Empirical estimation of marine phytoplankton assemblages in coastal and offshore areas using an in situ multi-wavelength excitation fluorometer.

Phytoplankton assemblages are essential for understanding the quality of primary production in marine ecosystems. Here, we describe the development of a methodology for monitoring marine phytoplankton assemblages using an in situ multi-wavelength excitation fluorometer (MEX). The MEX recorded the fl...

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Published in:PLOS ONE
Main Authors: Taketoshi Kodama, Yukiko Taniuchi, Hiromi Kasai, Tamaha Yamaguchi, Misato Nakae, Yutaka Okumura
Format: Article in Journal/Newspaper
Language:English
Published: Public Library of Science (PLoS) 2022
Subjects:
R
Q
Online Access:https://doi.org/10.1371/journal.pone.0257258
https://doaj.org/article/06a982ba07b748489731b19691713cca
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spelling ftdoajarticles:oai:doaj.org/article:06a982ba07b748489731b19691713cca 2023-05-15T17:52:38+02:00 Empirical estimation of marine phytoplankton assemblages in coastal and offshore areas using an in situ multi-wavelength excitation fluorometer. Taketoshi Kodama Yukiko Taniuchi Hiromi Kasai Tamaha Yamaguchi Misato Nakae Yutaka Okumura 2022-01-01T00:00:00Z https://doi.org/10.1371/journal.pone.0257258 https://doaj.org/article/06a982ba07b748489731b19691713cca EN eng Public Library of Science (PLoS) https://doi.org/10.1371/journal.pone.0257258 https://doaj.org/toc/1932-6203 1932-6203 doi:10.1371/journal.pone.0257258 https://doaj.org/article/06a982ba07b748489731b19691713cca PLoS ONE, Vol 17, Iss 2, p e0257258 (2022) Medicine R Science Q article 2022 ftdoajarticles https://doi.org/10.1371/journal.pone.0257258 2022-12-31T04:09:45Z Phytoplankton assemblages are essential for understanding the quality of primary production in marine ecosystems. Here, we describe the development of a methodology for monitoring marine phytoplankton assemblages using an in situ multi-wavelength excitation fluorometer (MEX). The MEX recorded the fluorescence excited with nine light-emitting diodes, temperature, and sensor depth. We prepared reference datasets comprising MEX fluorescence and plant pigment-based phytoplankton assemblages of nine chemotaxonomy groups (diatoms, dinoflagellates, cryptophytes, chlorophytes, haptophytes type 3, haptophytes type 4, prasinophytes, cyanophytes, and prochlorophytes). Conversions from the MEX fluorescence to the phytoplankton assemblages were conducted with two processes. First, target MEX fluorescence was decomposed using a linear inverse model for calculating coefficients. Second, pigment-based chemotaxonomy of the target MEX fluorescence was reconstructed using the coefficients and the chemotaxonomy assemblages of the reference data. Cross-validation analyses indicated good estimation of the proportion of diatoms, dinoflagellates, cryptophytes, cyanophytes, and prochlorophytes with MEX, and when chlorophytes, haptophytes and prasinophytes were summarized as other eukaryotes, the positive correlation was seen between proportions estimated with MEX and pigments as same as other five chemotaxonomy groups. Repeated MEX observations were conducted in the Kuroshio, the Sea of Japan, the Oyashio, and the Okhotsk Sea. The water-column integrated biomass indicated that the diatoms were an important primary producer in the Oyashio and the Okhotsk Sea, while eukaryotes were important in the Sea of Japan and prochlorophytes were important in the Kuroshio. Our method with the MEX will be a powerful tool to understand and estimate the chemotaxonomy-level assemblages and biomass in the ocean. Article in Journal/Newspaper okhotsk sea Directory of Open Access Journals: DOAJ Articles Okhotsk Oyashio ENVELOPE(157.000,157.000,50.000,50.000) PLOS ONE 17 2 e0257258
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Taketoshi Kodama
Yukiko Taniuchi
Hiromi Kasai
Tamaha Yamaguchi
Misato Nakae
Yutaka Okumura
Empirical estimation of marine phytoplankton assemblages in coastal and offshore areas using an in situ multi-wavelength excitation fluorometer.
topic_facet Medicine
R
Science
Q
description Phytoplankton assemblages are essential for understanding the quality of primary production in marine ecosystems. Here, we describe the development of a methodology for monitoring marine phytoplankton assemblages using an in situ multi-wavelength excitation fluorometer (MEX). The MEX recorded the fluorescence excited with nine light-emitting diodes, temperature, and sensor depth. We prepared reference datasets comprising MEX fluorescence and plant pigment-based phytoplankton assemblages of nine chemotaxonomy groups (diatoms, dinoflagellates, cryptophytes, chlorophytes, haptophytes type 3, haptophytes type 4, prasinophytes, cyanophytes, and prochlorophytes). Conversions from the MEX fluorescence to the phytoplankton assemblages were conducted with two processes. First, target MEX fluorescence was decomposed using a linear inverse model for calculating coefficients. Second, pigment-based chemotaxonomy of the target MEX fluorescence was reconstructed using the coefficients and the chemotaxonomy assemblages of the reference data. Cross-validation analyses indicated good estimation of the proportion of diatoms, dinoflagellates, cryptophytes, cyanophytes, and prochlorophytes with MEX, and when chlorophytes, haptophytes and prasinophytes were summarized as other eukaryotes, the positive correlation was seen between proportions estimated with MEX and pigments as same as other five chemotaxonomy groups. Repeated MEX observations were conducted in the Kuroshio, the Sea of Japan, the Oyashio, and the Okhotsk Sea. The water-column integrated biomass indicated that the diatoms were an important primary producer in the Oyashio and the Okhotsk Sea, while eukaryotes were important in the Sea of Japan and prochlorophytes were important in the Kuroshio. Our method with the MEX will be a powerful tool to understand and estimate the chemotaxonomy-level assemblages and biomass in the ocean.
format Article in Journal/Newspaper
author Taketoshi Kodama
Yukiko Taniuchi
Hiromi Kasai
Tamaha Yamaguchi
Misato Nakae
Yutaka Okumura
author_facet Taketoshi Kodama
Yukiko Taniuchi
Hiromi Kasai
Tamaha Yamaguchi
Misato Nakae
Yutaka Okumura
author_sort Taketoshi Kodama
title Empirical estimation of marine phytoplankton assemblages in coastal and offshore areas using an in situ multi-wavelength excitation fluorometer.
title_short Empirical estimation of marine phytoplankton assemblages in coastal and offshore areas using an in situ multi-wavelength excitation fluorometer.
title_full Empirical estimation of marine phytoplankton assemblages in coastal and offshore areas using an in situ multi-wavelength excitation fluorometer.
title_fullStr Empirical estimation of marine phytoplankton assemblages in coastal and offshore areas using an in situ multi-wavelength excitation fluorometer.
title_full_unstemmed Empirical estimation of marine phytoplankton assemblages in coastal and offshore areas using an in situ multi-wavelength excitation fluorometer.
title_sort empirical estimation of marine phytoplankton assemblages in coastal and offshore areas using an in situ multi-wavelength excitation fluorometer.
publisher Public Library of Science (PLoS)
publishDate 2022
url https://doi.org/10.1371/journal.pone.0257258
https://doaj.org/article/06a982ba07b748489731b19691713cca
long_lat ENVELOPE(157.000,157.000,50.000,50.000)
geographic Okhotsk
Oyashio
geographic_facet Okhotsk
Oyashio
genre okhotsk sea
genre_facet okhotsk sea
op_source PLoS ONE, Vol 17, Iss 2, p e0257258 (2022)
op_relation https://doi.org/10.1371/journal.pone.0257258
https://doaj.org/toc/1932-6203
1932-6203
doi:10.1371/journal.pone.0257258
https://doaj.org/article/06a982ba07b748489731b19691713cca
op_doi https://doi.org/10.1371/journal.pone.0257258
container_title PLOS ONE
container_volume 17
container_issue 2
container_start_page e0257258
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