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

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 s...

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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
Format: Article in Journal/Newspaper
Language:unknown
Published: Wiley 2023
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Online Access:https://epic.awi.de/id/eprint/58077/
https://epic.awi.de/id/eprint/58077/1/Molecular%20Ecology%20Resources%20-%202022%20-%20Rossel%20-%20Proteomic%20fingerprinting%20enables%20quantitative%20biodiversity%20assessments%20of.pdf
https://doi.org/10.1111/1755-0998.13714
https://hdl.handle.net/10013/epic.93f9b960-a295-4e80-8680-3dfd501514b7
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spelling ftawi:oai:epic.awi.de:58077 2023-11-12T04:10:13+01:00 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 2023-02 application/pdf https://epic.awi.de/id/eprint/58077/ https://epic.awi.de/id/eprint/58077/1/Molecular%20Ecology%20Resources%20-%202022%20-%20Rossel%20-%20Proteomic%20fingerprinting%20enables%20quantitative%20biodiversity%20assessments%20of.pdf https://doi.org/10.1111/1755-0998.13714 https://hdl.handle.net/10013/epic.93f9b960-a295-4e80-8680-3dfd501514b7 unknown Wiley https://epic.awi.de/id/eprint/58077/1/Molecular%20Ecology%20Resources%20-%202022%20-%20Rossel%20-%20Proteomic%20fingerprinting%20enables%20quantitative%20biodiversity%20assessments%20of.pdf Rossel, S. , Kaiser, P. , Bode‐Dalby, M. , Renz, J. , Laakmann, S. orcid:0000-0003-3273-7907 , Auel, H. , Hagen, W. , Arbizu, P. M. and Peters, J. (2023) Proteomic fingerprinting enables quantitative biodiversity assessments of species and ontogenetic stages in Calanus congeners (Copepoda, Crustacea) from the Arctic Ocean , Molecular Ecology Resources, 23 (2), pp. 382-395 . doi:10.1111/1755-0998.13714 <https://doi.org/10.1111/1755-0998.13714> , hdl:10013/epic.93f9b960-a295-4e80-8680-3dfd501514b7 EPIC3Molecular Ecology Resources, Wiley, 23(2), pp. 382-395, ISSN: 1755-098X Article peerRev 2023 ftawi https://doi.org/10.1111/1755-0998.13714 2023-10-30T00:23:13Z 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 Arctic Ocean Fram Strait Copepods Alfred Wegener Institute for Polar- and Marine Research (AWI): ePIC (electronic Publication Information Center) Molecular Ecology Resources 23 2 382 395
institution Open Polar
collection Alfred Wegener Institute for Polar- and Marine Research (AWI): ePIC (electronic Publication Information Center)
op_collection_id ftawi
language unknown
description 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.
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 2023
url https://epic.awi.de/id/eprint/58077/
https://epic.awi.de/id/eprint/58077/1/Molecular%20Ecology%20Resources%20-%202022%20-%20Rossel%20-%20Proteomic%20fingerprinting%20enables%20quantitative%20biodiversity%20assessments%20of.pdf
https://doi.org/10.1111/1755-0998.13714
https://hdl.handle.net/10013/epic.93f9b960-a295-4e80-8680-3dfd501514b7
genre Arctic
Arctic
Arctic Ocean
Fram Strait
Copepods
genre_facet Arctic
Arctic
Arctic Ocean
Fram Strait
Copepods
op_source EPIC3Molecular Ecology Resources, Wiley, 23(2), pp. 382-395, ISSN: 1755-098X
op_relation https://epic.awi.de/id/eprint/58077/1/Molecular%20Ecology%20Resources%20-%202022%20-%20Rossel%20-%20Proteomic%20fingerprinting%20enables%20quantitative%20biodiversity%20assessments%20of.pdf
Rossel, S. , Kaiser, P. , Bode‐Dalby, M. , Renz, J. , Laakmann, S. orcid:0000-0003-3273-7907 , Auel, H. , Hagen, W. , Arbizu, P. M. and Peters, J. (2023) Proteomic fingerprinting enables quantitative biodiversity assessments of species and ontogenetic stages in Calanus congeners (Copepoda, Crustacea) from the Arctic Ocean , Molecular Ecology Resources, 23 (2), pp. 382-395 . doi:10.1111/1755-0998.13714 <https://doi.org/10.1111/1755-0998.13714> , hdl:10013/epic.93f9b960-a295-4e80-8680-3dfd501514b7
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
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