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Kim KE, Joo HM, Lee TK, Kim HJ, Kim YJ, Kim BK, Ha SY, Jung SW. Covariance of Marine Nucleocytoplasmic Large DNA Viruses with Eukaryotic Plankton Communities in the Sub-Arctic Kongsfjorden Ecosystem: A Metagenomic Analysis of Marine Microbial Ecosystems. Microorganisms 2023; 11:microorganisms11010169. [PMID: 36677461 PMCID: PMC9862967 DOI: 10.3390/microorganisms11010169] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2022] [Revised: 12/31/2022] [Accepted: 01/05/2023] [Indexed: 01/11/2023] Open
Abstract
Nucleocytoplasmic large DNA viruses (NCLDVs) infect various marine eukaryotes. However, little is known about NCLDV diversity and their relationships with eukaryotic hosts in marine environments, the elucidation of which will advance the current understanding of marine ecosystems. This study characterizes the interplay between NCLDVs and the eukaryotic plankton community (EPC) in the sub-Arctic area using metagenomics and metabarcoding to investigate NCLDVs and EPC, respectively, in the Kongsfjorden ecosystem of Svalbard (Norway) in April and June 2018. Gyrodinium helveticum (Dinophyceae) is the most prevalent eukaryotic taxon in the EPC in April, during which time Mimiviridae (31.8%), Poxviridae (25.1%), Phycodnaviridae (14.7%) and Pandoraviridae (13.1%) predominate. However, in June, the predominant taxon is Aureococcus anophagefferens (Pelagophyceae), and the NCLDVs, Poxviridae (32.9%), Mimiviridae (29.1%), and Phycodnaviridae (18.5%) appear in higher proportions with an increase in Pelagophyceae, Bacillariophyceae, and Chlorophyta groups. Thus, differences in NCLDVs may be caused by changes in EPC composition in response to environmental changes, such as increases in water temperature and light intensity. Taken together, these findings are particularly relevant considering the anticipated impact of NCLDV-induced EPC control mechanisms on polar regions and, therefore, improve the understanding of the Sub-Arctic Kongsfjorden ecosystem.
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Affiliation(s)
- Kang Eun Kim
- Library of Marine Samples, Korea Institute of Ocean Science & Technology, Geoje 53201, Republic of Korea
- Department of Ocean Science, University of Science & Technology, Daejeon 34113, Republic of Korea
| | - Hyoung Min Joo
- Unit of Next Generation IBRV Building Program, Korea Polar Research Institute, Incheon 21990, Republic of Korea
| | - Taek-Kyun Lee
- Department of Ocean Science, University of Science & Technology, Daejeon 34113, Republic of Korea
- Risk Assessment Research Center, Korea Institute of Ocean Science & Technology, Geoje 53201, Republic of Korea
| | - Hyun-Jung Kim
- Library of Marine Samples, Korea Institute of Ocean Science & Technology, Geoje 53201, Republic of Korea
| | - Yu Jin Kim
- Library of Marine Samples, Korea Institute of Ocean Science & Technology, Geoje 53201, Republic of Korea
- Department of Ocean Science, University of Science & Technology, Daejeon 34113, Republic of Korea
| | - Bo Kyung Kim
- Division of Polar Ocean Science Research, Korea Polar Research Institute, Incheon 21990, Republic of Korea
| | - Sun-Yong Ha
- Division of Polar Ocean Science Research, Korea Polar Research Institute, Incheon 21990, Republic of Korea
- Correspondence: (S.-Y.H.); (S.W.J.)
| | - Seung Won Jung
- Library of Marine Samples, Korea Institute of Ocean Science & Technology, Geoje 53201, Republic of Korea
- Department of Ocean Science, University of Science & Technology, Daejeon 34113, Republic of Korea
- Correspondence: (S.-Y.H.); (S.W.J.)
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Jung SW, Kang J, Park JS, Joo HM, Suh SS, Kang D, Lee TK, Kim HJ. Dynamic bacterial community response to Akashiwo sanguinea (Dinophyceae) bloom in indoor marine microcosms. Sci Rep 2021; 11:6983. [PMID: 33772091 PMCID: PMC7997919 DOI: 10.1038/s41598-021-86590-8] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2020] [Accepted: 03/17/2021] [Indexed: 02/01/2023] Open
Abstract
We investigated the dynamics of the bacterial composition and metabolic function within Akashiwo sanguinea bloom using a 100-L indoor microcosm and metagenomic next-generation sequencing. We found that the bacterial community was classified into three groups at 54% similarity. Group I was associated with "during the A. sanguinea bloom stage" and mainly consisted of Alphaproteobacteria, Flavobacteriia and Gammaproteobacteria. Meanwhile, groups II and III were associated with the "late bloom/decline stage to post-bloom stage" with decreased Flavobacteriia and Gammaproteobacteria in these stages. Upon the termination of the A. sanguinea bloom, the concentrations of inorganic nutrients (particularly PO43-, NH4+ and dissolved organic carbon) increased rapidly and then decreased. From the network analysis, we found that the A. sanguinea node is associated with certain bacteria. After the bloom, the specific increases in NH4+ and PO43- nodes are associated with other bacterial taxa. The changes in the functional groups of the bacterial community from chemoheterotrophy to nitrogen association metabolisms were consistent with the environmental impacts during and after A. sanguinea bloom. Consequently, certain bacterial communities and the environments dynamically changed during and after harmful algal blooms and a rapid turnover within the bacterial community and their function can respond to ecological interactions.
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Affiliation(s)
- Seung Won Jung
- Library of Marine Samples, Korea Institute of Ocean Science and Technology, Geoje, 53201, Republic of Korea.
| | - Junsu Kang
- Library of Marine Samples, Korea Institute of Ocean Science and Technology, Geoje, 53201, Republic of Korea
- Department of Oceanography, Pukyoung National University, Busan, 48513, Republic of Korea
| | - Joon Sang Park
- Library of Marine Samples, Korea Institute of Ocean Science and Technology, Geoje, 53201, Republic of Korea
| | - Hyoung Min Joo
- Division of Polar Ocean Science, Korea Polar Research Institute, Incheon, 21990, Republic of Korea
| | - Sung-Suk Suh
- Department of Bioscience, Mokpo National University, Muan, 58554, Republic of Korea
| | - Donhyug Kang
- Maritime Security Research Center, Korea Institute of Ocean Science and Technology, Busan, 49111, Republic of Korea
| | - Taek-Kyun Lee
- Risk Assessment Research Center, Korea Institute of Ocean Science and Technology, Geoje, 53201, Republic of Korea
| | - Hyun-Jung Kim
- Library of Marine Samples, Korea Institute of Ocean Science and Technology, Geoje, 53201, Republic of Korea
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Kang J, Park JS, Jung SW, Kim HJ, Joo HM, Kang D, Seo H, Kim S, Jang MC, Lee KW, Jin Oh S, Lee S, Lee TK. Zooming on dynamics of marine microbial communities in the phycosphere of Akashiwo sanguinea (Dinophyta) blooms. Mol Ecol 2020; 30:207-221. [PMID: 33113287 PMCID: PMC7839783 DOI: 10.1111/mec.15714] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2020] [Revised: 08/24/2020] [Accepted: 10/22/2020] [Indexed: 01/08/2023]
Abstract
Characterizing ecological relationships between viruses, bacteria and phytoplankton in the ocean is critical to understanding the ecosystem; however, these relationships are infrequently investigated together. To understand the dynamics of microbial communities and environmental factors in harmful algal blooms (HABs), we examined the environmental factors and microbial communities during Akashiwo sanguinea HABs in the Jangmok coastal waters of South Korea by metagenomics. Specific bacterial species showed complex synergistic and antagonistic relationships with the A. sanguinea bloom. The endoparasitic dinoflagellate Amoebophrya sp. 1 controlled the bloom dynamics and correlated with HAB decline. Among nucleocytoplasmic large DNA viruses (NCLDVs), two Pandoraviruses and six Phycodnaviruses were strongly and positively correlated with the HABs. Operational taxonomic units of microbial communities and environmental factors associated with A. sanguinea were visualized by network analysis: A. sanguinea-Amoebophrya sp. 1 (r = .59, time lag: 2 days) and A. sanguinea-Ectocarpus siliculosus virus 1 in Phycodnaviridae (0.50, 4 days) relationships showed close associations. The relationship between A. sanguinea and dissolved inorganic phosphorus relationship also showed a very close correlation (0.74, 0 day). Microbial communities and the environment changed dynamically during the A. sanguinea bloom, and the rapid turnover of microorganisms responded to ecological interactions. A. sanguinea bloom dramatically changes the environments by exuding dissolved carbohydrates via autotrophic processes, followed by changes in microbial communities involving host-specific viruses, bacteria and parasitoids. Thus, the microbial communities in HAB are composed of various organisms that interact in a complex manner.
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Affiliation(s)
- Junsu Kang
- Library of Marine Samples, Korea Institute of Ocean Science & Technology, Geoje, Korea.,Department of Oceanography, Pukyong National University, Busan, Korea
| | - Joon Sang Park
- Library of Marine Samples, Korea Institute of Ocean Science & Technology, Geoje, Korea
| | - Seung Won Jung
- Library of Marine Samples, Korea Institute of Ocean Science & Technology, Geoje, Korea
| | - Hyun-Jung Kim
- Library of Marine Samples, Korea Institute of Ocean Science & Technology, Geoje, Korea
| | - Hyoung Min Joo
- Division of Polar Ocean Science, Korea Polar Research Institute, Incheon, Korea
| | - Donhyug Kang
- Maritime Security Research Center, Korea Institute of Ocean Science & Technology, Busan, Korea
| | - Hyojeong Seo
- Department of Oceanography, Pukyong National University, Busan, Korea
| | - Sunju Kim
- Department of Oceanography, Pukyong National University, Busan, Korea
| | - Min-Chul Jang
- Ballast Water Research Center, Korea Institute of Ocean Science & Technology, Geoje, Korea
| | - Kyun-Woo Lee
- Marine Biotechnology Research Center, Korea Institute of Ocean Science & Technology, Busan, Korea
| | - Seok Jin Oh
- Department of Oceanography, Pukyong National University, Busan, Korea
| | - Sukchan Lee
- Department of Genetic Engineering, Sungkyunkwan University, Suwon, Korea
| | - Taek-Kyun Lee
- Risk Assessment Research Center, Korea Institute of Ocean Science & Technology, Geoje, Korea
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Carter-Gates M, Balestreri C, Thorpe SE, Cottier F, Baylay A, Bibby TS, Moore CM, Schroeder DC. Implications of increasing Atlantic influence for Arctic microbial community structure. Sci Rep 2020; 10:19262. [PMID: 33159130 PMCID: PMC7648788 DOI: 10.1038/s41598-020-76293-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2019] [Accepted: 10/19/2020] [Indexed: 11/17/2022] Open
Abstract
Increasing influence of Atlantic water in the Arctic Ocean has the potential to significantly impact regional water temperature and salinity. Here we use a rDNA barcoding approach to reveal how microbial communities are partitioned into distinct assemblages across a gradient of Atlantic-Polar Water influence in the Norwegian Sea. Data suggest that temperate adapted bacteria may replace cold water taxa under a future scenario of increasing Atlantic influence, but the eukaryote response is more complex. Some abundant eukaryotic cold water taxa could persist, while less abundant eukaryotic taxa may be replaced by warmer adapted temperate species. Furthermore, within lineages, different taxa display evidence of increased relative abundance in reaction to favourable conditions and we observed that rare microbial taxa are sample site rather than region specific. Our findings have significant implications for the vulnerability of polar associated community assemblages, which may change, impacting the ecosystem services they provide, under predicted increases of Atlantic mixing and warming within the Arctic region.
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Affiliation(s)
- Michael Carter-Gates
- Cellular and Molecular Department, The Marine Biological Association of the UK, Plymouth, PL1 2PB, UK
| | - Cecilia Balestreri
- Cellular and Molecular Department, The Marine Biological Association of the UK, Plymouth, PL1 2PB, UK
| | | | - Finlo Cottier
- Scottish Association for Marine Science, Oban, PA37 1QA, Argyll, UK.,Department of Arctic and Marine Biology, University of Tromsø - The Arctic University of Norway, 9037, Tromsø, Norway
| | - Alison Baylay
- Ocean and Earth Sciences, University of Southampton, Southampton, SO14 3ZH, UK
| | - Thomas S Bibby
- Ocean and Earth Sciences, University of Southampton, Southampton, SO14 3ZH, UK
| | - C Mark Moore
- Ocean and Earth Sciences, University of Southampton, Southampton, SO14 3ZH, UK
| | - Declan C Schroeder
- Cellular and Molecular Department, The Marine Biological Association of the UK, Plymouth, PL1 2PB, UK. .,Veterinary Population Medicine, The University of Minnesota, St Paul, MN, 55108, USA. .,School of Biological Sciences, University of Reading, Reading, RG6 6AH, UK.
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Viruses of Eukaryotic Algae: Diversity, Methods for Detection, and Future Directions. Viruses 2018; 10:v10090487. [PMID: 30208617 PMCID: PMC6165237 DOI: 10.3390/v10090487] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2018] [Revised: 09/04/2018] [Accepted: 09/07/2018] [Indexed: 11/16/2022] Open
Abstract
The scope for ecological studies of eukaryotic algal viruses has greatly improved with the development of molecular and bioinformatic approaches that do not require algal cultures. Here, we review the history and perceived future opportunities for research on eukaryotic algal viruses. We begin with a summary of the 65 eukaryotic algal viruses that are presently in culture collections, with emphasis on shared evolutionary traits (e.g., conserved core genes) of each known viral type. We then describe how core genes have been used to enable molecular detection of viruses in the environment, ranging from PCR-based amplification to community scale "-omics" approaches. Special attention is given to recent studies that have employed network-analyses of -omics data to predict virus-host relationships, from which a general bioinformatics pipeline is described for this type of approach. Finally, we conclude with acknowledgement of how the field of aquatic virology is adapting to these advances, and highlight the need to properly characterize new virus-host systems that may be isolated using preliminary molecular surveys. Researchers can approach this work using lessons learned from the Chlorella virus system, which is not only the best characterized algal-virus system, but is also responsible for much of the foundation in the field of aquatic virology.
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Flaviani F, Schroeder DC, Lebret K, Balestreri C, Highfield AC, Schroeder JL, Thorpe SE, Moore K, Pasckiewicz K, Pfaff MC, Rybicki EP. Distinct Oceanic Microbiomes From Viruses to Protists Located Near the Antarctic Circumpolar Current. Front Microbiol 2018; 9:1474. [PMID: 30065704 PMCID: PMC6056678 DOI: 10.3389/fmicb.2018.01474] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2017] [Accepted: 06/13/2018] [Indexed: 12/13/2022] Open
Abstract
Microbes occupy diverse ecological niches and only through recent advances in next generation sequencing technologies have the true microbial diversity been revealed. Furthermore, lack of perceivable marine barriers to genetic dispersal (i.e., mountains or islands) has allowed the speculation that organisms that can be easily transported by currents and therefore proliferate everywhere. That said, ocean currents are now commonly being recognized as barriers for microbial dispersal. Here we analyzed samples collected from a total of six stations, four located in the Indian Ocean, and two in the Southern Ocean. Amplicon sequencing was used to characterize both prokaryotic and eukaryotic plankton communities, while shotgun sequencing was used for the combined environmental DNA (eDNA), microbial eDNA (meDNA), and viral fractions. We found that Cyanobacteria dominated the prokaryotic component in the South-West Indian Ocean, while γ-Proteobacteria dominated the South-East Indian Ocean. A combination of γ- and α-Proteobacteria dominated the Southern Ocean. Alveolates dominated almost exclusively the eukaryotic component, with variation in the ratio of Protoalveolata and Dinoflagellata depending on station. However, an increase in haptophyte relative abundance was observed in the Southern Ocean. Similarly, the viral fraction was dominated by members of the order Caudovirales across all stations; however, a higher presence of nucleocytoplasmic large DNA viruses (mainly chloroviruses and mimiviruses) was observed in the Southern Ocean. To our knowledge, this is the first that a statistical difference in the microbiome (from viruses to protists) between the subtropical Indian and Southern Oceans. We also show that not all phylotypes can be found everywhere, and that meDNA is not a suitable resource for monitoring aquatic microbial diversity.
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Affiliation(s)
- Flavia Flaviani
- Biopharming Research Unit, Department of Molecular and Cell Biology, University of Cape Town, Cape Town, South Africa.,Marine Biological Association of the United Kingdom, Citadel Hill, Plymouth, United Kingdom
| | - Declan C Schroeder
- Marine Biological Association of the United Kingdom, Citadel Hill, Plymouth, United Kingdom.,School of Biological Sciences, University of Reading, Reading, United Kingdom.,College of Veterinary Medicine, University of Minnesota Twin Cities, Minneapolis, MN, United States
| | - Karen Lebret
- Marine Biological Association of the United Kingdom, Citadel Hill, Plymouth, United Kingdom.,Limnology, Department of Ecology and Genetics, Uppsala University, Uppsala, Sweden
| | - Cecilia Balestreri
- Marine Biological Association of the United Kingdom, Citadel Hill, Plymouth, United Kingdom
| | - Andrea C Highfield
- Marine Biological Association of the United Kingdom, Citadel Hill, Plymouth, United Kingdom
| | - Joanna L Schroeder
- Marine Biological Association of the United Kingdom, Citadel Hill, Plymouth, United Kingdom
| | - Sally E Thorpe
- British Antarctic Survey, Natural Environment Research Council, Cambridge, United Kingdom
| | - Karen Moore
- Exeter Sequencing Service, Biosciences, University of Exeter, Exeter, United Kingdom
| | - Konrad Pasckiewicz
- Exeter Sequencing Service, Biosciences, University of Exeter, Exeter, United Kingdom
| | - Maya C Pfaff
- Department of Environmental Affairs, Oceans and Coasts, Cape Town, South Africa
| | - Edward P Rybicki
- Biopharming Research Unit, Department of Molecular and Cell Biology, University of Cape Town, Cape Town, South Africa
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Mihara T, Koyano H, Hingamp P, Grimsley N, Goto S, Ogata H. Taxon Richness of "Megaviridae" Exceeds those of Bacteria and Archaea in the Ocean. Microbes Environ 2018; 33:162-171. [PMID: 29806626 PMCID: PMC6031395 DOI: 10.1264/jsme2.me17203] [Citation(s) in RCA: 64] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
Since the discovery of the giant mimivirus, evolutionarily related viruses have been isolated or identified from various environments. Phylogenetic analyses of this group of viruses, tentatively referred to as the family “Megaviridae”, suggest that it has an ancient origin that may predate the emergence of major eukaryotic lineages. Environmental genomics has since revealed that Megaviridae represents one of the most abundant and diverse groups of viruses in the ocean. In the present study, we compared the taxon richness and phylogenetic diversity of Megaviridae, Bacteria, and Archaea using DNA-dependent RNA polymerase as a common marker gene. By leveraging existing microbial metagenomic data, we found higher richness and phylogenetic diversity in this single viral family than in the two prokaryotic domains. We also obtained results showing that the evolutionary rate alone cannot account for the observed high diversity of Megaviridae lineages. These results suggest that the Megaviridae family has a deep co-evolutionary history with diverse marine protists since the early “Big-Bang” radiation of the eukaryotic tree of life.
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Affiliation(s)
- Tomoko Mihara
- Bioinformatics Center, Institute for Chemical Research, Kyoto University
| | - Hitoshi Koyano
- School of Life Science and Technology, Laboratory of Genome Informatics, Tokyo Institute of Technology
| | | | - Nigel Grimsley
- Integrative Marine Biology Laboratory (BIOM), CNRS UMR7232, Sorbonne Universities
| | - Susumu Goto
- Database Center for Life Science, Joint-Support Center for Data Science Research, Research Organization of Information and Systems
| | - Hiroyuki Ogata
- Bioinformatics Center, Institute for Chemical Research, Kyoto University
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Middelboe M, Brussaard CPD. Marine Viruses: Key Players in Marine Ecosystems. Viruses 2017; 9:v9100302. [PMID: 29057790 PMCID: PMC5691653 DOI: 10.3390/v9100302] [Citation(s) in RCA: 52] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2017] [Accepted: 10/16/2017] [Indexed: 12/18/2022] Open
Affiliation(s)
- Mathias Middelboe
- Marine Biological Section, University of Copenhagen, DK-3000 Helsingør, Denmark.
| | - Corina P D Brussaard
- Department of Marine Microbiology and Biogeochemistry, NIOZ Royal Netherlands Institute of Sea Research, and University of Utrecht, P.O. Box 59, 1790 AB Den Burg, Texel, The Netherlands.
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