1
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Warwick-Dugdale J, Tian F, Michelsen ML, Cronin DR, Moore K, Farbos A, Chittick L, Bell A, Zayed AA, Buchholz HH, Bolanos LM, Parsons RJ, Allen MJ, Sullivan MB, Temperton B. Long-read powered viral metagenomics in the oligotrophic Sargasso Sea. Nat Commun 2024; 15:4089. [PMID: 38744831 DOI: 10.1038/s41467-024-48300-6] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2023] [Accepted: 04/24/2024] [Indexed: 05/16/2024] Open
Abstract
Dominant microorganisms of the Sargasso Sea are key drivers of the global carbon cycle. However, associated viruses that shape microbial community structure and function are not well characterised. Here, we combined short and long read sequencing to survey Sargasso Sea phage communities in virus- and cellular fractions at viral maximum (80 m) and mesopelagic (200 m) depths. We identified 2,301 Sargasso Sea phage populations from 186 genera. Over half of the phage populations identified here lacked representation in global ocean viral metagenomes, whilst 177 of the 186 identified genera lacked representation in genomic databases of phage isolates. Viral fraction and cell-associated viral communities were decoupled, indicating viral turnover occurred across periods longer than the sampling period of three days. Inclusion of long-read data was critical for capturing the breadth of viral diversity. Phage isolates that infect the dominant bacterial taxa Prochlorococcus and Pelagibacter, usually regarded as cosmopolitan and abundant, were poorly represented.
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Affiliation(s)
- Joanna Warwick-Dugdale
- School of Biosciences, University of Exeter, Exeter, Devon, EX4 4SB, UK.
- Plymouth Marine Laboratory, Plymouth, Devon, PL1 3DH, UK.
| | - Funing Tian
- Center of Microbiome Science and Department of Microbiology, Ohio State University, Columbus, OH, 43210, USA
| | | | - Dylan R Cronin
- Center of Microbiome Science and Department of Microbiology, Ohio State University, Columbus, OH, 43210, USA
- EMERGE Biology Integration Institute, Ohio State University, Columbus, OH, 43210, USA
| | - Karen Moore
- School of Biosciences, University of Exeter, Exeter, Devon, EX4 4SB, UK
| | - Audrey Farbos
- School of Biosciences, University of Exeter, Exeter, Devon, EX4 4SB, UK
| | - Lauren Chittick
- Center of Microbiome Science and Department of Microbiology, Ohio State University, Columbus, OH, 43210, USA
| | - Ashley Bell
- School of Biosciences, University of Exeter, Exeter, Devon, EX4 4SB, UK
| | - Ahmed A Zayed
- Center of Microbiome Science and Department of Microbiology, Ohio State University, Columbus, OH, 43210, USA
- EMERGE Biology Integration Institute, Ohio State University, Columbus, OH, 43210, USA
| | - Holger H Buchholz
- School of Biosciences, University of Exeter, Exeter, Devon, EX4 4SB, UK
- Department of Microbiology, Oregon State University, Corvallis, OR, 97331, USA
| | - Luis M Bolanos
- School of Biosciences, University of Exeter, Exeter, Devon, EX4 4SB, UK
| | - Rachel J Parsons
- Bermuda Institute of Ocean Sciences, St.George's, GE, 01, Bermuda
- School of Ocean Futures, Arizona State University, Tempe, AZ, US
| | - Michael J Allen
- School of Biosciences, University of Exeter, Exeter, Devon, EX4 4SB, UK
| | - Matthew B Sullivan
- Center of Microbiome Science and Department of Microbiology, Ohio State University, Columbus, OH, 43210, USA
- EMERGE Biology Integration Institute, Ohio State University, Columbus, OH, 43210, USA
- Department of Civil, Environmental, and Geodetic Engineering, Ohio State University, Columbus, OH, 43210, USA
| | - Ben Temperton
- School of Biosciences, University of Exeter, Exeter, Devon, EX4 4SB, UK.
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2
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Rigonato J, Budinich M, Murillo AA, Brandão MC, Pierella Karlusich JJ, Soviadan YD, Gregory AC, Endo H, Kokoszka F, Vik D, Henry N, Frémont P, Labadie K, Zayed AA, Dimier C, Picheral M, Searson S, Poulain J, Kandels S, Pesant S, Karsenti E, Bork P, Bowler C, de Vargas C, Eveillard D, Gehlen M, Iudicone D, Lombard F, Ogata H, Stemmann L, Sullivan MB, Sunagawa S, Wincker P, Chaffron S, Jaillon O. Ocean-wide comparisons of mesopelagic planktonic community structures. ISME Commun 2023; 3:83. [PMID: 37596349 PMCID: PMC10439195 DOI: 10.1038/s43705-023-00279-9] [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] [Subscribe] [Scholar Register] [Received: 12/09/2021] [Revised: 06/21/2023] [Accepted: 06/29/2023] [Indexed: 08/20/2023]
Abstract
For decades, marine plankton have been investigated for their capacity to modulate biogeochemical cycles and provide fishery resources. Between the sunlit (epipelagic) layer and the deep dark waters, lies a vast and heterogeneous part of the ocean: the mesopelagic zone. How plankton composition is shaped by environment has been well-explored in the epipelagic but much less in the mesopelagic ocean. Here, we conducted comparative analyses of trans-kingdom community assemblages thriving in the mesopelagic oxygen minimum zone (OMZ), mesopelagic oxic, and their epipelagic counterparts. We identified nine distinct types of intermediate water masses that correlate with variation in mesopelagic community composition. Furthermore, oxygen, NO3- and particle flux together appeared as the main drivers governing these communities. Novel taxonomic signatures emerged from OMZ while a global co-occurrence network analysis showed that about 70% of the abundance of mesopelagic plankton groups is organized into three community modules. One module gathers prokaryotes, pico-eukaryotes and Nucleo-Cytoplasmic Large DNA Viruses (NCLDV) from oxic regions, and the two other modules are enriched in OMZ prokaryotes and OMZ pico-eukaryotes, respectively. We hypothesize that OMZ conditions led to a diversification of ecological niches, and thus communities, due to selective pressure from limited resources. Our study further clarifies the interplay between environmental factors in the mesopelagic oxic and OMZ, and the compositional features of communities.
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Affiliation(s)
- Janaina Rigonato
- Génomique Métabolique, Genoscope, Institut de Biologie François Jacob, Commissariat à l'Energie Atomique (CEA), CNRS, Université Evry, Université Paris-Saclay, 91000, Evry, France.
- Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 3 rue Michel-Ange, 75016, Paris, France.
| | - Marko Budinich
- Sorbonne Université, CNRS, Station Biologique de Roscoff, AD2M, UMR 7144, 29680, Roscoff, France
- Nantes Université, École Centrale Nantes, CNRS, LS2N, UMR 6004, F-44000, Nantes, France
| | - Alejandro A Murillo
- Structural and Computational Biology, European Molecular Biology Laboratory, Meyerhofstr. 1, 69117, Heidelberg, Germany
| | - Manoela C Brandão
- Sorbonne Université, CNRS, Institut de la Mer de Villefranche sur mer, Laboratoire d'Océanographie de Villefranche, 06230, Villefranche-sur-Mer, France
| | - Juan J Pierella Karlusich
- Institut de Biologie de l'ENS (IBENS), Département de biologie, Ecole normale supérieure, CNRS, INSERM, Université PSL, 75005, Paris, France
| | - Yawouvi Dodji Soviadan
- Sorbonne Université, CNRS, Institut de la Mer de Villefranche sur mer, Laboratoire d'Océanographie de Villefranche, 06230, Villefranche-sur-Mer, France
| | - Ann C Gregory
- Department of Microbiology, The Ohio State University, Columbus, OH, 43214, USA
| | - Hisashi Endo
- Bioinformatics Center, Institute for Chemical Research Kyoto University, Gokasho, Uji, Kyoto, 611-0011, Japan
| | - Florian Kokoszka
- Institut de Biologie de l'ENS (IBENS), Département de biologie, Ecole normale supérieure, CNRS, INSERM, Université PSL, 75005, Paris, France
- Stazione Zoologica Anton Dohrn, Villa Comunale, 80121, Naples, Italy
| | - Dean Vik
- Department of Microbiology, The Ohio State University, Columbus, OH, 43214, USA
| | - Nicolas Henry
- Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 3 rue Michel-Ange, 75016, Paris, France
- Sorbonne Université, CNRS, Station Biologique de Roscoff, AD2M, UMR 7144, 29680, Roscoff, France
| | - Paul Frémont
- Génomique Métabolique, Genoscope, Institut de Biologie François Jacob, Commissariat à l'Energie Atomique (CEA), CNRS, Université Evry, Université Paris-Saclay, 91000, Evry, France
| | - Karine Labadie
- Génomique Métabolique, Genoscope, Institut de Biologie François Jacob, Commissariat à l'Energie Atomique (CEA), CNRS, Université Evry, Université Paris-Saclay, 91000, Evry, France
| | - Ahmed A Zayed
- Department of Microbiology, The Ohio State University, Columbus, OH, 43214, USA
| | - Céline Dimier
- Sorbonne Université, CNRS, Institut de la Mer de Villefranche sur mer, Laboratoire d'Océanographie de Villefranche, 06230, Villefranche-sur-Mer, France
| | - Marc Picheral
- Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 3 rue Michel-Ange, 75016, Paris, France
- Sorbonne Université, CNRS, Institut de la Mer de Villefranche sur mer, Laboratoire d'Océanographie de Villefranche, 06230, Villefranche-sur-Mer, France
| | - Sarah Searson
- Sorbonne Université, CNRS, Institut de la Mer de Villefranche sur mer, Laboratoire d'Océanographie de Villefranche, 06230, Villefranche-sur-Mer, France
| | - Julie Poulain
- Génomique Métabolique, Genoscope, Institut de Biologie François Jacob, Commissariat à l'Energie Atomique (CEA), CNRS, Université Evry, Université Paris-Saclay, 91000, Evry, France
- Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 3 rue Michel-Ange, 75016, Paris, France
| | - Stefanie Kandels
- Structural and Computational Biology, European Molecular Biology Laboratory, Meyerhofstr. 1, 69117, Heidelberg, Germany
- Directors' Research European Molecular Biology Laboratory Meyerhofstr. 1, 69117, Heidelberg, Germany
| | - Stéphane Pesant
- MARUM, Center for Marine Environmental Sciences, University of Bremen, Bremen, Germany
- PANGAEA, Data Publisher for Earth and Environmental Science, University of Bremen, Bremen, Germany
| | - Eric Karsenti
- Institut de Biologie de l'ENS (IBENS), Département de biologie, Ecole normale supérieure, CNRS, INSERM, Université PSL, 75005, Paris, France
- Directors' Research European Molecular Biology Laboratory Meyerhofstr. 1, 69117, Heidelberg, Germany
| | - Peer Bork
- Structural and Computational Biology, European Molecular Biology Laboratory, Meyerhofstr. 1, 69117, Heidelberg, Germany
- Department of Bioinformatics, Biocenter, University of Würzburg, Würzburg, Germany
| | - Chris Bowler
- Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 3 rue Michel-Ange, 75016, Paris, France
- Institut de Biologie de l'ENS (IBENS), Département de biologie, Ecole normale supérieure, CNRS, INSERM, Université PSL, 75005, Paris, France
| | - Colomban de Vargas
- Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 3 rue Michel-Ange, 75016, Paris, France
- Sorbonne Université, CNRS, Station Biologique de Roscoff, AD2M, UMR 7144, 29680, Roscoff, France
| | - Damien Eveillard
- Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 3 rue Michel-Ange, 75016, Paris, France
- Nantes Université, École Centrale Nantes, CNRS, LS2N, UMR 6004, F-44000, Nantes, France
| | - Marion Gehlen
- Institut Pierre Simon Laplace, Laboratoire des Sciences du Climat et de l'Environnement, CEA, CNRS, Université Paris-Saclay, 91191, Gif-sur-Yvette cedex, France
| | - Daniele Iudicone
- Stazione Zoologica Anton Dohrn, Villa Comunale, 80121, Naples, Italy
| | - Fabien Lombard
- Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 3 rue Michel-Ange, 75016, Paris, France
- Sorbonne Université, CNRS, Institut de la Mer de Villefranche sur mer, Laboratoire d'Océanographie de Villefranche, 06230, Villefranche-sur-Mer, France
| | - Hiroyuki Ogata
- Bioinformatics Center, Institute for Chemical Research Kyoto University, Gokasho, Uji, Kyoto, 611-0011, Japan
| | - Lars Stemmann
- Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 3 rue Michel-Ange, 75016, Paris, France
- Sorbonne Université, CNRS, Institut de la Mer de Villefranche sur mer, Laboratoire d'Océanographie de Villefranche, 06230, Villefranche-sur-Mer, France
| | - Matthew B Sullivan
- Department of Microbiology, The Ohio State University, Columbus, OH, 43214, USA
- Department of Civil, Environmental and Geodetic Engineering, The Ohio State University, Columbus, OH, 43214, USA
| | - Shinichi Sunagawa
- Structural and Computational Biology, European Molecular Biology Laboratory, Meyerhofstr. 1, 69117, Heidelberg, Germany
- Department of Biology; Institute of Microbiology and Swiss Institute of Bioinformatics, ETH Zurich, Zurich, 8093, Switzerland
| | - Patrick Wincker
- Génomique Métabolique, Genoscope, Institut de Biologie François Jacob, Commissariat à l'Energie Atomique (CEA), CNRS, Université Evry, Université Paris-Saclay, 91000, Evry, France
- Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 3 rue Michel-Ange, 75016, Paris, France
| | - Samuel Chaffron
- Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 3 rue Michel-Ange, 75016, Paris, France
- Nantes Université, École Centrale Nantes, CNRS, LS2N, UMR 6004, F-44000, Nantes, France
| | - Olivier Jaillon
- Génomique Métabolique, Genoscope, Institut de Biologie François Jacob, Commissariat à l'Energie Atomique (CEA), CNRS, Université Evry, Université Paris-Saclay, 91000, Evry, France.
- Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 3 rue Michel-Ange, 75016, Paris, France.
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3
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Hackl T, Laurenceau R, Ankenbrand MJ, Bliem C, Cariani Z, Thomas E, Dooley KD, Arellano AA, Hogle SL, Berube P, Leventhal GE, Luo E, Eppley JM, Zayed AA, Beaulaurier J, Stepanauskas R, Sullivan MB, DeLong EF, Biller SJ, Chisholm SW. Novel integrative elements and genomic plasticity in ocean ecosystems. Cell 2023; 186:47-62.e16. [PMID: 36608657 DOI: 10.1016/j.cell.2022.12.006] [Citation(s) in RCA: 17] [Impact Index Per Article: 17.0] [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: 03/29/2021] [Revised: 09/16/2022] [Accepted: 12/05/2022] [Indexed: 01/07/2023]
Abstract
Horizontal gene transfer accelerates microbial evolution. The marine picocyanobacterium Prochlorococcus exhibits high genomic plasticity, yet the underlying mechanisms are elusive. Here, we report a novel family of DNA transposons-"tycheposons"-some of which are viral satellites while others carry cargo, such as nutrient-acquisition genes, which shape the genetic variability in this globally abundant genus. Tycheposons share distinctive mobile-lifecycle-linked hallmark genes, including a deep-branching site-specific tyrosine recombinase. Their excision and integration at tRNA genes appear to drive the remodeling of genomic islands-key reservoirs for flexible genes in bacteria. In a selection experiment, tycheposons harboring a nitrate assimilation cassette were dynamically gained and lost, thereby promoting chromosomal rearrangements and host adaptation. Vesicles and phage particles harvested from seawater are enriched in tycheposons, providing a means for their dispersal in the wild. Similar elements are found in microbes co-occurring with Prochlorococcus, suggesting a common mechanism for microbial diversification in the vast oligotrophic oceans.
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Affiliation(s)
- Thomas Hackl
- Massachusetts Institute of Technology, Department of Civil and Environmental Engineering, Cambridge, MA 02139, USA; Groningen Institute for Evolutionary Life Sciences, University of Groningen, 9700CC Groningen, the Netherlands.
| | - Raphaël Laurenceau
- Massachusetts Institute of Technology, Department of Civil and Environmental Engineering, Cambridge, MA 02139, USA
| | - Markus J Ankenbrand
- Massachusetts Institute of Technology, Department of Civil and Environmental Engineering, Cambridge, MA 02139, USA; University of Würzburg, Center for Computational and Theoretical Biology, 97070 Würzburg, Germany
| | - Christina Bliem
- Massachusetts Institute of Technology, Department of Civil and Environmental Engineering, Cambridge, MA 02139, USA
| | - Zev Cariani
- Massachusetts Institute of Technology, Department of Civil and Environmental Engineering, Cambridge, MA 02139, USA
| | - Elaina Thomas
- Massachusetts Institute of Technology, Department of Civil and Environmental Engineering, Cambridge, MA 02139, USA
| | - Keven D Dooley
- Massachusetts Institute of Technology, Department of Civil and Environmental Engineering, Cambridge, MA 02139, USA
| | - Aldo A Arellano
- Massachusetts Institute of Technology, Department of Civil and Environmental Engineering, Cambridge, MA 02139, USA
| | - Shane L Hogle
- Massachusetts Institute of Technology, Department of Civil and Environmental Engineering, Cambridge, MA 02139, USA
| | - Paul Berube
- Massachusetts Institute of Technology, Department of Civil and Environmental Engineering, Cambridge, MA 02139, USA
| | - Gabriel E Leventhal
- Massachusetts Institute of Technology, Department of Civil and Environmental Engineering, Cambridge, MA 02139, USA
| | - Elaine Luo
- Daniel K. Inouye Center for Microbial Oceanography, Research and Education, University of Hawai'i Manoa, Honolulu, HI 96822, USA
| | - John M Eppley
- Daniel K. Inouye Center for Microbial Oceanography, Research and Education, University of Hawai'i Manoa, Honolulu, HI 96822, USA
| | - Ahmed A Zayed
- EMERGE Biology Integration Institute, Ohio State University, Columbus, OH 43210, USA; Center of Microbiome Science, Ohio State University, Columbus, OH 43210, USA
| | | | | | - Matthew B Sullivan
- Department of Microbiology & Department of Civil, Environmental, and Geodetic Engineering, Ohio State University, Columbus, OH 43210, USA; EMERGE Biology Integration Institute, Ohio State University, Columbus, OH 43210, USA; Center of Microbiome Science, Ohio State University, Columbus, OH 43210, USA
| | - Edward F DeLong
- Daniel K. Inouye Center for Microbial Oceanography, Research and Education, University of Hawai'i Manoa, Honolulu, HI 96822, USA
| | - Steven J Biller
- Wellesley College, Department of Biological Sciences, Wellesley, MA 02481, USA
| | - Sallie W Chisholm
- Massachusetts Institute of Technology, Department of Civil and Environmental Engineering, Cambridge, MA 02139, USA; Massachusetts Institute of Technology, Department of Biology, Cambridge, MA 02139, USA.
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4
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Hackl T, Laurenceau R, Ankenbrand MJ, Bliem C, Cariani Z, Thomas E, Dooley KD, Arellano AA, Hogle SL, Berube P, Leventhal GE, Luo E, Eppley JM, Zayed AA, Beaulaurier J, Stepanauskas R, Sullivan MB, DeLong EF, Biller SJ, Chisholm SW. Novel integrative elements and genomic plasticity in ocean ecosystems. Cell 2023. [DOI: doi.org/10.1016/j.cell.2022.12.006] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
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5
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Dominguez-Huerta G, Wainaina JM, Zayed AA, Culley AI, Kuhn JH, Sullivan MB. The RNA virosphere: How big and diverse is it? Environ Microbiol 2023; 25:209-215. [PMID: 36511833 PMCID: PMC9852017 DOI: 10.1111/1462-2920.16312] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2022] [Accepted: 12/10/2022] [Indexed: 12/15/2022]
Affiliation(s)
- Guillermo Dominguez-Huerta
- Department of Microbiology, Ohio State University, Columbus, Ohio, USA.,Center of Microbiome Science, Ohio State University, Columbus, Ohio, USA
| | - James M Wainaina
- Department of Microbiology, Ohio State University, Columbus, Ohio, USA.,Center of Microbiome Science, Ohio State University, Columbus, Ohio, USA
| | - Ahmed A Zayed
- Department of Microbiology, Ohio State University, Columbus, Ohio, USA.,Center of Microbiome Science, Ohio State University, Columbus, Ohio, USA
| | - Alexander I Culley
- Pacific Biosciences Research Center, University of Hawai'i at Mānoa, Honolulu, Hawaii, USA
| | - Jens H Kuhn
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Frederick, Maryland, USA
| | - Matthew B Sullivan
- Department of Microbiology, Ohio State University, Columbus, Ohio, USA.,Center of Microbiome Science, Ohio State University, Columbus, Ohio, USA.,Department of Civil, Environmental and Geodetic Engineering, Ohio State University, Columbus, Ohio, USA
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6
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Dominguez-Huerta G, Zayed AA, Wainaina JM, Guo J, Tian F, Pratama AA, Bolduc B, Mohssen M, Zablocki O, Pelletier E, Delage E, Alberti A, Aury JM, Carradec Q, da Silva C, Labadie K, Poulain J, Bowler C, Eveillard D, Guidi L, Karsenti E, Kuhn JH, Ogata H, Wincker P, Culley A, Chaffron S, Sullivan MB. Diversity and ecological footprint of Global Ocean RNA viruses. Science 2022; 376:1202-1208. [PMID: 35679415 DOI: 10.1126/science.abn6358] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
DNA viruses are increasingly recognized as influencing marine microbes and microbe-mediated biogeochemical cycling. However, little is known about global marine RNA virus diversity, ecology, and ecosystem roles. In this study, we uncover patterns and predictors of marine RNA virus community- and "species"-level diversity and contextualize their ecological impacts from pole to pole. Our analyses revealed four ecological zones, latitudinal and depth diversity patterns, and environmental correlates for RNA viruses. Our findings only partially parallel those of cosampled plankton and show unexpectedly high polar ecological interactions. The influence of RNA viruses on ecosystems appears to be large, as predicted hosts are ecologically important. Moreover, the occurrence of auxiliary metabolic genes indicates that RNA viruses cause reprogramming of diverse host metabolisms, including photosynthesis and carbon cycling, and that RNA virus abundances predict ocean carbon export.
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Affiliation(s)
- Guillermo Dominguez-Huerta
- Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA.,EMERGE Biology Integration Institute, The Ohio State University, Columbus, OH 43210, USA.,Center of Microbiome Science, The Ohio State University, Columbus, OH 43210, USA
| | - Ahmed A Zayed
- Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA.,EMERGE Biology Integration Institute, The Ohio State University, Columbus, OH 43210, USA.,Center of Microbiome Science, The Ohio State University, Columbus, OH 43210, USA
| | - James M Wainaina
- Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA.,Center of Microbiome Science, The Ohio State University, Columbus, OH 43210, USA
| | - Jiarong Guo
- Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA.,EMERGE Biology Integration Institute, The Ohio State University, Columbus, OH 43210, USA.,Center of Microbiome Science, The Ohio State University, Columbus, OH 43210, USA
| | - Funing Tian
- Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA.,Center of Microbiome Science, The Ohio State University, Columbus, OH 43210, USA
| | - Akbar Adjie Pratama
- Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA.,EMERGE Biology Integration Institute, The Ohio State University, Columbus, OH 43210, USA
| | - Benjamin Bolduc
- Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA.,EMERGE Biology Integration Institute, The Ohio State University, Columbus, OH 43210, USA.,Center of Microbiome Science, The Ohio State University, Columbus, OH 43210, USA
| | - Mohamed Mohssen
- Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA.,Center of Microbiome Science, The Ohio State University, Columbus, OH 43210, USA.,The Interdisciplinary Biophysics Graduate Program, The Ohio State University, Columbus, Ohio 43210, USA
| | - Olivier Zablocki
- Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA.,EMERGE Biology Integration Institute, The Ohio State University, Columbus, OH 43210, USA.,Center of Microbiome Science, The Ohio State University, Columbus, OH 43210, USA
| | - Eric Pelletier
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, 91000 Evry, France.,Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 75016 Paris, France
| | - Erwan Delage
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 75016 Paris, France.,Nantes Université, École Centrale Nantes, CNRS, LS2N, UMR 6004, F-44000 Nantes, France
| | - Adriana Alberti
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, 91000 Evry, France.,Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 75016 Paris, France
| | - Jean-Marc Aury
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, 91000 Evry, France
| | - Quentin Carradec
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, 91000 Evry, France.,Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 75016 Paris, France
| | - Corinne da Silva
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, 91000 Evry, France
| | - Karine Labadie
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, 91000 Evry, France.,Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 75016 Paris, France
| | - Julie Poulain
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, 91000 Evry, France.,Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 75016 Paris, France
| | | | - Chris Bowler
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 75016 Paris, France.,Institut de Biologie de l'Ecole Normale Supérieure, Ecole Normale Supérieure, CNRS, INSERM, Université PSL, 75005 Paris, France
| | - Damien Eveillard
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 75016 Paris, France.,Nantes Université, École Centrale Nantes, CNRS, LS2N, UMR 6004, F-44000 Nantes, France
| | - Lionel Guidi
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 75016 Paris, France.,Sorbonne Université, CNRS, Laboratoire d'Océanographie de Villefanche, LOV, F-06230 Villefranche-sur-mer, France
| | - Eric Karsenti
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 75016 Paris, France.,Institut de Biologie de l'Ecole Normale Supérieure, Ecole Normale Supérieure, CNRS, INSERM, Université PSL, 75005 Paris, France.,Directors' Research European Molecular Biology Laboratory, 69117 Heidelberg, Germany
| | - Jens H Kuhn
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD 21702, USA
| | - Hiroyuki Ogata
- Institute for Chemical Research, Kyoto University, Kyoto 611-0011, Japan
| | - Patrick Wincker
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, 91000 Evry, France.,Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 75016 Paris, France
| | - Alexander Culley
- Département de Biochimie, Microbiologie et Bio-informatique, Université Laval, Québec, QC G1V 0A6, Canada
| | - Samuel Chaffron
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 75016 Paris, France.,Nantes Université, École Centrale Nantes, CNRS, LS2N, UMR 6004, F-44000 Nantes, France
| | - Matthew B Sullivan
- Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA.,EMERGE Biology Integration Institute, The Ohio State University, Columbus, OH 43210, USA.,Center of Microbiome Science, The Ohio State University, Columbus, OH 43210, USA.,The Interdisciplinary Biophysics Graduate Program, The Ohio State University, Columbus, Ohio 43210, USA.,Department of Civil, Environmental and Geodetic Engineering, The Ohio State University, Columbus, OH 43210, USA
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7
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Zayed AA, Wainaina JM, Dominguez-Huerta G, Pelletier E, Guo J, Mohssen M, Tian F, Pratama AA, Bolduc B, Zablocki O, Cronin D, Solden L, Delage E, Alberti A, Aury JM, Carradec Q, da Silva C, Labadie K, Poulain J, Ruscheweyh HJ, Salazar G, Shatoff E, Coordinators TO, Bundschuh R, Fredrick K, Kubatko LS, Chaffron S, Culley AI, Sunagawa S, Kuhn JH, Wincker P, Sullivan MB. Cryptic and abundant marine viruses at the evolutionary origins of Earth's RNA virome. Science 2022; 376:156-162. [PMID: 35389782 PMCID: PMC10990476 DOI: 10.1126/science.abm5847] [Citation(s) in RCA: 87] [Impact Index Per Article: 43.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Whereas DNA viruses are known to be abundant, diverse, and commonly key ecosystem players, RNA viruses are insufficiently studied outside disease settings. In this study, we analyzed ≈28 terabases of Global Ocean RNA sequences to expand Earth's RNA virus catalogs and their taxonomy, investigate their evolutionary origins, and assess their marine biogeography from pole to pole. Using new approaches to optimize discovery and classification, we identified RNA viruses that necessitate substantive revisions of taxonomy (doubling phyla and adding >50% new classes) and evolutionary understanding. "Species"-rank abundance determination revealed that viruses of the new phyla "Taraviricota," a missing link in early RNA virus evolution, and "Arctiviricota" are widespread and dominant in the oceans. These efforts provide foundational knowledge critical to integrating RNA viruses into ecological and epidemiological models.
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Affiliation(s)
- Ahmed A. Zayed
- Department of Microbiology, Ohio State University, Columbus, OH 43210, USA
- EMERGE Biology Integration Institute, Ohio State University, Columbus, OH 43210, USA
- Center of Microbiome Science, Ohio State University, Columbus, OH 43210, USA
| | - James M. Wainaina
- Department of Microbiology, Ohio State University, Columbus, OH 43210, USA
- Center of Microbiome Science, Ohio State University, Columbus, OH 43210, USA
| | - Guillermo Dominguez-Huerta
- Department of Microbiology, Ohio State University, Columbus, OH 43210, USA
- EMERGE Biology Integration Institute, Ohio State University, Columbus, OH 43210, USA
- Center of Microbiome Science, Ohio State University, Columbus, OH 43210, USA
| | - Eric Pelletier
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, 91000 Evry, France
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 75016 Paris, France
| | - Jiarong Guo
- Department of Microbiology, Ohio State University, Columbus, OH 43210, USA
- EMERGE Biology Integration Institute, Ohio State University, Columbus, OH 43210, USA
- Center of Microbiome Science, Ohio State University, Columbus, OH 43210, USA
| | - Mohamed Mohssen
- Department of Microbiology, Ohio State University, Columbus, OH 43210, USA
- Center of Microbiome Science, Ohio State University, Columbus, OH 43210, USA
- The Interdisciplinary Biophysics Graduate Program, Ohio State University, Columbus, OH 43210, USA
| | - Funing Tian
- Department of Microbiology, Ohio State University, Columbus, OH 43210, USA
- Center of Microbiome Science, Ohio State University, Columbus, OH 43210, USA
| | - Akbar Adjie Pratama
- Department of Microbiology, Ohio State University, Columbus, OH 43210, USA
- EMERGE Biology Integration Institute, Ohio State University, Columbus, OH 43210, USA
| | - Benjamin Bolduc
- Department of Microbiology, Ohio State University, Columbus, OH 43210, USA
- EMERGE Biology Integration Institute, Ohio State University, Columbus, OH 43210, USA
- Center of Microbiome Science, Ohio State University, Columbus, OH 43210, USA
| | - Olivier Zablocki
- Department of Microbiology, Ohio State University, Columbus, OH 43210, USA
- EMERGE Biology Integration Institute, Ohio State University, Columbus, OH 43210, USA
- Center of Microbiome Science, Ohio State University, Columbus, OH 43210, USA
| | - Dylan Cronin
- Department of Microbiology, Ohio State University, Columbus, OH 43210, USA
- EMERGE Biology Integration Institute, Ohio State University, Columbus, OH 43210, USA
- Center of Microbiome Science, Ohio State University, Columbus, OH 43210, USA
| | - Lindsey Solden
- Department of Microbiology, Ohio State University, Columbus, OH 43210, USA
| | - Erwan Delage
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 75016 Paris, France
- Nantes Université, CNRS UMR 6004, LS2N, F-44000 Nantes, France
| | - Adriana Alberti
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, 91000 Evry, France
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 75016 Paris, France
| | - Jean-Marc Aury
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, 91000 Evry, France
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 75016 Paris, France
| | - Quentin Carradec
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, 91000 Evry, France
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 75016 Paris, France
| | - Corinne da Silva
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, 91000 Evry, France
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 75016 Paris, France
| | - Karine Labadie
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, 91000 Evry, France
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 75016 Paris, France
| | - Julie Poulain
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, 91000 Evry, France
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 75016 Paris, France
| | - Hans-Joachim Ruscheweyh
- Department of Biology, Institute of Microbiology and Swiss Institute of Bioinformatics, ETH Zurich, Zurich, Switzerland
| | - Guillem Salazar
- Department of Biology, Institute of Microbiology and Swiss Institute of Bioinformatics, ETH Zurich, Zurich, Switzerland
| | - Elan Shatoff
- Department of Physics, Ohio State University, Columbus, OH 43210, USA
| | | | - Ralf Bundschuh
- The Interdisciplinary Biophysics Graduate Program, Ohio State University, Columbus, OH 43210, USA
- Department of Physics, Ohio State University, Columbus, OH 43210, USA
- Department of Chemistry and Biochemistry, Ohio State University, Columbus, OH 43210, USA
- Division of Hematology, Department of Internal Medicine, Ohio State University, Columbus, OH 43210, USA
| | - Kurt Fredrick
- Department of Microbiology, Ohio State University, Columbus, OH 43210, USA
| | - Laura S. Kubatko
- Department of Evolution, Ecology, and Organismal Biology, Ohio State University, Columbus, OH 43210, USA
- Department of Statistics, Ohio State University, Columbus, OH 43210, USA
| | - Samuel Chaffron
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 75016 Paris, France
- Nantes Université, CNRS UMR 6004, LS2N, F-44000 Nantes, France
| | - Alexander I. Culley
- Département de Biochimie, Microbiologie et Bio-informatique, Université Laval, Québec, Québec G1V 0A6, Canada
| | - Shinichi Sunagawa
- Department of Biology, Institute of Microbiology and Swiss Institute of Bioinformatics, ETH Zurich, Zurich, Switzerland
| | - Jens H. Kuhn
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD 21702, USA
| | - Patrick Wincker
- Génomique Métabolique, Genoscope, Institut François-Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, 91000 Evry, France
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 75016 Paris, France
| | - Matthew B. Sullivan
- Department of Microbiology, Ohio State University, Columbus, OH 43210, USA
- EMERGE Biology Integration Institute, Ohio State University, Columbus, OH 43210, USA
- Center of Microbiome Science, Ohio State University, Columbus, OH 43210, USA
- The Interdisciplinary Biophysics Graduate Program, Ohio State University, Columbus, OH 43210, USA
- Department of Evolution, Ecology, and Organismal Biology, Ohio State University, Columbus, OH 43210, USA
- Department of Civil, Environmental, and Geodetic Engineering, Ohio State University, Columbus, OH 43210, USA
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8
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Bolduc B, Zablocki O, Guo J, Zayed AA, Vik D, Dehal P, Wood-Charlson EM, Arkin A, Merchant N, Pett-Ridge J, Roux S, Vaughn M, Sullivan MB. iVirus 2.0: Cyberinfrastructure-supported tools and data to power DNA virus ecology. ISME Commun 2021; 1:77. [PMID: 36765102 PMCID: PMC9723767 DOI: 10.1038/s43705-021-00083-3] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/20/2021] [Revised: 11/24/2021] [Accepted: 11/29/2021] [Indexed: 11/09/2022]
Abstract
Microbes drive myriad ecosystem processes, but under strong influence from viruses. Because studying viruses in complex systems requires different tools than those for microbes, they remain underexplored. To combat this, we previously aggregated double-stranded DNA (dsDNA) virus analysis capabilities and resources into 'iVirus' on the CyVerse collaborative cyberinfrastructure. Here we substantially expand iVirus's functionality and accessibility, to iVirus 2.0, as follows. First, core iVirus apps were integrated into the Department of Energy's Systems Biology KnowledgeBase (KBase) to provide an additional analytical platform. Second, at CyVerse, 20 software tools (apps) were upgraded or added as new tools and capabilities. Third, nearly 20-fold more sequence reads were aggregated to capture new data and environments. Finally, documentation, as "live" protocols, was updated to maximize user interaction with and contribution to infrastructure development. Together, iVirus 2.0 serves as a uniquely central and accessible analytical platform for studying how viruses, particularly dsDNA viruses, impact diverse microbial ecosystems.
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Affiliation(s)
- Benjamin Bolduc
- Department of Microbiology, The Ohio State University, Columbus, OH, USA
- Center of Microbiome Science, Columbus, OH, USA
- EMERGE Biology Integration Institute, Columbus, OH, USA
| | - Olivier Zablocki
- Department of Microbiology, The Ohio State University, Columbus, OH, USA
- Center of Microbiome Science, Columbus, OH, USA
- EMERGE Biology Integration Institute, Columbus, OH, USA
| | - Jiarong Guo
- Department of Microbiology, The Ohio State University, Columbus, OH, USA
- Center of Microbiome Science, Columbus, OH, USA
- EMERGE Biology Integration Institute, Columbus, OH, USA
| | - Ahmed A Zayed
- Department of Microbiology, The Ohio State University, Columbus, OH, USA
- Center of Microbiome Science, Columbus, OH, USA
- EMERGE Biology Integration Institute, Columbus, OH, USA
| | - Dean Vik
- Department of Microbiology, The Ohio State University, Columbus, OH, USA
| | - Paramvir Dehal
- Environmental Genomics and Systems Biology Division, E.O. Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Elisha M Wood-Charlson
- Environmental Genomics and Systems Biology Division, E.O. Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Adam Arkin
- Environmental Genomics and Systems Biology Division, E.O. Lawrence Berkeley National Laboratory, Berkeley, CA, USA
- Department of Bioengineering, University of California, Berkeley, CA, USA
| | | | - Jennifer Pett-Ridge
- Physical and Life Sciences Directorate, Lawrence Livermore National Laboratory, Livermore, CA, USA
- Life & Environmental Sciences Department, University of California Merced, Merced, CA, 95343, USA
| | - Simon Roux
- DOE Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Matthew Vaughn
- Texas Advanced Computing Center, The University of Texas at Austin, Austin, TX, USA
| | - Matthew B Sullivan
- Department of Microbiology, The Ohio State University, Columbus, OH, USA.
- Center of Microbiome Science, Columbus, OH, USA.
- EMERGE Biology Integration Institute, Columbus, OH, USA.
- Department of Civil, Environmental and Geodetic Engineering, The Ohio State University, Columbus, OH, USA.
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9
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Chaffron S, Delage E, Budinich M, Vintache D, Henry N, Nef C, Ardyna M, Zayed AA, Junger PC, Galand PE, Lovejoy C, Murray AE, Sarmento H, Acinas SG, Babin M, Iudicone D, Jaillon O, Karsenti E, Wincker P, Karp-Boss L, Sullivan MB, Bowler C, de Vargas C, Eveillard D. Environmental vulnerability of the global ocean epipelagic plankton community interactome. Sci Adv 2021; 7:eabg1921. [PMID: 34452910 PMCID: PMC8397264 DOI: 10.1126/sciadv.abg1921] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/17/2020] [Accepted: 07/09/2021] [Indexed: 05/05/2023]
Abstract
Marine plankton form complex communities of interacting organisms at the base of the food web, which sustain oceanic biogeochemical cycles and help regulate climate. Although global surveys are starting to reveal ecological drivers underlying planktonic community structure and predicted climate change responses, it is unclear how community-scale species interactions will be affected by climate change. Here, we leveraged Tara Oceans sampling to infer a global ocean cross-domain plankton co-occurrence network-the community interactome-and used niche modeling to assess its vulnerabilities to environmental change. Globally, this revealed a plankton interactome self-organized latitudinally into marine biomes (Trades, Westerlies, Polar) and more connected poleward. Integrated niche modeling revealed biome-specific community interactome responses to environmental change and forecasted the most affected lineages for each community. These results provide baseline approaches to assess community structure and organismal interactions under climate scenarios while identifying plausible plankton bioindicators for ocean monitoring of climate change.
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Affiliation(s)
- Samuel Chaffron
- Université de Nantes, CNRS UMR 6004, LS2N, F-44000 Nantes, France.
- Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans, Paris, France
| | - Erwan Delage
- Université de Nantes, CNRS UMR 6004, LS2N, F-44000 Nantes, France
- Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans, Paris, France
| | - Marko Budinich
- Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans, Paris, France
- Sorbonne Université, CNRS, Laboratoire Adaptation et Diversité en Milieu Marin, Station Biologique de Roscoff, 29680 Roscoff, France
| | - Damien Vintache
- Université de Nantes, CNRS UMR 6004, LS2N, F-44000 Nantes, France
| | - Nicolas Henry
- Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans, Paris, France
- Sorbonne Université, CNRS, Laboratoire Adaptation et Diversité en Milieu Marin, Station Biologique de Roscoff, 29680 Roscoff, France
| | - Charlotte Nef
- Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans, Paris, France
- Institut de Biologie de l'École Normale Supérieure (IBENS), École Normale Supérieure, CNRS, INSERM, PSL Université Paris, 75005 Paris, France
| | - Mathieu Ardyna
- Department of Earth System Science, Stanford University, Stanford, CA 94305, USA
- Sorbonne Université, CNRS, Laboratoire d'Océanographie de Villefranche, LOV, F-06230, Villefranche-sur-Mer, Paris, France
| | - Ahmed A Zayed
- Department of Microbiology, Ohio State University, Columbus, OH 43210, USA
| | - Pedro C Junger
- Department of Hydrobiology, Universidade Federal de São Carlos (UFSCar), Rodovia Washington Luiz, 13565-905 São Carlos, SP, Brazil
| | - Pierre E Galand
- Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans, Paris, France
- Sorbonne Université, CNRS, Laboratoire d'Ecogéochimie des Environnements Benthiques, LECOB, Banyuls-sur-Mer, 66500 Paris, France
| | - Connie Lovejoy
- Département de biologie, Faculté des sciences et Institut de biologie intégrative et des systèmes (IBIS) 1030, ave de la Médecine, Université Laval, Québec, QC, Canada
| | - Alison E Murray
- Division of Earth and Ecosystem Science, Desert Research Institute, Reno, NV 89512, USA
| | - Hugo Sarmento
- Department of Hydrobiology, Universidade Federal de São Carlos (UFSCar), Rodovia Washington Luiz, 13565-905 São Carlos, SP, Brazil
| | - Silvia G Acinas
- Department of Marine Biology and Oceanography, Institut de Ciències del Mar (CSIC), Barcelona 08003, Spain
| | - Marcel Babin
- Sorbonne Université, CNRS, Laboratoire d'Océanographie de Villefranche, LOV, F-06230, Villefranche-sur-Mer, Paris, France
- Takuvik International Research Laboratory, Université Laval and CNRS, Québec, QC, Canada
| | - Daniele Iudicone
- Stazione Zoologica Anton Dohrn, Villa Comunale, Naples 80121, Italy
| | - Olivier Jaillon
- Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans, Paris, France
- Génomique Métabolique, Genoscope, Institut François Jacob, CEA, CNRS, Université Evry, Université Paris-Saclay, Evry, 91057 Paris, France
| | - Eric Karsenti
- Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans, Paris, France
- Institut de Biologie de l'École Normale Supérieure (IBENS), École Normale Supérieure, CNRS, INSERM, PSL Université Paris, 75005 Paris, France
| | - Patrick Wincker
- Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans, Paris, France
- Génomique Métabolique, Genoscope, Institut François Jacob, CEA, CNRS, Université Evry, Université Paris-Saclay, Evry, 91057 Paris, France
| | - Lee Karp-Boss
- School of Marine Sciences, University of Maine, Orono, ME, USA
| | - Matthew B Sullivan
- Department of Microbiology, Ohio State University, Columbus, OH 43210, USA
- Department of Civil, Environmental and Geodetic Engineering, Ohio State University, Columbus, OH 43210, USA
| | - Chris Bowler
- Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans, Paris, France
- Institut de Biologie de l'École Normale Supérieure (IBENS), École Normale Supérieure, CNRS, INSERM, PSL Université Paris, 75005 Paris, France
| | - Colomban de Vargas
- Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans, Paris, France
- Sorbonne Université, CNRS, Laboratoire Adaptation et Diversité en Milieu Marin, Station Biologique de Roscoff, 29680 Roscoff, France
| | - Damien Eveillard
- Université de Nantes, CNRS UMR 6004, LS2N, F-44000 Nantes, France
- Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans, Paris, France
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10
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Zayed AA, Lücking D, Mohssen M, Cronin D, Bolduc B, Gregory AC, Hargreaves KR, Piehowski PD, White RA, Huang EL, Adkins JN, Roux S, Moraru C, Sullivan MB. efam: an expanded, metaproteome-supported HMM profile database of viral protein families. Bioinformatics 2021; 37:4202-4208. [PMID: 34132786 PMCID: PMC9502166 DOI: 10.1093/bioinformatics/btab451] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2021] [Revised: 05/05/2021] [Accepted: 06/15/2021] [Indexed: 01/01/2023] Open
Abstract
Motivation Viruses infect, reprogram and kill microbes, leading to profound ecosystem consequences, from elemental cycling in oceans and soils to microbiome-modulated diseases in plants and animals. Although metagenomic datasets are increasingly available, identifying viruses in them is challenging due to poor representation and annotation of viral sequences in databases. Results Here, we establish efam, an expanded collection of Hidden Markov Model (HMM) profiles that represent viral protein families conservatively identified from the Global Ocean Virome 2.0 dataset. This resulted in 240 311 HMM profiles, each with at least 2 protein sequences, making efam >7-fold larger than the next largest, pan-ecosystem viral HMM profile database. Adjusting the criteria for viral contig confidence from ‘conservative’ to ‘eXtremely Conservative’ resulted in 37 841 HMM profiles in our efam-XC database. To assess the value of this resource, we integrated efam-XC into VirSorter viral discovery software to discover viruses from less-studied, ecologically distinct oxygen minimum zone (OMZ) marine habitats. This expanded database led to an increase in viruses recovered from every tested OMZ virome by ∼24% on average (up to ∼42%) and especially improved the recovery of often-missed shorter contigs (<5 kb). Additionally, to help elucidate lesser-known viral protein functions, we annotated the profiles using multiple databases from the DRAM pipeline and virion-associated metaproteomic data, which doubled the number of annotations obtainable by standard, single-database annotation approaches. Together, these marine resources (efam and efam-XC) are provided as searchable, compressed HMM databases that will be updated bi-annually to help maximize viral sequence discovery and study from any ecosystem. Availability and implementation The resources are available on the iVirus platform at (doi.org/10.25739/9vze-4143). Supplementary information Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Ahmed A Zayed
- Department of Microbiology, The Ohio State University, Columbus, Ohio 43210, USA.,Center of Microbiome Science, Ohio State University, Columbus, OH 43210, USA
| | - Dominik Lücking
- Max-Planck-Institut fuer Marine Mikrobiologie, Bremen 28359, Germany
| | - Mohamed Mohssen
- Department of Microbiology, The Ohio State University, Columbus, Ohio 43210, USA.,Center of Microbiome Science, Ohio State University, Columbus, OH 43210, USA.,The Interdisciplinary Biophysics Graduate Program, The Ohio State University, Columbus, Ohio 43210, USA
| | - Dylan Cronin
- Department of Microbiology, The Ohio State University, Columbus, Ohio 43210, USA
| | - Ben Bolduc
- Department of Microbiology, The Ohio State University, Columbus, Ohio 43210, USA
| | - Ann C Gregory
- Department of Microbiology and Immunology, Rega Institute, KU Leuven, Leuven, Belgium.,VIB-KU Leuven Center for Microbiology, Leuven, Belgium
| | - Katherine R Hargreaves
- Department of Microbiology, The Ohio State University, Columbus, Ohio 43210, USA.,Department of Life Sciences, Manchester Metropolitan University, John Dalton Building, Chester Street, Manchester, M1 5GD, UK
| | - Paul D Piehowski
- Earth and Biological Sciences Directorate, PNNL, Richland, WA 99354, USA
| | - Richard A White
- Department of Bioinformatics and Genomics, The University of North Carolina at Charlotte 9201 University City Boulevard, Charlotte, NC 28223, USA.,Department of Bioinformatics and Genomics, The University of North Carolina at Charlotte 150 Research Campus Drive, Kannapolis, NC 28081, USA.,Australian Centre for Astrobiology, University of NewSouth Wales, Sydney, Australia.,RAW Molecular Systems (RAW), INC, Concord, NC 28025, USA
| | - Eric L Huang
- Earth and Biological Sciences Directorate, PNNL, Richland, WA 99354, USA
| | - Joshua N Adkins
- Earth and Biological Sciences Directorate, PNNL, Richland, WA 99354, USA
| | - Simon Roux
- DOE Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA
| | - Cristina Moraru
- The Institute for Chemistry and Biology of the Marine Environment (ICBM), University of Oldenburg, Oldenburg 26111, Germany
| | - Matthew B Sullivan
- Department of Microbiology, The Ohio State University, Columbus, Ohio 43210, USA.,Center of Microbiome Science, Ohio State University, Columbus, OH 43210, USA.,The Interdisciplinary Biophysics Graduate Program, The Ohio State University, Columbus, Ohio 43210, USA.,Department of Civil, Environmental and Geodetic Engineering, The Ohio State University, Columbus, Ohio 43210, USA
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11
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Pratama AA, Bolduc B, Zayed AA, Zhong ZP, Guo J, Vik DR, Gazitúa MC, Wainaina JM, Roux S, Sullivan MB. Expanding standards in viromics: in silico evaluation of dsDNA viral genome identification, classification, and auxiliary metabolic gene curation. PeerJ 2021; 9:e11447. [PMID: 34178438 PMCID: PMC8210812 DOI: 10.7717/peerj.11447] [Citation(s) in RCA: 37] [Impact Index Per Article: 12.3] [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: 11/27/2020] [Accepted: 04/22/2021] [Indexed: 12/18/2022] Open
Abstract
BACKGROUND Viruses influence global patterns of microbial diversity and nutrient cycles. Though viral metagenomics (viromics), specifically targeting dsDNA viruses, has been critical for revealing viral roles across diverse ecosystems, its analyses differ in many ways from those used for microbes. To date, viromics benchmarking has covered read pre-processing, assembly, relative abundance, read mapping thresholds and diversity estimation, but other steps would benefit from benchmarking and standardization. Here we use in silico-generated datasets and an extensive literature survey to evaluate and highlight how dataset composition (i.e., viromes vs bulk metagenomes) and assembly fragmentation impact (i) viral contig identification tool, (ii) virus taxonomic classification, and (iii) identification and curation of auxiliary metabolic genes (AMGs). RESULTS The in silico benchmarking of five commonly used virus identification tools show that gene-content-based tools consistently performed well for long (≥3 kbp) contigs, while k-mer- and blast-based tools were uniquely able to detect viruses from short (≤3 kbp) contigs. Notably, however, the performance increase of k-mer- and blast-based tools for short contigs was obtained at the cost of increased false positives (sometimes up to ∼5% for virome and ∼75% bulk samples), particularly when eukaryotic or mobile genetic element sequences were included in the test datasets. For viral classification, variously sized genome fragments were assessed using gene-sharing network analytics to quantify drop-offs in taxonomic assignments, which revealed correct assignations ranging from ∼95% (whole genomes) down to ∼80% (3 kbp sized genome fragments). A similar trend was also observed for other viral classification tools such as VPF-class, ViPTree and VIRIDIC, suggesting that caution is warranted when classifying short genome fragments and not full genomes. Finally, we highlight how fragmented assemblies can lead to erroneous identification of AMGs and outline a best-practices workflow to curate candidate AMGs in viral genomes assembled from metagenomes. CONCLUSION Together, these benchmarking experiments and annotation guidelines should aid researchers seeking to best detect, classify, and characterize the myriad viruses 'hidden' in diverse sequence datasets.
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Affiliation(s)
- Akbar Adjie Pratama
- Department of Microbiology, Ohio State University, Columbus, OH, United States of America
- Center of Microbiome Science, Ohio State University, Columbus, OH, United States of America
| | - Benjamin Bolduc
- Department of Microbiology, Ohio State University, Columbus, OH, United States of America
- Center of Microbiome Science, Ohio State University, Columbus, OH, United States of America
| | - Ahmed A. Zayed
- Department of Microbiology, Ohio State University, Columbus, OH, United States of America
- Center of Microbiome Science, Ohio State University, Columbus, OH, United States of America
| | - Zhi-Ping Zhong
- Department of Microbiology, Ohio State University, Columbus, OH, United States of America
- Center of Microbiome Science, Ohio State University, Columbus, OH, United States of America
- Byrd Polar and Climate Research Center, Ohio State University, Columbus, OH, United States of America
| | - Jiarong Guo
- Department of Microbiology, Ohio State University, Columbus, OH, United States of America
- Center of Microbiome Science, Ohio State University, Columbus, OH, United States of America
| | - Dean R. Vik
- Department of Microbiology, Ohio State University, Columbus, OH, United States of America
- Center of Microbiome Science, Ohio State University, Columbus, OH, United States of America
| | | | - James M. Wainaina
- Department of Microbiology, Ohio State University, Columbus, OH, United States of America
- Center of Microbiome Science, Ohio State University, Columbus, OH, United States of America
- Infectious Diseases Institute at The Ohio State University, Ohio State University, Columbus, OH, United States of America
| | - Simon Roux
- DOE Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, United States of America
| | - Matthew B. Sullivan
- Department of Microbiology, Ohio State University, Columbus, OH, United States of America
- Center of Microbiome Science, Ohio State University, Columbus, OH, United States of America
- Environmental and Geodetic Engineering, Ohio State University, Department of Civil, Columbus, OH, United States of America
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12
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Du J, Zayed AA, Kigerl KA, Zane K, Sullivan MB, Popovich PG. Spinal Cord Injury Changes the Structure and Functional Potential of Gut Bacterial and Viral Communities. mSystems 2021; 6:e01356-20. [PMID: 33975974 PMCID: PMC8125080 DOI: 10.1128/msystems.01356-20] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2020] [Accepted: 03/25/2021] [Indexed: 01/11/2023] Open
Abstract
Emerging data indicate that gut dysbiosis contributes to many human diseases, including several comorbidities that develop after traumatic spinal cord injury (SCI). To date, all analyses of SCI-induced gut dysbiosis have used 16S rRNA amplicon sequencing. This technique has several limitations, including being susceptible to taxonomic "blind spots," primer bias, and an inability to profile microbiota functions or identify viruses. Here, SCI-induced gut dysbiosis was assessed by applying genome- and gene-resolved metagenomic analysis of murine stool samples collected 21 days after an experimental SCI at the 4th thoracic spine (T4) or 10th thoracic spine (T10) spinal level. These distinct injuries partially (T10) or completely (T4) abolish sympathetic tone in the gut. Among bacteria, 105 medium- to high-quality metagenome-assembled genomes (MAGs) were recovered, with most (n = 96) representing new bacterial species. Read mapping revealed that after SCI, the relative abundance of beneficial commensals (Lactobacillus johnsonii and CAG-1031 spp.) decreased, while potentially pathogenic bacteria (Weissella cibaria, Lactococcus lactis _A, Bacteroides thetaiotaomicron) increased. Functionally, microbial genes encoding proteins for tryptophan, vitamin B6, and folate biosynthesis, essential pathways for central nervous system function, were reduced after SCI. Among viruses, 1,028 mostly novel viral populations were recovered, expanding known murine gut viral species sequence space ∼3-fold compared to that of public databases. Phages of beneficial commensal hosts (CAG-1031, Lactobacillus, and Turicibacter) decreased, while phages of pathogenic hosts (Weissella, Lactococcus, and class Clostridia) increased after SCI. Although the microbiomes and viromes were changed in all SCI mice, some of these changes varied as a function of spinal injury level, implicating loss of sympathetic tone as a mechanism underlying gut dysbiosis.IMPORTANCE To our knowledge, this is the first article to apply metagenomics to characterize changes in gut microbial population dynamics caused by a clinically relevant model of central nervous system (CNS) trauma. It also utilizes the most current approaches in genome-resolved metagenomics and viromics to maximize the biological inferences that can be made from these data. Overall, this article highlights the importance of autonomic nervous system regulation of a distal organ (gut) and its microbiome inhabitants after traumatic spinal cord injury (SCI). By providing information on taxonomy, function, and viruses, metagenomic data may better predict how SCI-induced gut dysbiosis influences systemic and neurological outcomes after SCI.
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Affiliation(s)
- Jingjie Du
- Department of Microbiology, The Ohio State University, Columbus, Ohio, USA
| | - Ahmed A Zayed
- Department of Microbiology, The Ohio State University, Columbus, Ohio, USA
- Center of Microbiome Science, The Ohio State University, Columbus, Ohio, USA
| | - Kristina A Kigerl
- Department of Neuroscience, The Ohio State University College of Medicine, Columbus, Ohio, USA
- The Belford Center for Spinal Cord Injury, The Ohio State University College of Medicine, Columbus, Ohio, USA
- The Center for Brain and Spinal Cord Repair, The Ohio State University College of Medicine, Columbus, Ohio, USA
- Center of Microbiome Science, The Ohio State University, Columbus, Ohio, USA
| | - Kylie Zane
- Medical Scientist Training Program, The Ohio State University College of Medicine, Columbus, Ohio, USA
| | - Matthew B Sullivan
- Department of Microbiology, The Ohio State University, Columbus, Ohio, USA
- Department of Civil, Environmental and Geodetic Engineering, The Ohio State University, Columbus, Ohio, USA
- Infectious Disease Institute, The Ohio State University, Columbus, Ohio, USA
- Center of Microbiome Science, The Ohio State University, Columbus, Ohio, USA
| | - Phillip G Popovich
- Department of Neuroscience, The Ohio State University College of Medicine, Columbus, Ohio, USA
- The Belford Center for Spinal Cord Injury, The Ohio State University College of Medicine, Columbus, Ohio, USA
- The Center for Brain and Spinal Cord Repair, The Ohio State University College of Medicine, Columbus, Ohio, USA
- Center of Microbiome Science, The Ohio State University, Columbus, Ohio, USA
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13
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Guo J, Bolduc B, Zayed AA, Varsani A, Dominguez-Huerta G, Delmont TO, Pratama AA, Gazitúa MC, Vik D, Sullivan MB, Roux S. VirSorter2: a multi-classifier, expert-guided approach to detect diverse DNA and RNA viruses. Microbiome 2021; 9:37. [PMID: 33522966 PMCID: PMC7852108 DOI: 10.1186/s40168-020-00990-y] [Citation(s) in RCA: 328] [Impact Index Per Article: 109.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/04/2020] [Accepted: 12/29/2020] [Indexed: 05/19/2023]
Abstract
BACKGROUND Viruses are a significant player in many biosphere and human ecosystems, but most signals remain "hidden" in metagenomic/metatranscriptomic sequence datasets due to the lack of universal gene markers, database representatives, and insufficiently advanced identification tools. RESULTS Here, we introduce VirSorter2, a DNA and RNA virus identification tool that leverages genome-informed database advances across a collection of customized automatic classifiers to improve the accuracy and range of virus sequence detection. When benchmarked against genomes from both isolated and uncultivated viruses, VirSorter2 uniquely performed consistently with high accuracy (F1-score > 0.8) across viral diversity, while all other tools under-detected viruses outside of the group most represented in reference databases (i.e., those in the order Caudovirales). Among the tools evaluated, VirSorter2 was also uniquely able to minimize errors associated with atypical cellular sequences including eukaryotic genomes and plasmids. Finally, as the virosphere exploration unravels novel viral sequences, VirSorter2's modular design makes it inherently able to expand to new types of viruses via the design of new classifiers to maintain maximal sensitivity and specificity. CONCLUSION With multi-classifier and modular design, VirSorter2 demonstrates higher overall accuracy across major viral groups and will advance our knowledge of virus evolution, diversity, and virus-microbe interaction in various ecosystems. Source code of VirSorter2 is freely available ( https://bitbucket.org/MAVERICLab/virsorter2 ), and VirSorter2 is also available both on bioconda and as an iVirus app on CyVerse ( https://de.cyverse.org/de ). Video abstract.
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Affiliation(s)
- Jiarong Guo
- Department of Microbiology, Ohio State University, Columbus, OH, 43210, USA
| | - Ben Bolduc
- Department of Microbiology, Ohio State University, Columbus, OH, 43210, USA
| | - Ahmed A Zayed
- Department of Microbiology, Ohio State University, Columbus, OH, 43210, USA
| | - Arvind Varsani
- The Biodesign Center for Fundamental and Applied Microbiomics, Center for Evolution and Medicine, School of Life Sciences, Arizona State University, Tempe, AZ, 85287, USA
- Structural Biology Research Unit, Department of Integrative Biomedical Sciences, University of Cape Town, Observatory, Cape Town, 7701, South Africa
| | | | - Tom O Delmont
- Génomique Métabolique, Genoscope, Institut François Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, 91057, Evry, France
| | | | | | - Dean Vik
- Department of Microbiology, Ohio State University, Columbus, OH, 43210, USA
| | - Matthew B Sullivan
- Department of Microbiology, Ohio State University, Columbus, OH, 43210, USA.
- Civil, Environmental and Geodetic Engineering, Ohio State University, Columbus, OH, 43210, USA.
- Center of Microbiome Science, Ohio State University, Columbus, OH, 43210, USA.
| | - Simon Roux
- DOE Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA.
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14
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Vik D, Gazitúa MC, Sun CL, Zayed AA, Aldunate M, Mulholland MR, Ulloa O, Sullivan MB. Genome-resolved viral ecology in a marine oxygen minimum zone. Environ Microbiol 2020; 23:2858-2874. [PMID: 33185964 DOI: 10.1111/1462-2920.15313] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2020] [Accepted: 11/09/2020] [Indexed: 11/28/2022]
Abstract
Oxygen minimum zones (OMZs) are critical to marine nitrogen cycling and global climate change. While OMZ microbial communities are relatively well-studied, little is known about their viruses. Here, we assess the viral community ecology of 22 deeply sequenced viral metagenomes along a gradient of oxygenated to anoxic waters (<0.02 μmol/l O2 ) in the Eastern Tropical South Pacific (ETSP) OMZ. We identified 46 127 viral populations (≥5 kb), which augments the known viruses from ETSP by 10-fold. Viral communities clustered into six groups that correspond to oceanographic features. Oxygen concentration was the predominant environmental feature driving viral community structure. Alpha and beta diversity of viral communities in the anoxic zone were lower than in surface waters, which parallels the low microbial diversity seen in other studies. ETSP viruses were largely endemic, with the majority of shared viruses (87%) also present in other OMZ samples. We detected 543 putative viral-encoded auxiliary metabolic genes (AMGs), of which some have a distribution that reflects physico-chemical characteristics across depth. Together these findings provide an ecological baseline for viral community structure, drivers and population variability in OMZs that will help future studies assess the role of viruses in these climate-critical environments.
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Affiliation(s)
- Dean Vik
- Department of Microbiology, The Ohio State University, Columbus, OH, USA
| | - Maria Consuelo Gazitúa
- Department of Microbiology, The Ohio State University, Columbus, OH, USA.,Viromica Consulting, Santiago, Chile
| | - Christine L Sun
- Department of Microbiology, The Ohio State University, Columbus, OH, USA
| | - Ahmed A Zayed
- Department of Microbiology, The Ohio State University, Columbus, OH, USA.,Center of Microbiome Science, The Ohio State University, Columbus, OH, USA
| | - Montserrat Aldunate
- Department of Oceanography, Universidad de Concepción, Concepción, Chile.,Millennium Institute of Oceanography, Universidad de Concepción, Concepción, Chile
| | - Margaret R Mulholland
- Department of Ocean, Earth and Atmospheric Sciences, Old Dominion University, Norfolk, VA, USA
| | - Osvaldo Ulloa
- Center of Microbiome Science, The Ohio State University, Columbus, OH, USA.,Millennium Institute of Oceanography, Universidad de Concepción, Concepción, Chile
| | - Matthew B Sullivan
- Department of Microbiology, The Ohio State University, Columbus, OH, USA.,Center of Microbiome Science, The Ohio State University, Columbus, OH, USA.,Department of Civil, Environmental and Geodetic Engineering, The Ohio State University, Columbus, OH, USA
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15
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Gregory AC, Zablocki O, Zayed AA, Howell A, Bolduc B, Sullivan MB. The Gut Virome Database Reveals Age-Dependent Patterns of Virome Diversity in the Human Gut. Cell Host Microbe 2020; 28:724-740.e8. [PMID: 32841606 PMCID: PMC7443397 DOI: 10.1016/j.chom.2020.08.003] [Citation(s) in RCA: 265] [Impact Index Per Article: 66.3] [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: 06/15/2020] [Revised: 07/14/2020] [Accepted: 08/06/2020] [Indexed: 12/12/2022]
Abstract
The gut microbiome profoundly affects human health and disease, and their infecting viruses are likely as important, but often missed because of reference database limitations. Here, we (1) built a human Gut Virome Database (GVD) from 2,697 viral particle or microbial metagenomes from 1,986 individuals representing 16 countries, (2) assess its effectiveness, and (3) report a meta-analysis that reveals age-dependent patterns across healthy Westerners. The GVD contains 33,242 unique viral populations (approximately species-level taxa) and improves average viral detection rates over viral RefSeq and IMG/VR nearly 182-fold and 2.6-fold, respectively. GVD meta-analyses show highly personalized viromes, reveal that inter-study variability from technical artifacts is larger than any "disease" effect at the population level, and document how viral diversity changes from human infancy into senescence. Together, this compact foundational resource, these standardization guidelines, and these meta-analysis findings provide a systematic toolkit to help maximize our understanding of viral roles in health and disease.
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Affiliation(s)
- Ann C Gregory
- Department of Microbiology, Ohio State University, Columbus, OH 43210, USA
| | - Olivier Zablocki
- Department of Microbiology, Ohio State University, Columbus, OH 43210, USA; Center of Microbiome Science, Ohio State University, Columbus, OH 43210, USA
| | - Ahmed A Zayed
- Department of Microbiology, Ohio State University, Columbus, OH 43210, USA; Center of Microbiome Science, Ohio State University, Columbus, OH 43210, USA
| | - Allison Howell
- Department of Microbiology, Ohio State University, Columbus, OH 43210, USA
| | - Benjamin Bolduc
- Department of Microbiology, Ohio State University, Columbus, OH 43210, USA; Center of Microbiome Science, Ohio State University, Columbus, OH 43210, USA
| | - Matthew B Sullivan
- Department of Microbiology, Ohio State University, Columbus, OH 43210, USA; Department of Civil, Environmental and Geodetic Engineering, Ohio State University, Columbus, OH 43210, USA; Center of Microbiome Science, Ohio State University, Columbus, OH 43210, USA.
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16
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Shaffer M, Borton MA, McGivern BB, Zayed AA, La Rosa SL, Solden LM, Liu P, Narrowe AB, Rodríguez-Ramos J, Bolduc B, Gazitúa MC, Daly RA, Smith GJ, Vik DR, Pope PB, Sullivan MB, Roux S, Wrighton KC. DRAM for distilling microbial metabolism to automate the curation of microbiome function. Nucleic Acids Res 2020; 48:8883-8900. [PMID: 32766782 PMCID: PMC7498326 DOI: 10.1093/nar/gkaa621] [Citation(s) in RCA: 299] [Impact Index Per Article: 74.8] [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: 03/24/2020] [Revised: 06/29/2020] [Accepted: 07/21/2020] [Indexed: 12/20/2022] Open
Abstract
Microbial and viral communities transform the chemistry of Earth's ecosystems, yet the specific reactions catalyzed by these biological engines are hard to decode due to the absence of a scalable, metabolically resolved, annotation software. Here, we present DRAM (Distilled and Refined Annotation of Metabolism), a framework to translate the deluge of microbiome-based genomic information into a catalog of microbial traits. To demonstrate the applicability of DRAM across metabolically diverse genomes, we evaluated DRAM performance on a defined, in silico soil community and previously published human gut metagenomes. We show that DRAM accurately assigned microbial contributions to geochemical cycles and automated the partitioning of gut microbial carbohydrate metabolism at substrate levels. DRAM-v, the viral mode of DRAM, established rules to identify virally-encoded auxiliary metabolic genes (AMGs), resulting in the metabolic categorization of thousands of putative AMGs from soils and guts. Together DRAM and DRAM-v provide critical metabolic profiling capabilities that decipher mechanisms underpinning microbiome function.
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Affiliation(s)
- Michael Shaffer
- Department of Soil and Crop Sciences, Colorado State University, Fort Collins, CO 80523, USA
| | - Mikayla A Borton
- Department of Soil and Crop Sciences, Colorado State University, Fort Collins, CO 80523, USA
| | - Bridget B McGivern
- Department of Soil and Crop Sciences, Colorado State University, Fort Collins, CO 80523, USA
| | - Ahmed A Zayed
- Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA
| | | | - Lindsey M Solden
- Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA
| | - Pengfei Liu
- Department of Soil and Crop Sciences, Colorado State University, Fort Collins, CO 80523, USA
| | - Adrienne B Narrowe
- Department of Soil and Crop Sciences, Colorado State University, Fort Collins, CO 80523, USA
| | - Josué Rodríguez-Ramos
- Department of Soil and Crop Sciences, Colorado State University, Fort Collins, CO 80523, USA
| | - Benjamin Bolduc
- Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA
| | - M Consuelo Gazitúa
- Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA
| | - Rebecca A Daly
- Department of Soil and Crop Sciences, Colorado State University, Fort Collins, CO 80523, USA
| | - Garrett J Smith
- Department of Microbiology, Radboud University, Nijmegen 6525, Netherlands
| | - Dean R Vik
- Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA
| | - Phil B Pope
- Faculty of Biosciences, Norwegian University of Life Sciences, Aas 1432, Norway
| | - Matthew B Sullivan
- Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA
| | - Simon Roux
- Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA
| | - Kelly C Wrighton
- Department of Soil and Crop Sciences, Colorado State University, Fort Collins, CO 80523, USA
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17
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Salazar G, Paoli L, Alberti A, Huerta-Cepas J, Ruscheweyh HJ, Cuenca M, Field CM, Coelho LP, Cruaud C, Engelen S, Gregory AC, Labadie K, Marec C, Pelletier E, Royo-Llonch M, Roux S, Sánchez P, Uehara H, Zayed AA, Zeller G, Carmichael M, Dimier C, Ferland J, Kandels S, Picheral M, Pisarev S, Poulain J, Acinas SG, Babin M, Bork P, Bowler C, de Vargas C, Guidi L, Hingamp P, Iudicone D, Karp-Boss L, Karsenti E, Ogata H, Pesant S, Speich S, Sullivan MB, Wincker P, Sunagawa S. Gene Expression Changes and Community Turnover Differentially Shape the Global Ocean Metatranscriptome. Cell 2020; 179:1068-1083.e21. [PMID: 31730850 PMCID: PMC6912165 DOI: 10.1016/j.cell.2019.10.014] [Citation(s) in RCA: 148] [Impact Index Per Article: 37.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2019] [Revised: 07/26/2019] [Accepted: 10/11/2019] [Indexed: 12/02/2022]
Abstract
Ocean microbial communities strongly influence the biogeochemistry, food webs, and climate of our planet. Despite recent advances in understanding their taxonomic and genomic compositions, little is known about how their transcriptomes vary globally. Here, we present a dataset of 187 metatranscriptomes and 370 metagenomes from 126 globally distributed sampling stations and establish a resource of 47 million genes to study community-level transcriptomes across depth layers from pole-to-pole. We examine gene expression changes and community turnover as the underlying mechanisms shaping community transcriptomes along these axes of environmental variation and show how their individual contributions differ for multiple biogeochemically relevant processes. Furthermore, we find the relative contribution of gene expression changes to be significantly lower in polar than in non-polar waters and hypothesize that in polar regions, alterations in community activity in response to ocean warming will be driven more strongly by changes in organismal composition than by gene regulatory mechanisms. Video Abstract
A catalog of 47 million genes was generated from 370 globally distributed metagenomes Meta-omics data integration disentangled the mechanisms of changes in transcript pools Transcript pool changes of metabolic marker genes show distinct mechanistic patterns Community turnover as a response to ocean warming may be strongest in polar regions
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Affiliation(s)
- Guillem Salazar
- Department of Biology, Institute of Microbiology and Swiss Institute of Bioinformatics, ETH Zürich, Zürich 8093, Switzerland
| | - Lucas Paoli
- Department of Biology, Institute of Microbiology and Swiss Institute of Bioinformatics, ETH Zürich, Zürich 8093, Switzerland
| | - Adriana Alberti
- Génomique Métabolique, Genoscope, Institut de biologie François Jacob, Commissariat à l'Energie Atomique (CEA), CNRS, Université Evry, Université Paris-Saclay, Evry, France; Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/GOSEE, 3 Rue Michel-Ange, Paris 75016, France
| | - Jaime Huerta-Cepas
- Centro de Biotecnología y Genómica de Plantas, Universidad Politécnica de Madrid (UPM) and Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA), Madrid 28223, Spain; Structural and Computational Biology, European Molecular Biology Laboratory, Heidelberg 69117, Germany
| | - Hans-Joachim Ruscheweyh
- Department of Biology, Institute of Microbiology and Swiss Institute of Bioinformatics, ETH Zürich, Zürich 8093, Switzerland
| | - Miguelangel Cuenca
- Department of Biology, Institute of Microbiology and Swiss Institute of Bioinformatics, ETH Zürich, Zürich 8093, Switzerland
| | - Christopher M Field
- Department of Biology, Institute of Microbiology and Swiss Institute of Bioinformatics, ETH Zürich, Zürich 8093, Switzerland
| | - Luis Pedro Coelho
- Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai 200433, China; Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Fudan University), Ministry of Education, Shanghai, China; Structural and Computational Biology, European Molecular Biology Laboratory, Heidelberg 69117, Germany
| | - Corinne Cruaud
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/GOSEE, 3 Rue Michel-Ange, Paris 75016, France; Genoscope, Institut de biologie François-Jacob, Commissariat à l'Energie Atomique (CEA), Université Paris-Saclay, Evry, France
| | - Stefan Engelen
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/GOSEE, 3 Rue Michel-Ange, Paris 75016, France; Genoscope, Institut de biologie François-Jacob, Commissariat à l'Energie Atomique (CEA), Université Paris-Saclay, Evry, France
| | - Ann C Gregory
- Department of Microbiology, the Ohio State University, Columbus, OH 43210, USA
| | - Karine Labadie
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/GOSEE, 3 Rue Michel-Ange, Paris 75016, France; Genoscope, Institut de biologie François-Jacob, Commissariat à l'Energie Atomique (CEA), Université Paris-Saclay, Evry, France
| | - Claudie Marec
- Département de biologie, Université Laval, QC G1V 0A6, Canada; Laboratoire d'Oceanographie Physique et Spatiale, UMR 6523, CNRS-IFREMER-IRD-UBO, Plouzané, France
| | - Eric Pelletier
- Génomique Métabolique, Genoscope, Institut de biologie François Jacob, Commissariat à l'Energie Atomique (CEA), CNRS, Université Evry, Université Paris-Saclay, Evry, France; Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/GOSEE, 3 Rue Michel-Ange, Paris 75016, France
| | - Marta Royo-Llonch
- Department of Marine Biology and Oceanography, Institute of Marine Sciences (ICM)-CSIC, Barcelona 08003, Spain
| | - Simon Roux
- Department of Microbiology, the Ohio State University, Columbus, OH 43210, USA
| | - Pablo Sánchez
- Department of Marine Biology and Oceanography, Institute of Marine Sciences (ICM)-CSIC, Barcelona 08003, Spain
| | - Hideya Uehara
- Institute for Chemical Research, Kyoto Univerisity, Gokasho, Uji 611-0011, Japan; Hewlett-Packard Japan, 2-2-1, Ojima, Koto-ku, Tokyo 136-8711, Japan
| | - Ahmed A Zayed
- Department of Microbiology, the Ohio State University, Columbus, OH 43210, USA
| | - Georg Zeller
- Structural and Computational Biology, European Molecular Biology Laboratory, Heidelberg 69117, Germany
| | - Margaux Carmichael
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/GOSEE, 3 Rue Michel-Ange, Paris 75016, France; Sorbonne Université & CNRS, UMR 7144 (AD2M), ECOMAP, Station Biologique de Roscoff, Place Georges Teissier, Roscoff 29680, France
| | - Céline Dimier
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/GOSEE, 3 Rue Michel-Ange, Paris 75016, France; Sorbonne Université, CNRS, Laboratoire d'Océanographie de Villefanche, LOV, Villefranche-sur-mer 06230, France; Institut de Biologie de l'ENS (IBENS), Département de biologie, École normale supérieure, CNRS, INSERM, Université PSL, Paris 75005, France
| | - Joannie Ferland
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/GOSEE, 3 Rue Michel-Ange, Paris 75016, France; Takuvik Joint International Laboratory, CNRS-Université Laval, QC G1V 0A6, Canada
| | - Stefanie Kandels
- Structural and Computational Biology, European Molecular Biology Laboratory, Heidelberg 69117, Germany
| | - Marc Picheral
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/GOSEE, 3 Rue Michel-Ange, Paris 75016, France; Sorbonne Université, CNRS, Laboratoire d'Océanographie de Villefanche, LOV, Villefranche-sur-mer 06230, France
| | - Sergey Pisarev
- Shirshov Institute of Oceanology, Russian Academy of Sciences, Moscow 117997, Russia
| | - Julie Poulain
- Génomique Métabolique, Genoscope, Institut de biologie François Jacob, Commissariat à l'Energie Atomique (CEA), CNRS, Université Evry, Université Paris-Saclay, Evry, France; Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/GOSEE, 3 Rue Michel-Ange, Paris 75016, France
| | | | - Silvia G Acinas
- Department of Marine Biology and Oceanography, Institute of Marine Sciences (ICM)-CSIC, Barcelona 08003, Spain
| | - Marcel Babin
- Takuvik Joint International Laboratory, CNRS-Université Laval, QC G1V 0A6, Canada
| | - Peer Bork
- Structural and Computational Biology, European Molecular Biology Laboratory, Heidelberg 69117, Germany; Max Delbrück Centre for Molecular Medicine, Berlin 13125, Germany; Department of Bioinformatics, Biocenter, University of Würzburg, Würzburg 97074, Germany
| | - Chris Bowler
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/GOSEE, 3 Rue Michel-Ange, Paris 75016, France; Institut de Biologie de l'ENS (IBENS), Département de biologie, École normale supérieure, CNRS, INSERM, Université PSL, Paris 75005, France
| | - Colomban de Vargas
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/GOSEE, 3 Rue Michel-Ange, Paris 75016, France; Sorbonne Université & CNRS, UMR 7144 (AD2M), ECOMAP, Station Biologique de Roscoff, Place Georges Teissier, Roscoff 29680, France
| | - Lionel Guidi
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/GOSEE, 3 Rue Michel-Ange, Paris 75016, France; Sorbonne Université & CNRS, UMR 7144 (AD2M), ECOMAP, Station Biologique de Roscoff, Place Georges Teissier, Roscoff 29680, France; Department of Oceanography, University of Hawaii, Honolulu, HI 96822, USA
| | - Pascal Hingamp
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/GOSEE, 3 Rue Michel-Ange, Paris 75016, France; Aix Marseille Univ, Université de Toulon, CNRS, IRD, MIO, Marseille, France
| | | | - Lee Karp-Boss
- School of Marine Sciences, University of Maine, Orono, ME 04469, USA
| | - Eric Karsenti
- Institut de Biologie de l'ENS (IBENS), Département de biologie, École normale supérieure, CNRS, INSERM, Université PSL, Paris 75005, France; Directors' Research European Molecular Biology Laboratory, Heidelberg 69117, Germany
| | - Hiroyuki Ogata
- Institute for Chemical Research, Kyoto Univerisity, Gokasho, Uji 611-0011, Japan
| | - Stephane Pesant
- MARUM, Center for Marine Environmental Sciences, University of Bremen, Bremen, Germany; PANGAEA, Data Publisher for Earth and Environmental Science, University of Bremen, Bremen, Germany
| | | | - Matthew B Sullivan
- Department of Microbiology, the Ohio State University, Columbus, OH 43210, USA; Department of Civil, Environmental and Geodetic Engineering, the Ohio State University, Columbus, OH 43214, USA; Center for RNA Biology, the Ohio State University, Columbus, OH 43214, USA
| | - Patrick Wincker
- Génomique Métabolique, Genoscope, Institut de biologie François Jacob, Commissariat à l'Energie Atomique (CEA), CNRS, Université Evry, Université Paris-Saclay, Evry, France; Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/GOSEE, 3 Rue Michel-Ange, Paris 75016, France
| | - Shinichi Sunagawa
- Department of Biology, Institute of Microbiology and Swiss Institute of Bioinformatics, ETH Zürich, Zürich 8093, Switzerland.
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18
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Ibarbalz FM, Henry N, Brandão MC, Martini S, Busseni G, Byrne H, Coelho LP, Endo H, Gasol JM, Gregory AC, Mahé F, Rigonato J, Royo-Llonch M, Salazar G, Sanz-Sáez I, Scalco E, Soviadan D, Zayed AA, Zingone A, Labadie K, Ferland J, Marec C, Kandels S, Picheral M, Dimier C, Poulain J, Pisarev S, Carmichael M, Pesant S, Babin M, Boss E, Iudicone D, Jaillon O, Acinas SG, Ogata H, Pelletier E, Stemmann L, Sullivan MB, Sunagawa S, Bopp L, de Vargas C, Karp-Boss L, Wincker P, Lombard F, Bowler C, Zinger L. Global Trends in Marine Plankton Diversity across Kingdoms of Life. Cell 2020; 179:1084-1097.e21. [PMID: 31730851 PMCID: PMC6912166 DOI: 10.1016/j.cell.2019.10.008] [Citation(s) in RCA: 148] [Impact Index Per Article: 37.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2019] [Revised: 07/22/2019] [Accepted: 10/07/2019] [Indexed: 12/31/2022]
Abstract
The ocean is home to myriad small planktonic organisms that underpin the functioning of marine ecosystems. However, their spatial patterns of diversity and the underlying drivers remain poorly known, precluding projections of their responses to global changes. Here we investigate the latitudinal gradients and global predictors of plankton diversity across archaea, bacteria, eukaryotes, and major virus clades using both molecular and imaging data from Tara Oceans. We show a decline of diversity for most planktonic groups toward the poles, mainly driven by decreasing ocean temperatures. Projections into the future suggest that severe warming of the surface ocean by the end of the 21st century could lead to tropicalization of the diversity of most planktonic groups in temperate and polar regions. These changes may have multiple consequences for marine ecosystem functioning and services and are expected to be particularly significant in key areas for carbon sequestration, fisheries, and marine conservation. Video Abstract
Most epipelagic planktonic groups exhibit a poleward decline of diversity No latitudinal diversity gradient was observed below the photic zone Temperature emerges as the best predictor of epipelagic plankton diversity Global warming may increase plankton diversity, particularly at high latitudes
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Affiliation(s)
- Federico M Ibarbalz
- Institut de Biologie de l'École Normale Supérieure (IBENS), École Normale Supérieure, CNRS, INSERM, PSL Université Paris, 75005 Paris, France
| | - Nicolas Henry
- Sorbonne Université, CNRS, Station Biologique de Roscoff, AD2M, UMR 7144, 29680 Roscoff, France; Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 3 rue Michel-Ange, 75016 Paris, France
| | - Manoela C Brandão
- Sorbonne Université, CNRS, UMR 7093, Institut de la Mer de Villefranche-sur-Mer, Laboratoire d'Océanographie de Villefranche, 06230 Villefranche-sur-Mer, France
| | - Séverine Martini
- Sorbonne Université, CNRS, UMR 7093, Institut de la Mer de Villefranche-sur-Mer, Laboratoire d'Océanographie de Villefranche, 06230 Villefranche-sur-Mer, France
| | - Greta Busseni
- Stazione Zoologica Anton Dohrn, Villa Comunale, 80121 Naples, Italy
| | - Hannah Byrne
- Department of Earth and Planetary Sciences, Harvard University, 20 Oxford St., Cambridge, MA 02138, USA
| | - Luis Pedro Coelho
- Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China
| | - Hisashi Endo
- Institute for Chemical Research, Kyoto University, Gokasho, Uji, Kyoto, 611-0011, Japan
| | - Josep M Gasol
- Department of Marine Biology and Oceanography, Institute of Marine Sciences (ICM)-CSIC, Pg. Marítim de la Barceloneta, 37-49 Barcelona E08003, Spain; Centre for Marine Ecosystems Research, Edith Cowan University, Joondalup, WA, Australia
| | - Ann C Gregory
- Department of Microbiology, Ohio State University, Columbus, OH 43210, USA
| | - Frédéric Mahé
- CIRAD, UMR BGPI, 34398, Montpellier, France; BGPI, Université Montpellier, CIRAD, IRD, Montpellier SupAgro, Montpellier, France
| | - Janaina Rigonato
- Génomique Métabolique, Genoscope, Institut de Biologie François Jacob, Commissariat à l'Énergie Atomique (CEA), CNRS, Université Évry, Université Paris-Saclay, Évry, France
| | - Marta Royo-Llonch
- Department of Marine Biology and Oceanography, Institute of Marine Sciences (ICM)-CSIC, Pg. Marítim de la Barceloneta, 37-49 Barcelona E08003, Spain
| | - Guillem Salazar
- Department of Biology, Institute of Microbiology and Swiss Institute of Bioinformatics, ETH Zürich, Vladimir-Prelog-Weg 4, 8093 Zürich, Switzerland
| | - Isabel Sanz-Sáez
- Department of Marine Biology and Oceanography, Institute of Marine Sciences (ICM)-CSIC, Pg. Marítim de la Barceloneta, 37-49 Barcelona E08003, Spain
| | - Eleonora Scalco
- Stazione Zoologica Anton Dohrn, Villa Comunale, 80121 Naples, Italy
| | - Dodji Soviadan
- Sorbonne Université, CNRS, UMR 7093, Institut de la Mer de Villefranche-sur-Mer, Laboratoire d'Océanographie de Villefranche, 06230 Villefranche-sur-Mer, France
| | - Ahmed A Zayed
- Department of Microbiology, Ohio State University, Columbus, OH 43210, USA
| | - Adriana Zingone
- Stazione Zoologica Anton Dohrn, Villa Comunale, 80121 Naples, Italy
| | - Karine Labadie
- Genoscope, Institut de Biologie François-Jacob, Commissariat à l'Énergie Atomique (CEA), Université Paris-Saclay, Évry, France
| | - Joannie Ferland
- Takuvik Joint International Laboratory (UMI3376), Université Laval (Canada) - CNRS (France), Université Laval, Québec, QC G1V 0A6, Canada
| | - Claudie Marec
- Takuvik Joint International Laboratory (UMI3376), Université Laval (Canada) - CNRS (France), Université Laval, Québec, QC G1V 0A6, Canada
| | - Stefanie Kandels
- Structural and Computational Biology, European Molecular Biology Laboratory, Meyerhofstr. 1, 69117 Heidelberg, Germany; Directors' Research European Molecular Biology Laboratory, Meyerhofstr. 1, 69117 Heidelberg, Germany
| | - Marc Picheral
- Sorbonne Université, CNRS, UMR 7093, Institut de la Mer de Villefranche-sur-Mer, Laboratoire d'Océanographie de Villefranche, 06230 Villefranche-sur-Mer, France
| | - Céline Dimier
- Institut de Biologie de l'École Normale Supérieure (IBENS), École Normale Supérieure, CNRS, INSERM, PSL Université Paris, 75005 Paris, France; Sorbonne Université, CNRS, UMR 7093, Institut de la Mer de Villefranche-sur-Mer, Laboratoire d'Océanographie de Villefranche, 06230 Villefranche-sur-Mer, France
| | - Julie Poulain
- Génomique Métabolique, Genoscope, Institut de Biologie François Jacob, Commissariat à l'Énergie Atomique (CEA), CNRS, Université Évry, Université Paris-Saclay, Évry, France
| | - Sergey Pisarev
- Shirshov Institute of Oceanology of the Russian Academy of Sciences, 36 Nakhimovsky Prosp., 117997 Moscow, Russia
| | - Margaux Carmichael
- Sorbonne Université, CNRS, Station Biologique de Roscoff, AD2M, UMR 7144, 29680 Roscoff, France
| | - Stéphane Pesant
- MARUM, Center for Marine Environmental Sciences, University of Bremen, Bremen, Germany; PANGAEA, Data Publisher for Earth and Environmental Science, University of Bremen, Bremen, Germany
| | | | - Marcel Babin
- Takuvik Joint International Laboratory (UMI3376), Université Laval (Canada) - CNRS (France), Université Laval, Québec, QC G1V 0A6, Canada
| | - Emmanuel Boss
- School of Marine Sciences, University of Maine, Orono, ME, USA
| | - Daniele Iudicone
- Stazione Zoologica Anton Dohrn, Villa Comunale, 80121 Naples, Italy
| | - Olivier Jaillon
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 3 rue Michel-Ange, 75016 Paris, France; Génomique Métabolique, Genoscope, Institut de Biologie François Jacob, Commissariat à l'Énergie Atomique (CEA), CNRS, Université Évry, Université Paris-Saclay, Évry, France
| | - Silvia G Acinas
- Department of Marine Biology and Oceanography, Institute of Marine Sciences (ICM)-CSIC, Pg. Marítim de la Barceloneta, 37-49 Barcelona E08003, Spain
| | - Hiroyuki Ogata
- Institute for Chemical Research, Kyoto University, Gokasho, Uji, Kyoto, 611-0011, Japan
| | - Eric Pelletier
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 3 rue Michel-Ange, 75016 Paris, France; Génomique Métabolique, Genoscope, Institut de Biologie François Jacob, Commissariat à l'Énergie Atomique (CEA), CNRS, Université Évry, Université Paris-Saclay, Évry, France
| | - Lars Stemmann
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 3 rue Michel-Ange, 75016 Paris, France; Sorbonne Université, CNRS, UMR 7093, Institut de la Mer de Villefranche-sur-Mer, Laboratoire d'Océanographie de Villefranche, 06230 Villefranche-sur-Mer, France
| | - Matthew B Sullivan
- Department of Microbiology, Ohio State University, Columbus, OH 43210, USA; Department of Civil, Environmental and Geodetic Engineering, Ohio State University, Columbus, OH 43210, USA; Byrd Polar and Climate Research Center, Ohio State University, Columbus, OH, USA
| | - Shinichi Sunagawa
- Department of Biology, Institute of Microbiology and Swiss Institute of Bioinformatics, ETH Zürich, Vladimir-Prelog-Weg 4, 8093 Zürich, Switzerland
| | - Laurent Bopp
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 3 rue Michel-Ange, 75016 Paris, France; LMD/IPSL, ENS, PSL Research University, École Polytechnique, Sorbonne Université, CNRS, Paris, France
| | - Colomban de Vargas
- Sorbonne Université, CNRS, Station Biologique de Roscoff, AD2M, UMR 7144, 29680 Roscoff, France; Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 3 rue Michel-Ange, 75016 Paris, France
| | - Lee Karp-Boss
- School of Marine Sciences, University of Maine, Orono, ME, USA
| | - Patrick Wincker
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 3 rue Michel-Ange, 75016 Paris, France; Génomique Métabolique, Genoscope, Institut de Biologie François Jacob, Commissariat à l'Énergie Atomique (CEA), CNRS, Université Évry, Université Paris-Saclay, Évry, France
| | - Fabien Lombard
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 3 rue Michel-Ange, 75016 Paris, France; Sorbonne Université, CNRS, UMR 7093, Institut de la Mer de Villefranche-sur-Mer, Laboratoire d'Océanographie de Villefranche, 06230 Villefranche-sur-Mer, France
| | - Chris Bowler
- Institut de Biologie de l'École Normale Supérieure (IBENS), École Normale Supérieure, CNRS, INSERM, PSL Université Paris, 75005 Paris, France; Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 3 rue Michel-Ange, 75016 Paris, France.
| | - Lucie Zinger
- Institut de Biologie de l'École Normale Supérieure (IBENS), École Normale Supérieure, CNRS, INSERM, PSL Université Paris, 75005 Paris, France.
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19
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Howard-Varona C, Lindback MM, Bastien GE, Solonenko N, Zayed AA, Jang H, Andreopoulos B, Brewer HM, Glavina Del Rio T, Adkins JN, Paul S, Sullivan MB, Duhaime MB. Phage-specific metabolic reprogramming of virocells. ISME J 2020; 14:881-895. [PMID: 31896786 PMCID: PMC7082346 DOI: 10.1038/s41396-019-0580-z] [Citation(s) in RCA: 97] [Impact Index Per Article: 24.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/06/2019] [Revised: 11/25/2019] [Accepted: 12/17/2019] [Indexed: 12/22/2022]
Abstract
Ocean viruses are abundant and infect 20–40% of surface microbes. Infected cells, termed virocells, are thus a predominant microbial state. Yet, virocells and their ecosystem impacts are understudied, thus precluding their incorporation into ecosystem models. Here we investigated how unrelated bacterial viruses (phages) reprogram one host into contrasting virocells with different potential ecosystem footprints. We independently infected the marine Pseudoalteromonas bacterium with siphovirus PSA-HS2 and podovirus PSA-HP1. Time-resolved multi-omics unveiled drastically different metabolic reprogramming and resource requirements by each virocell, which were related to phage–host genomic complementarity and viral fitness. Namely, HS2 was more complementary to the host in nucleotides and amino acids, and fitter during infection than HP1. Functionally, HS2 virocells hardly differed from uninfected cells, with minimal host metabolism impacts. HS2 virocells repressed energy-consuming metabolisms, including motility and translation. Contrastingly, HP1 virocells substantially differed from uninfected cells. They repressed host transcription, responded to infection continuously, and drastically reprogrammed resource acquisition, central carbon and energy metabolisms. Ecologically, this work suggests that one cell, infected versus uninfected, can have immensely different metabolisms that affect the ecosystem differently. Finally, we relate phage–host genome complementarity, virocell metabolic reprogramming, and viral fitness in a conceptual model to guide incorporating viruses into ecosystem models.
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Affiliation(s)
- Cristina Howard-Varona
- Department of Microbiology, The Ohio State University, 484 W 12th Ave, Columbus, OH, 43210, USA
| | - Morgan M Lindback
- Department of Ecology and Evolutionary Biology, University of Michigan, 1105 North University Ave, Ann Arbor, MI, 48109, USA
| | - G Eric Bastien
- Department of Ecology and Evolutionary Biology, University of Michigan, 1105 North University Ave, Ann Arbor, MI, 48109, USA
| | - Natalie Solonenko
- Department of Microbiology, The Ohio State University, 484 W 12th Ave, Columbus, OH, 43210, USA
| | - Ahmed A Zayed
- Department of Microbiology, The Ohio State University, 484 W 12th Ave, Columbus, OH, 43210, USA
| | - HoBin Jang
- Department of Microbiology, The Ohio State University, 484 W 12th Ave, Columbus, OH, 43210, USA
| | - Bill Andreopoulos
- US Department of Energy Joint Genome Institute, 1800 Mitchell Dr #100, Walnut Creek, CA, 94598, USA
| | - Heather M Brewer
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory (PNNL), 902 Battelle Blvd, Richland, WA, 99354, USA
| | - Tijana Glavina Del Rio
- US Department of Energy Joint Genome Institute, 1800 Mitchell Dr #100, Walnut Creek, CA, 94598, USA
| | - Joshua N Adkins
- Biological Science Division, PNNL, 902 Battelle Blvd, Richland, WA, 99354, USA
| | - Subhadeep Paul
- Department of Statistics, The Ohio State University, 1958 Neil Ave, Columbus, OH, 43210, USA
| | - Matthew B Sullivan
- Department of Microbiology, The Ohio State University, 484 W 12th Ave, Columbus, OH, 43210, USA. .,Department of Civil, Environmental and Geodetic Engineering, The Ohio State University, 2070 Neil Ave, Columbus, OH, 43210, USA. .,Center for RNA Biology, The Ohio State University, 484 W. 12th Ave, Columbus, OH, 43210, USA.
| | - Melissa B Duhaime
- Department of Ecology and Evolutionary Biology, University of Michigan, 1105 North University Ave, Ann Arbor, MI, 48109, USA.
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20
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Gregory AC, Zayed AA, Conceição-Neto N, Temperton B, Bolduc B, Alberti A, Ardyna M, Arkhipova K, Carmichael M, Cruaud C, Dimier C, Domínguez-Huerta G, Ferland J, Kandels S, Liu Y, Marec C, Pesant S, Picheral M, Pisarev S, Poulain J, Tremblay JÉ, Vik D, Babin M, Bowler C, Culley AI, de Vargas C, Dutilh BE, Iudicone D, Karp-Boss L, Roux S, Sunagawa S, Wincker P, Sullivan MB. Marine DNA Viral Macro- and Microdiversity from Pole to Pole. Cell 2019; 177:1109-1123.e14. [PMID: 31031001 PMCID: PMC6525058 DOI: 10.1016/j.cell.2019.03.040] [Citation(s) in RCA: 367] [Impact Index Per Article: 73.4] [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: 10/31/2018] [Revised: 01/05/2019] [Accepted: 03/20/2019] [Indexed: 01/04/2023]
Abstract
Microbes drive most ecosystems and are modulated by viruses that impact their lifespan, gene flow, and metabolic outputs. However, ecosystem-level impacts of viral community diversity remain difficult to assess due to classification issues and few reference genomes. Here, we establish an ∼12-fold expanded global ocean DNA virome dataset of 195,728 viral populations, now including the Arctic Ocean, and validate that these populations form discrete genotypic clusters. Meta-community analyses revealed five ecological zones throughout the global ocean, including two distinct Arctic regions. Across the zones, local and global patterns and drivers in viral community diversity were established for both macrodiversity (inter-population diversity) and microdiversity (intra-population genetic variation). These patterns sometimes, but not always, paralleled those from macro-organisms and revealed temperate and tropical surface waters and the Arctic as biodiversity hotspots and mechanistic hypotheses to explain them. Such further understanding of ocean viruses is critical for broader inclusion in ecosystem models.
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Affiliation(s)
- Ann C Gregory
- Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA
| | - Ahmed A Zayed
- Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA
| | - Nádia Conceição-Neto
- Department of Microbiology and Immunology, Rega Institute for Medical Research, Laboratory of Viral Metagenomics, KU Leuven-University of Leuven, Leuven, Belgium; Department of Microbiology and Immunology, Rega Institute for Medical Research, Laboratory for Clinical and Epidemiological Virology, KU Leuven-University of Leuven, Leuven, Belgium
| | - Ben Temperton
- School of Biosciences, University of Exeter, Exeter, UK
| | - Ben Bolduc
- Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA
| | - Adriana Alberti
- 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 Oceans GOSEE, 3 rue Michel-Ange, 75016 Paris, France
| | - Mathieu Ardyna
- Sorbonne Université, CNRS, Laboratoire d'Océanographie de Villefanche, LOV, 06230 Villefranche-sur-mer, France
| | - Ksenia Arkhipova
- Theoretical Biology and Bioinformatics, Utrecht University, Utrecht, the Netherlands
| | - Margaux Carmichael
- Sorbonne Université, CNRS, Station Biologique de Roscoff, AD2M ECOMAP, 29680 Roscoff, France; Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 3 rue Michel-Ange, 75016 Paris, France
| | - Corinne Cruaud
- CEA-Institut de Biologie François Jacob, Genoscope, Evry 91057, France; Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 3 rue Michel-Ange, 75016 Paris, France
| | - Céline Dimier
- Sorbonne Université, CNRS, Laboratoire d'Océanographie de Villefanche, LOV, 06230 Villefranche-sur-mer, France; Institut de Biologie de l'ENS (IBENS), Département de biologie, École normale supérieure, CNRS, INSERM, Université PSL, 75005 Paris, France; Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 3 rue Michel-Ange, 75016 Paris, France
| | | | - Joannie Ferland
- Département de biologie, Québec Océan and Takuvik Joint International Laboratory (UMI 3376), Université Laval (Canada)-CNRS (France), Université Laval, Québec, QC G1V 0A6, Canada
| | - Stefanie Kandels
- Structural and Computational Biology, European Molecular Biology Laboratory, 69117 Heidelberg, Germany; Directors' Research, European Molecular Biology Laboratory, 69117 Heidelberg, Germany
| | - Yunxiao Liu
- Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA
| | - Claudie Marec
- Département de biologie, Québec Océan and Takuvik Joint International Laboratory (UMI 3376), Université Laval (Canada)-CNRS (France), Université Laval, Québec, QC G1V 0A6, Canada
| | - Stéphane Pesant
- PANGAEA, Data Publisher for Earth and Environmental Science, University of Bremen, 28359 Bremen, Germany; MARUM, Bremen University, 28359 Bremen, Germany
| | - Marc Picheral
- Sorbonne Université, CNRS, Laboratoire d'Océanographie de Villefanche, LOV, 06230 Villefranche-sur-mer, France; Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 3 rue Michel-Ange, 75016 Paris, France
| | - Sergey Pisarev
- Shirshov Institute of Oceanology of Russian Academy of Sciences, 36 Nakhimovsky prosp, 117997 Moscow, Russia
| | - Julie Poulain
- 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 Oceans GOSEE, 3 rue Michel-Ange, 75016 Paris, France
| | - Jean-Éric Tremblay
- Département de biologie, Québec Océan and Takuvik Joint International Laboratory (UMI 3376), Université Laval (Canada)-CNRS (France), Université Laval, Québec, QC G1V 0A6, Canada
| | - Dean Vik
- Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA
| | - Marcel Babin
- Département de biologie, Québec Océan and Takuvik Joint International Laboratory (UMI 3376), Université Laval (Canada)-CNRS (France), Université Laval, Québec, QC G1V 0A6, Canada
| | - Chris Bowler
- Institut de Biologie de l'ENS (IBENS), Département de biologie, École normale supérieure, CNRS, INSERM, Université PSL, 75005 Paris, France; Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 3 rue Michel-Ange, 75016 Paris, France
| | - Alexander I Culley
- Département de biochimie, microbiologie et bio-informatique, Université Laval, Québec, QC G1V 0A6, Canada
| | - Colomban de Vargas
- Sorbonne Université, CNRS, Station Biologique de Roscoff, AD2M ECOMAP, 29680 Roscoff, France; Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 3 rue Michel-Ange, 75016 Paris, France
| | - Bas E Dutilh
- Theoretical Biology and Bioinformatics, Utrecht University, Utrecht, the Netherlands; Centre for Molecular and Biomolecular Informatics, Radboud University Medical Centre, Nijmegen, the Netherlands
| | - Daniele Iudicone
- Stazione Zoologica Anton Dohrn, Villa Comunale, 80121 Naples, Italy
| | - Lee Karp-Boss
- School of Marine Sciences, University of Maine, Orono, ME, USA
| | - Simon Roux
- Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA
| | - Shinichi Sunagawa
- Department of Biology, Institute of Microbiology and Swiss Institute of Bioinformatics, ETH Zurich, 8093 Zurich, Switzerland
| | - 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 Oceans GOSEE, 3 rue Michel-Ange, 75016 Paris, France
| | - Matthew B Sullivan
- Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA; Department of Civil, Environmental and Geodetic Engineering, The Ohio State University, Columbus, OH 43210, USA.
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Martinez MA, Woodcroft BJ, Ignacio Espinoza JC, Zayed AA, Singleton CM, Boyd JA, Li YF, Purvine S, Maughan H, Hodgkins SB, Anderson D, Sederholm M, Temperton B, Bolduc B, Saleska SR, Tyson GW, Rich VI, Saleska SR, Tyson GW, Rich VI. Discovery and ecogenomic context of a global Caldiserica-related phylum active in thawing permafrost, Candidatus Cryosericota phylum nov., Ca. Cryosericia class nov., Ca. Cryosericales ord. nov., Ca. Cryosericaceae fam. nov., comprising the four species Cryosericum septentrionale gen. nov. sp. nov., Ca. C. hinesii sp. nov., Ca. C. odellii sp. nov., Ca. C. terrychapinii sp. nov. Syst Appl Microbiol 2019; 42:54-66. [DOI: 10.1016/j.syapm.2018.12.003] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2018] [Revised: 12/05/2018] [Accepted: 12/05/2018] [Indexed: 10/27/2022]
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Deng G, Mishaeli M, Miller M, Zayed AA, Huntsman D, Gelmon K, Yerushalmi R, Manna E, Krag D, Habib I, Williamson J, Burke J. A new enrichment model for high sensitivity detection and downstream analyses of circulating tumor cells in breast cancer patients. Cancer Res 2009. [DOI: 10.1158/0008-5472.sabcs-4162] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Abstract #4162
The detection of circulating tumor cells (CTCs) in breast cancer patients have the potential to improve prognostication and the monitoring of response to treatment. Most CTC enrichment technologies are based on binding to anti-EpCAM antibodies. The sensitivity of such assays is limited by tumors that express no or undetectable levels of EpCAM. Improvements in CTC detection coupled with the development of systems to interrogate CTCs for therapeutic target expression could lead to novel applications for patient monitoring, clinical diagnosis and treatment. In this study, we describe a sensitive and reproducible enrichment method for CTCs. We defined cells as circulating tumor cells with three criteria: Positive for cytokeratin (CK+) and DAPI (nuclear) (DAPI+) and negative staining for CD45 (CD45-). We have previously reported that this system has a higher sensitivity for circulating tumor cell detection and provides a better platform for CTC downstream analyses compare to the methods currently available in the market. Herein, we describe the use of this platform for the evaluation of breast cancer biomarkers in CTCs. Blood samples from patients with metastatic breast cancer were used for CellSearch™ assay (Veridex , LLC ) and our CTC assay (A1000 CTC enrichment and detection kit, Genetix). We performed the CTC enrichment assay using the combination of anti-CK and anti-EpCAM antibodies. CTCs were identified with brightfield and fluorescence labeled anti-CK, anti-CD45 and DAPI (nuclear stain) images. The Ariol® system (Applied Imaging Corporation) was employed for automated cell image capture and analysis of CTCs on glass slides. CTCs enriched on the glass slides were used for CTC downstream analysis. Our CTC enrichment model is designed to have the capability to enrich all the three types of CTCs including CK+ & EpCAM+, CK+ & EpCAM-/low and CK-/low & EpCAM+ cells. Compared to the enrichment methods using anti-EpCAM or anti-cytokeratin antibody alone, a higher CTC detection rate and a larger dynamic CTC detected range were obtained with our new enrichment model. Interestingly there were clear CTC number differences with enrichment methods in the higher CTC count patient samples which indicate that the different enrichment methods may enrich different types of CTCs from patient blood samples.
 Results of DNA and RNA FISH analyses on enriched CTCs indicate that the CTCs on glass slides can be used for its downstream analyses directly or indirectly. Our method may have better performance on enrichment of heterogeneous CTCs and provide a better platform for CTCs profiling for biomarker evaluations and CTC downstream analyses.
Citation Information: Cancer Res 2009;69(2 Suppl):Abstract nr 4162.
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Affiliation(s)
- G Deng
- 1 Genetix USA Inc, San Jose, CA
| | - M Mishaeli
- 2 BC Cancer Agency, Vancouver, BC, Canada
| | - M Miller
- 2 BC Cancer Agency, Vancouver, BC, Canada
| | - AA Zayed
- 2 BC Cancer Agency, Vancouver, BC, Canada
| | - D Huntsman
- 2 BC Cancer Agency, Vancouver, BC, Canada
| | - K Gelmon
- 2 BC Cancer Agency, Vancouver, BC, Canada
| | | | - E Manna
- 3 University of Vermont, College of Medicine, Burlington, VT
| | - D Krag
- 3 University of Vermont, College of Medicine, Burlington, VT
| | - I Habib
- 1 Genetix USA Inc, San Jose, CA
| | | | - J Burke
- 4 Genetix, New Milton, Hampshire, UK
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El-Sadawy HA, Zayed AA, El-Shazly A. Characterization of midgut and salivary gland proteins of Hyalomma dromedarii females controlled by entomopathogenic nematodes. Pak J Biol Sci 2008; 11:508-16. [PMID: 18817119 DOI: 10.3923/pjbs.2008.508.516] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Biological control of hard ticks, Hyalomma dromedarii (Acari: Ixodidae) using entomopathogenic nematode of two families; Heterorhabditidae and Steinernematidae was studied. The protective effect of controlled ticks including haemolymph and haemocytes against these biological agents were also investigated. It was found that heterorhabditid strains cause a higher effect in biological control of engorged female H. dromedarii than those of stienernematid strains. It induced mortality rates ranged from 12-92% versus 4-88% for stienernematid strains. It was also found that these entomopathogenic nematodes can not reproduce within the exposed ticks. SDS-PAGE of proteins extracted from midguts and salivary glands infected with 4000 IJs tick(-1) separated 21 and 25 protein bands versus 13 and 19 protein bands from non-infected ones, respectively. It was concluded that entomopathogenic nematodes of family Heterorhabditidae proved to have a potential acaricidal effect in the control of hard ticks. Moreover, the controlled ticks released unknown proteins in their haemolymph that may promote the haemocytes to phagocyte the nematodes as a type of defense mechanism.
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Affiliation(s)
- Hanan A El-Sadawy
- Department of Parasitology and Animal Diseases, National Research Center, Cairo, Egypt
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Abdel-Shafy S, Zayed AA. In vitro acaricidal effect of plant extract of neem seed oil (Azadirachta indica) on egg, immature, and adult stages of Hyalomma anatolicum excavatum (Ixodoidea: Ixodidae). Vet Parasitol 2002; 106:89-96. [PMID: 11992715 DOI: 10.1016/s0304-4017(02)00023-7] [Citation(s) in RCA: 82] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Effects of the plant extract of neem seed (Azadirachta indica) on eggs, immature, and adult stages of Hyalomma anatolicum excavatum was studied at concentrations of 1.6, 3.2, 6.4, and 12.8%. The extract was found to have a significant effect on the hatching rate of eggs. It significantly increased the hatching rate during the first 7 days post-treatment (DPT) giving incompletely developed and dead larvae; however, it cause hatching failure at DPT 15. Neem Azal F induced a significant increased in mortality rates of newly hatched larvae, unfed larvae, and unfed adults reaching 100% on 15th, 3rd, and 15th DPT, respectively. The mortality rates increased with the extract concentrations. Although, it had no significant effect on the moulting rates of fed nymphs, it caused malformation or deformities in 4% of adults moulted. It was concluded that the concentration of Neem Azal F which may be used for commercial control of this tick species were 1.6 and 3.2%.
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Affiliation(s)
- S Abdel-Shafy
- Parasitology and Animal Diseases Department, National Research Center, P.O. Box 12622, Dokki, Giza, Egypt
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Abstract
The localization and migration routes of Cephalopina titillator larvae were studied in the heads of 45 naturally infested camels. Larvae were located in the pharyngeal cavity (95.6%), the labyrinth of the ethmoid bone (71.1%), the turbinates (28.9%) and the lower nasal meatus (6.7%). Out of 261 first-instar larvae, 73.7% were found in the labyrinth of the ethmoid bone and 26.3% in the turbinates, while 88.9% of second-instar larvae were observed in the pharyngeal cavity and 11.1% in the labyrinth of the ethmoid bone. Most third-instar larvae (91.9%) were found in the pharyngeal cavity, with a few larvae in the labyrinth of the ethmoid bone (6.5%) and lower nasal meatus (1.6%). The first moult occurred in the labyrinth of the ethmoid bone. The second moult was observed in both the labyrinth of ethmoid bone and the pharyngeal cavity. The migration route of these larvae in the infested head was discussed.
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Affiliation(s)
- A A Zayed
- Parasitology and Animal Diseases Dept., National Research Center, Dokki, Giza, Egypt.
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Abstract
Experimental infection of dogs with meat samples (oesophagus, heart and diaphragm) from each of 105 pigs, 11 donkeys and 17 Egyptian water buffaloes indicated that they contained the infective stages of some coccidian parasites of dogs. The dogs which were fed pig meat shed in their faeces Isospora ohioensis, I. canis oocysts and Sarcocystis miescheriana sporocysts after prepatent periods of 3-5, 4-7 and 9-10 days, respectively. The dogs which were fed donkey meat excreted only I. ohioensis oocysts and Sarcocystis bertrami sporocysts after prepatent periods of 3 and 11 days, respectively. However, the dogs which were fed buffalo meat shed in their faeces I. ohioensis, I. canis and Hammondia heydorni oocysts with prepatent periods of 1, 1 and 7 days, respectively.
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Affiliation(s)
- A A Zayed
- Parasitology and Animal Diseases Dept., National Research Center, Dokki, Giza, Egypt
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Pittman CS, Zayed AA. Myxedema coma. Curr Ther Endocrinol Metab 1997; 6:98-101. [PMID: 9174713] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Affiliation(s)
- C S Pittman
- University of Alabama School of Medicine, Birmingham, USA
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Zayed AA. Studies on Rhinoestrus purpureus (Diptera: Oestridae) larvae infesting donkeys (Equus asinus) in Egypt. III. Pupal duration under controlled conditions. Vet Parasitol 1992; 44:285-90. [PMID: 1466135 DOI: 10.1016/0304-4017(92)90123-q] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
The pupal duration of Rhinoestrus purpureus was studied under variable degrees of temperature and relative humidity (RH). It was found that pupal duration was affected by temperature but not by RH. An increase in the temperature above 22 degrees C decreased the pupal duration: 26-27 days at 22 degrees C, 16-24 days at 27 degrees C, 13-15 days at 32 degrees C. At 37 degrees C, the pupated larvae failed to pupate and died. The deformity ratio of emerged flies was 25-30% at 22-32 degrees C, but it was directly proportional to RH at a constant temperature of 32 degrees C: 26.1% at 75% RH, 16.7% at 50% RH, 6.7% at 30% RH. It was concluded that the optimum temperature and RH for obtaining normal active flies were 32 degrees C and 30%, respectively.
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Affiliation(s)
- A A Zayed
- Parasitology and Animal Diseases Department, National Research Center Dokki, Cario, Egypt
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Nabih I, Zayed AA, Metri J, Kamel M, Motawia MS. Synthesis of some tetrahydronaphthyl-1,2,4-triazines of possible schistosomicidal activity. Pharmazie 1984; 39:862-3. [PMID: 6531399] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
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Abstract
Bulbocavernosus reflex was evaluated clinically in 299 patients during a routine urodynamic evaluation and compared to the electromyographic demonstration of the reflex. The findings were correlated with the neurologic status of the patients. There were 127 patients who were normal neurologically, and 98 per cent of the male and 81 per cent of the female patients in this group had a normal bulbocavernosus reflex clinically. All of the male and 92 per cent of the female patients had a bulbocavernosus reflex demonstrated by electromyography. There were 73 patients with neurologic lesions involving the sacral spinal cord. All patients with a complete lesion had absent bulbocavernosus reflexes clinically and on electromyography, while 44 per cent of the patients with incomplete sacral lesions had an intact bulbocavernosus reflex clinically and 78 per cent had reflex demonstrated by electromyography. There were 99 patients with neurologic lesions of the spinal cord above the sacral outflow, and 90 per cent of this group had demonstrable bulbocavernosus reflexes clinically and 93 per cent had the reflex demonstrated by electromyography. It is concluded that the absence of a bulbocavernosus reflex in a male patient is indicative of a neurologic lesion involving the sacral spinal cord and is highly suggestive of such a lesion in a female patient. The presence of a normal bulbocavernosus reflex in either sex does not rule out the possibility of a significant lesion. The electromyographic demonstration of the bulbocavernosus reflex is more sensitive than the clinical one.
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Abstract
Detrusor-external sphincter dyssynergia is characterized by involuntary contractions of the external urethral sphincter during detrusor contractions. A review of 550 consecutive patients who underwent urodynamic evaluation revealed that this condition was found only in patients who had involuntary detrusor contractions owing to well defined neurologic lesions of the suprasacral spinal cord. All patients with supracervical neurologic lesions had synergistic voiding patterns. We conclude that bladder-external sphincter dyssynergia is a neurologic condition owing to interruption of the spinal pathways connecting the pontine mesencephalic and the sacral micturition centers. In the absence of such a neurologic lesion one should be extremely cautious in making this diagnosis.
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Abstract
We reviewed 54 cases of detrusor-external sphincter dyssynergia following complete urodynamic evaluations. All patients had well defined neurologic lesions of the suprasacral spinal cord. On the basis of urodynamic findings 3 types of dyssynergia were encountered: type 1 (30 per cent) was characterized by a crescendo increase in electromyographic activity that reached a maximum at the peak of the detrusor contraction, type 2 (15 per cent) consisted of clonic sphincter contractions interspersed throughout the detrusor contraction and type 3 (55 per cent) was characterized by a sustained sphincter contraction that coincided with the detrusor contraction. There was no correlation between the clinical neurologic level and the type of dyssynergia.
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Abstract
We studied 42 patients with urinary incontinence who demonstrated uninhibited detrusor contractions during cystometry. Each patient underwent urodynamic evaluation before and after the parenteral administration of propantheline bromide. Of these 42 patients 33 (79 per cent) had a positive response to propantheline: total abolition of uninhibited bladder contractions or 200 per cent increase in bladder capacity. Of these 33 patients 26 were treated with the oral drug and all but 1 had complete clinical response. Urinary retention occurred in half of the patients. These patients were managed with intermittent self-catheterization in addition to oral propantheline. None of the patients who failed to respond to the parenteral medication had a favorable response to the orally administered drug.
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Abstract
A total of 33 patients who demonstrated detrusor areflexia during cystometry underwent the bethanechol denervation supersensitivity test. In each instance the presence or absence of a neurologic lesion was documented carefully by complete neurologic evaluation. Of the 21 patients with a neurogenic bladder there was a falsely negative rate of 24 per cent. Of the 12 patients without a neurogenic bladder the falsely positive rate was 50 per cent. It is concluded that a positive bethanechol test is not by itself indicative of neurogenic bladder nor does a negative test exclude this diagnosis.
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