Estimating distemper virus dynamics among wolves and grizzly bears using serology and Bayesian state‐space models

Abstract Many parasites infect multiple hosts, but estimating the transmission across host species remains a key challenge in disease ecology. We investigated the within and across host species dynamics of canine distemper virus ( CDV ) in grizzly bears ( Ursus arctos ) and wolves ( Canis lupus ) of...

Full description

Bibliographic Details
Published in:Ecology and Evolution
Main Authors: Cross, Paul C., van Manen, Frank T., Viana, Mafalda, Almberg, Emily S., Bachen, Daniel, Brandell, Ellen E., Haroldson, Mark A., Hudson, Peter J., Stahler, Daniel R., Smith, Douglas W.
Other Authors: National Science Foundation, U.S. Geological Survey, National Park Service
Format: Article in Journal/Newspaper
Language:English
Published: Wiley 2018
Subjects:
Online Access:http://dx.doi.org/10.1002/ece3.4396
https://api.wiley.com/onlinelibrary/tdm/v1/articles/10.1002%2Fece3.4396
https://onlinelibrary.wiley.com/doi/pdf/10.1002/ece3.4396
https://onlinelibrary.wiley.com/doi/full-xml/10.1002/ece3.4396
id crwiley:10.1002/ece3.4396
record_format openpolar
spelling crwiley:10.1002/ece3.4396 2024-09-15T18:01:24+00:00 Estimating distemper virus dynamics among wolves and grizzly bears using serology and Bayesian state‐space models Cross, Paul C. van Manen, Frank T. Viana, Mafalda Almberg, Emily S. Bachen, Daniel Brandell, Ellen E. Haroldson, Mark A. Hudson, Peter J. Stahler, Daniel R. Smith, Douglas W. National Science Foundation U.S. Geological Survey National Park Service 2018 http://dx.doi.org/10.1002/ece3.4396 https://api.wiley.com/onlinelibrary/tdm/v1/articles/10.1002%2Fece3.4396 https://onlinelibrary.wiley.com/doi/pdf/10.1002/ece3.4396 https://onlinelibrary.wiley.com/doi/full-xml/10.1002/ece3.4396 en eng Wiley http://creativecommons.org/licenses/by/4.0/ http://creativecommons.org/licenses/by/4.0/ Ecology and Evolution volume 8, issue 17, page 8726-8735 ISSN 2045-7758 2045-7758 journal-article 2018 crwiley https://doi.org/10.1002/ece3.4396 2024-07-11T04:37:55Z Abstract Many parasites infect multiple hosts, but estimating the transmission across host species remains a key challenge in disease ecology. We investigated the within and across host species dynamics of canine distemper virus ( CDV ) in grizzly bears ( Ursus arctos ) and wolves ( Canis lupus ) of the Greater Yellowstone Ecosystem ( GYE ). We hypothesized that grizzly bears may be more likely to be exposed to CDV during outbreaks in the wolf population because grizzly bears often displace wolves while scavenging carcasses. We used serological data collected from 1984 to 2014 in conjunction with Bayesian state‐space models to infer the temporal dynamics of CDV . These models accounted for the unknown timing of pathogen exposure, and we assessed how different testing thresholds and the potential for testing errors affected our conclusions. We identified three main CDV outbreaks (1999, 2005, and 2008) in wolves, which were more obvious when we used higher diagnostic thresholds to qualify as seropositive. There was some evidence for increased exposure rates in grizzly bears in 2005, but the magnitude of the wolf effect on bear exposures was poorly estimated and depended upon our prior distributions. Grizzly bears were exposed to CDV prior to wolf reintroduction and during time periods outside of known wolf outbreaks, thus wolves are only one of several potential routes for grizzly bear exposures. Our modeling approach accounts for several of the shortcomings of serological data and is applicable to many wildlife disease systems, but is most informative when testing intervals are short. CDV circulates in a wide range of carnivore species, but it remains unclear whether the disease persists locally within the GYE carnivore community or is periodically reintroduced from distant regions with larger host populations. Article in Journal/Newspaper Canis lupus Ursus arctos Wiley Online Library Ecology and Evolution 8 17 8726 8735
institution Open Polar
collection Wiley Online Library
op_collection_id crwiley
language English
description Abstract Many parasites infect multiple hosts, but estimating the transmission across host species remains a key challenge in disease ecology. We investigated the within and across host species dynamics of canine distemper virus ( CDV ) in grizzly bears ( Ursus arctos ) and wolves ( Canis lupus ) of the Greater Yellowstone Ecosystem ( GYE ). We hypothesized that grizzly bears may be more likely to be exposed to CDV during outbreaks in the wolf population because grizzly bears often displace wolves while scavenging carcasses. We used serological data collected from 1984 to 2014 in conjunction with Bayesian state‐space models to infer the temporal dynamics of CDV . These models accounted for the unknown timing of pathogen exposure, and we assessed how different testing thresholds and the potential for testing errors affected our conclusions. We identified three main CDV outbreaks (1999, 2005, and 2008) in wolves, which were more obvious when we used higher diagnostic thresholds to qualify as seropositive. There was some evidence for increased exposure rates in grizzly bears in 2005, but the magnitude of the wolf effect on bear exposures was poorly estimated and depended upon our prior distributions. Grizzly bears were exposed to CDV prior to wolf reintroduction and during time periods outside of known wolf outbreaks, thus wolves are only one of several potential routes for grizzly bear exposures. Our modeling approach accounts for several of the shortcomings of serological data and is applicable to many wildlife disease systems, but is most informative when testing intervals are short. CDV circulates in a wide range of carnivore species, but it remains unclear whether the disease persists locally within the GYE carnivore community or is periodically reintroduced from distant regions with larger host populations.
author2 National Science Foundation
U.S. Geological Survey
National Park Service
format Article in Journal/Newspaper
author Cross, Paul C.
van Manen, Frank T.
Viana, Mafalda
Almberg, Emily S.
Bachen, Daniel
Brandell, Ellen E.
Haroldson, Mark A.
Hudson, Peter J.
Stahler, Daniel R.
Smith, Douglas W.
spellingShingle Cross, Paul C.
van Manen, Frank T.
Viana, Mafalda
Almberg, Emily S.
Bachen, Daniel
Brandell, Ellen E.
Haroldson, Mark A.
Hudson, Peter J.
Stahler, Daniel R.
Smith, Douglas W.
Estimating distemper virus dynamics among wolves and grizzly bears using serology and Bayesian state‐space models
author_facet Cross, Paul C.
van Manen, Frank T.
Viana, Mafalda
Almberg, Emily S.
Bachen, Daniel
Brandell, Ellen E.
Haroldson, Mark A.
Hudson, Peter J.
Stahler, Daniel R.
Smith, Douglas W.
author_sort Cross, Paul C.
title Estimating distemper virus dynamics among wolves and grizzly bears using serology and Bayesian state‐space models
title_short Estimating distemper virus dynamics among wolves and grizzly bears using serology and Bayesian state‐space models
title_full Estimating distemper virus dynamics among wolves and grizzly bears using serology and Bayesian state‐space models
title_fullStr Estimating distemper virus dynamics among wolves and grizzly bears using serology and Bayesian state‐space models
title_full_unstemmed Estimating distemper virus dynamics among wolves and grizzly bears using serology and Bayesian state‐space models
title_sort estimating distemper virus dynamics among wolves and grizzly bears using serology and bayesian state‐space models
publisher Wiley
publishDate 2018
url http://dx.doi.org/10.1002/ece3.4396
https://api.wiley.com/onlinelibrary/tdm/v1/articles/10.1002%2Fece3.4396
https://onlinelibrary.wiley.com/doi/pdf/10.1002/ece3.4396
https://onlinelibrary.wiley.com/doi/full-xml/10.1002/ece3.4396
genre Canis lupus
Ursus arctos
genre_facet Canis lupus
Ursus arctos
op_source Ecology and Evolution
volume 8, issue 17, page 8726-8735
ISSN 2045-7758 2045-7758
op_rights http://creativecommons.org/licenses/by/4.0/
http://creativecommons.org/licenses/by/4.0/
op_doi https://doi.org/10.1002/ece3.4396
container_title Ecology and Evolution
container_volume 8
container_issue 17
container_start_page 8726
op_container_end_page 8735
_version_ 1810438563365388288