Data from: Integrating abundance and diet data to improve inferences of food web dynamics

1. Both population abundances and chemical tracers are useful tools for studying consumer-resource interactions. Food web models parameterized with abundances are often used to understand how interactions structure communities and to inform management decisions of complex ecological systems. Unfortu...

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Main Authors: Ferguson, Jake M., Hopkins III., John B., Witteveen, Brianna H.
Format: Article in Journal/Newspaper
Language:unknown
Published: 2018
Subjects:
Online Access:http://hdl.handle.net/10255/dryad.173374
https://doi.org/10.5061/dryad.5q136q2
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spelling ftdryad:oai:v1.datadryad.org:10255/dryad.173374 2023-05-15T16:36:00+02:00 Data from: Integrating abundance and diet data to improve inferences of food web dynamics Ferguson, Jake M. Hopkins III., John B. Witteveen, Brianna H. Gulf of Alaska 2018-05-10T12:23:46Z http://hdl.handle.net/10255/dryad.173374 https://doi.org/10.5061/dryad.5q136q2 unknown doi:10.5061/dryad.5q136q2/1 doi:10.5061/dryad.5q136q2/2 doi:10.5061/dryad.5q136q2/3 doi:10.1111/2041-210X.13001 doi:10.5061/dryad.5q136q2 Ferguson JM, Hopkins III. JB, Witteveen BH (2018) Integrating abundance and diet data to improve inferences of food web dynamics. Methods in Ecology and Evolution 9(6): 1581-1591. http://hdl.handle.net/10255/dryad.173374 integrated modeling functional response multispecies modeling ecological tracers stable isotopes nonlinear time series food web model Article 2018 ftdryad https://doi.org/10.5061/dryad.5q136q2 https://doi.org/10.5061/dryad.5q136q2/1 https://doi.org/10.5061/dryad.5q136q2/2 https://doi.org/10.5061/dryad.5q136q2/3 https://doi.org/10.1111/2041-210X.13001 2020-01-01T16:05:45Z 1. Both population abundances and chemical tracers are useful tools for studying consumer-resource interactions. Food web models parameterized with abundances are often used to understand how interactions structure communities and to inform management decisions of complex ecological systems. Unfortunately, collecting abundance data to parameterize these models is often expensive and time-consuming. Another approach is to use chemical tracers to estimate the proportional diets of consumers by relating the tracers in their tissues to those found in their food sources. Although tracer data are often inexpensive to collect relative to abundances, diet proportions provide little information on the per-capita consumption rates of consumers. Here, we show how integrating these data sources can be used to better estimate of consumption rates. 2. Our modeling approach informs traditional multispecies population abundance models using proportional diet data. We used simulations to determine whether integrated food web datasets were more informative than traditional abundance datasets and demonstrated the use of our integrated approach by estimating consumption rates of humpback whales (\textit{Megaptera novaeangliae}) in the western Gulf of Alaska using abundances coupled with stable isotopes as a tracer. 3. Our simulations demonstrated that integrated models improved the ability to resolve alternative hypotheses about the functional response and yielded more precise parameter estimates relative to standard food web models. The integrated data approach was especially informative under low sample sizes or high process variance. Our application of the integrated modeling approach to humpback whale indicated that fish averaged about 25\% of whale diets, though this proportion declined over the course of the study. We also found that traditional abundance model estimates of humpback whale consumption were non-estimable and that the integrated food web model led to estimable consumption rates. 4. Our results show that integrating stable isotopes and abundance datasets provides an exciting way forward for parameterizing multispecies models in data-limited systems. We expect that future developments of these integrated approaches will extend current food web theory by allowing ecologists to study predation dynamics over seasonal time scales and at the individual level. Article in Journal/Newspaper Humpback Whale Megaptera novaeangliae Alaska Dryad Digital Repository (Duke University) Gulf of Alaska
institution Open Polar
collection Dryad Digital Repository (Duke University)
op_collection_id ftdryad
language unknown
topic integrated modeling
functional response
multispecies modeling
ecological tracers
stable isotopes
nonlinear time series
food web model
spellingShingle integrated modeling
functional response
multispecies modeling
ecological tracers
stable isotopes
nonlinear time series
food web model
Ferguson, Jake M.
Hopkins III., John B.
Witteveen, Brianna H.
Data from: Integrating abundance and diet data to improve inferences of food web dynamics
topic_facet integrated modeling
functional response
multispecies modeling
ecological tracers
stable isotopes
nonlinear time series
food web model
description 1. Both population abundances and chemical tracers are useful tools for studying consumer-resource interactions. Food web models parameterized with abundances are often used to understand how interactions structure communities and to inform management decisions of complex ecological systems. Unfortunately, collecting abundance data to parameterize these models is often expensive and time-consuming. Another approach is to use chemical tracers to estimate the proportional diets of consumers by relating the tracers in their tissues to those found in their food sources. Although tracer data are often inexpensive to collect relative to abundances, diet proportions provide little information on the per-capita consumption rates of consumers. Here, we show how integrating these data sources can be used to better estimate of consumption rates. 2. Our modeling approach informs traditional multispecies population abundance models using proportional diet data. We used simulations to determine whether integrated food web datasets were more informative than traditional abundance datasets and demonstrated the use of our integrated approach by estimating consumption rates of humpback whales (\textit{Megaptera novaeangliae}) in the western Gulf of Alaska using abundances coupled with stable isotopes as a tracer. 3. Our simulations demonstrated that integrated models improved the ability to resolve alternative hypotheses about the functional response and yielded more precise parameter estimates relative to standard food web models. The integrated data approach was especially informative under low sample sizes or high process variance. Our application of the integrated modeling approach to humpback whale indicated that fish averaged about 25\% of whale diets, though this proportion declined over the course of the study. We also found that traditional abundance model estimates of humpback whale consumption were non-estimable and that the integrated food web model led to estimable consumption rates. 4. Our results show that integrating stable isotopes and abundance datasets provides an exciting way forward for parameterizing multispecies models in data-limited systems. We expect that future developments of these integrated approaches will extend current food web theory by allowing ecologists to study predation dynamics over seasonal time scales and at the individual level.
format Article in Journal/Newspaper
author Ferguson, Jake M.
Hopkins III., John B.
Witteveen, Brianna H.
author_facet Ferguson, Jake M.
Hopkins III., John B.
Witteveen, Brianna H.
author_sort Ferguson, Jake M.
title Data from: Integrating abundance and diet data to improve inferences of food web dynamics
title_short Data from: Integrating abundance and diet data to improve inferences of food web dynamics
title_full Data from: Integrating abundance and diet data to improve inferences of food web dynamics
title_fullStr Data from: Integrating abundance and diet data to improve inferences of food web dynamics
title_full_unstemmed Data from: Integrating abundance and diet data to improve inferences of food web dynamics
title_sort data from: integrating abundance and diet data to improve inferences of food web dynamics
publishDate 2018
url http://hdl.handle.net/10255/dryad.173374
https://doi.org/10.5061/dryad.5q136q2
op_coverage Gulf of Alaska
geographic Gulf of Alaska
geographic_facet Gulf of Alaska
genre Humpback Whale
Megaptera novaeangliae
Alaska
genre_facet Humpback Whale
Megaptera novaeangliae
Alaska
op_relation doi:10.5061/dryad.5q136q2/1
doi:10.5061/dryad.5q136q2/2
doi:10.5061/dryad.5q136q2/3
doi:10.1111/2041-210X.13001
doi:10.5061/dryad.5q136q2
Ferguson JM, Hopkins III. JB, Witteveen BH (2018) Integrating abundance and diet data to improve inferences of food web dynamics. Methods in Ecology and Evolution 9(6): 1581-1591.
http://hdl.handle.net/10255/dryad.173374
op_doi https://doi.org/10.5061/dryad.5q136q2
https://doi.org/10.5061/dryad.5q136q2/1
https://doi.org/10.5061/dryad.5q136q2/2
https://doi.org/10.5061/dryad.5q136q2/3
https://doi.org/10.1111/2041-210X.13001
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