Estimating distemper virus dynamics among wolves and grizzly bears using serology and Bayesian state‐space models. Issue 17 (5th August 2018)
- Record Type:
- Journal Article
- Title:
- Estimating distemper virus dynamics among wolves and grizzly bears using serology and Bayesian state‐space models. Issue 17 (5th August 2018)
- Main Title:
- Estimating distemper virus dynamics among wolves and grizzly bears using serology and Bayesian state‐space models
- 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. - Abstract:
- 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 dataAbstract: 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. Abstract : We investigated the temporal dynamics of canine distemper virus (CDV) in wolves and bears in the Greater Yellowstone Ecosystem using Bayesian state‐space models and serological data from 1984 to 2014. There were three major wolf outbreaks, which were more obvious when we used higher diagnostic thresholds. 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. … (more)
- Is Part Of:
- Ecology and evolution. Volume 8:Issue 17(2018)
- Journal:
- Ecology and evolution
- Issue:
- Volume 8:Issue 17(2018)
- Issue Display:
- Volume 8, Issue 17 (2018)
- Year:
- 2018
- Volume:
- 8
- Issue:
- 17
- Issue Sort Value:
- 2018-0008-0017-0000
- Page Start:
- 8726
- Page End:
- 8735
- Publication Date:
- 2018-08-05
- Subjects:
- cross‐species transmission -- hierarchical models -- serology -- wildlife disease
Ecology -- Periodicals
Evolution -- Periodicals
577.05 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)2045-7758 ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1002/ece3.4396 ↗
- Languages:
- English
- ISSNs:
- 2045-7758
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 10813.xml