A Novel, Unbiased Analysis Approach for Investigating Population Dynamics: A Case Study on Calanus finmarchicus and Its Decline in the North Sea

Marine populations are controlled by a series of drivers, pertaining to both the physical environment and the biological environment (trophic predator-prey interactions). There is heated debate over drivers, especially when trying to understand the causes of major ecosystem events termed regime shif...

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Published in:PLOS ONE
Main Authors: Papworth, Danny J., Marini, Simone, Conversi, Alessandra
Format: Text
Language:English
Published: Public Library of Science 2016
Subjects:
Online Access:http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4930201/
http://www.ncbi.nlm.nih.gov/pubmed/27366910
https://doi.org/10.1371/journal.pone.0158230
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spelling ftpubmed:oai:pubmedcentral.nih.gov:4930201 2023-05-15T15:47:57+02:00 A Novel, Unbiased Analysis Approach for Investigating Population Dynamics: A Case Study on Calanus finmarchicus and Its Decline in the North Sea Papworth, Danny J. Marini, Simone Conversi, Alessandra 2016-07-01 http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4930201/ http://www.ncbi.nlm.nih.gov/pubmed/27366910 https://doi.org/10.1371/journal.pone.0158230 en eng Public Library of Science http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4930201/ http://www.ncbi.nlm.nih.gov/pubmed/27366910 http://dx.doi.org/10.1371/journal.pone.0158230 © 2016 Papworth et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. CC-BY Research Article Text 2016 ftpubmed https://doi.org/10.1371/journal.pone.0158230 2016-07-24T00:07:28Z Marine populations are controlled by a series of drivers, pertaining to both the physical environment and the biological environment (trophic predator-prey interactions). There is heated debate over drivers, especially when trying to understand the causes of major ecosystem events termed regime shifts. In this work, we have researched and developed a novel methodology based on Genetic Programming (GP) for distinguishing which drivers can influence species abundance. This methodology benefits of having no a priori assumptions either on the ecological parameters used or on the underlying mathematical relationships among them. We have validated this methodology applying it to the North Sea pelagic ecosystem. We use the target species Calanus finmarchicus, a key copepod in temperate and subarctic ecosystems, along with 86 biological, hydrographical and climatic time series, ranging from local water nutrients and fish predation, to large scale climate pressure patterns. The chosen study area is the central North Sea, from 1972 to 2011, during which period there was an ecological regime shift. The GP based analysis identified 3 likely drivers of C. finmarchicus abundance, which highlights the importance of considering both physical and trophic drivers: temperature, North Sea circulation (net flow into the North Atlantic), and predation (herring). No large scale climate patterns were selected, suggesting that when there is availability of both data types, local drivers are more important. The results produced by the GP based procedure are consistent with the literature published to date, and validate the use of GP for interpreting species dynamics. We propose that this methodology holds promises for the highly non-linear field of ecology. Text Calanus finmarchicus North Atlantic Subarctic PubMed Central (PMC) PLOS ONE 11 7 e0158230
institution Open Polar
collection PubMed Central (PMC)
op_collection_id ftpubmed
language English
topic Research Article
spellingShingle Research Article
Papworth, Danny J.
Marini, Simone
Conversi, Alessandra
A Novel, Unbiased Analysis Approach for Investigating Population Dynamics: A Case Study on Calanus finmarchicus and Its Decline in the North Sea
topic_facet Research Article
description Marine populations are controlled by a series of drivers, pertaining to both the physical environment and the biological environment (trophic predator-prey interactions). There is heated debate over drivers, especially when trying to understand the causes of major ecosystem events termed regime shifts. In this work, we have researched and developed a novel methodology based on Genetic Programming (GP) for distinguishing which drivers can influence species abundance. This methodology benefits of having no a priori assumptions either on the ecological parameters used or on the underlying mathematical relationships among them. We have validated this methodology applying it to the North Sea pelagic ecosystem. We use the target species Calanus finmarchicus, a key copepod in temperate and subarctic ecosystems, along with 86 biological, hydrographical and climatic time series, ranging from local water nutrients and fish predation, to large scale climate pressure patterns. The chosen study area is the central North Sea, from 1972 to 2011, during which period there was an ecological regime shift. The GP based analysis identified 3 likely drivers of C. finmarchicus abundance, which highlights the importance of considering both physical and trophic drivers: temperature, North Sea circulation (net flow into the North Atlantic), and predation (herring). No large scale climate patterns were selected, suggesting that when there is availability of both data types, local drivers are more important. The results produced by the GP based procedure are consistent with the literature published to date, and validate the use of GP for interpreting species dynamics. We propose that this methodology holds promises for the highly non-linear field of ecology.
format Text
author Papworth, Danny J.
Marini, Simone
Conversi, Alessandra
author_facet Papworth, Danny J.
Marini, Simone
Conversi, Alessandra
author_sort Papworth, Danny J.
title A Novel, Unbiased Analysis Approach for Investigating Population Dynamics: A Case Study on Calanus finmarchicus and Its Decline in the North Sea
title_short A Novel, Unbiased Analysis Approach for Investigating Population Dynamics: A Case Study on Calanus finmarchicus and Its Decline in the North Sea
title_full A Novel, Unbiased Analysis Approach for Investigating Population Dynamics: A Case Study on Calanus finmarchicus and Its Decline in the North Sea
title_fullStr A Novel, Unbiased Analysis Approach for Investigating Population Dynamics: A Case Study on Calanus finmarchicus and Its Decline in the North Sea
title_full_unstemmed A Novel, Unbiased Analysis Approach for Investigating Population Dynamics: A Case Study on Calanus finmarchicus and Its Decline in the North Sea
title_sort novel, unbiased analysis approach for investigating population dynamics: a case study on calanus finmarchicus and its decline in the north sea
publisher Public Library of Science
publishDate 2016
url http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4930201/
http://www.ncbi.nlm.nih.gov/pubmed/27366910
https://doi.org/10.1371/journal.pone.0158230
genre Calanus finmarchicus
North Atlantic
Subarctic
genre_facet Calanus finmarchicus
North Atlantic
Subarctic
op_relation http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4930201/
http://www.ncbi.nlm.nih.gov/pubmed/27366910
http://dx.doi.org/10.1371/journal.pone.0158230
op_rights © 2016 Papworth et al
http://creativecommons.org/licenses/by/4.0/
This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
op_rightsnorm CC-BY
op_doi https://doi.org/10.1371/journal.pone.0158230
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