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Global distribution patterns of marine nitrogen-fixers by imaging and molecular methods
by
Carsique, Madeline
, Pierella Karlusich, Juan José
, Acinas, Silvia G.
, Colin, Sébastien
, Picheral, Marc
, Wincker, Patrick
, Foster, Rachel A.
, Dvorak, Etienne
, Cornejo-Castillo, Francisco M.
, Pepperkok, Rainer
, Karsenti, Eric
, Lombard, Fabien
, Bowler, Chris
, de Vargas, Colomban
, Pelletier, Eric
in
14/19
/ 49/23
/ 49/31
/ 631/158/2446/2447
/ 631/158/47/4112
/ 631/326/171
/ 704/829/826
/ Abundance
/ Bacterioplankton
/ Biodiversity and Ecology
/ Chemical analysis
/ Chlorophyll
/ Colonies
/ Cyanobacteria
/ Earth Sciences
/ Environmental Engineering
/ Environmental Sciences
/ Humanities and Social Sciences
/ Image analysis
/ Image processing
/ Medical imaging
/ Metagenomics
/ multidisciplinary
/ Nitrogen
/ Nitrogen fixation
/ Nitrogenation
/ Oceanography
/ Oceans
/ Polyploidy
/ Primary production
/ Science
/ Science (multidisciplinary)
/ Sciences of the Universe
/ Seawater
/ Water analysis
/ Workflow
2021
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Global distribution patterns of marine nitrogen-fixers by imaging and molecular methods
by
Carsique, Madeline
, Pierella Karlusich, Juan José
, Acinas, Silvia G.
, Colin, Sébastien
, Picheral, Marc
, Wincker, Patrick
, Foster, Rachel A.
, Dvorak, Etienne
, Cornejo-Castillo, Francisco M.
, Pepperkok, Rainer
, Karsenti, Eric
, Lombard, Fabien
, Bowler, Chris
, de Vargas, Colomban
, Pelletier, Eric
in
14/19
/ 49/23
/ 49/31
/ 631/158/2446/2447
/ 631/158/47/4112
/ 631/326/171
/ 704/829/826
/ Abundance
/ Bacterioplankton
/ Biodiversity and Ecology
/ Chemical analysis
/ Chlorophyll
/ Colonies
/ Cyanobacteria
/ Earth Sciences
/ Environmental Engineering
/ Environmental Sciences
/ Humanities and Social Sciences
/ Image analysis
/ Image processing
/ Medical imaging
/ Metagenomics
/ multidisciplinary
/ Nitrogen
/ Nitrogen fixation
/ Nitrogenation
/ Oceanography
/ Oceans
/ Polyploidy
/ Primary production
/ Science
/ Science (multidisciplinary)
/ Sciences of the Universe
/ Seawater
/ Water analysis
/ Workflow
2021
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Global distribution patterns of marine nitrogen-fixers by imaging and molecular methods
by
Carsique, Madeline
, Pierella Karlusich, Juan José
, Acinas, Silvia G.
, Colin, Sébastien
, Picheral, Marc
, Wincker, Patrick
, Foster, Rachel A.
, Dvorak, Etienne
, Cornejo-Castillo, Francisco M.
, Pepperkok, Rainer
, Karsenti, Eric
, Lombard, Fabien
, Bowler, Chris
, de Vargas, Colomban
, Pelletier, Eric
in
14/19
/ 49/23
/ 49/31
/ 631/158/2446/2447
/ 631/158/47/4112
/ 631/326/171
/ 704/829/826
/ Abundance
/ Bacterioplankton
/ Biodiversity and Ecology
/ Chemical analysis
/ Chlorophyll
/ Colonies
/ Cyanobacteria
/ Earth Sciences
/ Environmental Engineering
/ Environmental Sciences
/ Humanities and Social Sciences
/ Image analysis
/ Image processing
/ Medical imaging
/ Metagenomics
/ multidisciplinary
/ Nitrogen
/ Nitrogen fixation
/ Nitrogenation
/ Oceanography
/ Oceans
/ Polyploidy
/ Primary production
/ Science
/ Science (multidisciplinary)
/ Sciences of the Universe
/ Seawater
/ Water analysis
/ Workflow
2021
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Global distribution patterns of marine nitrogen-fixers by imaging and molecular methods
Journal Article
Global distribution patterns of marine nitrogen-fixers by imaging and molecular methods
2021
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Overview
Nitrogen fixation has a critical role in marine primary production, yet our understanding of marine nitrogen-fixers (diazotrophs) is hindered by limited observations. Here, we report a quantitative image analysis pipeline combined with mapping of molecular markers for mining >2,000,000 images and >1300 metagenomes from surface, deep chlorophyll maximum and mesopelagic seawater samples across 6 size fractions (<0.2–2000 μm). We use this approach to characterise the diversity, abundance, biovolume and distribution of symbiotic, colony-forming and particle-associated diazotrophs at a global scale. We show that imaging and PCR-free molecular data are congruent. Sequence reads indicate diazotrophs are detected from the ultrasmall bacterioplankton (<0.2 μm) to mesoplankton (180–2000 μm) communities, while images predict numerous symbiotic and colony-forming diazotrophs (>20 µm). Using imaging and molecular data, we estimate that polyploidy can substantially affect gene abundances of symbiotic versus colony-forming diazotrophs. Our results support the canonical view that larger diazotrophs (>10 μm) dominate the tropical belts, while unicellular cyanobacterial and non-cyanobacterial diazotrophs are globally distributed in surface and mesopelagic layers. We describe co-occurring diazotrophic lineages of different lifestyles and identify high-density regions of diazotrophs in the global ocean. Overall, we provide an update of marine diazotroph biogeographical diversity and present a new bioimaging-bioinformatic workflow.
Nitrogen fixation by diazotrophs is critical for marine primary production. Using
Tara
Oceans datasets, this study combines a quantitative image analysis pipeline with metagenomic mining to provide an improved global overview of diazotroph abundance, diversity and distribution.
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