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Geraldi NR, Acinas SG, Alam I, Gasol JM, Fernández-de-Puelles ML, Giner CR, Hernández León S, Logares R, Massana R, Sánchez P, Bajic V, Gojobori T, Duarte CM. Assessing patterns of metazoans in the global ocean using environmental DNA. ROYAL SOCIETY OPEN SCIENCE 2024; 11:240724. [PMID: 39144493 PMCID: PMC11321857 DOI: 10.1098/rsos.240724] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/30/2024] [Revised: 07/16/2024] [Accepted: 07/16/2024] [Indexed: 08/16/2024]
Abstract
Documenting large-scale patterns of animals in the ocean and determining the drivers of these patterns is needed for conservation efforts given the unprecedented rates of change occurring within marine ecosystems. We used existing datasets from two global expeditions, Tara Oceans and Malaspina, that circumnavigated the oceans and sampled down to 4000 m to assess metazoans from environmental DNA (eDNA) extracted from seawater. We describe patterns of taxonomic richness within metazoan phyla and orders based on metabarcoding and infer the relative abundance of phyla using metagenome datasets, and relate these data to environmental variables. Arthropods had the greatest taxonomic richness of metazoan phyla at the surface, while cnidarians had the greatest richness in pelagic zones. Half of the marine metazoan eDNA from metagenome datasets was from arthropods, followed by cnidarians and nematodes. We found that mean surface temperature and primary productivity were positively related to metazoan taxonomic richness. Our findings concur with existing knowledge that temperature and primary productivity are important drivers of taxonomic richness for specific taxa at the ocean's surface, but these correlations are less evident in the deep ocean. Massive sequencing of eDNA can improve understanding of animal distributions, particularly for the deep ocean where sampling is challenging.
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Affiliation(s)
- Nathan R. Geraldi
- Red Sea Research Center, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia
- Computational Bioscience Research Center, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia
| | | | - Intikhab Alam
- Computational Bioscience Research Center, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia
| | - Josep M. Gasol
- Institut de Ciències del Mar, CSIC, Barcelona, Catalunya, Spain
- Center for Marine Ecosystem Research, Edith Cowan University, Joondalup, Western Australia, Australia
| | | | - Caterina R. Giner
- Institut de Ciències del Mar, CSIC, Barcelona, Catalunya, Spain
- Institute for the Oceans and Fisheries, University of British Columbia, UBC-AERL, Vancouver, Canada
| | - Santiago Hernández León
- Instituto de Oceanografía y Cambio Global, IOCAG, Universidad de Las Palmas de Gran Canaria, Unidad Asociada ULPGC-CSIC, Campus de Taliarte, Telde, Gran Canaria, Canary Islands35214, Spain
| | - Ramiro Logares
- Institut de Ciències del Mar, CSIC, Barcelona, Catalunya, Spain
| | - Ramon Massana
- Institut de Ciències del Mar, CSIC, Barcelona, Catalunya, Spain
| | - Pablo Sánchez
- Institut de Ciències del Mar, CSIC, Barcelona, Catalunya, Spain
| | - Vladimir Bajic
- Computational Bioscience Research Center, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia
| | - Takashi Gojobori
- Computational Bioscience Research Center, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia
| | - Carlos M. Duarte
- Red Sea Research Center, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia
- Computational Bioscience Research Center, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia
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Brannock PM, Sharma J, Bik HM, Thomas WK, Halanych KM. Spatial and temporal variation of intertidal nematodes in the northern Gulf of Mexico after the Deepwater Horizon oil spill. MARINE ENVIRONMENTAL RESEARCH 2017; 130:200-212. [PMID: 28781067 DOI: 10.1016/j.marenvres.2017.07.008] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/09/2017] [Revised: 06/19/2017] [Accepted: 07/05/2017] [Indexed: 06/07/2023]
Abstract
Nematodes are an abundant and diverse interstitial component of sedimentary habitats that have been reported to serve as important bioindicators. Though the 2010 Deepwater Horizon (DWH) disaster occurred 60 km offshore in the Gulf of Mexico (GOM) at a depth of 1525 m, oil rose to the surface and washed ashore, subjecting large segments of coastline in the northern GOM to contamination. Previous metabarcoding work shows intertidal nematode communities were negatively affected by the oil spill. Here we examine the subsequent recovery of nematode community structure at five sites along the Alabama coast over a two-year period. The latter part of the study (July 2011-July 2012) also included an examination of nematode vertical distribution in intertidal sediments. Results showed nematode composition within this region was more influenced by sample locality than time and depth. The five sampling sites were characterized by distinct nematode assemblages that varied by sampling dates. Nematode diversity decreased four months after the oil spill but increased after one year, returning to previous levels at all sites except Bayfront Park (BP). There was no significant difference among nematode assemblages in reference to vertical distribution. Although the composition of nematode assemblages changed, the feeding guilds they represented were not significantly different even though some variation was noted. Data from morphological observations integrated with metabarcoding data indicated similar spatial variation in nematode distribution patterns, indicating the potential of using these faster approaches to examine overall disturbance impact trends within communities. Heterogeneity of microhabitats in the intertidal zone indicates that future sampling and fine-scale studies of nematodes are needed to examine such anthropogenic effects.
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Affiliation(s)
- Pamela M Brannock
- Department of Biological Science, Auburn University, 101 Rouse Life Science Building, Auburn, AL 36849, USA.
| | - Jyotsna Sharma
- Department of Biology, University of Texas at San Antonio, TX 78249, USA
| | - Holly M Bik
- Hubbard Center for Genome Studies, University of New Hampshire, 35 Colovos Rd, Durham, NH 03824, USA; Department of Nematology, University of California, Riverside, CA 92521, USA
| | - W Kelley Thomas
- Hubbard Center for Genome Studies, University of New Hampshire, 35 Colovos Rd, Durham, NH 03824, USA
| | - Kenneth M Halanych
- Department of Biological Science, Auburn University, 101 Rouse Life Science Building, Auburn, AL 36849, USA.
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Gibtan A, Park K, Woo M, Shin JK, Lee DW, Sohn JH, Song M, Roh SW, Lee SJ, Lee HS. Diversity of Extremely Halophilic Archaeal and Bacterial Communities from Commercial Salts. Front Microbiol 2017; 8:799. [PMID: 28539917 PMCID: PMC5423978 DOI: 10.3389/fmicb.2017.00799] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2016] [Accepted: 04/19/2017] [Indexed: 11/21/2022] Open
Abstract
Salting is one of the oldest food preservation techniques. However, salt is also the source of living halophilic microorganisms that may affect human health. In order to determine the microbial communities of commercial salts, an investigation were done using amplicon sequencing approach in four commercial salts: Ethiopian Afdera salt (EAS), Ethiopian rock salt (ERS), Korean Jangpan salt (KJS), and Korean Topan salt (KTS). Using domain-specific primers, a region of the 16S rRNA gene was amplified and sequenced using a Roche 454 instrument. The results indicated that these microbial communities contained 48.22–61.4% Bacteria, 37.72–51.26% Archaea, 0.51–0.86% Eukarya, and 0.005–0.009% unclassified reads. Among bacteria, the communities in these salts were dominated by the phyla Proteobacteria, Bacteroidetes, Actinobacteria, and Firmicutes. Of the archaea, 91.58% belonged to the class Halobacteria, whereas the remaining 7.58, 0.83, and 0.01% were Nanoarchaea, Methanobacteria, and Thermococci, respectively. This comparison of microbial diversity in salts from two countries showed the presence of many archaeal and bacterial genera that occurred in salt samples from one country but not the other. The bacterial genera Enterobacter and Halovibrio were found only in Korean and Ethiopian salts, respectively. This study indicated the occurrence and diversity of halophilic bacteria and archaea in commercial salts that could be important in the gastrointestinal tract after ingestion.
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Affiliation(s)
- Ashagrie Gibtan
- Major in Food Biotechnology, Division of Bioindustry, Silla UniversityBusan, South Korea
| | - Kyounghee Park
- Major in Food Biotechnology, Division of Bioindustry, Silla UniversityBusan, South Korea
| | - Mingyeong Woo
- Major in Food Biotechnology, Division of Bioindustry, Silla UniversityBusan, South Korea
| | - Jung-Kue Shin
- Department of Korean Cusine, Jeonju UniversityJeonju, South Korea
| | - Dong-Woo Lee
- School of Applied Biosciences, Kyungpook National UniversityDaegu, South Korea
| | - Jae Hak Sohn
- Major in Food Biotechnology, Division of Bioindustry, Silla UniversityBusan, South Korea.,Research Center for Extremophiles and Marine Microbiology, Silla UniversityBusan, South Korea
| | - Minjung Song
- Major in Food Biotechnology, Division of Bioindustry, Silla UniversityBusan, South Korea
| | - Seong Woon Roh
- Microbiology and Functionality Research Group, World Institute of KimchiGwangju, South Korea
| | - Sang-Jae Lee
- Major in Food Biotechnology, Division of Bioindustry, Silla UniversityBusan, South Korea.,Research Center for Extremophiles and Marine Microbiology, Silla UniversityBusan, South Korea
| | - Han-Seung Lee
- Major in Food Biotechnology, Division of Bioindustry, Silla UniversityBusan, South Korea.,Research Center for Extremophiles and Marine Microbiology, Silla UniversityBusan, South Korea
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Yano R, Shimoda T, Watanabe R, Kuroki Y, Okubo T, Nakamura S, Matsuo J, Yoshimura S, Yamaguchi H. Diversity changes of microbial communities into hospital surface environments. J Infect Chemother 2017; 23:439-445. [PMID: 28431935 DOI: 10.1016/j.jiac.2017.03.016] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2016] [Revised: 03/21/2017] [Accepted: 03/22/2017] [Indexed: 01/23/2023]
Abstract
Previous works have demonstrated considerable variability in hospital cleanliness in Japan, suggesting that contamination is driven by factors that are currently poorly controlled. We undertook 16S rRNA sequence analysis to study population structures of hospital environmental microbiomes to see which factor(s) impacted contamination. One hundred forty-four samples were collected from surfaces of three hospitals with distinct sizes ("A": >500 beds, "B": 100-500 beds, "C": <100 beds). Sample locations of two ward types (Surgical and Internal) included patient room bed table (multiple) (4BT), patient overbed table (multiple) (4OT), patient room sink (multiple) (4S), patient room bed table (single) (SBT), patient overbed table (single) (SOT), patient room sink (single) (SS), nurse desk (ND), and nurse wagon (NW). Total DNA was extracted from each sample, and the 50 samples that yielded sufficient DNA were used for further 16S rRNA sequencing of hospital microbiome populations with cluster analysis. The number of assigned bacterial OTU populations was significantly decreased in hospital "C" compared to the other hospitals. Cluster analysis of sampling locations revealed that the population structure in almost all locations of hospital "C" and some locations in the other hospitals was very similar and unusually skewed with a family, Enterobacteriaceae. Interestingly, locations included patient area (4OT, 4BT, SBT) and nurse area (ND), with a device (NW) bridging the two and a place (4S and SS) shared between patients or visitors. We demonstrated diversity changes of hospital environmental microbiomes with a skewed population, presumably by medical staff pushing NWs or sinks shared by patients or visitors.
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Affiliation(s)
- Rika Yano
- Department of Fundamental Nursing, Faculty of Health Sciences, Hokkaido University, Sapporo, Japan.
| | - Tomoko Shimoda
- Department of Fundamental Nursing, Faculty of Health Sciences, Hokkaido University, Sapporo, Japan.
| | - Reina Watanabe
- Department of Fundamental Nursing, Faculty of Health Sciences, Hokkaido University, Sapporo, Japan.
| | - Yasutoshi Kuroki
- Department of Medical Laboratory Science, Faculty of Health Sciences, Hokkaido University, Sapporo, Japan.
| | - Torahiko Okubo
- Department of Medical Laboratory Science, Faculty of Health Sciences, Hokkaido University, Sapporo, Japan.
| | - Shinji Nakamura
- Laboratory of Morphology and Image Analysis, Biomedical Research Center, Juntendo University Graduate School of Medicine, Tokyo, Japan.
| | - Junji Matsuo
- Department of Medical Laboratory Science, Faculty of Health Sciences, Hokkaido University, Sapporo, Japan.
| | - Sadako Yoshimura
- Department of Fundamental Nursing, Faculty of Health Sciences, Hokkaido University, Sapporo, Japan.
| | - Hiroyuki Yamaguchi
- Department of Fundamental Nursing, Faculty of Health Sciences, Hokkaido University, Sapporo, Japan.
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Sanli K, Bengtsson-Palme J, Nilsson RH, Kristiansson E, Alm Rosenblad M, Blanck H, Eriksson KM. Metagenomic sequencing of marine periphyton: taxonomic and functional insights into biofilm communities. Front Microbiol 2015; 6:1192. [PMID: 26579098 PMCID: PMC4626570 DOI: 10.3389/fmicb.2015.01192] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2015] [Accepted: 10/13/2015] [Indexed: 11/13/2022] Open
Abstract
Periphyton communities are complex phototrophic, multispecies biofilms that develop on surfaces in aquatic environments. These communities harbor a large diversity of organisms comprising viruses, bacteria, algae, fungi, protozoans, and metazoans. However, thus far the total biodiversity of periphyton has not been described. In this study, we use metagenomics to characterize periphyton communities from the marine environment of the Swedish west coast. Although we found approximately ten times more eukaryotic rRNA marker gene sequences compared to prokaryotic, the whole metagenome-based similarity searches showed that bacteria constitute the most abundant phyla in these biofilms. We show that marine periphyton encompass a range of heterotrophic and phototrophic organisms. Heterotrophic bacteria, including the majority of proteobacterial clades and Bacteroidetes, and eukaryotic macro-invertebrates were found to dominate periphyton. The phototrophic groups comprise Cyanobacteria and the alpha-proteobacterial genus Roseobacter, followed by different micro- and macro-algae. We also assess the metabolic pathways that predispose these communities to an attached lifestyle. Functional indicators of the biofilm form of life in periphyton involve genes coding for enzymes that catalyze the production and degradation of extracellular polymeric substances, mainly in the form of complex sugars such as starch and glycogen-like meshes together with chitin. Genes for 278 different transporter proteins were detected in the metagenome, constituting the most abundant protein complexes. Finally, genes encoding enzymes that participate in anaerobic pathways, such as denitrification and methanogenesis, were detected suggesting the presence of anaerobic or low-oxygen micro-zones within the biofilms.
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Affiliation(s)
- Kemal Sanli
- Department of Biological and Environmental Sciences, University of Gothenburg Gothenburg, Sweden
| | - Johan Bengtsson-Palme
- Department of Infectious Diseases, Institute of Biomedicine, The Sahlgrenska Academy, University of Gothenburg Gothenburg, Sweden
| | - R Henrik Nilsson
- Department of Biological and Environmental Sciences, University of Gothenburg Gothenburg, Sweden
| | - Erik Kristiansson
- Department of Mathematical Sciences, Chalmers University of Technology Gothenburg, Sweden
| | - Magnus Alm Rosenblad
- Department of Chemistry and Molecular Biology, University of Gothenburg Gothenburg, Sweden
| | - Hans Blanck
- Department of Biological and Environmental Sciences, University of Gothenburg Gothenburg, Sweden
| | - Karl M Eriksson
- Department of Shipping and Marine Technology, Chalmers University of Technology Gothenburg, Sweden
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