicago, IL 60637, USA
| | - Ran Blekhman
- Department of Medicine, The University of Chicago, Chicago, IL 60637, USA
| | - Amy D. Willis
- Department of Biostatistics, University of Washington, Seattle, WA, 98195, USA
| | - Michael K. Yu
- Toyota Technological Institute at Chicago, Chicago, IL 60605, USA
| | - Antonio Fernàndez-Guerra
- Lundbeck Foundation GeoGenetics Centre, GLOBE Institute, University of Copenhagen, Copenhagen, Denmark
| | - Jessika Füssel
- Department of Medicine, The University of Chicago, Chicago, IL 60637, USA
- Institute for Chemistry and Biology of the Marine Environment, University of Oldenburg, Oldenburg, Germany
| | - A. Murat Eren
- Department of Medicine, The University of Chicago, Chicago, IL 60637, USA
- Institute for Chemistry and Biology of the Marine Environment, University of Oldenburg, Oldenburg, Germany
- Marine ‘Omics Bridging Group, Max Planck Institute for Marine Microbiology, 28359 Bremen, Germany
- Alfred Wegener Institute for Polar and Marine Research, Bremerhaven, Germany
- Helmholtz Institute for Functional Marine Biodiversity, 26129, Oldenburg, Germany
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11
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Ghousein A, Tutagata J, Schrieke H, Etienne M, Chaumeau V, Boyer S, Pages N, Roiz D, Eren AM, Cambray G, Reveillaud J. pWCP is a widely distributed and highly conserved Wolbachia plasmid in Culex pipiens and Culex quinquefasciatus mosquitoes worldwide. ISME Commun 2023; 3:40. [PMID: 37117399 PMCID: PMC10144880 DOI: 10.1038/s43705-023-00248-2] [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] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/08/2022] [Revised: 04/11/2023] [Accepted: 04/18/2023] [Indexed: 04/30/2023]
Abstract
Mosquitoes represent the most important pathogen vectors and are responsible for the spread of a wide variety of poorly treatable diseases. Wolbachia are obligate intracellular bacteria that are widely distributed among arthropods and collectively represents one of the most promising solutions for vector control. In particular, Wolbachia has been shown to limit the transmission of pathogens, and to dramatically affect the reproductive behavior of their host through its phage WO. While much research has focused on deciphering and exploring the biocontrol applications of these WO-related phenotypes, the extent and potential impact of the Wolbachia mobilome remain poorly appreciated. Notably, several Wolbachia plasmids, carrying WO-like genes and Insertion Sequences (IS), thus possibly interrelated to other genetic units of the endosymbiont, have been recently discovered. Here we investigated the diversity and biogeography of the first described plasmid of Wolbachia in Culex pipiens (pWCP) in several islands and continental countries around the world-including Cambodia, Guadeloupe, Martinique, Thailand, and Mexico-together with mosquito strains from colonies that evolved for 2 to 30 years in the laboratory. We used PCR and qPCR to determine the presence and copy number of pWCP in individual mosquitoes, and highly accurate Sanger sequencing to evaluate potential variations. Together with earlier observation, our results show that pWCP is omnipresent and strikingly conserved among Wolbachia populations within mosquitoes from distant geographies and environmental conditions. These data suggest a critical role for the plasmid in Wolbachia ecology and evolution, and the potential of a great tool for further genetic dissection and possible manipulation of this endosymbiont.
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Affiliation(s)
- Amani Ghousein
- MIVEGEC, University of Montpellier, INRAE, CNRS, IRD, Montpellier, France
- Centre de Biologie Structurale (CBS), University of Montpellier, INSERM U1054, CNRS UMR5048, Montpellier, France
| | - Jordan Tutagata
- MIVEGEC, University of Montpellier, INRAE, CNRS, IRD, Montpellier, France
| | - Hans Schrieke
- MIVEGEC, University of Montpellier, INRAE, CNRS, IRD, Montpellier, France
| | - Manuel Etienne
- Centre de Démoustication et de Recherches Entomologiques - Lutte Anti-Vectorielle (CEDRE - LAV), avenue Pasteur, 97201, Fort-de-France, Martinique, France
| | - Victor Chaumeau
- Shoklo Malaria Research Unit, Mahidol-Oxford Research Unit, Faculty of Tropical Medicine, Mahidol University, Mae Sot, Thailand
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Sebastien Boyer
- Institut Pasteur du Cambodge, Medical Entomology Unit, Phnom Penh, Cambodia
| | - Nonito Pages
- ASTRE, University of Montpellier, CIRAD, INRAE, Montpellier, France
- CIRAD, UMR ASTRE, Guadeloupe, France
| | - David Roiz
- MIVEGEC, University of Montpellier, INRAE, CNRS, IRD, Montpellier, France
- International Joint Laboratory ELDORADO, IRD/UNAM, Mérida, México
| | - A Murat Eren
- Marine Biological Laboratory, Woods Hole, Massachusetts, MA, USA
- Helmholtz Institute for Functional Marine Biodiversity at the University of Oldenburg, Oldenburg, Germany
| | - Guillaume Cambray
- Centre de Biologie Structurale (CBS), University of Montpellier, INSERM U1054, CNRS UMR5048, Montpellier, France
- Diversité des Génomes et Interactions Microorganismes Insectes (DGIMI), University of Montpellier, INRAE UMR 1333, Montpellier, France
| | - Julie Reveillaud
- MIVEGEC, University of Montpellier, INRAE, CNRS, IRD, Montpellier, France.
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12
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Watson AR, Füssel J, Veseli I, DeLongchamp JZ, Silva M, Trigodet F, Lolans K, Shaiber A, Fogarty E, Runde JM, Quince C, Yu MK, Söylev A, Morrison HG, Lee STM, Kao D, Rubin DT, Jabri B, Louie T, Eren AM. Metabolic independence drives gut microbial colonization and resilience in health and disease. Genome Biol 2023; 24:78. [PMID: 37069665 PMCID: PMC10108530 DOI: 10.1186/s13059-023-02924-x] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [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: 07/03/2022] [Accepted: 04/07/2023] [Indexed: 04/19/2023] Open
Abstract
BACKGROUND Changes in microbial community composition as a function of human health and disease states have sparked remarkable interest in the human gut microbiome. However, establishing reproducible insights into the determinants of microbial succession in disease has been a formidable challenge. RESULTS Here we use fecal microbiota transplantation (FMT) as an in natura experimental model to investigate the association between metabolic independence and resilience in stressed gut environments. Our genome-resolved metagenomics survey suggests that FMT serves as an environmental filter that favors populations with higher metabolic independence, the genomes of which encode complete metabolic modules to synthesize critical metabolites, including amino acids, nucleotides, and vitamins. Interestingly, we observe higher completion of the same biosynthetic pathways in microbes enriched in IBD patients. CONCLUSIONS These observations suggest a general mechanism that underlies changes in diversity in perturbed gut environments and reveal taxon-independent markers of "dysbiosis" that may explain why widespread yet typically low-abundance members of healthy gut microbiomes can dominate under inflammatory conditions without any causal association with disease.
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Affiliation(s)
- Andrea R Watson
- Department of Medicine, The University of Chicago, Chicago, IL, 60637, USA
- Committee On Microbiology, The University of Chicago, Chicago, IL, 60637, USA
| | - Jessika Füssel
- Department of Medicine, The University of Chicago, Chicago, IL, 60637, USA
- Institute for Chemistry and Biology of the Marine Environment, University of Oldenburg, 26129, Oldenburg, Germany
| | - Iva Veseli
- Biophysical Sciences Program, The University of Chicago, Chicago, IL, 60637, USA
| | | | - Marisela Silva
- Department of Medicine, The University of Calgary, Calgary, AB, T2N 1N4, Canada
| | - Florian Trigodet
- Department of Medicine, The University of Chicago, Chicago, IL, 60637, USA
| | - Karen Lolans
- Department of Medicine, The University of Chicago, Chicago, IL, 60637, USA
| | - Alon Shaiber
- Biophysical Sciences Program, The University of Chicago, Chicago, IL, 60637, USA
| | - Emily Fogarty
- Department of Medicine, The University of Chicago, Chicago, IL, 60637, USA
- Committee On Microbiology, The University of Chicago, Chicago, IL, 60637, USA
| | - Joseph M Runde
- Department of Pediatrics, Lurie Children's Hospital of Chicago, Chicago, IL, 60611, USA
| | - Christopher Quince
- Organisms and Ecosystems, Earlham Institute, Norwich, Norwich, NR4 7UZ, UK
- Gut Microbes and Health, Quadram Institute, Norwich, NR4 7UQ, UK
| | - Michael K Yu
- Toyota Technological Institute at Chicago, Chicago, IL, 60637, USA
| | - Arda Söylev
- Department of Computer Engineering, Konya Food and Agriculture University, Konya, Turkey
| | - Hilary G Morrison
- Marine Biological Laboratory, Josephine Bay Paul Center, Woods Hole, Falmouth, MA, 02543, USA
| | - Sonny T M Lee
- Department of Medicine, The University of Chicago, Chicago, IL, 60637, USA
| | - Dina Kao
- Department of Medicine, University of Alberta, Edmonton, AB, T6G 2G3, Canada
| | - David T Rubin
- Department of Medicine, The University of Chicago, Chicago, IL, 60637, USA
| | - Bana Jabri
- Department of Medicine, The University of Chicago, Chicago, IL, 60637, USA
| | - Thomas Louie
- Department of Medicine, The University of Calgary, Calgary, AB, T2N 1N4, Canada
| | - A Murat Eren
- Department of Medicine, The University of Chicago, Chicago, IL, 60637, USA.
- Committee On Microbiology, The University of Chicago, Chicago, IL, 60637, USA.
- Institute for Chemistry and Biology of the Marine Environment, University of Oldenburg, 26129, Oldenburg, Germany.
- Marine Biological Laboratory, Josephine Bay Paul Center, Woods Hole, Falmouth, MA, 02543, USA.
- Helmholtz Institute for Functional Marine Biodiversity, 26129, Oldenburg, Germany.
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13
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Fogarty EC, Schechter MS, Lolans K, Sheahan ML, Veseli I, Moore R, Kiefl E, Moody T, Rice PA, Yu MK, Mimee M, Chang EB, Mclellan SL, Willis AD, Comstock LE, Eren AM. A highly conserved and globally prevalent cryptic plasmid is among the most numerous mobile genetic elements in the human gut. bioRxiv 2023:2023.03.25.534219. [PMID: 36993556 PMCID: PMC10055365 DOI: 10.1101/2023.03.25.534219] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 04/13/2023]
Abstract
Plasmids are extrachromosomal genetic elements that often encode fitness enhancing features. However, many bacteria carry 'cryptic' plasmids that do not confer clear beneficial functions. We identified one such cryptic plasmid, pBI143, which is ubiquitous across industrialized gut microbiomes, and is 14 times as numerous as crAssphage, currently established as the most abundant genetic element in the human gut. The majority of mutations in pBI143 accumulate in specific positions across thousands of metagenomes, indicating strong purifying selection. pBI143 is monoclonal in most individuals, likely due to the priority effect of the version first acquired, often from one's mother. pBI143 can transfer between Bacteroidales and although it does not appear to impact bacterial host fitness in vivo, can transiently acquire additional genetic content. We identified important practical applications of pBI143, including its use in identifying human fecal contamination and its potential as an inexpensive alternative for detecting human colonic inflammatory states.
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Affiliation(s)
- Emily C Fogarty
- Committee on Microbiology, University of Chicago, Chicago, IL 60637, USA
- Duchossois Family Institute, University of Chicago, Chicago, IL 60637, USA
- Department of Medicine, University of Chicago, Chicago, IL 60637, USA
| | - Matthew S Schechter
- Committee on Microbiology, University of Chicago, Chicago, IL 60637, USA
- Duchossois Family Institute, University of Chicago, Chicago, IL 60637, USA
- Department of Medicine, University of Chicago, Chicago, IL 60637, USA
| | - Karen Lolans
- Department of Medicine, University of Chicago, Chicago, IL 60637, USA
| | - Madeline L. Sheahan
- Duchossois Family Institute, University of Chicago, Chicago, IL 60637, USA
- Department of Microbiology, University of Chicago, Chicago, IL, 60637, USA
| | - Iva Veseli
- Department of Medicine, University of Chicago, Chicago, IL 60637, USA
- Graduate Program in Biophysical Sciences, University of Chicago, Chicago, IL 60637, USA
| | - Ryan Moore
- Center for Bioinformatics and Computational Biology, University of Delaware, Newark, DE, USA
| | - Evan Kiefl
- Department of Medicine, University of Chicago, Chicago, IL 60637, USA
- Graduate Program in Biophysical Sciences, University of Chicago, Chicago, IL 60637, USA
| | - Thomas Moody
- Department of Systems Biology, Columbia University, New York, NY, 10032 USA
| | - Phoebe A Rice
- Committee on Microbiology, University of Chicago, Chicago, IL 60637, USA
- Department of Biochemistry, University of Chicago, Chicago, IL, 60637, USA
| | | | - Mark Mimee
- Committee on Microbiology, University of Chicago, Chicago, IL 60637, USA
- Department of Microbiology, University of Chicago, Chicago, IL, 60637, USA
- Pritzker School of Molecular Engineering, The University of Chicago, Chicago, IL 60637, USA
| | - Eugene B Chang
- Department of Medicine, University of Chicago, Chicago, IL 60637, USA
| | - Sandra L Mclellan
- School of Freshwater Sciences, University of Wisconsin-Milwaukee, Milwaukee, WI, 53204, USA
| | - Amy D Willis
- Department of Biostatistics, University of Washington, Seattle, WA, 98195, USA
| | - Laurie E Comstock
- Duchossois Family Institute, University of Chicago, Chicago, IL 60637, USA
- Department of Microbiology, University of Chicago, Chicago, IL, 60637, USA
| | - A Murat Eren
- Marine Biological Laboratory, Woods Hole, MA, 02543, USA
- Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, 27570 Bremerhaven, Germany
- Institute for Chemistry and Biology of the Marine Environment, University of Oldenburg, 26129 Oldenburg, Germany
- Helmholtz Institute for Functional Marine Biodiversity, 26129 Oldenburg, Germany
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14
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Runde J, Veseli I, Fogarty EC, Watson AR, Clayssen Q, Yosef M, Shaiber A, Verma R, Quince C, Gerasimidis K, Rubin DT, Eren AM. Transient Suppression of Bacterial Populations Associated with Gut Health is Critical in Success of Exclusive Enteral Nutrition for Children with Crohn's Disease. J Crohns Colitis 2023:7080705. [PMID: 36934439 DOI: 10.1093/ecco-jcc/jjad031] [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] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/25/2022] [Indexed: 03/20/2023]
Abstract
BACKGROUND AND AIMS Exclusive enteral nutrition [EEN] is a dietary intervention to induce clinical remission in children with active luminal Crohn's disease [CD]. While changes in the gut microbial communities have been implicated in achieving this remission, a precise understanding of the role of microbial ecology in the restoration of gut homeostasis is lacking. METHODS Here we reconstructed genomes from the gut metagenomes of 12 paediatric subjects who were sampled before, during and after EEN. We then classified each microbial population into distinct 'phenotypes' or patterns of response based on changes in their relative abundances throughout the therapy on a per-individual basis. RESULTS Our data show that children achieving clinical remission during therapy were enriched with microbial populations that were either suppressed or that demonstrated a transient bloom as a function of EEN. In contrast, this ecosystem-level response was not observed in cases of EEN failure. Further analysis revealed that populations that were suppressed during EEN were significantly more prevalent in healthy children and adults across the globe compared with those that bloomed ephemerally during the therapy. CONCLUSIONS These observations taken together suggest that successful outcomes of EEN are marked by a temporary emergence of microbial populations that are rare in healthy individuals, and a concomitant reduction in microbes that are commonly associated with gut homeostasis. Our work is a first attempt to highlight individual-specific, complex environmental factors that influence microbial response in EEN. This model offers a novel, alternative viewpoint to traditional taxonomic strategies used to characterize associations with health and disease states.
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Affiliation(s)
- Joseph Runde
- Department of Pediatrics, Lurie Children's Hospital of Chicago, Chicago, IL 60611, USA
| | - Iva Veseli
- Biophysical Sciences Program, The University of Chicago, Chicago, IL 60637, USA
| | - Emily C Fogarty
- Committee on Microbiology, The University of Chicago, Chicago, IL 60637, USA.,Department of Medicine, The University of Chicago, Chicago, IL 60637, USA
| | - Andrea R Watson
- Committee on Microbiology, The University of Chicago, Chicago, IL 60637, USA.,Department of Medicine, The University of Chicago, Chicago, IL 60637, USA
| | - Quentin Clayssen
- Department of Medicine, The University of Chicago, Chicago, IL 60637, USA
| | - Mahmoud Yosef
- Department of Medicine, The University of Chicago, Chicago, IL 60637, USA
| | - Alon Shaiber
- Department of Medicine, The University of Chicago, Chicago, IL 60637, USA
| | - Ritu Verma
- Department of Pediatrics, The University of Chicago, Chicago, IL 60637, USA
| | | | | | - David T Rubin
- Department of Medicine, The University of Chicago, Chicago, IL 60637, USA
| | - A Murat Eren
- Josephine Bay Paul Center, Marine Biological Laboratory, Woods Hole, MA 02543, USA.,Institute for Chemistry and Biology of the Marine Environment, University of Oldenburg, 26129, Oldenburg, Germany.,Alfred-Wegener-Institute for Marine and Polar Research, 27570 Bremerhaven, Germany.,Helmholtz Institute for Functional Marine Biodiversity, 26129 Oldenburg, Germany
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15
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Kiefl E, Esen OC, Miller SE, Kroll KL, Willis AD, Rappé MS, Pan T, Eren AM. Structure-informed microbial population genetics elucidate selective pressures that shape protein evolution. Sci Adv 2023; 9:eabq4632. [PMID: 36812328 DOI: 10.1126/sciadv.abq4632] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/09/2022] [Accepted: 01/18/2023] [Indexed: 06/18/2023]
Abstract
Comprehensive sampling of natural genetic diversity with metagenomics enables highly resolved insights into the interplay between ecology and evolution. However, resolving adaptive, neutral, or purifying processes of evolution from intrapopulation genomic variation remains a challenge, partly due to the sole reliance on gene sequences to interpret variants. Here, we describe an approach to analyze genetic variation in the context of predicted protein structures and apply it to a marine microbial population within the SAR11 subclade 1a.3.V, which dominates low-latitude surface oceans. Our analyses reveal a tight association between genetic variation and protein structure. In a central gene in nitrogen metabolism, we observe decreased occurrence of nonsynonymous variants from ligand-binding sites as a function of nitrate concentrations, revealing genetic targets of distinct evolutionary pressures maintained by nutrient availability. Our work yields insights into the governing principles of evolution and enables structure-aware investigations of microbial population genetics.
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Affiliation(s)
- Evan Kiefl
- Department of Medicine, University of Chicago, Chicago, IL 60637, USA
- Graduate Program in Biophysical Sciences, University of Chicago, Chicago, IL 60637, USA
| | - Ozcan C Esen
- Department of Medicine, University of Chicago, Chicago, IL 60637, USA
| | - Samuel E Miller
- Department of Medicine, University of Chicago, Chicago, IL 60637, USA
- Josephine Bay Paul Center for Comparative Molecular Biology and Evolution, Marine Biological Laboratory, Woods Hole, MA 02543, USA
| | - Kourtney L Kroll
- Graduate Program in Biophysical Sciences, University of Chicago, Chicago, IL 60637, USA
| | - Amy D Willis
- Department of Biostatistics, University of Washington, Seattle, WA 98195, USA
| | - Michael S Rappé
- Hawai'i Institute of Marine Biology, University of Hawai'i at Mānoa, Kāne'ohe, HI 96822, USA
| | - Tao Pan
- Department of Biochemistry and Molecular Biology, University of Chicago, Chicago, IL 60637, USA
| | - A Murat Eren
- Department of Medicine, University of Chicago, Chicago, IL 60637, USA
- Josephine Bay Paul Center for Comparative Molecular Biology and Evolution, Marine Biological Laboratory, Woods Hole, MA 02543, USA
- Institute for Chemistry and Biology of the Marine Environment, University of Oldenburg, Oldenburg, Germany
- Alfred Wegener Institute for Polar and Marine Research, Bremerhaven, Germany
- Helmholtz Institute for Functional Marine Biodiversity, Oldenburg, Germany
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16
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Roguet A, Newton RJ, Eren AM, McLellan SL. Guts of the Urban Ecosystem: Microbial Ecology of Sewer Infrastructure. mSystems 2022; 7:e0011822. [PMID: 35762794 PMCID: PMC9426572 DOI: 10.1128/msystems.00118-22] [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] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2022] [Accepted: 05/25/2022] [Indexed: 11/20/2022] Open
Abstract
Microbes have inhabited the oceans and soils for millions of years and are uniquely adapted to their habitat. In contrast, sewer infrastructure in modern cities dates back only ~150 years. Sewer pipes transport human waste and provide a view into public health, but the resident organisms that likely modulate these features are relatively unexplored. Here, we show that the bacterial assemblages sequenced from untreated wastewater in 71 U.S. cities were highly coherent at a fine sequence level, suggesting that urban infrastructure separated by great spatial distances can give rise to strikingly similar communities. Within the overall microbial community structure, temperature had a discernible impact on the distribution patterns of closely related amplicon sequence variants, resulting in warm and cold ecotypes. Two bacterial genera were dominant in most cities regardless of their size or geographic location; on average, Arcobacter accounted for 11% and Acinetobacter 10% of the entire community. Metagenomic analysis of six cities revealed these highly abundant resident organisms carry clinically important antibiotic resistant genes blaCTX-M, blaOXA, and blaTEM. In contrast, human fecal bacteria account for only ~13% of the community; therefore, antibiotic resistance gene inputs from human sources to the sewer system could be comparatively small, which will impact measurement capabilities when monitoring human populations using wastewater. With growing awareness of the metabolic potential of microbes within these vast networks of pipes and the ability to examine the health of human populations, it is timely to increase our understanding of the ecology of these systems. IMPORTANCE Sewer infrastructure is a relatively new habitat comprised of thousands of kilometers of pipes beneath cities. These wastewater conveyance systems contain large reservoirs of microbial biomass with a wide range of metabolic potential and are significant reservoirs of antibiotic resistant organisms; however, we lack an adequate understanding of the ecology or activity of these communities beyond wastewater treatment plants. The striking coherence of the sewer microbiome across the United States demonstrates that the sewer environment is highly selective for a particular microbial community composition. Therefore, results from more in-depth studies or proven engineering controls in one system could be extrapolated more broadly. Understanding the complex ecology of sewer infrastructure is critical for not only improving our ability to treat human waste and increasing the sustainability of our cities but also to create scalable and effective sewage microbial observatories, which are inevitable investments of the future to monitor health in human populations.
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Affiliation(s)
- Adélaïde Roguet
- School of Freshwater Sciences, University of Wisconsin-Milwaukee, Milwaukee, Wisconsin, USA
| | - Ryan J. Newton
- School of Freshwater Sciences, University of Wisconsin-Milwaukee, Milwaukee, Wisconsin, USA
| | - A. Murat Eren
- Helmholtz Institute for Functional Marine Biodiversity, Oldenburg, Germany
- Josephine Bay Paul Center, Marine Biological Laboratory, Woods Hole, Massachusetts, USA
| | - Sandra L. McLellan
- School of Freshwater Sciences, University of Wisconsin-Milwaukee, Milwaukee, Wisconsin, USA
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17
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Delmont TO, Gaia M, Hinsinger DD, Frémont P, Vanni C, Fernandez-Guerra A, Eren AM, Kourlaiev A, d'Agata L, Clayssen Q, Villar E, Labadie K, Cruaud C, Poulain J, Da Silva C, Wessner M, Noel B, Aury JM, de Vargas C, Bowler C, Karsenti E, Pelletier E, Wincker P, Jaillon O, Acinas SG, Bork P, Karsenti E, Bowler C, Sardet C, Stemmann L, de Vargas C, Wincker P, Lescot M, Babin M, Gorsky G, Grimsley N, Guidi L, Hingamp P, Jaillon O, Kandels S, Iudicone D, Ogata H, Pesant S, Sullivan MB, Not F, Lee KB, Boss E, Cochrane G, Follows M, Poulton N, Raes J, Sieracki M, Speich S. Functional repertoire convergence of distantly related eukaryotic plankton lineages abundant in the sunlit ocean. Cell Genom 2022; 2:100123. [PMID: 36778897 PMCID: PMC9903769 DOI: 10.1016/j.xgen.2022.100123] [Citation(s) in RCA: 38] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/16/2021] [Revised: 12/10/2021] [Accepted: 04/04/2022] [Indexed: 12/20/2022]
Abstract
Marine planktonic eukaryotes play critical roles in global biogeochemical cycles and climate. However, their poor representation in culture collections limits our understanding of the evolutionary history and genomic underpinnings of planktonic ecosystems. Here, we used 280 billion Tara Oceans metagenomic reads from polar, temperate, and tropical sunlit oceans to reconstruct and manually curate more than 700 abundant and widespread eukaryotic environmental genomes ranging from 10 Mbp to 1.3 Gbp. This genomic resource covers a wide range of poorly characterized eukaryotic lineages that complement long-standing contributions from culture collections while better representing plankton in the upper layer of the oceans. We performed the first, to our knowledge, comprehensive genome-wide functional classification of abundant unicellular eukaryotic plankton, revealing four major groups connecting distantly related lineages. Neither trophic modes of plankton nor its vertical evolutionary history could completely explain the functional repertoire convergence of major eukaryotic lineages that coexisted within oceanic currents for millions of years.
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Affiliation(s)
- Tom O. Delmont
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Université d'Evry, Université Paris-Saclay, 91057 Evry, France,Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara GOSEE, 75016 Paris, France,Corresponding author
| | - Morgan Gaia
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Université d'Evry, Université Paris-Saclay, 91057 Evry, France,Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara GOSEE, 75016 Paris, France
| | - Damien D. Hinsinger
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Université d'Evry, Université Paris-Saclay, 91057 Evry, France,Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara GOSEE, 75016 Paris, France
| | - Paul Frémont
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Université d'Evry, Université Paris-Saclay, 91057 Evry, France,Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara GOSEE, 75016 Paris, France
| | - Chiara Vanni
- Microbial Genomics and Bioinformatics Research Group, Max Planck Institute for Marine Microbiology, Bremen, Germany
| | - Antonio Fernandez-Guerra
- Lundbeck Foundation GeoGenetics Centre, GLOBE Institute, University of Copenhagen, Copenhagen, Denmark
| | - A. Murat Eren
- Helmholtz Institute for Functional Marine Biodiversity at Oldenburg, Germany
| | - Artem Kourlaiev
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Université d'Evry, Université Paris-Saclay, 91057 Evry, France,Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara GOSEE, 75016 Paris, France
| | - Leo d'Agata
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Université d'Evry, Université Paris-Saclay, 91057 Evry, France,Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara GOSEE, 75016 Paris, France
| | - Quentin Clayssen
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Université d'Evry, Université Paris-Saclay, 91057 Evry, France,Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara GOSEE, 75016 Paris, France
| | - Emilie Villar
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Université d'Evry, Université Paris-Saclay, 91057 Evry, France
| | - Karine Labadie
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Université d'Evry, Université Paris-Saclay, 91057 Evry, France,Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara GOSEE, 75016 Paris, France
| | - Corinne Cruaud
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Université d'Evry, Université Paris-Saclay, 91057 Evry, France,Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara GOSEE, 75016 Paris, France
| | - Julie Poulain
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Université d'Evry, Université Paris-Saclay, 91057 Evry, France,Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara GOSEE, 75016 Paris, France
| | - Corinne Da Silva
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Université d'Evry, Université Paris-Saclay, 91057 Evry, France,Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara GOSEE, 75016 Paris, France
| | - Marc Wessner
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Université d'Evry, Université Paris-Saclay, 91057 Evry, France,Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara GOSEE, 75016 Paris, France
| | - Benjamin Noel
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Université d'Evry, Université Paris-Saclay, 91057 Evry, France,Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara GOSEE, 75016 Paris, France
| | - Jean-Marc Aury
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Université d'Evry, Université Paris-Saclay, 91057 Evry, France,Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara GOSEE, 75016 Paris, France
| | - Tara Oceans CoordinatorsSunagawaShinichi12AcinasSilvia G.13BorkPeer141516KarsentiEric171819BowlerChris1718SardetChristian1720StemmannLars1720de VargasColomban1721WinckerPatrick1722LescotMagali1723BabinMarcel1724GorskyGabriel1720GrimsleyNigel172526GuidiLionel1720HingampPascal1723JaillonOlivier1722KandelsStefanie1417IudiconeDaniele27OgataHiroyuki28PesantStéphane2930SullivanMatthew B.313233NotFabrice21LeeKarp-Boss34BossEmmanuel34CochraneGuy35FollowsMichael36PoultonNicole37RaesJeroen383940SierackiMike37SpeichSabrina4142Department of Biology, Institute of Microbiology and Swiss Institute of Bioinformatics, EtH Zürich, Zürich, SwitzerlandDepartment of Marine Biology and Oceanography, Institute of Marine Sciences–CsiC, Barcelona, SpainStructural and Computational Biology, European Molecular Biology Laboratory, Heidelberg, GermanyMax Delbrück Center for Molecular Medicine, Berlin, GermanyDepartment of Bioinformatics, Biocenter, University of Würzburg, Würzburg, GermanyResearch Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara GOsee, Paris, FranceInstitut de Biologie de l’ENS, Département de Biologie, École Normale Supérieure, CNRS, INSERM, Université PSL, Paris, FranceDirectors’ Research, European Molecular Biology Laboratory, Heidelberg, GermanySorbonne Université, CNRS, Laboratoire D’Océanographie de Villefranche, Villefranche- sur- Mer, FranceSorbonne Université and CNRS, UMR 7144 (AD2M), ECOMAP, Station Biologique de Roscoff, Roscoff, FranceGénomique Métabolique, Genoscope, Institut de Biologie Francois Jacob, Commissariat à l’Énergie Atomique, CNrs, Université Evry, Université Paris- Saclay, Evry, FranceAix Marseille Universit/e, Université de Toulon, CNRS, IRD, MIO UM 110, Marseille, FranceDépartement de Biologie, Québec Océan and Takuvik Joint International Laboratory (UMI 3376), Université Laval (Canada)–CNRS (France), Université Laval, Quebec, QC, CanadaCNRS UMR 7232, Biologie Intégrative des Organismes Marins, Banyuls- sur- Mer, FranceSorbonne Universités Paris 06, OOB UPMC, Banyuls- sur- Mer, FranceStazione Zoologica Anton Dohrn, Naples, ItalyInstitute for Chemical Research, Kyoto University, Kyoto, JapanPaNGaea, University of Bremen, Bremen, GermanyMaruM, Center for Marine Environmental Sciences, University of Bremen, Bremen, GermanyDepartment of Microbiology, The Ohio State University, Columbus, OH, USADepartment of Civil, Environmental and Geodetic Engineering, The Ohio State University, Columbus, OH, USACenter for RNA Biology, The Ohio State University, Columbus, OH, USASchool of Marine Sciences, University of Maine, Orono, ME, USAEuropean Molecular Biology Laboratory, European Bioinformatics Institute, Welcome Trust Genome Campus, Hinxton, Cambridge, UKDepartment of Earth, Atmospheric, and Planetary Sciences, Massachusetts Institute of Technology, Cambridge, MA, USABigelow Laboratory for Ocean Sciences, East Boothbay, ME, USADepartment of Microbiology and Immunology, Rega Institute, KU Leuven, Leuven, BelgiumCenter for the Biology of Disease, VIB KU Leuven, Leuven, BelgiumDepartment of Applied Biological Sciences, Vrije Universiteit Brussel, Brussels, BelgiumDepartment of Geosciences, Laboratoire de Météorologie Dynamique, École Normale Supérieure, Paris, FranceOcean Physics Laboratory, University of Western Brittany, Brest, France
| | - Colomban de Vargas
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara GOSEE, 75016 Paris, France,Sorbonne Université and CNRS, UMR 7144 (AD2M), ECOMAP, Station Biologique de Roscoff, Roscoff, France
| | - Chris Bowler
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara GOSEE, 75016 Paris, France,Institut de Biologie de l’ENS, Département de Biologie, École Normale Supérieure, CNRS, INSERM, Université PSL, Paris, France
| | - Eric Karsenti
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara GOSEE, 75016 Paris, France,Sorbonne Université and CNRS, UMR 7144 (AD2M), ECOMAP, Station Biologique de Roscoff, Roscoff, France,Directors’ Research, European Molecular Biology Laboratory, Heidelberg, Germany
| | - Eric Pelletier
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Université d'Evry, Université Paris-Saclay, 91057 Evry, France,Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara GOSEE, 75016 Paris, France
| | - Patrick Wincker
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Université d'Evry, Université Paris-Saclay, 91057 Evry, France,Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara GOSEE, 75016 Paris, France
| | - Olivier Jaillon
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Université d'Evry, Université Paris-Saclay, 91057 Evry, France,Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara GOSEE, 75016 Paris, France
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18
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Moran MA, Kujawinski EB, Schroer WF, Amin SA, Bates NR, Bertrand EM, Braakman R, Brown CT, Covert MW, Doney SC, Dyhrman ST, Edison AS, Eren AM, Levine NM, Li L, Ross AC, Saito MA, Santoro AE, Segrè D, Shade A, Sullivan MB, Vardi A. Microbial metabolites in the marine carbon cycle. Nat Microbiol 2022; 7:508-523. [PMID: 35365785 DOI: 10.1038/s41564-022-01090-3] [Citation(s) in RCA: 35] [Impact Index Per Article: 17.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2019] [Accepted: 02/23/2022] [Indexed: 01/08/2023]
Abstract
One-quarter of photosynthesis-derived carbon on Earth rapidly cycles through a set of short-lived seawater metabolites that are generated from the activities of marine phytoplankton, bacteria, grazers and viruses. Here we discuss the sources of microbial metabolites in the surface ocean, their roles in ecology and biogeochemistry, and approaches that can be used to analyse them from chemistry, biology, modelling and data science. Although microbial-derived metabolites account for only a minor fraction of the total reservoir of marine dissolved organic carbon, their flux and fate underpins the central role of the ocean in sustaining life on Earth.
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Affiliation(s)
- Mary Ann Moran
- Department of Marine Sciences, University of Georgia, Athens, GA, USA.
| | - Elizabeth B Kujawinski
- Department of Marine Chemistry and Geochemistry, Woods Hole Oceanographic Institution, Woods Hole, MA, USA.
| | - William F Schroer
- Department of Marine Sciences, University of Georgia, Athens, GA, USA
| | - Shady A Amin
- Division of Science, New York University Abu Dhabi, Abu Dhabi, United Arab Emirates
| | - Nicholas R Bates
- Bermuda Institute of Ocean Sciences, St George's, Bermuda.,School of Ocean and Earth Sciences, University of Southampton, Southampton, UK
| | - Erin M Bertrand
- Department of Biology, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Rogier Braakman
- Departments of Earth, Atmospheric and Planetary Sciences, and Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - C Titus Brown
- Population Health and Reproduction, School of Veterinary Medicine, University of California, Davis, Davis, CA, USA
| | - Markus W Covert
- Department of Bioengineering, Stanford University, Stanford, CA, USA
| | - Scott C Doney
- Department of Environmental Sciences, University of Virginia, Charlottesville, VA, USA
| | - Sonya T Dyhrman
- Lamont-Doherty Earth Observatory, Columbia University, Palisades, NY, USA.,Department of Earth and Environmental Science, Columbia University, Palisades, NY, USA
| | - Arthur S Edison
- Departments of Biochemistry and Genetics, Complex Carbohydrate Research Center, University of Georgia, Athens, GA, USA
| | - A Murat Eren
- Josephine Bay Paul Center, Marine Biological Laboratory, Woods Hole, MA, USA.,Helmholtz-Institute for Functional Marine Biodiversity (HIFMB), University of Oldenburg, Oldenburg, Germany
| | - Naomi M Levine
- Marine and Environmental Biology, Department of Biological Sciences, University of Southern California, Los Angeles, CA, USA
| | - Liang Li
- Department of Chemistry, University of Alberta, Edmonton, Alberta, Canada
| | - Avena C Ross
- Department of Chemistry, Queen's University, Kingston, Ontario, Canada
| | - Mak A Saito
- Department of Marine Sciences, University of Georgia, Athens, GA, USA
| | - Alyson E Santoro
- Department of Ecology, Evolution and Marine Biology, University of California, Santa Barbara, CA, USA
| | - Daniel Segrè
- Department of Biology and Bioinformatics Program, Boston University, Boston, MA, USA
| | - Ashley Shade
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, MI, USA
| | - Matthew B Sullivan
- Departments of Microbiology and Civil, Environmental, and Geodetic Engineering, and Center of Microbiome Science, The Ohio State University, Columbus, OH, USA
| | - Assaf Vardi
- Department of Plant and Environmental Sciences, The Weizmann Institute of Science, Rehovot, Israel
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19
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Delmont TO, Pierella Karlusich JJ, Veseli I, Fuessel J, Eren AM, Foster RA, Bowler C, Wincker P, Pelletier E. Correction to: Heterotrophic bacterial diazotrophs are more abundant than their cyanobacterial counterparts in metagenomes covering most of the sunlit ocean. ISME J 2022; 16:1203. [PMID: 35058585 PMCID: PMC8940913 DOI: 10.1038/s41396-021-01173-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Affiliation(s)
- Tom O Delmont
- Génomique Métabolique, Genoscope, Institut François Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, 91057, Evry, France.
- Research Federation for the study of Global Ocean systems ecology and evolution, FR2022/Tara GOsee, Paris, France.
| | - Juan José Pierella Karlusich
- Research Federation for the study of Global Ocean systems ecology and evolution, FR2022/Tara GOsee, Paris, France
- Institut de Biologie de l'ENS (IBENS), Département de biologie, École normale supérieure, CNRS, INSERM, Université PSL, 75005, Paris, France
| | - Iva Veseli
- Graduate Program in Biophysical Sciences, University of Chicago, Chicago, IL, 60637, USA
| | - Jessika Fuessel
- Department of Medicine, University of Chicago, Chicago, IL, 60637, USA
| | - A Murat Eren
- Department of Medicine, University of Chicago, Chicago, IL, 60637, USA
- Bay Paul Center, Marine Biological Laboratory, Woods Hole, MA, 02543, USA
| | - Rachel A Foster
- Department of Ecology, Environment and Plant Sciences, Stockholm University Stockholm, Stockholm, 10691, Sweden
| | - Chris Bowler
- Research Federation for the study of Global Ocean systems ecology and evolution, FR2022/Tara GOsee, Paris, France
- Institut de Biologie de l'ENS (IBENS), Département de biologie, École normale supérieure, CNRS, INSERM, Université PSL, 75005, Paris, France
| | - Patrick Wincker
- Génomique Métabolique, Genoscope, Institut François Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, 91057, Evry, France
- Research Federation for the study of Global Ocean systems ecology and evolution, FR2022/Tara GOsee, Paris, France
| | - Eric Pelletier
- Génomique Métabolique, Genoscope, Institut François Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, 91057, Evry, France
- Research Federation for the study of Global Ocean systems ecology and evolution, FR2022/Tara GOsee, Paris, France
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20
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Vanni C, Schechter MS, Acinas SG, Barberán A, Buttigieg PL, Casamayor EO, Delmont TO, Duarte CM, Eren AM, Finn RD, Kottmann R, Mitchell A, Sánchez P, Siren K, Steinegger M, Gloeckner FO, Fernàndez-Guerra A. Unifying the known and unknown microbial coding sequence space. eLife 2022; 11:67667. [PMID: 35356891 PMCID: PMC9132574 DOI: 10.7554/elife.67667] [Citation(s) in RCA: 21] [Impact Index Per Article: 10.5] [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: 02/18/2021] [Accepted: 03/30/2022] [Indexed: 12/02/2022] Open
Abstract
Genes of unknown function are among the biggest challenges in molecular biology, especially in microbial systems, where 40–60% of the predicted genes are unknown. Despite previous attempts, systematic approaches to include the unknown fraction into analytical workflows are still lacking. Here, we present a conceptual framework, its translation into the computational workflow AGNOSTOS and a demonstration on how we can bridge the known-unknown gap in genomes and metagenomes. By analyzing 415,971,742 genes predicted from 1749 metagenomes and 28,941 bacterial and archaeal genomes, we quantify the extent of the unknown fraction, its diversity, and its relevance across multiple organisms and environments. The unknown sequence space is exceptionally diverse, phylogenetically more conserved than the known fraction and predominantly taxonomically restricted at the species level. From the 71 M genes identified to be of unknown function, we compiled a collection of 283,874 lineage-specific genes of unknown function for Cand. Patescibacteria (also known as Candidate Phyla Radiation, CPR), which provides a significant resource to expand our understanding of their unusual biology. Finally, by identifying a target gene of unknown function for antibiotic resistance, we demonstrate how we can enable the generation of hypotheses that can be used to augment experimental data. It is estimated that scientists do not know what half of microbial genes actually do. When these genes are discovered in microorganisms grown in the lab or found in environmental samples, it is not possible to identify what their roles are. Many of these genes are excluded from further analyses for these reasons, meaning that the study of microbial genes tends to be limited to genes that have already been described. These limitations hinder research into microbiology, because information from newly discovered genes cannot be integrated to better understand how these organisms work. Experiments to understand what role these genes have in the microorganisms are labor-intensive, so new analytical strategies are needed. To do this, Vanni et al. developed a new framework to categorize genes with unknown roles, and a computational workflow to integrate them into traditional analyses. When this approach was applied to over 400 million microbial genes (both with known and unknown roles), it showed that the share of genes with unknown functions is only about 30 per cent, smaller than previously thought. The analysis also showed that these genes are very diverse, revealing a huge space for future research and potential applications. Combining their approach with experimental data, Vanni et al. were able to identify a gene with a previously unknown purpose that could be involved in antibiotic resistance. This system could be useful for other scientists studying microorganisms to get a more complete view of microbial systems. In future, it may also be used to analyze the genetics of other organisms, such as plants and animals.
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Affiliation(s)
- Chiara Vanni
- Microbial Genomics and Bioinformatics Research G, Max Planck Institute for Marine Microbiology, Bremen, Germany
| | | | - Silvia G Acinas
- Department of Marine Biology and Oceanography, Institut de Ciències del Mar-CMIMA (CSIC), Barcelona, Spain
| | - Albert Barberán
- Department of Environmental Science, University of Arizona, Tucson, United States
| | - Pier Luigi Buttigieg
- Helmholtz Centre for Polar and Marine Research, Alfred Wegener Institute, Bremerhaven, Germany
| | - Emilio O Casamayor
- Center for Advanced Studies of Blanes CEAB-CSIC, Spanish Council for Research, Blanes, Spain
| | - Tom O Delmont
- Génomique Métabolique, Genoscope, Institut François Jacob, CEA, CNRS, Paris, France
| | - Carlos M Duarte
- Computational Bioscience Research Center, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia
| | - A Murat Eren
- Department of Medicine, University of Chicago, Chicago, United States
| | - Robert D Finn
- European Bioinformatics Institute (EMBL-EBI), European Molecular Biology Laboratory, Hinxton, United Kingdom
| | - Renzo Kottmann
- Microbial Genomics and Bioinformatics Research G, Max Planck Institute for Marine Microbiology, Bremen, Germany
| | - Alex Mitchell
- European Bioinformatics Institute (EMBL-EBI), European Molecular Biology Laboratory, Hinxton, United Kingdom
| | - Pablo Sánchez
- Department of Marine Biology and Oceanography, Institut de Ciències del Mar-CMIMA (CSIC), Barcelona, Spain
| | - Kimmo Siren
- Section for Evolutionary Genomics, The GLOBE Institute, University of Copenhagen, Copenhagen, Denmark
| | - Martin Steinegger
- School of Biological Sciences, Seoul National University, Seoul, Republic of Korea
| | - Frank Oliver Gloeckner
- MARUM, Helmholtz Center for Polar and Marine Research, University of Bremen, Bremen, Germany
| | - Antonio Fernàndez-Guerra
- Lundbeck Foundation GeoGenetics Centre, GLOBE Institute, University of Copenhagen, Copenhagen, Denmark
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21
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Zhang W, Foo M, Eren AM, Pan T. tRNA modification dynamics from individual organisms to metaepitranscriptomics of microbiomes. Mol Cell 2022; 82:891-906. [PMID: 35032425 PMCID: PMC8897278 DOI: 10.1016/j.molcel.2021.12.007] [Citation(s) in RCA: 30] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2021] [Revised: 12/08/2021] [Accepted: 12/09/2021] [Indexed: 12/17/2022]
Abstract
tRNA is the most extensively modified RNA in cells. On average, a bacterial tRNA contains 8 modifications per molecule and a eukaryotic tRNA contains 13 modifications per molecule. Recent studies reveal that tRNA modifications are highly dynamic and respond extensively to environmental conditions. Functions of tRNA modification dynamics include enhanced, on-demand decoding of specific codons in response genes and regulation of tRNA fragment biogenesis. This review summarizes recent advances in the studies of tRNA modification dynamics in biological processes, tRNA modification erasers, and human-associated bacteria. Furthermore, we use the term "metaepitranscriptomics" to describe the potential and approach of tRNA modification studies in natural biological communities such as microbiomes. tRNA is highly modified in cells, and tRNA modifications respond extensively to environmental conditions to enhance translation of specific genes and produce tRNA fragments on demand. We review recent advances in tRNA sequencing methods, tRNA modification dynamics in biological processes, and tRNA modification studies in natural communities such as the microbiomes.
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Affiliation(s)
- Wen Zhang
- Department of Biochemistry & Molecular Biology, University of Chicago, Chicago, IL 60637, USA
| | - Marcus Foo
- Committee on Microbiology, University of Chicago, Chicago, IL 60637, USA
| | - A. Murat Eren
- Committee on Microbiology, University of Chicago, Chicago, IL 60637, USA;,Department of Medicine, University of Chicago, Chicago, IL 60637, USA;,Josephine Bay Paul Center for Comparative Molecular Biology and Evolution, Marine Biological Laboratory, Woods Hole, MA, 02543, USA
| | - Tao Pan
- Department of Biochemistry & Molecular Biology, University of Chicago, Chicago, IL 60637, USA; Committee on Microbiology, University of Chicago, Chicago, IL 60637, USA.
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22
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Abstract
Since the first discovery of reverse transcriptase in bacteria, and later in archaea, bacterial and archaeal retroelements have been defined by their common enzyme that coordinates diverse functions. Yet, evolutionary refinement has produced distinct retroelements across the tree of microbial life that are perhaps best described in terms of their programmed RNA—a compact sequence that preserves core information for a sophisticated mechanism. From this perspective, reverse transcriptase has been selected as the modular tool for carrying out nature’s instructions in various RNA templates. Beneficial retroelements—those that can provide a fitness advantage to their host—evolved to their extant forms in a wide array of microorganisms and their viruses, spanning nearly all habitats. Within each specialized retroelement class, several universal features seem to be shared across diverse taxa, while specific functional and mechanistic insights are based on only a few model retroelement systems from clinical isolates. Currently, little is known about the diversity of cellular functions and ecological significance of retroelements across different biomes. With increasing availability of isolate, metagenome-assembled, and single-amplified genomes, the taxonomic and functional breadth of prokaryotic retroelements is coming into clearer view. This review explores the recently characterized classes of beneficial, yet accessory retroelements of bacteria and archaea. We describe how these specialized mechanisms exploit a form of fixed mobility, whereby the retroelements do not appear to proliferate selfishly throughout the genome. Moreover, we discuss computational approaches for systematic identification of retroelements from vast sequence repositories and highlight recent discoveries in terms of their apparent distribution and ecological significance in nature. Lastly, we present a new perspective on the eco-evolutionary significance of these genetic elements in marine bacteria and demonstrate approaches that enable the characterization of their environmental diversity through metagenomics.
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Affiliation(s)
- Blair G Paul
- Marine Biological Laboratory, Josephine Bay Paul Center, Woods Hole, MA, USA.
| | - A Murat Eren
- Marine Biological Laboratory, Josephine Bay Paul Center, Woods Hole, MA, USA. .,Department of Medicine, University of Chicago, Chicago, IL, USA.
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23
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Trigodet F, Lolans K, Fogarty E, Shaiber A, Morrison HG, Barreiro L, Jabri B, Eren AM. High molecular weight DNA extraction strategies for long-read sequencing of complex metagenomes. Mol Ecol Resour 2022; 22:1786-1802. [PMID: 35068060 PMCID: PMC9177515 DOI: 10.1111/1755-0998.13588] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [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: 05/10/2021] [Revised: 12/10/2021] [Accepted: 01/14/2022] [Indexed: 11/28/2022]
Abstract
By offering extremely long contiguous characterization of individual DNA molecules, rapidly emerging long‐read sequencing strategies offer comprehensive insights into the organization of genetic information in genomes and metagenomes. However, successful long‐read sequencing experiments demand high concentrations of highly purified DNA of high molecular weight (HMW), which limits the utility of established DNA extraction kits designed for short‐read sequencing. The challenges associated with input DNA quality intensify further when working with complex environmental samples of low microbial biomass, which requires new protocols that are tailored to study metagenomes with long‐read sequencing. Here, we use human tongue scrapings to benchmark six HMW DNA extraction strategies that are based on commercially available kits, phenol–chloroform (PC) extraction and agarose encasement followed by agarase digestion. A typical end goal of HMW DNA extractions is to obtain the longest possible reads during sequencing, which is often achieved by PC extractions, as demonstrated in sequencing of cultured cells. Yet our analyses that consider overall read‐size distribution, assembly performance and the number of circularized elements found in sequencing results suggest that column‐based kits with enzyme supplementation, rather than PC methods, may be more appropriate for long‐read sequencing of metagenomes.
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Affiliation(s)
- Florian Trigodet
- Department of Medicine, The University of Chicago, Chicago, IL, 60637, USA
| | - Karen Lolans
- Department of Medicine, The University of Chicago, Chicago, IL, 60637, USA
| | - Emily Fogarty
- Committee on Microbiology, University of Chicago, Chicago, IL, 60637, USA
| | - Alon Shaiber
- BioPhysical Sciences Program, The University of Chicago, Chicago, IL, 60637, USA
| | - Hilary G Morrison
- Josephine Bay Paul Center for Comparative Molecular Biology and Evolution, Marine Biological Laboratory, Woods Hole, MA, 02543, USA
| | - Luis Barreiro
- Department of Medicine, The University of Chicago, Chicago, IL, 60637, USA
| | - Bana Jabri
- Department of Medicine, The University of Chicago, Chicago, IL, 60637, USA
| | - A Murat Eren
- Department of Medicine, The University of Chicago, Chicago, IL, 60637, USA.,Committee on Microbiology, University of Chicago, Chicago, IL, 60637, USA.,BioPhysical Sciences Program, The University of Chicago, Chicago, IL, 60637, USA.,Josephine Bay Paul Center for Comparative Molecular Biology and Evolution, Marine Biological Laboratory, Woods Hole, MA, 02543, USA
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24
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Schrieke H, Maignien L, Constancias F, Trigodet F, Chakloute S, Rakotoarivony I, Marie A, L'Ambert G, Makoundou P, Pages N, Murat Eren A, Weill M, Sicard M, Reveillaud J. The mosquito microbiome includes habitat-specific but rare symbionts. Comput Struct Biotechnol J 2021; 20:410-420. [PMID: 35140881 PMCID: PMC8803474 DOI: 10.1016/j.csbj.2021.12.019] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [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: 09/23/2021] [Revised: 12/11/2021] [Accepted: 12/12/2021] [Indexed: 11/26/2022] Open
Abstract
Microbial communities are known to influence mosquito lifestyles by modifying essential metabolic and behavioral processes that affect reproduction, development, immunity, digestion, egg survival, and the ability to transmit pathogens. Many studies have used 16S rRNA gene amplicons to characterize mosquito microbiota and investigate factors that influence host-microbiota dynamics. However, a relatively low taxonomic resolution due to clustering methods based on arbitrary threshold and the overall dominance of Wolbachia or Asaia symbionts obscured the investigation of rare members of mosquito microbiota in previous studies. Here, we used high resolution Shannon entropy-based oligotyping approach to analyze the microbiota of Culex pipiens, Culex quinquefasciatus and Aedes individuals from continental Southern France and overseas Guadeloupe as well as from laboratories with or without antibiotics treatment. Our experimental design that resulted in a series of mosquito samples with a gradient of Wolbachia density and relative abundance along with high-resolution analyses of amplicon sequences enabled the recovery of a robust signal from typically less accessible bacterial taxa. Our data confirm species-specific mosquito-bacteria associations with geography as a primary factor that influences bacterial community structure. But interestingly, they also reveal co-occurring symbiotic bacterial variants within single individuals for both Elizabethkingia and Erwinia genera, distinct and specific Asaia and Chryseobacterium in continental and overseas territories, and a putative rare Wolbachia variant. Overall, our study reveals the presence of previously overlooked microdiversity and multiple closely related symbiotic strains within mosquito individuals with a remarkable habitat-specificity.
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Affiliation(s)
- Hans Schrieke
- MIVEGEC, University of Montpellier, INRAE, CNRS, IRD, Montpellier, France
| | - Loïs Maignien
- Univ Brest, CNRS, IFREMER, Microbiology of Extreme Environments Laboratory, Plouzané, France
| | | | | | - Sarah Chakloute
- ASTRE, University of Montpellier, CIRAD, INRAE, Montpellier, France
| | | | - Albane Marie
- EID Méditerranée, 165 Avenue Paul Rimbaud, 34184 Montpellier, France
| | - Gregory L'Ambert
- EID Méditerranée, 165 Avenue Paul Rimbaud, 34184 Montpellier, France
| | - Patrick Makoundou
- ISEM, University of Montpellier, CNRS, EPHE, IRD, Montpellier, France
| | - Nonito Pages
- ASTRE, University of Montpellier, CIRAD, INRAE, Montpellier, France
- CIRAD, UMR ASTRE, Guadeloupe, France
| | - A. Murat Eren
- Department of Medicine, University of Chicago, Chicago, IL, USA
- Josephine Bay Paul Center for Comparative Molecular Biology and Evolution, Marine Biological Laboratory, Woods Hole, MA, USA
| | - Mylène Weill
- ISEM, University of Montpellier, CNRS, EPHE, IRD, Montpellier, France
| | - Mathieu Sicard
- ISEM, University of Montpellier, CNRS, EPHE, IRD, Montpellier, France
| | - Julie Reveillaud
- MIVEGEC, University of Montpellier, INRAE, CNRS, IRD, Montpellier, France
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25
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Huang S, Zhang W, Katanski CD, Dersh D, Dai Q, Lolans K, Yewdell J, Eren AM, Pan T. Interferon inducible pseudouridine modification in human mRNA by quantitative nanopore profiling. Genome Biol 2021; 22:330. [PMID: 34872593 PMCID: PMC8646010 DOI: 10.1186/s13059-021-02557-y] [Citation(s) in RCA: 30] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2021] [Accepted: 11/23/2021] [Indexed: 01/28/2023] Open
Abstract
Pseudouridine (Ψ) is an abundant mRNA modification in mammalian transcriptome, but its functions have remained elusive due to the difficulty of transcriptome-wide mapping. We develop a nanopore native RNA sequencing method for quantitative Ψ prediction (NanoPsu) that utilizes native content training, machine learning modeling, and single-read linkage analysis. Biologically, we find interferon inducible Ψ modifications in interferon-stimulated gene transcripts which are consistent with a role of Ψ in enabling efficacy of mRNA vaccines.
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Affiliation(s)
- Sihao Huang
- Department of Biochemistry & Molecular Biology, University of Chicago, Chicago, IL 60637 USA
| | - Wen Zhang
- Department of Biochemistry & Molecular Biology, University of Chicago, Chicago, IL 60637 USA
| | - Christopher D. Katanski
- Department of Biochemistry & Molecular Biology, University of Chicago, Chicago, IL 60637 USA
| | - Devin Dersh
- Laboratory of Viral Diseases, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD 20892 USA
| | - Qing Dai
- Department of Chemistry, University of Chicago, Chicago, IL 60637 USA
| | - Karen Lolans
- Department of Medicine, University of Chicago, Chicago, IL 60637 USA
| | - Jonathan Yewdell
- Laboratory of Viral Diseases, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD 20892 USA
| | - A. Murat Eren
- Department of Medicine, University of Chicago, Chicago, IL 60637 USA
| | - Tao Pan
- Department of Biochemistry & Molecular Biology, University of Chicago, Chicago, IL 60637 USA
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26
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Delmont TO, Pierella Karlusich JJ, Veseli I, Fuessel J, Eren AM, Foster RA, Bowler C, Wincker P, Pelletier E. Heterotrophic bacterial diazotrophs are more abundant than their cyanobacterial counterparts in metagenomes covering most of the sunlit ocean. ISME J 2021; 16:927-936. [PMID: 34697433 DOI: 10.1038/s41396-021-01135-1] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Revised: 09/24/2021] [Accepted: 09/29/2021] [Indexed: 12/30/2022]
Abstract
Biological nitrogen fixation contributes significantly to marine primary productivity. The current view depicts few cyanobacterial diazotrophs as the main marine nitrogen fixers. Here, we used 891 Tara Oceans metagenomes derived from surface waters of five oceans and two seas to generate a manually curated genomic database corresponding to free-living, filamentous, colony-forming, particle-attached, and symbiotic bacterial and archaeal populations. The database provides the genomic content of eight cyanobacterial diazotrophs including a newly discovered population related to known heterocystous symbionts of diatoms, as well as 40 heterotrophic bacterial diazotrophs that considerably expand the known diversity of abundant marine nitrogen fixers. These 48 populations encapsulate 92% of metagenomic signal for known nifH genes in the sunlit ocean, suggesting that the genomic characterization of the most abundant marine diazotrophs may be nearing completion. Newly identified heterotrophic bacterial diazotrophs are widespread, express their nifH genes in situ, and also occur in large planktonic size fractions where they might form aggregates that provide the low-oxygen microenvironments required for nitrogen fixation. Critically, we found heterotrophic bacterial diazotrophs to be more abundant than cyanobacterial diazotrophs in most metagenomes from the open oceans and seas, emphasizing the importance of a wide range of heterotrophic populations in the marine nitrogen balance.
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Affiliation(s)
- Tom O Delmont
- Génomique Métabolique, Genoscope, Institut François Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, 91057, Evry, France. .,Research Federation for the study of Global Ocean systems ecology and evolution, FR2022/Tara GOsee, Paris, France.
| | - Juan José Pierella Karlusich
- Research Federation for the study of Global Ocean systems ecology and evolution, FR2022/Tara GOsee, Paris, France.,Institut de Biologie de l'ENS (IBENS), Département de biologie, École normale supérieure, CNRS, INSERM, Université PSL, 75005, Paris, France
| | - Iva Veseli
- Graduate Program in Biophysical Sciences, University of Chicago, Chicago, IL, 60637, USA
| | - Jessika Fuessel
- Department of Medicine, University of Chicago, Chicago, IL, 60637, USA
| | - A Murat Eren
- Department of Medicine, University of Chicago, Chicago, IL, 60637, USA.,Bay Paul Center, Marine Biological Laboratory, Woods Hole, MA, 02543, USA
| | - Rachel A Foster
- Department of Ecology, Environment and Plant Sciences, Stockholm University Stockholm, Stockholm, 106 91, Sweden
| | - Chris Bowler
- Research Federation for the study of Global Ocean systems ecology and evolution, FR2022/Tara GOsee, Paris, France.,Institut de Biologie de l'ENS (IBENS), Département de biologie, École normale supérieure, CNRS, INSERM, Université PSL, 75005, Paris, France
| | - Patrick Wincker
- Génomique Métabolique, Genoscope, Institut François Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, 91057, Evry, France.,Research Federation for the study of Global Ocean systems ecology and evolution, FR2022/Tara GOsee, Paris, France
| | - Eric Pelletier
- Génomique Métabolique, Genoscope, Institut François Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, 91057, Evry, France.,Research Federation for the study of Global Ocean systems ecology and evolution, FR2022/Tara GOsee, Paris, France
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27
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Miyoshi J, Miyoshi S, Delmont TO, Cham C, Lee STM, Sakatani A, Yang K, Shan Y, Kennedy M, Kiefl E, Yousef M, Crosson S, Sogin M, Antonopoulos DA, Eren AM, Leone V, Chang EB. Early-Life Microbial Restitution Reduces Colitis Risk Promoted by Antibiotic-Induced Gut Dysbiosis in Interleukin 10 -/- Mice. Gastroenterology 2021; 161:940-952.e15. [PMID: 34111469 PMCID: PMC8577987 DOI: 10.1053/j.gastro.2021.05.054] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/30/2020] [Revised: 05/25/2021] [Accepted: 05/25/2021] [Indexed: 12/27/2022]
Abstract
BACKGROUND & AIMS Perturbations in the early-life gut microbiome are associated with increased risk for complex immune disorders like inflammatory bowel diseases. We previously showed that maternal antibiotic-induced gut dysbiosis vertically transmitted to offspring increases experimental colitis risk in interleukin (IL) 10 gene deficient (IL10-/-) mice, a finding that may result from the loss/lack of essential microbes needed for appropriate immunologic education early in life. Here, we aimed to identify key microbes required for proper development of the early-life gut microbiome that decrease colitis risk in genetically susceptible animals. METHODS Metagenomic sequencing followed by reconstruction of metagenome-assembled genomes was performed on fecal samples of IL10-/- mice with and without antibiotic-induced dysbiosis to identify potential missing microbial members needed for immunologic education. One high-value target strain was then engrafted early and/or late into the gut microbiomes of IL10-/- mice with antibiotic-induced dysbiosis. RESULTS Early-, but not late-, life engraftment of a single dominant Bacteroides strain of non-antibiotic-treated IL10-/- mice was sufficient to restore the development of the gut microbiome, promote immune tolerance, and prevent colitis in IL10-/- mice that had antibiotic-induced dysbiosis. CONCLUSIONS Restitution of a keystone microbial strain missing in the early-life antibiotic-induced gut dysbiosis results in recovery of the microbiome, proper development of immune tolerance, and reduced risk for colitis in genetically prone hosts.
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Affiliation(s)
- Jun Miyoshi
- Department of Medicine, Knapp Center for Biomedical Discovery, The University of Chicago Knapp Center for Biomedical Discovery, Chicago, Illinois; Department of Gastroenterology and Hepatology, Kyorin University School of Medicine, Tokyo, Japan
| | - Sawako Miyoshi
- Department of Medicine, Knapp Center for Biomedical Discovery, The University of Chicago Knapp Center for Biomedical Discovery, Chicago, Illinois; Department of General Medicine, Kyorin University School of Medicine, Tokyo, Japan
| | - Tom O Delmont
- Department of Medicine, Knapp Center for Biomedical Discovery, The University of Chicago Knapp Center for Biomedical Discovery, Chicago, Illinois; Génomique Métabolique, Genoscope, Institut François Jacob, Commissariat à l'Énergie Atomique et aux Énergies Alternatives, Centre National de la Recherche Scientifique, Université Evry, Université Paris-Saclay, Evry, France
| | - Candace Cham
- Department of Medicine, Knapp Center for Biomedical Discovery, The University of Chicago Knapp Center for Biomedical Discovery, Chicago, Illinois
| | - Sonny T M Lee
- Department of Medicine, Knapp Center for Biomedical Discovery, The University of Chicago Knapp Center for Biomedical Discovery, Chicago, Illinois; Division of Biology, Kansas State University, Manhattan, Kansas
| | - Aki Sakatani
- Department of Medicine, Knapp Center for Biomedical Discovery, The University of Chicago Knapp Center for Biomedical Discovery, Chicago, Illinois
| | - Karen Yang
- Department of Medicine, Knapp Center for Biomedical Discovery, The University of Chicago Knapp Center for Biomedical Discovery, Chicago, Illinois
| | - Yue Shan
- Department of Medicine, Knapp Center for Biomedical Discovery, The University of Chicago Knapp Center for Biomedical Discovery, Chicago, Illinois
| | - Megan Kennedy
- Department of Medicine, Knapp Center for Biomedical Discovery, The University of Chicago Knapp Center for Biomedical Discovery, Chicago, Illinois
| | - Evan Kiefl
- Department of Medicine, Knapp Center for Biomedical Discovery, The University of Chicago Knapp Center for Biomedical Discovery, Chicago, Illinois; Graduate Program in Biophysical Sciences, The University of Chicago Gordon Center for Integrative Science, Chicago, Illinois
| | - Mahmoud Yousef
- Undergraduate Program, Department of Computer Science, The University of Chicago John Crerar Library, Chicago, Illinois
| | - Sean Crosson
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, Michigan
| | - Mitchell Sogin
- Josephine Bay Paul Center for Comparative Molecular Biology and Evolution, Marine Biological Laboratory, Woods Hole, Massachusetts
| | | | - A Murat Eren
- Department of Medicine, Knapp Center for Biomedical Discovery, The University of Chicago Knapp Center for Biomedical Discovery, Chicago, Illinois; Josephine Bay Paul Center for Comparative Molecular Biology and Evolution, Marine Biological Laboratory, Woods Hole, Massachusetts
| | - Vanessa Leone
- Department of Medicine, Knapp Center for Biomedical Discovery, The University of Chicago Knapp Center for Biomedical Discovery, Chicago, Illinois; Department of Animal and Dairy Sciences, University of Wisconsin-Madison, Madison, Wisconsin
| | - Eugene B Chang
- Department of Medicine, Knapp Center for Biomedical Discovery, The University of Chicago Knapp Center for Biomedical Discovery, Chicago, Illinois.
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28
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Quince C, Nurk S, Raguideau S, James R, Soyer OS, Summers JK, Limasset A, Eren AM, Chikhi R, Darling AE. STRONG: metagenomics strain resolution on assembly graphs. Genome Biol 2021; 22:214. [PMID: 34311761 PMCID: PMC8311964 DOI: 10.1186/s13059-021-02419-7] [Citation(s) in RCA: 42] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2020] [Accepted: 06/29/2021] [Indexed: 12/30/2022] Open
Abstract
We introduce STrain Resolution ON assembly Graphs (STRONG), which identifies strains de novo, from multiple metagenome samples. STRONG performs coassembly, and binning into metagenome assembled genomes (MAGs), and stores the coassembly graph prior to variant simplification. This enables the subgraphs and their unitig per-sample coverages, for individual single-copy core genes (SCGs) in each MAG, to be extracted. A Bayesian algorithm, BayesPaths, determines the number of strains present, their haplotypes or sequences on the SCGs, and abundances. STRONG is validated using synthetic communities and for a real anaerobic digestor time series generates haplotypes that match those observed from long Nanopore reads.
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Affiliation(s)
- Christopher Quince
- Organisms and Ecosystems, Earlham Institute, Norwich, NR4 7UZ, UK.
- Gut Microbes and Health, Quadram Institute, Norwich, NR4 7UQ, UK.
- Warwick Medical School, University of Warwick, Coventry, CV4 7AL, UK.
| | - Sergey Nurk
- Genome Informatics Section, Computational and Statistical Genomics Branch, National Human Genome Research Institute, National Institutes of Health, Bethesda, 20892, MD, USA.
| | - Sebastien Raguideau
- Organisms and Ecosystems, Earlham Institute, Norwich, NR4 7UZ, UK
- Warwick Medical School, University of Warwick, Coventry, CV4 7AL, UK
| | - Robert James
- Gut Microbes and Health, Quadram Institute, Norwich, NR4 7UQ, UK
| | - Orkun S Soyer
- School of Life Sciences, University of Warwick, Coventry, CV4 7AL, UK
| | | | | | - A Murat Eren
- Department of Medicine, University of Chicago, Chicago, Illinois, USA
- Josephine Bay Paul Center, Marine Biological Laboratory, Woods Hole, Massachusetts, USA
| | - Rayan Chikhi
- Department of Computational Biology, Institut Pasteur, C3BI USR 3756 IP CNRS, Paris, France
| | - Aaron E Darling
- The iThree institute, University of Technology Sydney, 15 Broadway, Ultimo, 2007, NSW, Australia
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29
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Sevillano M, Dai Z, Calus S, Bautista-de Los Santos QM, Eren AM, van der Wielen PWJJ, Ijaz UZ, Pinto AJ. Differential prevalence and host-association of antimicrobial resistance traits in disinfected and non-disinfected drinking water systems. Sci Total Environ 2020; 749:141451. [PMID: 32836121 DOI: 10.1016/j.scitotenv.2020.141451] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/12/2020] [Revised: 07/10/2020] [Accepted: 08/01/2020] [Indexed: 06/11/2023]
Abstract
Antimicrobial resistance (AMR) in drinking water has received less attention than its counterparts in the urban water cycle. While culture-based techniques or gene-centric PCR have been used to probe the impact of treatment approaches (e.g., disinfection) on AMR in drinking water, to our knowledge there is no systematic comparison of AMR trait distribution and prevalence between disinfected and disinfectant residual-free drinking water systems. We used metagenomics to assess the associations between disinfectant residuals and AMR prevalence and its host association in full-scale drinking water distribution systems (DWDSs) with and without disinfectant residuals. While the differences in AMR profiles between DWDSs were associated with the presence or absence of disinfectant, they were also associated with overall water chemistry and more importantly with microbial community structure. AMR genes and mechanisms differentially abundant in disinfected systems were primarily associated with nontuberculous mycobacteria (NTM). Finally, evaluation of metagenome assembled genomes (MAGs) also suggests that NTM possessing AMR genes conferring intrinsic resistance to key antibiotics were prevalent in disinfected systems, whereas such NTM genomes were not detected in disinfectant residual free DWDSs. Altogether, our findings provide insights into the drinking water resistome and its association with potential opportunistic pathogens, particularly in systems with disinfectant residual.
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Affiliation(s)
- Maria Sevillano
- Department of Civil and Environmental Engineering, Northeastern University, Boston, MA, USA
| | - Zihan Dai
- Infrastructure and Environmental Research Division, School of Engineering, University of Glasgow, G12 8LT Glasgow, UK
| | - Szymon Calus
- Infrastructure and Environmental Research Division, School of Engineering, University of Glasgow, G12 8LT Glasgow, UK
| | | | - A Murat Eren
- Department of Medicine, University of Chicago, Chicago, IL, USA; Bay Paul Center, Marine Biological Laboratory, Woods Hole, MA, USA
| | - Paul W J J van der Wielen
- KWR Watercycle Research Institute, Nieuwegein, Netherlands; Laboratory of Microbiology, Wageningen University, Wageningen, Netherlands
| | - Umer Z Ijaz
- Infrastructure and Environmental Research Division, School of Engineering, University of Glasgow, G12 8LT Glasgow, UK
| | - Ameet J Pinto
- Department of Civil and Environmental Engineering, Northeastern University, Boston, MA, USA.
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30
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Shaiber A, Willis AD, Delmont TO, Roux S, Chen LX, Schmid AC, Yousef M, Watson AR, Lolans K, Esen ÖC, Lee STM, Downey N, Morrison HG, Dewhirst FE, Mark Welch JL, Eren AM. Functional and genetic markers of niche partitioning among enigmatic members of the human oral microbiome. Genome Biol 2020; 21:292. [PMID: 33323122 PMCID: PMC7739484 DOI: 10.1186/s13059-020-02195-w] [Citation(s) in RCA: 93] [Impact Index Per Article: 23.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2020] [Accepted: 11/04/2020] [Indexed: 12/25/2022] Open
Abstract
INTRODUCTION Microbial residents of the human oral cavity have long been a major focus of microbiology due to their influence on host health and intriguing patterns of site specificity amidst the lack of dispersal limitation. However, the determinants of niche partitioning in this habitat are yet to be fully understood, especially among taxa that belong to recently discovered branches of microbial life. RESULTS Here, we assemble metagenomes from tongue and dental plaque samples from multiple individuals and reconstruct 790 non-redundant genomes, 43 of which resolve to TM7, a member of the Candidate Phyla Radiation, forming six monophyletic clades that distinctly associate with either plaque or tongue. Both pangenomic and phylogenomic analyses group tongue-specific clades with other host-associated TM7 genomes. In contrast, plaque-specific TM7 group with environmental TM7 genomes. Besides offering deeper insights into the ecology, evolution, and mobilome of cryptic members of the oral microbiome, our study reveals an intriguing resemblance between dental plaque and non-host environments indicated by the TM7 evolution, suggesting that plaque may have served as a stepping stone for environmental microbes to adapt to host environments for some clades of microbes. Additionally, we report that prophages are widespread among oral-associated TM7, while absent from environmental TM7, suggesting that prophages may have played a role in adaptation of TM7 to the host environment. CONCLUSIONS Our data illuminate niche partitioning of enigmatic members of the oral cavity, including TM7, SR1, and GN02, and provide genomes for poorly characterized yet prevalent members of this biome, such as uncultivated Flavobacteriaceae.
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Affiliation(s)
- Alon Shaiber
- Department of Medicine, University of Chicago, Chicago, IL, 60637, USA
- Biophysical Sciences, University of Chicago, Chicago, IL, 60637, USA
| | - Amy D Willis
- Department of Biostatistics, University of Washington, Seattle, WA, 98195, USA
| | - Tom O Delmont
- Génomique Métabolique, Genoscope, Institut François Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, 91057, Evry, France
| | - Simon Roux
- Department of Energy Joint Genome Institute, Berkeley, CA, 94720, USA
| | - Lin-Xing Chen
- Department of Earth and Planetary Sciences, University of California, Berkeley, CA, 94720, USA
| | - Abigail C Schmid
- Computational and Applied Mathematics, University of Chicago, Chicago, IL, 60637, USA
| | - Mahmoud Yousef
- Computer Science, University of Chicago, Chicago, IL, 60637, USA
| | - Andrea R Watson
- Department of Medicine, University of Chicago, Chicago, IL, 60637, USA
- Committee on Microbiology, University of Chicago, Chicago, IL, 60637, USA
| | - Karen Lolans
- Department of Medicine, University of Chicago, Chicago, IL, 60637, USA
| | - Özcan C Esen
- Department of Medicine, University of Chicago, Chicago, IL, 60637, USA
| | - Sonny T M Lee
- Division of Biology, Kansas State University, Manhattan, KS, 66506, USA
| | - Nora Downey
- Josephine Bay Paul Center for Comparative Molecular Biology and Evolution, Marine Biological Laboratory, Woods Hole, MA, 02543, USA
| | - Hilary G Morrison
- Josephine Bay Paul Center for Comparative Molecular Biology and Evolution, Marine Biological Laboratory, Woods Hole, MA, 02543, USA
| | - Floyd E Dewhirst
- Department of Microbiology, The Forsyth Institute, Cambridge, MA, 02142, USA
- Department of Oral Medicine, Infection and Immunity, Harvard School of Dental Medicine, Boston, MA, 02115, USA
| | - Jessica L Mark Welch
- Josephine Bay Paul Center for Comparative Molecular Biology and Evolution, Marine Biological Laboratory, Woods Hole, MA, 02543, USA.
| | - A Murat Eren
- Department of Medicine, University of Chicago, Chicago, IL, 60637, USA.
- Biophysical Sciences, University of Chicago, Chicago, IL, 60637, USA.
- Committee on Microbiology, University of Chicago, Chicago, IL, 60637, USA.
- Josephine Bay Paul Center for Comparative Molecular Biology and Evolution, Marine Biological Laboratory, Woods Hole, MA, 02543, USA.
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31
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Utter DR, Borisy GG, Eren AM, Cavanaugh CM, Mark Welch JL. Metapangenomics of the oral microbiome provides insights into habitat adaptation and cultivar diversity. Genome Biol 2020; 21:293. [PMID: 33323129 PMCID: PMC7739467 DOI: 10.1186/s13059-020-02200-2] [Citation(s) in RCA: 35] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2020] [Accepted: 11/09/2020] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND The increasing availability of microbial genomes and environmental shotgun metagenomes provides unprecedented access to the genomic differences within related bacteria. The human oral microbiome with its diverse habitats and abundant, relatively well-characterized microbial inhabitants presents an opportunity to investigate bacterial population structures at an ecosystem scale. RESULTS Here, we employ a metapangenomic approach that combines public genomes with Human Microbiome Project (HMP) metagenomes to study the diversity of microbial residents of three oral habitats: tongue dorsum, buccal mucosa, and supragingival plaque. For two exemplar taxa, Haemophilus parainfluenzae and the genus Rothia, metapangenomes reveal distinct genomic groups based on shared genome content. H. parainfluenzae genomes separate into three distinct subgroups with differential abundance between oral habitats. Functional enrichment analyses identify an operon encoding oxaloacetate decarboxylase as diagnostic for the tongue-abundant subgroup. For the genus Rothia, grouping by shared genome content recapitulates species-level taxonomy and habitat preferences. However, while most R. mucilaginosa are restricted to the tongue as expected, two genomes represent a cryptic population of R. mucilaginosa in many buccal mucosa samples. For both H. parainfluenzae and the genus Rothia, we identify not only limitations in the ability of cultivated organisms to represent populations in their native environment, but also specifically which cultivar gene sequences are absent or ubiquitous. CONCLUSIONS Our findings provide insights into population structure and biogeography in the mouth and form specific hypotheses about habitat adaptation. These results illustrate the power of combining metagenomes and pangenomes to investigate the ecology and evolution of bacteria across analytical scales.
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Affiliation(s)
- Daniel R Utter
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, 02138, USA.
| | | | - A Murat Eren
- The Josephine Bay Paul Center for Comparative Molecular Biology and Evolution, Marine Biological Laboratory, Woods Hole, MA, 02543, USA
- Department of Medicine, University of Chicago, Chicago, IL, 60637, USA
| | - Colleen M Cavanaugh
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, 02138, USA.
| | - Jessica L Mark Welch
- The Josephine Bay Paul Center for Comparative Molecular Biology and Evolution, Marine Biological Laboratory, Woods Hole, MA, 02543, USA.
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32
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Bunker JJ, Drees C, Watson AR, Plunkett CH, Nagler CR, Schneewind O, Eren AM, Bendelac A. B cell superantigens in the human intestinal microbiota. Sci Transl Med 2020; 11:11/507/eaau9356. [PMID: 31462512 DOI: 10.1126/scitranslmed.aau9356] [Citation(s) in RCA: 47] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2018] [Revised: 09/19/2018] [Accepted: 07/22/2019] [Indexed: 12/12/2022]
Abstract
IgA is prominently secreted at mucosal surfaces and coats a fraction of the commensal microbiota, a process that is critical for intestinal homeostasis. However, the mechanisms of IgA induction and the molecular targets of these antibodies remain poorly understood, particularly in humans. Here, we demonstrate that microbiota from a subset of human individuals encode two protein "superantigens" expressed on the surface of commensal bacteria of the family Lachnospiraceae such as Ruminococcus gnavus that bind IgA variable regions and stimulate potent IgA responses in mice. These superantigens stimulate B cells expressing human VH3 or murine VH5/6/7 variable regions and subsequently bind their antibodies, allowing these microbial organisms to become highly coated with IgA in vivo. These findings demonstrate a previously unappreciated role for commensal superantigens in host-microbiota interactions. Furthermore, as superantigen-expressing strains show an uneven distribution across human populations, they should be systematically considered in studies evaluating human B cell responses and microbiota during homeostasis and disease.
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Affiliation(s)
- Jeffrey J Bunker
- Committee on Immunology, University of Chicago, Chicago, IL 60637, USA.,Department of Pathology, University of Chicago, Chicago, IL 60637, USA
| | - Christoph Drees
- Committee on Immunology, University of Chicago, Chicago, IL 60637, USA.,Department of Pathology, University of Chicago, Chicago, IL 60637, USA
| | - Andrea R Watson
- Committee on Microbiology, University of Chicago, Chicago, IL 60637, USA.,Department of Medicine, University of Chicago, Chicago, IL 60637, USA
| | - Catherine H Plunkett
- Committee on Immunology, University of Chicago, Chicago, IL 60637, USA.,Department of Pathology, University of Chicago, Chicago, IL 60637, USA
| | - Cathryn R Nagler
- Committee on Immunology, University of Chicago, Chicago, IL 60637, USA.,Department of Pathology, University of Chicago, Chicago, IL 60637, USA
| | - Olaf Schneewind
- Committee on Microbiology, University of Chicago, Chicago, IL 60637, USA.,Department of Microbiology, University of Chicago, Chicago, IL 60637, USA
| | - A Murat Eren
- Committee on Microbiology, University of Chicago, Chicago, IL 60637, USA.,Department of Medicine, University of Chicago, Chicago, IL 60637, USA
| | - Albert Bendelac
- Committee on Immunology, University of Chicago, Chicago, IL 60637, USA. .,Department of Pathology, University of Chicago, Chicago, IL 60637, USA
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33
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Watterson WJ, Tanyeri M, Watson AR, Cham CM, Shan Y, Chang EB, Eren AM, Tay S. Droplet-based high-throughput cultivation for accurate screening of antibiotic resistant gut microbes. eLife 2020; 9:e56998. [PMID: 32553109 PMCID: PMC7351490 DOI: 10.7554/elife.56998] [Citation(s) in RCA: 61] [Impact Index Per Article: 15.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2020] [Accepted: 06/14/2020] [Indexed: 12/16/2022] Open
Abstract
Traditional cultivation approaches in microbiology are labor-intensive, low-throughput, and yield biased sampling of environmental microbes due to ecological and evolutionary factors. New strategies are needed for ample representation of rare taxa and slow-growers that are often outcompeted by fast-growers in cultivation experiments. Here we describe a microfluidic platform that anaerobically isolates and cultivates microbial cells in millions of picoliter droplets and automatically sorts them based on colony density to enhance slow-growing organisms. We applied our strategy to a fecal microbiota transplant (FMT) donor stool using multiple growth media, and found significant increase in taxonomic richness and larger representation of rare and clinically relevant taxa among droplet-grown cells compared to conventional plates. Furthermore, screening the FMT donor stool for antibiotic resistance revealed 21 populations that evaded detection in plate-based assessment of antibiotic resistance. Our method improves cultivation-based surveys of diverse microbiomes to gain deeper insights into microbial functioning and lifestyles.
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Affiliation(s)
- William J Watterson
- Pritzker School of Molecular Engineering, The University of ChicagoChicagoUnited States
- Institute for Genomics and Systems Biology, The University of ChicagoChicagoUnited States
| | - Melikhan Tanyeri
- Pritzker School of Molecular Engineering, The University of ChicagoChicagoUnited States
- Institute for Genomics and Systems Biology, The University of ChicagoChicagoUnited States
- Department of Engineering, Duquesne UniversityPittsburghUnited States
| | - Andrea R Watson
- Department of Medicine, The University of ChicagoChicagoUnited States
| | - Candace M Cham
- Department of Medicine, The University of ChicagoChicagoUnited States
| | - Yue Shan
- Department of Medicine, The University of ChicagoChicagoUnited States
| | - Eugene B Chang
- Department of Medicine, The University of ChicagoChicagoUnited States
| | - A Murat Eren
- Department of Medicine, The University of ChicagoChicagoUnited States
- Graduate Program in the Biophysical Sciences, The University of ChicagoChicagoUnited States
- Josephine Bay Paul Center for Comparative Molecular Biology and Evolution, Marine Biological LaboratoryWoods HoleUnited States
| | - Savaş Tay
- Pritzker School of Molecular Engineering, The University of ChicagoChicagoUnited States
- Institute for Genomics and Systems Biology, The University of ChicagoChicagoUnited States
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34
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Dai Z, Sevillano-Rivera MC, Calus ST, Bautista-de Los Santos QM, Eren AM, van der Wielen PWJJ, Ijaz UZ, Pinto AJ. Disinfection exhibits systematic impacts on the drinking water microbiome. Microbiome 2020; 8:42. [PMID: 32197656 PMCID: PMC7085177 DOI: 10.1186/s40168-020-00813-0] [Citation(s) in RCA: 35] [Impact Index Per Article: 8.8] [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: 11/22/2019] [Accepted: 02/25/2020] [Indexed: 05/06/2023]
Abstract
Limiting microbial growth during drinking water distribution is achieved either by maintaining a disinfectant residual or through nutrient limitation without using a disinfectant. The impact of these contrasting approaches on the drinking water microbiome is not systematically understood. We use genome-resolved metagenomics to compare the structure, metabolic traits, and population genomes of drinking water microbiome samples from bulk drinking water across multiple full-scale disinfected and non-disinfected drinking water systems. Microbial communities cluster at the structural- and functional potential-level based on the presence/absence of a disinfectant residual. Disinfectant residual alone explained 17 and 6.5% of the variance in structure and functional potential of the drinking water microbiome, respectively, despite including multiple drinking water systems with variable source waters and source water communities and treatment strategies. The drinking water microbiome is structurally and functionally less diverse and variable across disinfected compared to non-disinfected systems. While bacteria were the most abundant domain, archaea and eukaryota were more abundant in non-disinfected and disinfected systems, respectively. Community-level differences in functional potential were driven by enrichment of genes associated with carbon and nitrogen fixation in non-disinfected systems and γ-aminobutyrate metabolism in disinfected systems likely associated with the recycling of amino acids. Genome-level analyses for a subset of phylogenetically-related microorganisms suggests that disinfection selects for microorganisms capable of using fatty acids, presumably from microbial decay products, via the glyoxylate cycle. Overall, we find that disinfection exhibits systematic selective pressures on the drinking water microbiome and may select for microorganisms able to utilize microbial decay products originating from disinfection-inactivated microorganisms. Video abstract.
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Affiliation(s)
- Zihan Dai
- Infrastructure and Environment Research Division, School of Engineering, University of Glasgow, G12 8LT, Glasgow, UK
| | | | - Szymon T Calus
- Infrastructure and Environment Research Division, School of Engineering, University of Glasgow, G12 8LT, Glasgow, UK
| | | | - A Murat Eren
- Department of Medicine, University of Chicago, Chicago, IL, USA
- Josephine Bay Paul Center, Marine Biological Laboratory, Woods Hole, MA, USA
| | - Paul W J J van der Wielen
- KWR Watercycle Research Institute, Nieuwegein, Netherlands
- Laboratory of Microbiology, Wageningen University, Wageningen, Netherlands
| | - Umer Z Ijaz
- Infrastructure and Environment Research Division, School of Engineering, University of Glasgow, G12 8LT, Glasgow, UK
| | - Ameet J Pinto
- Department of Civil and Environmental Engineering, Northeastern University, Boston, MA, USA.
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35
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Abstract
Genomes are an integral component of the biological information about an organism; thus, the more complete the genome, the more informative it is. Historically, bacterial and archaeal genomes were reconstructed from pure (monoclonal) cultures, and the first reported sequences were manually curated to completion. However, the bottleneck imposed by the requirement for isolates precluded genomic insights for the vast majority of microbial life. Shotgun sequencing of microbial communities, referred to initially as community genomics and subsequently as genome-resolved metagenomics, can circumvent this limitation by obtaining metagenome-assembled genomes (MAGs); but gaps, local assembly errors, chimeras, and contamination by fragments from other genomes limit the value of these genomes. Here, we discuss genome curation to improve and, in some cases, achieve complete (circularized, no gaps) MAGs (CMAGs). To date, few CMAGs have been generated, although notably some are from very complex systems such as soil and sediment. Through analysis of about 7000 published complete bacterial isolate genomes, we verify the value of cumulative GC skew in combination with other metrics to establish bacterial genome sequence accuracy. The analysis of cumulative GC skew identified potential misassemblies in some reference genomes of isolated bacteria and the repeat sequences that likely gave rise to them. We discuss methods that could be implemented in bioinformatic approaches for curation to ensure that metabolic and evolutionary analyses can be based on very high-quality genomes.
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Affiliation(s)
- Lin-Xing Chen
- Department of Earth and Planetary Sciences, University of California, Berkeley, California 94720, USA
| | - Karthik Anantharaman
- Department of Earth and Planetary Sciences, University of California, Berkeley, California 94720, USA
| | - Alon Shaiber
- Graduate Program in Biophysical Sciences, University of Chicago, Chicago, Illinois 60637, USA.,Department of Medicine, University of Chicago, Chicago, Illinois 60637, USA
| | - A Murat Eren
- Department of Medicine, University of Chicago, Chicago, Illinois 60637, USA.,Bay Paul Center, Marine Biological Laboratory, Woods Hole, Massachusetts 02543, USA
| | - Jillian F Banfield
- Department of Earth and Planetary Sciences, University of California, Berkeley, California 94720, USA.,Department of Environmental Science, Policy, and Management, University of California, Berkeley, California 94720, USA.,Earth and Environmental Sciences, Lawrence Berkeley National Laboratory, University of California, Berkeley, California 94720, USA
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36
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Edwards RA, Vega AA, Norman HM, Ohaeri M, Levi K, Dinsdale EA, Cinek O, Aziz RK, McNair K, Barr JJ, Bibby K, Brouns SJJ, Cazares A, de Jonge PA, Desnues C, Díaz Muñoz SL, Fineran PC, Kurilshikov A, Lavigne R, Mazankova K, McCarthy DT, Nobrega FL, Reyes Muñoz A, Tapia G, Trefault N, Tyakht AV, Vinuesa P, Wagemans J, Zhernakova A, Aarestrup FM, Ahmadov G, Alassaf A, Anton J, Asangba A, Billings EK, Cantu VA, Carlton JM, Cazares D, Cho GS, Condeff T, Cortés P, Cranfield M, Cuevas DA, De la Iglesia R, Decewicz P, Doane MP, Dominy NJ, Dziewit L, Elwasila BM, Eren AM, Franz C, Fu J, Garcia-Aljaro C, Ghedin E, Gulino KM, Haggerty JM, Head SR, Hendriksen RS, Hill C, Hyöty H, Ilina EN, Irwin MT, Jeffries TC, Jofre J, Junge RE, Kelley ST, Khan Mirzaei M, Kowalewski M, Kumaresan D, Leigh SR, Lipson D, Lisitsyna ES, Llagostera M, Maritz JM, Marr LC, McCann A, Molshanski-Mor S, Monteiro S, Moreira-Grez B, Morris M, Mugisha L, Muniesa M, Neve H, Nguyen NP, Nigro OD, Nilsson AS, O'Connell T, Odeh R, Oliver A, Piuri M, Prussin Ii AJ, Qimron U, Quan ZX, Rainetova P, Ramírez-Rojas A, Raya R, Reasor K, Rice GAO, Rossi A, Santos R, Shimashita J, Stachler EN, Stene LC, Strain R, Stumpf R, Torres PJ, Twaddle A, Ugochi Ibekwe M, Villagra N, Wandro S, White B, Whiteley A, Whiteson KL, Wijmenga C, Zambrano MM, Zschach H, Dutilh BE. Global phylogeography and ancient evolution of the widespread human gut virus crAssphage. Nat Microbiol 2019. [PMID: 31285584 DOI: 10.1038/s41564-019-04904-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/16/2023]
Abstract
Microbiomes are vast communities of microorganisms and viruses that populate all natural ecosystems. Viruses have been considered to be the most variable component of microbiomes, as supported by virome surveys and examples of high genomic mosaicism. However, recent evidence suggests that the human gut virome is remarkably stable compared with that of other environments. Here, we investigate the origin, evolution and epidemiology of crAssphage, a widespread human gut virus. Through a global collaboration, we obtained DNA sequences of crAssphage from more than one-third of the world's countries and showed that the phylogeography of crAssphage is locally clustered within countries, cities and individuals. We also found fully colinear crAssphage-like genomes in both Old-World and New-World primates, suggesting that the association of crAssphage with primates may be millions of years old. Finally, by exploiting a large cohort of more than 1,000 individuals, we tested whether crAssphage is associated with bacterial taxonomic groups of the gut microbiome, diverse human health parameters and a wide range of dietary factors. We identified strong correlations with different clades of bacteria that are related to Bacteroidetes and weak associations with several diet categories, but no significant association with health or disease. We conclude that crAssphage is a benign cosmopolitan virus that may have coevolved with the human lineage and is an integral part of the normal human gut virome.
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Affiliation(s)
- Robert A Edwards
- Department of Biology, San Diego State University, San Diego, CA, USA.
- The Viral Information Institute, San Diego State University, San Diego, CA, USA.
| | - Alejandro A Vega
- Department of Biology, San Diego State University, San Diego, CA, USA
| | - Holly M Norman
- Department of Biology, San Diego State University, San Diego, CA, USA
| | - Maria Ohaeri
- Department of Biology, San Diego State University, San Diego, CA, USA
| | - Kyle Levi
- Department of Computer Science, San Diego State University, San Diego, CA, USA
| | | | - Ondrej Cinek
- Department of Pediatrics, 2nd Faculty of Medicine, Charles University in Prague, Prague, Czech Republic
| | - Ramy K Aziz
- Department of Microbiology and Immunology, Faculty of Pharmacy, Cairo University, Cairo, Egypt
| | - Katelyn McNair
- Computational Sciences Research Center, San Diego State University, San Diego, CA, USA
| | - Jeremy J Barr
- School of Biological Sciences, Monash University, Clayton, Victoria, Australia
| | - Kyle Bibby
- Civil and Environmental Engineering and Earth Sciences, University of Notre Dame, Notre Dame, IN, USA
| | - Stan J J Brouns
- Department of Bionanoscience, Kavli Institute of Nanoscience, Delft University of Technology, Delft, The Netherlands
| | - Adrian Cazares
- Institute of Infection and Global Health, University of Liverpool, Liverpool, UK
| | - Patrick A de Jonge
- Department of Bionanoscience, Kavli Institute of Nanoscience, Delft University of Technology, Delft, The Netherlands
- Theoretical Biology and Bioinformatics, Science4Life, Utrecht University, Utrecht, The Netherlands
| | - Christelle Desnues
- MEPHI, Aix-Marseille Université, IRD, AP-HM, CNRS, IHU Méditerranée Infection, Marseille, France
- Mediterranean Institute of Oceanography, Aix-Marseille Université, Université de Toulon, CNRS, IRD, UM 110, Marseille, France
| | - Samuel L Díaz Muñoz
- Center for Genomics and Systems Biology & Department of Biology, New York University, New York, NY, USA
- Department of Microbiology and Molecular Genetics, University of California, Davis, Davis, CA, USA
| | - Peter C Fineran
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
| | - Alexander Kurilshikov
- Department of Genetics, University Medical Center Groningen, Groningen, The Netherlands
| | - Rob Lavigne
- Department of Biosystems, KU Leuven, Leuven, Belgium
| | - Karla Mazankova
- Department of Pediatrics, 2nd Faculty of Medicine, Charles University in Prague, Prague, Czech Republic
| | - David T McCarthy
- EPHM Lab, Civil Engineering Department, Monash University, Clayton, Victoria, Australia
| | - Franklin L Nobrega
- Department of Bionanoscience, Kavli Institute of Nanoscience, Delft University of Technology, Delft, The Netherlands
| | - Alejandro Reyes Muñoz
- Max Planck Tandem Group in Computational Biology, Departamento de Ciencias Biológicas, Universidad de los Andes, Bogotá, Colombia
| | - German Tapia
- Department of Child Health, Norwegian Institute of Public Health, Oslo, Norway
| | - Nicole Trefault
- GEMA Center for Genomics, Ecology & Environment, Universidad Mayor, Huechuraba, Chile
| | - Alexander V Tyakht
- Laboratory of Bioinformatics, Federal Research and Clinical Center of Physical-Chemical Medicine, Moscow, Russia
- Department of Informational Technologies, ITMO University, Saint Petersburg, Russia
| | - Pablo Vinuesa
- Centro de Ciencias Genómicas, Universidad Nacional Autónoma de México, Cuernavaca, Mexico
| | | | - Alexandra Zhernakova
- Department of Genetics, University Medical Center Groningen, Groningen, The Netherlands
| | - Frank M Aarestrup
- National Food Institute, Research Group for Genomic Epidemiology, Technical University of Denmark, Kongens Lyngby, Denmark
| | | | - Abeer Alassaf
- Department of Pediatrics, School of Medicine, University of Jordan, Amman, Jordan
| | - Josefa Anton
- Department of Physiology, Genetics and Microbiology, University of Alicante, Alicante, Spain
| | - Abigail Asangba
- Carl R. Woese Institute of Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | - Emma K Billings
- Department of Biology, San Diego State University, San Diego, CA, USA
| | - Vito Adrian Cantu
- Computational Sciences Research Center, San Diego State University, San Diego, CA, USA
| | - Jane M Carlton
- Center for Genomics and Systems Biology & Department of Biology, New York University, New York, NY, USA
| | - Daniel Cazares
- Centro de Ciencias Genómicas, Universidad Nacional Autónoma de México, Cuernavaca, Mexico
| | - Gyu-Sung Cho
- Department of Microbiology and Biotechnology, Max Rubner-Institut, Federal Research Institute of Nutrition and Food, Kiel, Germany
| | - Tess Condeff
- Department of Biology, San Diego State University, San Diego, CA, USA
| | - Pilar Cortés
- Departament de Genètica i de Microbiologia, Universitat Autònoma De Barcelona, Barcelona, Spain
| | - Mike Cranfield
- Wildlife Health Center, University of California, Davis, Davis, CA, USA
| | - Daniel A Cuevas
- Computational Sciences Research Center, San Diego State University, San Diego, CA, USA
| | - Rodrigo De la Iglesia
- Departamento de Genética Molecular y Microbiología, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Przemyslaw Decewicz
- Department of Bacterial Genetics, Institute of Microbiology, Faculty of Biology, University of Warsaw, Warsaw, Poland
| | - Michael P Doane
- Department of Biology, San Diego State University, San Diego, CA, USA
| | | | - Lukasz Dziewit
- Department of Bacterial Genetics, Institute of Microbiology, Faculty of Biology, University of Warsaw, Warsaw, Poland
| | - Bashir Mukhtar Elwasila
- Department of Pediatrics and Child Health, Faculty of Medicine, University of Khartoum, Khartoum, Sudan
| | - A Murat Eren
- Department of Medicine, University of Chicago, Chicago, IL, USA
| | - Charles Franz
- Department of Microbiology and Biotechnology, Max Rubner-Institut, Federal Research Institute of Nutrition and Food, Kiel, Germany
| | - Jingyuan Fu
- Department of Pediatrics, University Medical Center Groningen, Groningen, The Netherlands
| | - Cristina Garcia-Aljaro
- Department of Genetics, Microbiology and Statistics, Universitat de Barcelona, Barcelona, Spain
| | - Elodie Ghedin
- Center for Genomics and Systems Biology & Department of Biology, New York University, New York, NY, USA
| | - Kristen M Gulino
- Center for Genomics and Systems Biology & Department of Biology, New York University, New York, NY, USA
| | - John M Haggerty
- Department of Biology, San Diego State University, San Diego, CA, USA
| | - Steven R Head
- Next Generation Sequencing and Microarray Core Facility, The Scripps Research Institute, La Jolla, CA, USA
| | - Rene S Hendriksen
- National Food Institute, Research Group for Genomic Epidemiology, Technical University of Denmark, Kongens Lyngby, Denmark
| | - Colin Hill
- School of Microbiology, University College Cork, Cork, Ireland
| | - Heikki Hyöty
- Department of Virology, School of Medicine, University of Tampere, Tampere, Finland
| | - Elena N Ilina
- Department of Molecular Biology and Genetics, Federal Research and Clinical Center of Physical-Chemical Medicine, Moscow, Russia
| | - Mitchell T Irwin
- Department of Anthropology, Northern Illinois University, DeKalb, IL, USA
| | - Thomas C Jeffries
- School of Science and Health, Western Sydney University, Penrith, New South Wales, Australia
| | - Juan Jofre
- Department of Genetics, Microbiology and Statistics, Universitat de Barcelona, Barcelona, Spain
| | - Randall E Junge
- Department of Animal Health, Columbus Zoo and Aquarium, Powell, OH, USA
| | - Scott T Kelley
- Department of Biology, San Diego State University, San Diego, CA, USA
| | | | - Martin Kowalewski
- Department Estacion Biologica Corrientes, Institution Museo Arg. Cs. Naturales-CONICET, Corrientes, Argentina
| | - Deepak Kumaresan
- UWA School of Agriculture and Environment, University of Western Australia, Perth, Western Australia, Australia
| | - Steven R Leigh
- Department of Anthropology, University of Colorado, Boulder, CO, USA
| | - David Lipson
- Department of Biology, San Diego State University, San Diego, CA, USA
| | | | - Montserrat Llagostera
- Departament de Genètica i de Microbiologia, Universitat Autònoma De Barcelona, Barcelona, Spain
| | - Julia M Maritz
- Center for Genomics and Systems Biology & Department of Biology, New York University, New York, NY, USA
| | - Linsey C Marr
- Department of Civil and Environmental Engineering, Virginia Tech, Blacksburg, VA, USA
| | - Angela McCann
- APC Microbiome Institute, University College Cork, Cork, Ireland
| | - Shahar Molshanski-Mor
- Clinical Microbiology & Immunology, Sackler school of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Silvia Monteiro
- Laboratorio de Analises, Instituto Superior Tecnico, Universidade Lisboa, Lisboa, Portugal
| | - Benjamin Moreira-Grez
- UWA School of Agriculture and Environment, University of Western Australia, Perth, Western Australia, Australia
| | - Megan Morris
- Department of Biology, San Diego State University, San Diego, CA, USA
| | - Lawrence Mugisha
- CEHA, Kampala, Uganda
- COVAB, Makerere University, Kampala, Uganda
| | - Maite Muniesa
- Department of Genetics, Microbiology and Statistics, Universitat de Barcelona, Barcelona, Spain
| | - Horst Neve
- Department of Microbiology and Biotechnology, Max Rubner-Institut, Federal Research Institute of Nutrition and Food, Kiel, Germany
| | - Nam-Phuong Nguyen
- Computer Science and Engineering, University of California, San Diego, La Jolla, CA, USA
| | - Olivia D Nigro
- College of Natural and Computational Sciences, Hawai'i Pacific University, Kaneohe, HI, USA
| | - Anders S Nilsson
- Department of Molecular Biosciences, Stockholm University, Stockholm, Sweden
| | - Taylor O'Connell
- Biological and Medical Informatics Program, San Diego State University, San Diego, CA, USA
| | - Rasha Odeh
- Department of Pediatrics, School of Medicine, University of Jordan, Amman, Jordan
| | - Andrew Oliver
- Department of Molecular Biology & Biochemistry, University of California, Irvine, Irvine, CA, USA
| | - Mariana Piuri
- Departamento de Química Biológica, Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires, Buenos Aires, Argentina
| | - Aaron J Prussin Ii
- Department of Civil and Environmental Engineering, Virginia Tech, Blacksburg, VA, USA
| | - Udi Qimron
- Department of Clinical Microbiology and Immunology, Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Zhe-Xue Quan
- Ministry of Education Key Laboratory for Biodiversity Science and Ecological Engineering, Fudan University, Shanghai, China
| | - Petra Rainetova
- Centre of Epidemiology and Microbiology, National Institute of Public Health, Prague, Czech Republic
| | | | | | - Kim Reasor
- Department of Biology, San Diego State University, San Diego, CA, USA
| | | | - Alessandro Rossi
- Theoretical Biology and Bioinformatics, Science4Life, Utrecht University, Utrecht, The Netherlands
- Department of Biology, University of Padova, Padova, Italy
| | - Ricardo Santos
- Laboratorio de Analises, Instituto Superior Tecnico, Universidade Lisboa, Lisboa, Portugal
| | - John Shimashita
- Department of Civil and Environmental Engineering, Virginia Tech, Blacksburg, VA, USA
| | - Elyse N Stachler
- Swanson School of Engineering, University of Pittsburgh, Pittsburgh, PA, USA
| | - Lars C Stene
- Department of Child Health, Norwegian Institute of Public Health, Oslo, Norway
| | - Ronan Strain
- APC Microbiome Institute, University College Cork, Cork, Ireland
| | - Rebecca Stumpf
- Carl R. Woese Institute of Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | - Pedro J Torres
- Department of Biology, San Diego State University, San Diego, CA, USA
| | - Alan Twaddle
- Center for Genomics and Systems Biology & Department of Biology, New York University, New York, NY, USA
| | - MaryAnn Ugochi Ibekwe
- Department of Pediatrics, Federal Teaching Hospital Abakaliki, Ebonyi State University, Abakaliki, Nigeria
| | - Nicolás Villagra
- Escuela de Tecnología Médica, Universidad Andres Bello, Santiago, Chile
| | - Stephen Wandro
- Department of Molecular Biology & Biochemistry, University of California, Irvine, Irvine, CA, USA
| | - Bryan White
- Carl R. Woese Institute of Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | - Andy Whiteley
- UWA School of Agriculture and Environment, University of Western Australia, Perth, Western Australia, Australia
| | - Katrine L Whiteson
- Department of Molecular Biology & Biochemistry, University of California, Irvine, Irvine, CA, USA
| | - Cisca Wijmenga
- Department of Genetics, University Medical Center Groningen, Groningen, The Netherlands
| | | | - Henrike Zschach
- The Bioinformatics Centre, Department of Biology, University of Copenhagen, Copenhagen, Denmark
| | - Bas E Dutilh
- Theoretical Biology and Bioinformatics, Science4Life, Utrecht University, Utrecht, The Netherlands.
- Centre for Molecular and Biomolecular Informatics, Radboud Institute for Molecular Life Sciences, Radboud University Medical Centre, Nijmegen, The Netherlands.
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37
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Edwards RA, Vega AA, Norman HM, Ohaeri M, Levi K, Dinsdale EA, Cinek O, Aziz RK, McNair K, Barr JJ, Bibby K, Brouns SJJ, Cazares A, de Jonge PA, Desnues C, Díaz Muñoz SL, Fineran PC, Kurilshikov A, Lavigne R, Mazankova K, McCarthy DT, Nobrega FL, Reyes Muñoz A, Tapia G, Trefault N, Tyakht AV, Vinuesa P, Wagemans J, Zhernakova A, Aarestrup FM, Ahmadov G, Alassaf A, Anton J, Asangba A, Billings EK, Cantu VA, Carlton JM, Cazares D, Cho GS, Condeff T, Cortés P, Cranfield M, Cuevas DA, De la Iglesia R, Decewicz P, Doane MP, Dominy NJ, Dziewit L, Elwasila BM, Eren AM, Franz C, Fu J, Garcia-Aljaro C, Ghedin E, Gulino KM, Haggerty JM, Head SR, Hendriksen RS, Hill C, Hyöty H, Ilina EN, Irwin MT, Jeffries TC, Jofre J, Junge RE, Kelley ST, Khan Mirzaei M, Kowalewski M, Kumaresan D, Leigh SR, Lipson D, Lisitsyna ES, Llagostera M, Maritz JM, Marr LC, McCann A, Molshanski-Mor S, Monteiro S, Moreira-Grez B, Morris M, Mugisha L, Muniesa M, Neve H, Nguyen NP, Nigro OD, Nilsson AS, O'Connell T, Odeh R, Oliver A, Piuri M, Prussin Ii AJ, Qimron U, Quan ZX, Rainetova P, Ramírez-Rojas A, Raya R, Reasor K, Rice GAO, Rossi A, Santos R, Shimashita J, Stachler EN, Stene LC, Strain R, Stumpf R, Torres PJ, Twaddle A, Ugochi Ibekwe M, Villagra N, Wandro S, White B, Whiteley A, Whiteson KL, Wijmenga C, Zambrano MM, Zschach H, Dutilh BE. Global phylogeography and ancient evolution of the widespread human gut virus crAssphage. Nat Microbiol 2019; 4:1727-1736. [PMID: 31285584 DOI: 10.1101/527796] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [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: 10/14/2018] [Accepted: 05/22/2019] [Indexed: 05/26/2023]
Abstract
Microbiomes are vast communities of microorganisms and viruses that populate all natural ecosystems. Viruses have been considered to be the most variable component of microbiomes, as supported by virome surveys and examples of high genomic mosaicism. However, recent evidence suggests that the human gut virome is remarkably stable compared with that of other environments. Here, we investigate the origin, evolution and epidemiology of crAssphage, a widespread human gut virus. Through a global collaboration, we obtained DNA sequences of crAssphage from more than one-third of the world's countries and showed that the phylogeography of crAssphage is locally clustered within countries, cities and individuals. We also found fully colinear crAssphage-like genomes in both Old-World and New-World primates, suggesting that the association of crAssphage with primates may be millions of years old. Finally, by exploiting a large cohort of more than 1,000 individuals, we tested whether crAssphage is associated with bacterial taxonomic groups of the gut microbiome, diverse human health parameters and a wide range of dietary factors. We identified strong correlations with different clades of bacteria that are related to Bacteroidetes and weak associations with several diet categories, but no significant association with health or disease. We conclude that crAssphage is a benign cosmopolitan virus that may have coevolved with the human lineage and is an integral part of the normal human gut virome.
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Affiliation(s)
- Robert A Edwards
- Department of Biology, San Diego State University, San Diego, CA, USA.
- The Viral Information Institute, San Diego State University, San Diego, CA, USA.
| | - Alejandro A Vega
- Department of Biology, San Diego State University, San Diego, CA, USA
| | - Holly M Norman
- Department of Biology, San Diego State University, San Diego, CA, USA
| | - Maria Ohaeri
- Department of Biology, San Diego State University, San Diego, CA, USA
| | - Kyle Levi
- Department of Computer Science, San Diego State University, San Diego, CA, USA
| | | | - Ondrej Cinek
- Department of Pediatrics, 2nd Faculty of Medicine, Charles University in Prague, Prague, Czech Republic
| | - Ramy K Aziz
- Department of Microbiology and Immunology, Faculty of Pharmacy, Cairo University, Cairo, Egypt
| | - Katelyn McNair
- Computational Sciences Research Center, San Diego State University, San Diego, CA, USA
| | - Jeremy J Barr
- School of Biological Sciences, Monash University, Clayton, Victoria, Australia
| | - Kyle Bibby
- Civil and Environmental Engineering and Earth Sciences, University of Notre Dame, Notre Dame, IN, USA
| | - Stan J J Brouns
- Department of Bionanoscience, Kavli Institute of Nanoscience, Delft University of Technology, Delft, The Netherlands
| | - Adrian Cazares
- Institute of Infection and Global Health, University of Liverpool, Liverpool, UK
| | - Patrick A de Jonge
- Department of Bionanoscience, Kavli Institute of Nanoscience, Delft University of Technology, Delft, The Netherlands
- Theoretical Biology and Bioinformatics, Science4Life, Utrecht University, Utrecht, The Netherlands
| | - Christelle Desnues
- MEPHI, Aix-Marseille Université, IRD, AP-HM, CNRS, IHU Méditerranée Infection, Marseille, France
- Mediterranean Institute of Oceanography, Aix-Marseille Université, Université de Toulon, CNRS, IRD, UM 110, Marseille, France
| | - Samuel L Díaz Muñoz
- Center for Genomics and Systems Biology & Department of Biology, New York University, New York, NY, USA
- Department of Microbiology and Molecular Genetics, University of California, Davis, Davis, CA, USA
| | - Peter C Fineran
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
| | - Alexander Kurilshikov
- Department of Genetics, University Medical Center Groningen, Groningen, The Netherlands
| | - Rob Lavigne
- Department of Biosystems, KU Leuven, Leuven, Belgium
| | - Karla Mazankova
- Department of Pediatrics, 2nd Faculty of Medicine, Charles University in Prague, Prague, Czech Republic
| | - David T McCarthy
- EPHM Lab, Civil Engineering Department, Monash University, Clayton, Victoria, Australia
| | - Franklin L Nobrega
- Department of Bionanoscience, Kavli Institute of Nanoscience, Delft University of Technology, Delft, The Netherlands
| | - Alejandro Reyes Muñoz
- Max Planck Tandem Group in Computational Biology, Departamento de Ciencias Biológicas, Universidad de los Andes, Bogotá, Colombia
| | - German Tapia
- Department of Child Health, Norwegian Institute of Public Health, Oslo, Norway
| | - Nicole Trefault
- GEMA Center for Genomics, Ecology & Environment, Universidad Mayor, Huechuraba, Chile
| | - Alexander V Tyakht
- Laboratory of Bioinformatics, Federal Research and Clinical Center of Physical-Chemical Medicine, Moscow, Russia
- Department of Informational Technologies, ITMO University, Saint Petersburg, Russia
| | - Pablo Vinuesa
- Centro de Ciencias Genómicas, Universidad Nacional Autónoma de México, Cuernavaca, Mexico
| | | | - Alexandra Zhernakova
- Department of Genetics, University Medical Center Groningen, Groningen, The Netherlands
| | - Frank M Aarestrup
- National Food Institute, Research Group for Genomic Epidemiology, Technical University of Denmark, Kongens Lyngby, Denmark
| | | | - Abeer Alassaf
- Department of Pediatrics, School of Medicine, University of Jordan, Amman, Jordan
| | - Josefa Anton
- Department of Physiology, Genetics and Microbiology, University of Alicante, Alicante, Spain
| | - Abigail Asangba
- Carl R. Woese Institute of Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | - Emma K Billings
- Department of Biology, San Diego State University, San Diego, CA, USA
| | - Vito Adrian Cantu
- Computational Sciences Research Center, San Diego State University, San Diego, CA, USA
| | - Jane M Carlton
- Center for Genomics and Systems Biology & Department of Biology, New York University, New York, NY, USA
| | - Daniel Cazares
- Centro de Ciencias Genómicas, Universidad Nacional Autónoma de México, Cuernavaca, Mexico
| | - Gyu-Sung Cho
- Department of Microbiology and Biotechnology, Max Rubner-Institut, Federal Research Institute of Nutrition and Food, Kiel, Germany
| | - Tess Condeff
- Department of Biology, San Diego State University, San Diego, CA, USA
| | - Pilar Cortés
- Departament de Genètica i de Microbiologia, Universitat Autònoma De Barcelona, Barcelona, Spain
| | - Mike Cranfield
- Wildlife Health Center, University of California, Davis, Davis, CA, USA
| | - Daniel A Cuevas
- Computational Sciences Research Center, San Diego State University, San Diego, CA, USA
| | - Rodrigo De la Iglesia
- Departamento de Genética Molecular y Microbiología, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Przemyslaw Decewicz
- Department of Bacterial Genetics, Institute of Microbiology, Faculty of Biology, University of Warsaw, Warsaw, Poland
| | - Michael P Doane
- Department of Biology, San Diego State University, San Diego, CA, USA
| | | | - Lukasz Dziewit
- Department of Bacterial Genetics, Institute of Microbiology, Faculty of Biology, University of Warsaw, Warsaw, Poland
| | - Bashir Mukhtar Elwasila
- Department of Pediatrics and Child Health, Faculty of Medicine, University of Khartoum, Khartoum, Sudan
| | - A Murat Eren
- Department of Medicine, University of Chicago, Chicago, IL, USA
| | - Charles Franz
- Department of Microbiology and Biotechnology, Max Rubner-Institut, Federal Research Institute of Nutrition and Food, Kiel, Germany
| | - Jingyuan Fu
- Department of Pediatrics, University Medical Center Groningen, Groningen, The Netherlands
| | - Cristina Garcia-Aljaro
- Department of Genetics, Microbiology and Statistics, Universitat de Barcelona, Barcelona, Spain
| | - Elodie Ghedin
- Center for Genomics and Systems Biology & Department of Biology, New York University, New York, NY, USA
| | - Kristen M Gulino
- Center for Genomics and Systems Biology & Department of Biology, New York University, New York, NY, USA
| | - John M Haggerty
- Department of Biology, San Diego State University, San Diego, CA, USA
| | - Steven R Head
- Next Generation Sequencing and Microarray Core Facility, The Scripps Research Institute, La Jolla, CA, USA
| | - Rene S Hendriksen
- National Food Institute, Research Group for Genomic Epidemiology, Technical University of Denmark, Kongens Lyngby, Denmark
| | - Colin Hill
- School of Microbiology, University College Cork, Cork, Ireland
| | - Heikki Hyöty
- Department of Virology, School of Medicine, University of Tampere, Tampere, Finland
| | - Elena N Ilina
- Department of Molecular Biology and Genetics, Federal Research and Clinical Center of Physical-Chemical Medicine, Moscow, Russia
| | - Mitchell T Irwin
- Department of Anthropology, Northern Illinois University, DeKalb, IL, USA
| | - Thomas C Jeffries
- School of Science and Health, Western Sydney University, Penrith, New South Wales, Australia
| | - Juan Jofre
- Department of Genetics, Microbiology and Statistics, Universitat de Barcelona, Barcelona, Spain
| | - Randall E Junge
- Department of Animal Health, Columbus Zoo and Aquarium, Powell, OH, USA
| | - Scott T Kelley
- Department of Biology, San Diego State University, San Diego, CA, USA
| | | | - Martin Kowalewski
- Department Estacion Biologica Corrientes, Institution Museo Arg. Cs. Naturales-CONICET, Corrientes, Argentina
| | - Deepak Kumaresan
- UWA School of Agriculture and Environment, University of Western Australia, Perth, Western Australia, Australia
| | - Steven R Leigh
- Department of Anthropology, University of Colorado, Boulder, CO, USA
| | - David Lipson
- Department of Biology, San Diego State University, San Diego, CA, USA
| | | | - Montserrat Llagostera
- Departament de Genètica i de Microbiologia, Universitat Autònoma De Barcelona, Barcelona, Spain
| | - Julia M Maritz
- Center for Genomics and Systems Biology & Department of Biology, New York University, New York, NY, USA
| | - Linsey C Marr
- Department of Civil and Environmental Engineering, Virginia Tech, Blacksburg, VA, USA
| | - Angela McCann
- APC Microbiome Institute, University College Cork, Cork, Ireland
| | - Shahar Molshanski-Mor
- Clinical Microbiology & Immunology, Sackler school of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Silvia Monteiro
- Laboratorio de Analises, Instituto Superior Tecnico, Universidade Lisboa, Lisboa, Portugal
| | - Benjamin Moreira-Grez
- UWA School of Agriculture and Environment, University of Western Australia, Perth, Western Australia, Australia
| | - Megan Morris
- Department of Biology, San Diego State University, San Diego, CA, USA
| | - Lawrence Mugisha
- CEHA, Kampala, Uganda
- COVAB, Makerere University, Kampala, Uganda
| | - Maite Muniesa
- Department of Genetics, Microbiology and Statistics, Universitat de Barcelona, Barcelona, Spain
| | - Horst Neve
- Department of Microbiology and Biotechnology, Max Rubner-Institut, Federal Research Institute of Nutrition and Food, Kiel, Germany
| | - Nam-Phuong Nguyen
- Computer Science and Engineering, University of California, San Diego, La Jolla, CA, USA
| | - Olivia D Nigro
- College of Natural and Computational Sciences, Hawai'i Pacific University, Kaneohe, HI, USA
| | - Anders S Nilsson
- Department of Molecular Biosciences, Stockholm University, Stockholm, Sweden
| | - Taylor O'Connell
- Biological and Medical Informatics Program, San Diego State University, San Diego, CA, USA
| | - Rasha Odeh
- Department of Pediatrics, School of Medicine, University of Jordan, Amman, Jordan
| | - Andrew Oliver
- Department of Molecular Biology & Biochemistry, University of California, Irvine, Irvine, CA, USA
| | - Mariana Piuri
- Departamento de Química Biológica, Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires, Buenos Aires, Argentina
| | - Aaron J Prussin Ii
- Department of Civil and Environmental Engineering, Virginia Tech, Blacksburg, VA, USA
| | - Udi Qimron
- Department of Clinical Microbiology and Immunology, Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Zhe-Xue Quan
- Ministry of Education Key Laboratory for Biodiversity Science and Ecological Engineering, Fudan University, Shanghai, China
| | - Petra Rainetova
- Centre of Epidemiology and Microbiology, National Institute of Public Health, Prague, Czech Republic
| | | | | | - Kim Reasor
- Department of Biology, San Diego State University, San Diego, CA, USA
| | | | - Alessandro Rossi
- Theoretical Biology and Bioinformatics, Science4Life, Utrecht University, Utrecht, The Netherlands
- Department of Biology, University of Padova, Padova, Italy
| | - Ricardo Santos
- Laboratorio de Analises, Instituto Superior Tecnico, Universidade Lisboa, Lisboa, Portugal
| | - John Shimashita
- Department of Civil and Environmental Engineering, Virginia Tech, Blacksburg, VA, USA
| | - Elyse N Stachler
- Swanson School of Engineering, University of Pittsburgh, Pittsburgh, PA, USA
| | - Lars C Stene
- Department of Child Health, Norwegian Institute of Public Health, Oslo, Norway
| | - Ronan Strain
- APC Microbiome Institute, University College Cork, Cork, Ireland
| | - Rebecca Stumpf
- Carl R. Woese Institute of Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | - Pedro J Torres
- Department of Biology, San Diego State University, San Diego, CA, USA
| | - Alan Twaddle
- Center for Genomics and Systems Biology & Department of Biology, New York University, New York, NY, USA
| | - MaryAnn Ugochi Ibekwe
- Department of Pediatrics, Federal Teaching Hospital Abakaliki, Ebonyi State University, Abakaliki, Nigeria
| | - Nicolás Villagra
- Escuela de Tecnología Médica, Universidad Andres Bello, Santiago, Chile
| | - Stephen Wandro
- Department of Molecular Biology & Biochemistry, University of California, Irvine, Irvine, CA, USA
| | - Bryan White
- Carl R. Woese Institute of Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | - Andy Whiteley
- UWA School of Agriculture and Environment, University of Western Australia, Perth, Western Australia, Australia
| | - Katrine L Whiteson
- Department of Molecular Biology & Biochemistry, University of California, Irvine, Irvine, CA, USA
| | - Cisca Wijmenga
- Department of Genetics, University Medical Center Groningen, Groningen, The Netherlands
| | | | - Henrike Zschach
- The Bioinformatics Centre, Department of Biology, University of Copenhagen, Copenhagen, Denmark
| | - Bas E Dutilh
- Theoretical Biology and Bioinformatics, Science4Life, Utrecht University, Utrecht, The Netherlands.
- Centre for Molecular and Biomolecular Informatics, Radboud Institute for Molecular Life Sciences, Radboud University Medical Centre, Nijmegen, The Netherlands.
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38
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Delmont TO, Kiefl E, Kilinc O, Esen OC, Uysal I, Rappé MS, Giovannoni S, Eren AM. Single-amino acid variants reveal evolutionary processes that shape the biogeography of a global SAR11 subclade. eLife 2019; 8:46497. [PMID: 31478833 PMCID: PMC6721796 DOI: 10.7554/elife.46497] [Citation(s) in RCA: 60] [Impact Index Per Article: 12.0] [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: 03/01/2019] [Accepted: 08/13/2019] [Indexed: 12/14/2022] Open
Abstract
Members of the SAR11 order Pelagibacterales dominate the surface oceans. Their extensive diversity challenges emerging operational boundaries defined for microbial 'species' and complicates efforts of population genetics to study their evolution. Here, we employed single-amino acid variants (SAAVs) to investigate ecological and evolutionary forces that maintain the genomic heterogeneity within ubiquitous SAR11 populations we accessed through metagenomic read recruitment using a single isolate genome. Integrating amino acid and protein biochemistry with metagenomics revealed that systematic purifying selection against deleterious variants governs non-synonymous variation among very closely related populations of SAR11. SAAVs partitioned metagenomes into two main groups matching large-scale oceanic current temperatures, and six finer proteotypes that connect distant oceanic regions. These findings suggest that environmentally-mediated selection plays a critical role in the journey of cosmopolitan surface ocean microbial populations, and the idea 'everything is everywhere but the environment selects' has credence even at the finest resolutions.
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Affiliation(s)
- Tom O Delmont
- Department of Medicine, The University of Chicago, Chicago, United States
| | - Evan Kiefl
- Department of Medicine, The University of Chicago, Chicago, United States.,Graduate Program in Biophysical Sciences, University of Chicago, Chicago, United States
| | - Ozsel Kilinc
- Department of Electrical Engineering, University of South Florida, Tampa, United States
| | - Ozcan C Esen
- Department of Medicine, The University of Chicago, Chicago, United States
| | - Ismail Uysal
- Department of Electrical Engineering, University of South Florida, Tampa, United States
| | - Michael S Rappé
- Hawaii Institute of Marine Biology, University of Hawaii at Manoa, Kaneohe, United States
| | - Steven Giovannoni
- Department of Microbiology, Oregon State University, Corvallis, United States
| | - A Murat Eren
- Department of Medicine, The University of Chicago, Chicago, United States.,Marine Biological Laboratory, Woods Hole, United States
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39
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Yeoman CJ, Brutscher LM, Esen ÖC, Ibaoglu F, Fowler C, Eren AM, Wanner K, Weaver DK. Genome-resolved insights into a novel Spiroplasma symbiont of the Wheat Stem Sawfly ( Cephus cinctus). PeerJ 2019; 7:e7548. [PMID: 31523509 PMCID: PMC6716498 DOI: 10.7717/peerj.7548] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [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: 02/21/2019] [Accepted: 07/25/2019] [Indexed: 12/24/2022] Open
Abstract
Arthropods often have obligate relationships with symbiotic microbes, and recent investigations have demonstrated that such host-microbe relationships could be exploited to suppress natural populations of vector carrying mosquitos. Strategies that target the interplay between agricultural pests and their symbionts could decrease the burden caused by agricultural pests; however, the lack of comprehensive genomic insights into naturally occurring microbial symbionts presents a significant bottleneck. Here we employed amplicon surveys, genome-resolved metagenomics, and scanning electron microscopy to investigate symbionts of the wheat stem sawfly (Cephus cinctus), a major pest that causes an estimated $350 million dollars or more in wheat yield losses in the northwestern United States annually. Through 16S rRNA gene sequencing of two major haplotypes and life stages of wheat stem sawfly, we show a novel Spiroplasma species is ever-present and predominant, with phylogenomic analyses placing it as a member of the ixodetis clade of mollicutes. Using state-of-the-art metagenomic assembly and binning strategies we were able to reconstruct a 714 Kb, 72.7%-complete Spiroplasma genome, which represents just the second draft genome from the ixodetis clade of mollicutes. Functional annotation of the Spiroplasma genome indicated carbohydrate-metabolism involved PTS-mediated import of glucose and fructose followed by glycolysis to lactate, acetate, and propionoate. The bacterium also encoded biosynthetic pathways for essential vitamins B2, B3, and B9. We identified putative Spiroplasma virulence genes: cardiolipin and chitinase. These results identify a previously undescribed symbiosis between wheat stem sawfly and a novel Spiroplasma sp., availing insight into their molecular relationship, and may yield new opportunities for microbially-mediated pest control strategies.
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Affiliation(s)
- Carl J Yeoman
- Department of Animal & Range Sciences, Montana State University, Bozeman, MT, United States of America
| | - Laura M Brutscher
- Department of Animal & Range Sciences, Montana State University, Bozeman, MT, United States of America.,Department of Microbiology & Immunology, Montana State University, Bozeman, MT, United States of America
| | - Özcan C Esen
- Department of Medicine, University of Chicago, Chicago, IL, United States of America
| | - Furkan Ibaoglu
- Department of Animal & Range Sciences, Montana State University, Bozeman, MT, United States of America.,Department of Microbiology & Immunology, Montana State University, Bozeman, MT, United States of America
| | - Curtis Fowler
- Department of Animal & Range Sciences, Montana State University, Bozeman, MT, United States of America
| | - A Murat Eren
- Department of Medicine, University of Chicago, Chicago, IL, United States of America.,Marine Biological Laboratory, The Josephine Bay Paul Center for Comparative Molecular Biology and Evolution, Woods Hole, Massachuetts, United States of America
| | - Kevin Wanner
- Department of Plant Sciences & Plant Pathology, Montana State University, Bozeman, MT, United States of America
| | - David K Weaver
- Department of Land Resources and Environmental Sciences, Montana State University, Bozeman, MT, United States of America
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40
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Nissimov JI, Talmy D, Haramaty L, Fredricks HF, Zelzion E, Knowles B, Eren AM, Vandzura R, Laber CP, Schieler BM, Johns CT, More KD, Coolen MJL, Follows MJ, Bhattacharya D, Van Mooy BAS, Bidle KD. Biochemical diversity of glycosphingolipid biosynthesis as a driver of Coccolithovirus competitive ecology. Environ Microbiol 2019; 21:2182-2197. [PMID: 31001863 DOI: 10.1111/1462-2920.14633] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2019] [Accepted: 04/15/2019] [Indexed: 11/29/2022]
Abstract
Coccolithoviruses (EhVs) are large, double-stranded DNA-containing viruses that infect the single-celled, marine coccolithophore Emiliania huxleyi. Given the cosmopolitan nature and global importance of E. huxleyi as a bloom-forming, calcifying, photoautotroph, E. huxleyi-EhV interactions play a key role in oceanic carbon biogeochemistry. Virally-encoded glycosphingolipids (vGSLs) are virulence factors that are produced by the activity of virus-encoded serine palmitoyltransferase (SPT). Here, we characterize the dynamics, diversity and catalytic production of vGSLs in an array of EhV strains in relation to their SPT sequence composition and explore the hypothesis that they are a determinant of infectivity and host demise. vGSL production and diversity was positively correlated with increased virulence, virus replication rate and lytic infection dynamics in laboratory experiments, but they do not explain the success of less-virulent EhVs in natural EhV communities. The majority of EhV-derived SPT amplicon sequences associated with infected cells in the North Atlantic derived from slower infecting, less virulent EhVs. Our lab-, field- and mathematical model-based data and simulations support ecological scenarios whereby slow-infecting, less-virulent EhVs successfully compete in North Atlantic populations of E. huxleyi, through either the preferential removal of fast-infecting, virulent EhVs during active infection or by having access to a broader host range.
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Affiliation(s)
- Jozef I Nissimov
- Department of Marine and Coastal Sciences, Rutgers University, New Brunswick, NJ, 08901, USA.,Scottish Association for Marine Science, Scottish Marine Institute, Oban, Argyll, PA37 1QA, Scotland, UK
| | - David Talmy
- Department of Microbiology, University of Tennessee-Knoxville, Knoxville, TN, 37996, USA
| | - Liti Haramaty
- Department of Marine and Coastal Sciences, Rutgers University, New Brunswick, NJ, 08901, USA
| | - Helen F Fredricks
- Department of Marine Chemistry and Geochemistry, Woods Hole Oceanographic Institution, Woods Hole, MA, 02543, USA
| | - Ehud Zelzion
- Department of Biochemistry and Microbiology, Rutgers University, New Brunswick, NJ, 08901, USA
| | - Ben Knowles
- Department of Marine and Coastal Sciences, Rutgers University, New Brunswick, NJ, 08901, USA
| | - A Murat Eren
- Marine Biological Laboratory, Josephine Bay Paul Center, Woods Hole, Massachusetts, 02543, USA.,Department of Medicine, The University of Chicago, Chicago, IL, 60637, USA
| | - Rebecca Vandzura
- Department of Marine and Coastal Sciences, Rutgers University, New Brunswick, NJ, 08901, USA
| | - Christien P Laber
- Department of Marine and Coastal Sciences, Rutgers University, New Brunswick, NJ, 08901, USA
| | - Brittany M Schieler
- Department of Marine and Coastal Sciences, Rutgers University, New Brunswick, NJ, 08901, USA
| | - Christopher T Johns
- Department of Marine and Coastal Sciences, Rutgers University, New Brunswick, NJ, 08901, USA
| | - Kuldeep D More
- WA-Organic and Isotope Geochemistry Centre, School of Earth and Planetary Sciences, Curtin University, Bentley, WA, 6102, Australia
| | - Marco J L Coolen
- WA-Organic and Isotope Geochemistry Centre, School of Earth and Planetary Sciences, Curtin University, Bentley, WA, 6102, Australia
| | - Michael J Follows
- Department of Earth, Atmosphere and Planetary Sciences, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA
| | - Debashish Bhattacharya
- Department of Biochemistry and Microbiology, Rutgers University, New Brunswick, NJ, 08901, USA
| | - Benjamin A S Van Mooy
- Department of Marine Chemistry and Geochemistry, Woods Hole Oceanographic Institution, Woods Hole, MA, 02543, USA
| | - Kay D Bidle
- Department of Marine and Coastal Sciences, Rutgers University, New Brunswick, NJ, 08901, USA
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41
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Reveillaud J, Bordenstein SR, Cruaud C, Shaiber A, Esen ÖC, Weill M, Makoundou P, Lolans K, Watson AR, Rakotoarivony I, Bordenstein SR, Eren AM. The Wolbachia mobilome in Culex pipiens includes a putative plasmid. Nat Commun 2019; 10:1051. [PMID: 30837458 PMCID: PMC6401122 DOI: 10.1038/s41467-019-08973-w] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2018] [Accepted: 02/06/2019] [Indexed: 12/21/2022] Open
Abstract
Wolbachia is a genus of obligate intracellular bacteria found in nematodes and arthropods worldwide, including insect vectors that transmit dengue, West Nile, and Zika viruses. Wolbachia's unique ability to alter host reproductive behavior through its temperate bacteriophage WO has enabled the development of new vector control strategies. However, our understanding of Wolbachia's mobilome beyond its bacteriophages is incomplete. Here, we reconstruct near-complete Wolbachia genomes from individual ovary metagenomes of four wild Culex pipiens mosquitoes captured in France. In addition to viral genes missing from the Wolbachia reference genome, we identify a putative plasmid (pWCP), consisting of a 9.23-kbp circular element with 14 genes. We validate its presence in additional Culex pipiens mosquitoes using PCR, long-read sequencing, and screening of existing metagenomes. The discovery of this previously unrecognized extrachromosomal element opens additional possibilities for genetic manipulation of Wolbachia.
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Affiliation(s)
- Julie Reveillaud
- ASTRE, INRA, CIRAD, University of Montpellier, Montpellier, 34398, France.
| | - Sarah R Bordenstein
- Department of Biological Sciences, Vanderbilt University, Nashville, 37235, TN, USA
| | - Corinne Cruaud
- Commissariat à l'Energie Atomique et aux Energies Alternatives (CEA), Institut de Biologie François Jacob, Genoscope, Evry, 91057, France
| | - Alon Shaiber
- Graduate Program in the Biophysical Sciences, University of Chicago, Chicago, IL, 60637, USA
- Department of Medicine, University of Chicago, Chicago, 60637, IL, USA
| | - Özcan C Esen
- Department of Medicine, University of Chicago, Chicago, 60637, IL, USA
| | - Mylène Weill
- Institut des Sciences de l'Evolution de Montpellier (ISEM), UMR CNRS-IRD-EPHE-Université de Montpellier, Montpellier, 34095, France
| | - Patrick Makoundou
- Institut des Sciences de l'Evolution de Montpellier (ISEM), UMR CNRS-IRD-EPHE-Université de Montpellier, Montpellier, 34095, France
| | - Karen Lolans
- Department of Medicine, University of Chicago, Chicago, 60637, IL, USA
| | - Andrea R Watson
- Department of Medicine, University of Chicago, Chicago, 60637, IL, USA
| | | | - Seth R Bordenstein
- Department of Biological Sciences, Vanderbilt University, Nashville, 37235, TN, USA
- Department of Pathology, Microbiology, and Immunology, Vanderbilt University, Nashville, 37235, TN, USA
- Vanderbilt Institute for Infection, Immunology, and Inflammation, Vanderbilt University, Nashville, 37235, TN, USA
| | - A Murat Eren
- Graduate Program in the Biophysical Sciences, University of Chicago, Chicago, IL, 60637, USA.
- Department of Medicine, University of Chicago, Chicago, 60637, IL, USA.
- Josephine Bay Paul Center for Comparative Molecular Biology and Evolution, Marine Biological Laboratory, Woods Hole, 02543, MA, USA.
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42
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McKay LJ, Dlakić M, Fields MW, Delmont TO, Eren AM, Jay ZJ, Klingelsmith KB, Rusch DB, Inskeep WP. Co-occurring genomic capacity for anaerobic methane and dissimilatory sulfur metabolisms discovered in the Korarchaeota. Nat Microbiol 2019; 4:614-622. [PMID: 30833730 DOI: 10.1038/s41564-019-0362-4] [Citation(s) in RCA: 59] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2018] [Accepted: 01/07/2019] [Indexed: 11/09/2022]
Abstract
Phylogenetic and geological evidence supports the hypothesis that life on Earth originated in thermal environments and conserved energy through methanogenesis or sulfur reduction. Here we describe two populations of the deeply rooted archaeal phylum Korarchaeota, which were retrieved from the metagenome of a circumneutral, suboxic hot spring that contains high levels of sulfate, sulfide, methane, hydrogen and carbon dioxide. One population is closely related to 'Candidatus Korarchaeum cryptofilum OPF8', while the more abundant korarchaeote, 'Candidatus Methanodesulfokores washburnensis', contains genes that are necessary for anaerobic methane and dissimilatory sulfur metabolisms. Phylogenetic and ancestral reconstruction analyses suggest that methane metabolism originated in the Korarchaeota, whereas genes for dissimilatory sulfite reduction were horizontally transferred to the Korarchaeota from the Firmicutes. Interactions among enzymes involved in both metabolisms could facilitate exergonic, sulfite-dependent, anaerobic oxidation of methane to methanol; alternatively, 'Ca. M. washburnensis' could conduct methanogenesis and sulfur reduction independently. Metabolic reconstruction suggests that 'Ca. M. washburnensis' is a mixotroph, capable of amino acid uptake, assimilation of methane-derived carbon and/or CO2 fixation by archaeal type III-b RuBisCO for scavenging ribose carbon. Our findings link anaerobic methane metabolism and dissimilatory sulfur reduction within a single deeply rooted archaeal population and have implications for the evolution of these traits throughout the Archaea.
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Affiliation(s)
- Luke J McKay
- Department of Land Resources and Environmental Sciences, Montana State University, Bozeman, MT, USA. .,Center for Biofilm Engineering, Montana State University, Bozeman, MT, USA.
| | - Mensur Dlakić
- Department of Microbiology and Immunology, Montana State University, Bozeman, MT, USA
| | - Matthew W Fields
- Center for Biofilm Engineering, Montana State University, Bozeman, MT, USA.,Department of Microbiology and Immunology, Montana State University, Bozeman, MT, USA
| | - Tom O Delmont
- Department of Medicine, University of Chicago, Chicago, IL, USA.,Genoscope, Évry, France
| | - A Murat Eren
- Department of Medicine, University of Chicago, Chicago, IL, USA.,Josephine Bay Paul Center, Marine Biological Laboratory, Woods Hole, MA, USA
| | - Zackary J Jay
- Center for Biofilm Engineering, Montana State University, Bozeman, MT, USA
| | | | | | - William P Inskeep
- Department of Land Resources and Environmental Sciences, Montana State University, Bozeman, MT, USA. .,Thermal Biology Institute, Montana State University, Bozeman, MT, USA.
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43
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Schwartz MH, Wang H, Pan JN, Clark WC, Cui S, Eckwahl MJ, Pan DW, Parisien M, Owens SM, Cheng BL, Martinez K, Xu J, Chang EB, Pan T, Eren AM. Microbiome characterization by high-throughput transfer RNA sequencing and modification analysis. Nat Commun 2018; 9:5353. [PMID: 30559359 PMCID: PMC6297222 DOI: 10.1038/s41467-018-07675-z] [Citation(s) in RCA: 38] [Impact Index Per Article: 6.3] [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: 05/09/2018] [Accepted: 11/09/2018] [Indexed: 12/13/2022] Open
Abstract
Advances in high-throughput sequencing have facilitated remarkable insights into the diversity and functioning of naturally occurring microbes; however, current sequencing strategies are insufficient to reveal physiological states of microbial communities associated with protein translation dynamics. Transfer RNAs (tRNAs) are core components of protein synthesis machinery, present in all living cells, and are phylogenetically tractable, which make them ideal targets to gain physiological insights into environmental microbes. Here we report a direct sequencing approach, tRNA-seq, and a software suite, tRNA-seq-tools, to recover sequences, abundance profiles, and post-transcriptional modifications of microbial tRNA transcripts. Our analysis of cecal samples using tRNA-seq distinguishes high-fat- and low-fat-fed mice in a comparable fashion to 16S ribosomal RNA gene amplicons, and reveals taxon- and diet-dependent variations in tRNA modifications. Our results provide taxon-specific in situ insights into the dynamics of tRNA gene expression and post-transcriptional modifications within complex environmental microbiomes.
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Affiliation(s)
- Michael H Schwartz
- Department of Biochemistry and Molecular Biology, University of Chicago, Chicago, IL, 60637, USA.,Committee on Microbiology, University of Chicago, Chicago, IL, 60637, USA
| | - Haipeng Wang
- Department of Biochemistry and Molecular Biology, University of Chicago, Chicago, IL, 60637, USA.,School of Computer Science and Technology, Shandong University of Technology, Zibo, Shandong, China.,Toyota Technological Institute at Chicago, Chicago, IL, 60637, USA
| | - Jessica N Pan
- Department of Biochemistry and Molecular Biology, University of Chicago, Chicago, IL, 60637, USA
| | - Wesley C Clark
- Department of Biochemistry and Molecular Biology, University of Chicago, Chicago, IL, 60637, USA
| | - Steven Cui
- Department of Medicine, University of Chicago, Chicago, IL, 60637, USA
| | - Matthew J Eckwahl
- Department of Biochemistry and Molecular Biology, University of Chicago, Chicago, IL, 60637, USA
| | - David W Pan
- Department of Biochemistry and Molecular Biology, University of Chicago, Chicago, IL, 60637, USA
| | - Marc Parisien
- Department of Biochemistry and Molecular Biology, University of Chicago, Chicago, IL, 60637, USA
| | - Sarah M Owens
- Department of Medicine, University of Chicago, Chicago, IL, 60637, USA.,Argonne National Laboratory, Lemont, IL, 60439, USA
| | - Brian L Cheng
- Committee on Microbiology, University of Chicago, Chicago, IL, 60637, USA
| | - Kristina Martinez
- Department of Medicine, University of Chicago, Chicago, IL, 60637, USA
| | - Jinbo Xu
- Toyota Technological Institute at Chicago, Chicago, IL, 60637, USA
| | - Eugene B Chang
- Department of Medicine, University of Chicago, Chicago, IL, 60637, USA
| | - Tao Pan
- Department of Biochemistry and Molecular Biology, University of Chicago, Chicago, IL, 60637, USA. .,Committee on Microbiology, University of Chicago, Chicago, IL, 60637, USA.
| | - A Murat Eren
- Committee on Microbiology, University of Chicago, Chicago, IL, 60637, USA. .,Department of Medicine, University of Chicago, Chicago, IL, 60637, USA. .,Marine Biological Laboratory, Woods Hole, MA, 02543, USA.
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44
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Abstract
BACKGROUND Clostridiales and Bacteroidales are uniquely adapted to the gut environment and have co-evolved with their hosts resulting in convergent microbiome patterns within mammalian species. As a result, members of Clostridiales and Bacteroidales are particularly suitable for identifying sources of fecal contamination in environmental samples. However, a comprehensive evaluation of their predictive power and development of computational approaches is lacking. Given the global public health concern for waterborne disease, accurate identification of fecal pollution sources is essential for effective risk assessment and management. Here, we use random forest algorithm and 16S rRNA gene amplicon sequences assigned to Clostridiales and Bacteroidales to identify common fecal pollution sources. We benchmarked the accuracy, consistency, and sensitivity of our classification approach using fecal, environmental, and artificial in silico generated samples. RESULTS Clostridiales and Bacteroidales classifiers were composed mainly of sequences that displayed differential distributions (host-preferred) among sewage, cow, deer, pig, cat, and dog sources. Each classifier correctly identified human and individual animal sources in approximately 90% of the fecal and environmental samples tested. Misclassifications resulted mostly from false-positive identification of cat and dog fecal signatures in host animals not used to build the classifiers, suggesting characterization of additional animals would improve accuracy. Random forest predictions were highly reproducible, reflecting the consistency of the bacterial signatures within each of the animal and sewage sources. Using in silico generated samples, we could detect fecal bacterial signatures when the source dataset accounted for as little as ~ 0.5% of the assemblage, with ~ 0.04% of the sequences matching the classifiers. Finally, we developed a proxy to estimate proportions among sources, which allowed us to determine which sources contribute the most to observed fecal pollution. CONCLUSION Random forest classification with 16S rRNA gene amplicons offers a rapid, sensitive, and accurate solution for identifying host microbial signatures to detect human and animal fecal contamination in environmental samples.
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Affiliation(s)
- Adélaïde Roguet
- School of Freshwater Sciences, University of Wisconsin-Milwaukee, Milwaukee, WI, USA
| | - A Murat Eren
- Department of Medicine, University of Chicago, Chicago, IL, USA
| | - Ryan J Newton
- School of Freshwater Sciences, University of Wisconsin-Milwaukee, Milwaukee, WI, USA
| | - Sandra L McLellan
- School of Freshwater Sciences, University of Wisconsin-Milwaukee, Milwaukee, WI, USA.
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45
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Delmont TO, Quince C, Shaiber A, Esen ÖC, Lee ST, Rappé MS, McLellan SL, Lücker S, Eren AM. Author Correction: Nitrogen-fixing populations of Planctomycetes and Proteobacteria are abundant in surface ocean metagenomes. Nat Microbiol 2018; 3:963. [PMID: 30042441 PMCID: PMC7608358 DOI: 10.1038/s41564-018-0209-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Tom O Delmont
- Department of Medicine, University of Chicago, Chicago, IL, USA.
| | | | - Alon Shaiber
- Graduate Program in the Biophysical Sciences, University of Chicago, Chicago, IL, USA
| | - Özcan C Esen
- Department of Medicine, University of Chicago, Chicago, IL, USA
| | - Sonny Tm Lee
- Department of Medicine, University of Chicago, Chicago, IL, USA
| | - Michael S Rappé
- Hawaii Institute of Marine Biology, University of Hawaii at Manoa, Kaneohe, HI, USA
| | - Sandra L McLellan
- School of Freshwater Sciences, University of Wisconsin-Milwaukee, Milwaukee, WI, USA
| | - Sebastian Lücker
- Department of Microbiology, Radboud University, Nijmegen, The Netherlands
| | - A Murat Eren
- Department of Medicine, University of Chicago, Chicago, IL, USA. .,Josephine Bay Paul Center, Marine Biological Laboratory, Woods Hole, MA, USA. .,Committee on Microbiology, University of Chicago, Chicago, IL, USA.
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46
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Kroeger ME, Delmont TO, Eren AM, Meyer KM, Guo J, Khan K, Rodrigues JLM, Bohannan BJM, Tringe SG, Borges CD, Tiedje JM, Tsai SM, Nüsslein K. New Biological Insights Into How Deforestation in Amazonia Affects Soil Microbial Communities Using Metagenomics and Metagenome-Assembled Genomes. Front Microbiol 2018; 9:1635. [PMID: 30083144 PMCID: PMC6064768 DOI: 10.3389/fmicb.2018.01635] [Citation(s) in RCA: 40] [Impact Index Per Article: 6.7] [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: 04/16/2018] [Accepted: 06/30/2018] [Indexed: 11/17/2022] Open
Abstract
Deforestation in the Brazilian Amazon occurs at an alarming rate, which has broad effects on global greenhouse gas emissions, carbon storage, and biogeochemical cycles. In this study, soil metagenomes and metagenome-assembled genomes (MAGs) were analyzed for alterations to microbial community composition, functional groups, and putative physiology as it related to land-use change and tropical soil. A total of 28 MAGs were assembled encompassing 10 phyla, including both dominant and rare biosphere lineages. Amazon Acidobacteria subdivision 3, Melainabacteria, Microgenomates, and Parcubacteria were found exclusively in pasture soil samples, while Candidatus Rokubacteria was predominant in the adjacent rainforest soil. These shifts in relative abundance between land-use types were supported by the different putative physiologies and life strategies employed by the taxa. This research provides unique biological insights into candidate phyla in tropical soil and how deforestation may impact the carbon cycle and affect climate change.
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Affiliation(s)
- Marie E Kroeger
- Department of Microbiology, University of Massachusetts Amherst, Amherst, MA, United States
| | - Tom O Delmont
- Department of Medicine, University of Chicago, Chicago, IL, United States
| | - A M Eren
- Department of Medicine, University of Chicago, Chicago, IL, United States.,Josephine Bay Paul Center, Marine Biological Laboratory, Woods Hole, MA, United States
| | - Kyle M Meyer
- Institute of Ecology and Evolution, University of Oregon, Eugene, OR, United States
| | - Jiarong Guo
- Center for Microbial Ecology, Michigan State University, East Lansing, MI, United States
| | - Kiran Khan
- Department of Microbiology, University of Massachusetts Amherst, Amherst, MA, United States
| | - Jorge L M Rodrigues
- Department of Land, Air, and Water Resources, University of California, Davis, Davis, CA, United States
| | - Brendan J M Bohannan
- Institute of Ecology and Evolution, University of Oregon, Eugene, OR, United States
| | | | - Clovis D Borges
- Centro de Energia Nuclear na Agricultura, University of São Paulo, Piracicaba, Brazil
| | - James M Tiedje
- Center for Microbial Ecology, Michigan State University, East Lansing, MI, United States
| | - Siu M Tsai
- Centro de Energia Nuclear na Agricultura, University of São Paulo, Piracicaba, Brazil
| | - Klaus Nüsslein
- Department of Microbiology, University of Massachusetts Amherst, Amherst, MA, United States
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47
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Miyoshi J, Leone V, Nobutani K, Musch MW, Martinez-Guryn K, Wang Y, Miyoshi S, Bobe AM, Eren AM, Chang EB. Minimizing confounders and increasing data quality in murine models for studies of the gut microbiome. PeerJ 2018; 6:e5166. [PMID: 30013837 PMCID: PMC6046200 DOI: 10.7717/peerj.5166] [Citation(s) in RCA: 39] [Impact Index Per Article: 6.5] [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: 02/28/2018] [Accepted: 06/15/2018] [Indexed: 12/28/2022] Open
Abstract
Murine models are widely used to explore host-microbe interactions because of the challenges and limitations inherent to human studies. However, microbiome studies in murine models are not without their nuances. Inter-individual variations in gut microbiota are frequent even in animals housed within the same room. We therefore sought to find an efficient and effective standard operating procedure (SOP) to minimize these effects to improve consistency and reproducibility in murine microbiota studies. Mice were housed in a single room under specific-pathogen free conditions. Soiled cage bedding was routinely mixed weekly and distributed among all cages from weaning (three weeks old) until the onset of the study. Females and males were separated by sex and group-housed (up to five mice/cage) at weaning. 16S rRNA gene analyses of fecal samples showed that this protocol significantly reduced pre-study variability of gut microbiota amongst animals compared to other conventional measures used to normalize microbiota when large experimental cohorts have been required. A significant and consistent effect size was observed in gut microbiota when mice were switched from regular chow to purified diet in both sexes. However, sex and aging appeared to be independent drivers of gut microbial assemblage and should be taken into account in studies of this nature. In summary, we report a practical and effective pre-study SOP for normalizing the gut microbiome of murine cohorts that minimizes inter-individual variability and resolves co-housing problems inherent to male mice. This SOP may increase quality, rigor, and reproducibility of data acquisition and analysis.
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Affiliation(s)
- Jun Miyoshi
- Department of Medicine, The University of Chicago, Chicago, IL, United States of America
| | - Vanessa Leone
- Department of Medicine, The University of Chicago, Chicago, IL, United States of America
| | - Kentaro Nobutani
- Department of Medicine, The University of Chicago, Chicago, IL, United States of America
| | - Mark W Musch
- Department of Medicine, The University of Chicago, Chicago, IL, United States of America
| | - Kristina Martinez-Guryn
- Department of Medicine, The University of Chicago, Chicago, IL, United States of America.,Biomedical Sciences Program, Midwestern University, Downers Grove, IL, United States of America
| | - Yunwei Wang
- Department of Medicine, The University of Chicago, Chicago, IL, United States of America
| | - Sawako Miyoshi
- Department of Medicine, The University of Chicago, Chicago, IL, United States of America
| | - Alexandria M Bobe
- Department of Medicine, The University of Chicago, Chicago, IL, United States of America
| | - A Murat Eren
- Department of Medicine, The University of Chicago, Chicago, IL, United States of America
| | - Eugene B Chang
- Department of Medicine, The University of Chicago, Chicago, IL, United States of America
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48
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Bowers RM, Kyrpides NC, Stepanauskas R, Harmon-Smith M, Doud D, Reddy TBK, Schulz F, Jarett J, Rivers AR, Eloe-Fadrosh EA, Tringe SG, Ivanova NN, Copeland A, Clum A, Becraft ED, Malmstrom RR, Birren B, Podar M, Bork P, Weinstock GM, Garrity GM, Dodsworth JA, Yooseph S, Sutton G, Glöckner FO, Gilbert JA, Nelson WC, Hallam SJ, Jungbluth SP, Ettema TJG, Tighe S, Konstantinidis KT, Liu WT, Baker BJ, Rattei T, Eisen JA, Hedlund B, McMahon KD, Fierer N, Knight R, Finn R, Cochrane G, Karsch-Mizrachi I, Tyson GW, Rinke C, Lapidus A, Meyer F, Yilmaz P, Parks DH, Eren AM, Schriml L, Banfield JF, Hugenholtz P, Woyke T. Corrigendum: Minimum information about a single amplified genome (MISAG) and a metagenome-assembled genome (MIMAG) of bacteria and archaea. Nat Biotechnol 2018; 36:660. [PMID: 29979671 PMCID: PMC7608355 DOI: 10.1038/nbt0718-660a] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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49
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Tabatabaei N, Eren AM, Barreiro LB, Yotova V, Dumaine A, Allard C, Fraser WD. Vaginal microbiome in early pregnancy and subsequent risk of spontaneous preterm birth: a case-control study. BJOG 2018; 126:349-358. [PMID: 29791775 DOI: 10.1111/1471-0528.15299] [Citation(s) in RCA: 96] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/23/2018] [Indexed: 11/28/2022]
Abstract
OBJECTIVES To explore differences in the vaginal microbiome between preterm and term deliveries. DESIGN Nested case-control study in 3D cohort (design, develop, discover). SETTING Quebec, Canada. SAMPLE Ninety-four women with spontaneous preterm birth as cases [17 early (<34 weeks) and 77 late (34-36 weeks) preterm birth] and 356 women as controls with term delivery (≥37 weeks). METHODS To assess the vaginal microbiome by sequencing the V4 region of the 16S ribosomal RNA (rRNA) gene in swabs self-collected during early pregnancy. MAIN OUTCOME MEASURES Comparison of relative abundance of bacterial operational taxonomic units and oligotypes and identifying vaginal community state types (CSTs) in early or late spontaneous preterm and term deliveries. RESULTS Lactobacillus gasseri/ Lactobacillus johnsonii (coefficient -5.36, 95% CI -8.07 to -2.65), Lactobacillus crispatus (99%)/ Lactobacillus acidophilus (99%) (-4.58, 95% CI -6.20 to -2.96), Lactobacillus iners (99%)/ Ralstonia solanacearum (99%) (-3.98, 95% CI -6.48 to -1.47) and Bifidobacterium longum/ Bifidobacterium breve (-8.84, 95% CI -12.96 to -4.73) were associated with decreased risk of early but not late preterm birth. Six vaginal CSTs were identified: four dominated by Lactobacillus; one with presence of bacterial vaginosis-associated bacteria (Gardnerella vaginalis, Atopobium vaginae and Veillonellaceae bacterium) (CST IV); and one with nondominance of Lactobacillus (CST VI). CST IV was associated with increased risk of early (4.22, 95% CI 1.24-24.85) but not late (1.63, 95% CI 0.68-5.04) preterm birth, compared with CST VI. CONCLUSIONS Lactobacillus gasseri/L. johnsonii, L. crispatus/L. acidophilus, L. iners/R. solanacearum and B. longum/B. breve may be associated with decreased risk of early preterm birth. A bacterial vaginosis-related vaginal CST versus a CST nondominated by Lactobacillus may be associated with increased risk of early preterm birth. TWEETABLE ABSTRACT Largest study of its kind finds certain species of vaginal Lactobacillus + Bifidobacterium may relate to lower risk of preterm birth.
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Affiliation(s)
- N Tabatabaei
- Research Centre of CHU Sainte-Justine, University of Montreal, Montreal, QC, Canada.,Department of Obstetrics and Gynaecology, University of Sherbrooke, Sherbrooke, QC, Canada
| | - A M Eren
- Department of Medicine, University of Chicago, Chicago, IL, USA
| | - L B Barreiro
- Research Centre of CHU Sainte-Justine, University of Montreal, Montreal, QC, Canada.,Department of Paediatrics, Research Center of CHU Sainte-Justine, University of Montreal, Montreal, QC, Canada
| | - V Yotova
- Research Centre of CHU Sainte-Justine, University of Montreal, Montreal, QC, Canada.,Department of Paediatrics, Research Center of CHU Sainte-Justine, University of Montreal, Montreal, QC, Canada
| | - A Dumaine
- Research Centre of CHU Sainte-Justine, University of Montreal, Montreal, QC, Canada.,Department of Paediatrics, Research Center of CHU Sainte-Justine, University of Montreal, Montreal, QC, Canada
| | - C Allard
- Research Centre of Sherbrooke University Hospital Centre (CRCHUS), Sherbrooke, QC, Canada
| | - W D Fraser
- Research Centre of CHU Sainte-Justine, University of Montreal, Montreal, QC, Canada.,Department of Obstetrics and Gynaecology, University of Sherbrooke, Sherbrooke, QC, Canada.,Research Centre of Sherbrooke University Hospital Centre (CRCHUS), Sherbrooke, QC, Canada
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50
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Delmont TO, Quince C, Shaiber A, Esen ÖC, Lee ST, Rappé MS, McLellan SL, Lücker S, Eren AM. Nitrogen-fixing populations of Planctomycetes and Proteobacteria are abundant in surface ocean metagenomes. Nat Microbiol 2018; 3:804-813. [PMID: 29891866 PMCID: PMC6792437 DOI: 10.1038/s41564-018-0176-9] [Citation(s) in RCA: 234] [Impact Index Per Article: 39.0] [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: 05/25/2017] [Accepted: 05/15/2018] [Indexed: 01/28/2023]
Abstract
Nitrogen fixation in the surface ocean impacts global marine nitrogen bioavailability and thus microbial primary productivity. Until now, cyanobacterial populations have been viewed as the main suppliers of bioavailable nitrogen in this habitat. Although PCR amplicon surveys targeting the nitrogenase reductase gene have revealed the existence of diverse non-cyanobacterial diazotrophic populations, subsequent quantitative PCR surveys suggest that they generally occur in low abundance. Here, we use state-of-the-art metagenomic assembly and binning strategies to recover nearly one thousand non-redundant microbial population genomes from the TARA Oceans metagenomes. Among these, we provide the first genomic evidence for non-cyanobacterial diazotrophs inhabiting surface waters of the open ocean, which correspond to lineages within the Proteobacteria and, most strikingly, the Planctomycetes. Members of the latter phylum are prevalent in aquatic systems, but have never been linked to nitrogen fixation previously. Moreover, using genome-wide quantitative read recruitment, we demonstrate that the discovered diazotrophs were not only widespread but also remarkably abundant (up to 0.3% of metagenomic reads for a single population) in both the Pacific Ocean and the Atlantic Ocean northwest. Our results extend decades of PCR-based gene surveys, and substantiate the importance of heterotrophic bacteria in the fixation of nitrogen in the surface ocean.
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Affiliation(s)
- Tom O Delmont
- Department of Medicine, University of Chicago, Chicago, IL, USA.
| | | | - Alon Shaiber
- Graduate Program in the Biophysical Sciences, University of Chicago, Chicago, IL, USA
| | - Özcan C Esen
- Department of Medicine, University of Chicago, Chicago, IL, USA
| | - Sonny Tm Lee
- Department of Medicine, University of Chicago, Chicago, IL, USA
| | - Michael S Rappé
- Hawaii Institute of Marine Biology, University of Hawaii at Manoa, Kaneohe, HI, USA
| | - Sandra L McLellan
- School of Freshwater Sciences, University of Wisconsin-Milwaukee, Milwaukee, WI, USA
| | - Sebastian Lücker
- Department of Microbiology, Radboud University, Nijmegen, The Netherlands
| | - A Murat Eren
- Department of Medicine, University of Chicago, Chicago, IL, USA. .,Josephine Bay Paul Center, Marine Biological Laboratory, Woods Hole, MA, USA. .,Committee on Microbiology, University of Chicago, Chicago, IL, USA.
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