Proteomic fingerprinting enables quantitative biodiversity assessments of species and ontogenetic stages in Calanus congeners (Copepoda, Crustacea) from the Arctic Ocean

Abstract Species identification is pivotal in biodiversity assessments and proteomic fingerprinting by MALDI‐TOF mass spectrometry has already been shown to reliably identify calanoid copepods to species level. However, MALDI‐TOF data may contain more information beyond mere species identification....

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Published in:Molecular Ecology Resources
Main Authors: Rossel, Sven, Kaiser, Patricia, Bode‐Dalby, Maya, Renz, Jasmin, Laakmann, Silke, Auel, Holger, Hagen, Wilhelm, Arbizu, Pedro Martínez, Peters, Janna
Other Authors: Deutsche Forschungsgemeinschaft, Volkswagen Foundation
Format: Article in Journal/Newspaper
Language:English
Published: Wiley 2022
Subjects:
Online Access:http://dx.doi.org/10.1111/1755-0998.13714
https://onlinelibrary.wiley.com/doi/pdf/10.1111/1755-0998.13714
https://onlinelibrary.wiley.com/doi/full-xml/10.1111/1755-0998.13714
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spelling crwiley:10.1111/1755-0998.13714 2024-06-02T08:01:54+00:00 Proteomic fingerprinting enables quantitative biodiversity assessments of species and ontogenetic stages in Calanus congeners (Copepoda, Crustacea) from the Arctic Ocean Rossel, Sven Kaiser, Patricia Bode‐Dalby, Maya Renz, Jasmin Laakmann, Silke Auel, Holger Hagen, Wilhelm Arbizu, Pedro Martínez Peters, Janna Deutsche Forschungsgemeinschaft Volkswagen Foundation 2022 http://dx.doi.org/10.1111/1755-0998.13714 https://onlinelibrary.wiley.com/doi/pdf/10.1111/1755-0998.13714 https://onlinelibrary.wiley.com/doi/full-xml/10.1111/1755-0998.13714 en eng Wiley http://creativecommons.org/licenses/by/4.0/ Molecular Ecology Resources volume 23, issue 2, page 382-395 ISSN 1755-098X 1755-0998 journal-article 2022 crwiley https://doi.org/10.1111/1755-0998.13714 2024-05-03T11:07:20Z Abstract Species identification is pivotal in biodiversity assessments and proteomic fingerprinting by MALDI‐TOF mass spectrometry has already been shown to reliably identify calanoid copepods to species level. However, MALDI‐TOF data may contain more information beyond mere species identification. In this study, we investigated different ontogenetic stages (copepodids C1–C6 females) of three co‐occurring Calanus species from the Arctic Fram Strait, which cannot be identified to species level based on morphological characters alone. Differentiation of the three species based on mass spectrometry data was without any error. In addition, a clear stage‐specific signal was detected in all species, supported by clustering approaches as well as machine learning using Random Forest. More complex mass spectra in later ontogenetic stages as well as relative intensities of certain mass peaks were found as the main drivers of stage distinction in these species. Through a dilution series, we were able to show that this did not result from the higher amount of biomass that was used in tissue processing of the larger stages. Finally, the data were tested in a simulation for application in a real biodiversity assessment by using Random Forest for stage classification of specimens absent from the training data. This resulted in a successful stage‐identification rate of almost 90%, making proteomic fingerprinting a promising tool to investigate polewards shifts of Atlantic Calanus species and, in general, to assess stage compositions in biodiversity assessments of Calanoida, which can be notoriously difficult using conventional identification methods. Article in Journal/Newspaper Arctic Arctic Ocean Fram Strait Copepods Wiley Online Library Arctic Arctic Ocean Molecular Ecology Resources 23 2 382 395
institution Open Polar
collection Wiley Online Library
op_collection_id crwiley
language English
description Abstract Species identification is pivotal in biodiversity assessments and proteomic fingerprinting by MALDI‐TOF mass spectrometry has already been shown to reliably identify calanoid copepods to species level. However, MALDI‐TOF data may contain more information beyond mere species identification. In this study, we investigated different ontogenetic stages (copepodids C1–C6 females) of three co‐occurring Calanus species from the Arctic Fram Strait, which cannot be identified to species level based on morphological characters alone. Differentiation of the three species based on mass spectrometry data was without any error. In addition, a clear stage‐specific signal was detected in all species, supported by clustering approaches as well as machine learning using Random Forest. More complex mass spectra in later ontogenetic stages as well as relative intensities of certain mass peaks were found as the main drivers of stage distinction in these species. Through a dilution series, we were able to show that this did not result from the higher amount of biomass that was used in tissue processing of the larger stages. Finally, the data were tested in a simulation for application in a real biodiversity assessment by using Random Forest for stage classification of specimens absent from the training data. This resulted in a successful stage‐identification rate of almost 90%, making proteomic fingerprinting a promising tool to investigate polewards shifts of Atlantic Calanus species and, in general, to assess stage compositions in biodiversity assessments of Calanoida, which can be notoriously difficult using conventional identification methods.
author2 Deutsche Forschungsgemeinschaft
Volkswagen Foundation
format Article in Journal/Newspaper
author Rossel, Sven
Kaiser, Patricia
Bode‐Dalby, Maya
Renz, Jasmin
Laakmann, Silke
Auel, Holger
Hagen, Wilhelm
Arbizu, Pedro Martínez
Peters, Janna
spellingShingle Rossel, Sven
Kaiser, Patricia
Bode‐Dalby, Maya
Renz, Jasmin
Laakmann, Silke
Auel, Holger
Hagen, Wilhelm
Arbizu, Pedro Martínez
Peters, Janna
Proteomic fingerprinting enables quantitative biodiversity assessments of species and ontogenetic stages in Calanus congeners (Copepoda, Crustacea) from the Arctic Ocean
author_facet Rossel, Sven
Kaiser, Patricia
Bode‐Dalby, Maya
Renz, Jasmin
Laakmann, Silke
Auel, Holger
Hagen, Wilhelm
Arbizu, Pedro Martínez
Peters, Janna
author_sort Rossel, Sven
title Proteomic fingerprinting enables quantitative biodiversity assessments of species and ontogenetic stages in Calanus congeners (Copepoda, Crustacea) from the Arctic Ocean
title_short Proteomic fingerprinting enables quantitative biodiversity assessments of species and ontogenetic stages in Calanus congeners (Copepoda, Crustacea) from the Arctic Ocean
title_full Proteomic fingerprinting enables quantitative biodiversity assessments of species and ontogenetic stages in Calanus congeners (Copepoda, Crustacea) from the Arctic Ocean
title_fullStr Proteomic fingerprinting enables quantitative biodiversity assessments of species and ontogenetic stages in Calanus congeners (Copepoda, Crustacea) from the Arctic Ocean
title_full_unstemmed Proteomic fingerprinting enables quantitative biodiversity assessments of species and ontogenetic stages in Calanus congeners (Copepoda, Crustacea) from the Arctic Ocean
title_sort proteomic fingerprinting enables quantitative biodiversity assessments of species and ontogenetic stages in calanus congeners (copepoda, crustacea) from the arctic ocean
publisher Wiley
publishDate 2022
url http://dx.doi.org/10.1111/1755-0998.13714
https://onlinelibrary.wiley.com/doi/pdf/10.1111/1755-0998.13714
https://onlinelibrary.wiley.com/doi/full-xml/10.1111/1755-0998.13714
geographic Arctic
Arctic Ocean
geographic_facet Arctic
Arctic Ocean
genre Arctic
Arctic Ocean
Fram Strait
Copepods
genre_facet Arctic
Arctic Ocean
Fram Strait
Copepods
op_source Molecular Ecology Resources
volume 23, issue 2, page 382-395
ISSN 1755-098X 1755-0998
op_rights http://creativecommons.org/licenses/by/4.0/
op_doi https://doi.org/10.1111/1755-0998.13714
container_title Molecular Ecology Resources
container_volume 23
container_issue 2
container_start_page 382
op_container_end_page 395
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