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Strasburg M, Christensen S. Evaluating the Interaction of Emerging Diseases on White-Tailed Deer Populations Using an Agent-Based Modeling Approach. Pathogens 2024; 13:545. [PMID: 39057772 PMCID: PMC11279658 DOI: 10.3390/pathogens13070545] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2024] [Revised: 06/04/2024] [Accepted: 06/21/2024] [Indexed: 07/28/2024] Open
Abstract
Disease co-occurrence in wildlife populations is common yet understudied. In the case of disease-caused mortality, the mortality attributed to one disease has the potential to buffer populations against subsequent alternative disease outbreaks by reducing populations and thus contacts needed to sustain disease transmission. However, substantial disease-driven population declines may also prevent populations from recovering, leading to localized extinctions. Hemorrhagic disease (HD), a vector-transmitted, viral disease in white-tailed deer (WTD), similar to chronic wasting disease (CWD), a prion disease, has increased in frequency and distribution in the United States. However, unlike CWD, which progresses slowly, HD can cause mortality only days after infection. Hemorrhagic disease outbreaks can result in substantial localized mortality events in WTD near vector habitats such as wetlands and may reduce local deer densities and consequent CWD transmission. The objective of our study was to evaluate the potential for HD outbreaks to buffer CWD risk where the diseases co-occur. Using an agent-based modeling approach, we found that frequent, intense HD outbreaks have the potential to mitigate CWD risk, especially if those outbreaks occur shortly after CWD introduction. However, HD outbreaks that do not result in substantial WTD mortality are unlikely to impact CWD or WTD population dynamics. Severe HD outbreaks may reduce CWD cases and could present an opportunity for managers to boost CWD control initiatives in a post-HD outbreak year.
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Affiliation(s)
| | - Sonja Christensen
- Department of Fisheries and Wildlife, Michigan State University, East Lansing, MI 48824, USA;
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Hudson AR, McGregor BL, Shults P, England M, Silbernagel C, Mayo C, Carpenter M, Sherman TJ, Cohnstaedt LW. Culicoides-borne Orbivirus epidemiology in a changing climate. JOURNAL OF MEDICAL ENTOMOLOGY 2023; 60:1221-1229. [PMID: 37862060 DOI: 10.1093/jme/tjad098] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Revised: 06/30/2023] [Accepted: 07/17/2023] [Indexed: 10/21/2023]
Abstract
Orbiviruses are of significant importance to the health of wildlife and domestic animals worldwide; the major orbiviruses transmitted by multiple biting midge (Culicoides) species include bluetongue virus, epizootic hemorrhagic disease virus, and African horse sickness virus. The viruses, insect vectors, and hosts are anticipated to be impacted by global climate change, altering established Orbivirus epidemiology. Changes in global climate have the potential to alter the vector competence and extrinsic incubation period of certain biting midge species, affect local and long-distance dispersal dynamics, lead to range expansion in the geographic distribution of vector species, and increase transmission period duration (earlier spring onset and later fall transmission). If transmission intensity is associated with weather anomalies such as droughts and wind speeds, there may be changes in the number of outbreaks and periods between outbreaks for some regions. Warmer temperatures and changing climates may impact the viral genome by facilitating reassortment and through the emergence of novel viral mutations. As the climate changes, Orbivirus epidemiology will be inextricably altered as has been seen with recent outbreaks of bluetongue, epizootic hemorrhagic disease, and African horse sickness outside of endemic areas, and requires interdisciplinary teams and approaches to assess and mitigate future outbreak threats.
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Affiliation(s)
- Amy R Hudson
- Center for Grain and Animal Health Research, USDA Agricultural Research Service, 1515 College Ave., Manhattan, KS 66502, USA
| | - Bethany L McGregor
- Center for Grain and Animal Health Research, USDA Agricultural Research Service, 1515 College Ave., Manhattan, KS 66502, USA
| | - Phillip Shults
- Center for Grain and Animal Health Research, USDA Agricultural Research Service, 1515 College Ave., Manhattan, KS 66502, USA
| | | | - Constance Silbernagel
- Center for Epidemiology and Animal Health, USDA APHIS, 2150 Centre Ave, Bldg B, Fort Collins, CO 80526, USA
| | - Christie Mayo
- Department of Microbiology, Immunology, and Pathology, Colorado State University (CSU), 1601 Campus Delivery, Fort Collins, CO 80526, USA
| | - Molly Carpenter
- Department of Microbiology, Immunology, and Pathology, Colorado State University (CSU), 1601 Campus Delivery, Fort Collins, CO 80526, USA
| | - Tyler J Sherman
- Diagnostic Medicine Center, Colorado State University (CSU), 2450 Gillette Drive, Fort Collins, CO 80526, USA
| | - Lee W Cohnstaedt
- The National Bio and Agro-Defense Facility, USDA Agricultural Research Service (ARS), 1980 Denison Ave., Manhattan, KS 66505, USA
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Zhang X, Mathias DK. The Effects of Light Wavelength and Trapping Habitat on Surveillance of Culicoides Biting Midges (Diptera: Ceratopogonidae) in Alabama. JOURNAL OF MEDICAL ENTOMOLOGY 2022; 59:2053-2065. [PMID: 36256531 DOI: 10.1093/jme/tjac156] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/20/2022] [Indexed: 06/16/2023]
Abstract
In the southeastern United States, biting midges transmit agents of hemorrhagic diseases that are enzootic among white-tailed deer (Odocoileus virginianus (Zimmermann), Artiodactyla: Cervidae). Culicoides sonorensis Wirth and Jones (Diptera: Ceratopogonidae), the only confirmed vector of epizootic hemorrhagic disease virus (EHDV) and bluetongue virus (BTV) in the United States, is rarely collected in the Southeast, implying that other Culicoides Latreille species act as vectors. Despite multiple surveillance studies, the influence of trapping habitat and light wavelength on Culicoides sampling has yet to be investigated in Alabama. This study sampled Culicoides species at a deer research facility using CO2-baited CDC light traps with three distinct wavelengths. Traps were rotated within three habitats to examine impacts of habitat type and light wavelength on Culicoides abundance and parity status. For most species, midges were more abundant in a pine forest compared to a hardwood-forest riparian zone or a lightly wooded area adjacent to a seasonal pond. The pine forest generally had negative effects on parity status, suggesting that most females in this habitat were foraging for their first bloodmeal. Ultraviolet (UV) black-light (350 nm-360 nm) attracted more midges than incandescent light or UV LED light (385 nm-395 nm), but wavelength had less of an effect on parity than habitat. This study indicates that light wavelength and habitat significantly influence Culicoides sampling outcomes, and that when collecting parous females is desired (e.g., EHDV/BTV surveillance), targeting areas around oviposition sites may be a better strategy than trapping where midges are most abundant.
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Affiliation(s)
- Xinmi Zhang
- Department of Entomology and Plant Pathology, Auburn University, 301 Funchess Hall, Auburn, AL 36849, USA
- Keck Science Center, 925 North Mills Avenue, Claremont, CA 91711, USA
| | - Derrick K Mathias
- Department of Entomology and Plant Pathology, Auburn University, 301 Funchess Hall, Auburn, AL 36849, USA
- Florida Medical Entomology Laboratory, Department of Entomology & Nematology, Institute of Food and Agricultural Sciences, University of Florida, 200 9th Street SE, Vero Beach, FL 32962, USA
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SPATIAL VARIATION OF WHITE-TAILED DEER (ODOCOILEUS VIRGINIANUS) POPULATION IMPACTS AND RECOVERY FROM EPIZOOTIC HEMORRHAGIC DISEASE. J Wildl Dis 2021; 57:82-93. [PMID: 33635976 DOI: 10.7589/jwd-d-20-00030] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2020] [Accepted: 06/08/2020] [Indexed: 11/20/2022]
Abstract
Epizootic hemorrhagic disease (EHD) is the most significant source of viral disease-related mortality in white-tailed deer (Odocoileus virginianus) in the US. Deer mortality from EHD has increased in the state of Michigan, US, since 2006, with the largest outbreak occurring in 2012. The 2012 outbreak provided an opportunity to evaluate how this disease affected EHD-related mortality in deer populations at a spatial scale typical of that expected for the greatest disease risk. Our objectives were to quantify the population impacts and spatial extent of EHD associated with areas of disease risk for deer populations and to determine how populations recovered over time following localized EHD impacts. We estimated the annual local abundance of deer for 5 yr immediately following a recent EHD outbreak. Because proximity to wetlands may affect EHD occurrence, we surveyed deer at varying distances (about 1 km and 5 km) from a riparian corridor to determine spatial variation in population impacts. Further, we assessed differences in deer abundance for sites affected and unaffected by EHD. Abundance estimates were lower along transects near the riparian corridor only in the affected area, reflecting EHD mortality associated with wetlands. The only change in abundance over time was a significant increase in the riparian strata in the EHD-affected site.
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Tracking Community Timing: Pattern and Determinants of Seasonality in Culicoides (Diptera: Ceratopogonidae) in Northern Florida. Viruses 2020; 12:v12090931. [PMID: 32854272 PMCID: PMC7552033 DOI: 10.3390/v12090931] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2020] [Revised: 08/18/2020] [Accepted: 08/24/2020] [Indexed: 11/19/2022] Open
Abstract
Community dynamics are embedded in hierarchical spatial–temporal scales that connect environmental drivers with species assembly processes. Culicoides species are hematophagous arthropod vectors of orbiviruses that impact wild and domestic ruminants. A better sense of Culicoides dynamics over time is important because sympatric species can lengthen the seasonality of virus transmission. We tested a putative departure from the four seasons calendar in the phenology of Culicoides and the vector subassemblage in the Florida panhandle. Two years of weekly abundance data, temporal scales, persistence and environmental thresholds were analyzed using a tripartite Culicoides β-diversity based modeling approach. Culicoides phenology followed a two-season regime and was explained by stream flow and temperature, but not rainfall. Species richness fit a nested pattern where the species recruitment was maximized during spring months. Midges were active year-round, and two suspected vectors species, Culicoides venustus and Culicoides stellifer, were able to sustain and connect the seasonal modules. Persistence suggests that Orbivirus maintenance does not rely on overwintering and that viruses are maintained year-round, with the seasonal dynamics resembling subtropical Culicoides communities with temporal-overlapping between multivoltine species. Viewing Culicoides-borne orbiviruses as a time-sensitive community-based issue, our results help to recommend when management operations should be delivered.
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Christensen SA, Ruder MG, Williams DM, Porter WF, Stallknecht DE. The role of drought as a determinant of hemorrhagic disease in the eastern United States. GLOBAL CHANGE BIOLOGY 2020; 26:3799-3808. [PMID: 32227543 DOI: 10.1111/gcb.15095] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/15/2019] [Accepted: 02/20/2020] [Indexed: 06/10/2023]
Abstract
Bluetongue virus and epizootic hemorrhagic disease (HD) virus are globally distributed, vector-borne viruses that infect and cause disease in domestic and wild ruminant species. The forces driving increases in resulting HD may be linked to weather conditions and increasing severity has been noted in northerly latitudes. We evaluated the role of drought severity in both space and time on changes in HD reports across the eastern United States for a recent 15 year period. The objectives of this study were to: (a) develop a spatiotemporal model to evaluate if drought severity explains changing patterns of HD presence; and (b) determine whether this potential risk factor varies in importance over the present range of HD in the eastern United States. Historic data (2000-2014) from an annual HD presence-absence survey conducted by the Southeastern Cooperative Wildlife Disease Study and from the United States Drought Monitor were used for this analysis. For every county in 23 states and for each of 15 years, data were based on reported drought status for August, wetland cover, the physiographic region, and the status of HD in the previous year. We used a generalized linear mixed model to explain HD presence and evaluated spatiotemporal predictors across the region. We found that drought severity was a significant predictor of HD presence and the significance of this relationship was dependent on latitude. In more northerly latitudes, where immunological naivety is most likely, we demonstrated the increasing strength of drought severity as a determinant of reported HD and established the importance of variation in drought severity as a risk factor over the present range of HD in the eastern United States. Our research provides spatially explicit evidence for the link between climate forces and emerging disease patterns across latitude for a globally distributed disease.
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Affiliation(s)
- Sonja A Christensen
- Department of Fisheries and Wildlife, Michigan State University, East Lansing, MI, USA
| | - Mark G Ruder
- Southeastern Cooperative Wildlife Disease Study, Department of Population Health, College of Veterinary Medicine, The University of Georgia, Athens, GA, USA
| | - David M Williams
- Department of Fisheries and Wildlife, Michigan State University, East Lansing, MI, USA
| | - William F Porter
- Department of Fisheries and Wildlife, Michigan State University, East Lansing, MI, USA
| | - David E Stallknecht
- Southeastern Cooperative Wildlife Disease Study, Department of Population Health, College of Veterinary Medicine, The University of Georgia, Athens, GA, USA
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Weiskopf SR, Ledee OE, Thompson LM. Climate change effects on deer and moose in the Midwest. J Wildl Manage 2019. [DOI: 10.1002/jwmg.21649] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Sarah R. Weiskopf
- U.S. Geological Survey National Climate Adaptation Science CenterRestonVA 20192USA
| | - Olivia E. Ledee
- Department of the Interior Northeast Climate Adaptation Science CenterSt. PaulMN 55108USA
| | - Laura M. Thompson
- U.S. Geological Survey National Climate Adaptation Science CenterRestonVA 20192USA
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Ruder MG, Lysyk TJ, Stallknecht DE, Foil LD, Johnson DJ, Chase CC, Dargatz DA, Gibbs EPJ. Transmission and Epidemiology of Bluetongue and Epizootic Hemorrhagic Disease in North America: Current Perspectives, Research Gaps, and Future Directions. Vector Borne Zoonotic Dis 2016; 15:348-63. [PMID: 26086556 DOI: 10.1089/vbz.2014.1703] [Citation(s) in RCA: 93] [Impact Index Per Article: 11.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022] Open
Abstract
Bluetongue virus (BTV) and epizootic hemorrhagic disease virus (EHDV) are arthropod-transmitted viruses in the genus Orbivirus of the family Reoviridae. These viruses infect a variety of domestic and wild ruminant hosts, although the susceptibility to clinical disease associated with BTV or EHDV infection varies greatly among host species, as well as between individuals of the same species. Since their initial detection in North America during the 1950s, these viruses have circulated in endemic and epidemic patterns, with occasional incursions to more northern latitudes. In recent years, changes in the pattern of BTV and EHDV infection and disease have forced the scientific community to revisit some fundamental areas related to the epidemiology of these diseases, specifically in relation to virus-vector-host interactions and environmental factors that have potentially enabled the observed changes. The aim of this review is to identify research and surveillance gaps that obscure our understanding of BT and EHD in North America.
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Affiliation(s)
- Mark G Ruder
- 1 Arthropod-Borne Animal Diseases Research Unit, Agricultural Research Service , United States Department of Agriculture, Manhattan, Kansas
| | - Timothy J Lysyk
- 2 Research Centre , Agriculture and Agri-Food Canada, Lethbridge, Alberta, Canada
| | - David E Stallknecht
- 3 Southeastern Cooperative Wildlife Disease Study, Department of Population Health, College of Veterinary Medicine, University of Georgia , Athens, Georgia
| | - Lane D Foil
- 4 Bob Jones Wildlife Research Institute, Louisiana State University Agcenter , Idlewild, Louisiana
| | - Donna J Johnson
- 5 National Veterinary Services Laboratories, Science, Technologies and Analysis Services (STAS), Veterinary Services, Animal and Plant Health Inspection Service , United States Department of Agriculture, Ames, Iowa
| | - Christopher C Chase
- 6 Department of Veterinary and Biomedical Sciences, South Dakota State University , Brookings, South Dakota
| | - David A Dargatz
- 7 Center for Epidemiology and Animal Health , STAS, Veterinary Services, Animal and Plant Health Inspection Service, United States Department of Agriculture, Fort Collins, Colorado
| | - E Paul J Gibbs
- 8 Department of Infectious Diseases and Pathology, College of Veterinary Medicine, University of Florida , Gainesville, Florida
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Aharonson-Raz K, Steinman A, Kavkovsky A, Bumbarov V, Berlin D, Lichter-Peled A, Berke O, Klement E. Analysis of the Association of Climate, Weather and Herd Immunity with the Spread of Equine Encephalosis Virus in Horses in Israel. Transbound Emerg Dis 2015; 64:593-602. [DOI: 10.1111/tbed.12424] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2015] [Indexed: 11/28/2022]
Affiliation(s)
- K. Aharonson-Raz
- Koret School of Veterinary Medicine; The Robert H. Smith Faculty of Agriculture, Food and Environment; The Hebrew University of Jerusalem; Rehovot Israel
| | - A. Steinman
- Koret School of Veterinary Medicine; The Robert H. Smith Faculty of Agriculture, Food and Environment; The Hebrew University of Jerusalem; Rehovot Israel
| | - A. Kavkovsky
- Koret School of Veterinary Medicine; The Robert H. Smith Faculty of Agriculture, Food and Environment; The Hebrew University of Jerusalem; Rehovot Israel
| | - V. Bumbarov
- Department of Virology; Kimron Veterinary Institute; Bet Dagan Israel
| | - D. Berlin
- Koret School of Veterinary Medicine; The Robert H. Smith Faculty of Agriculture, Food and Environment; The Hebrew University of Jerusalem; Rehovot Israel
| | - A. Lichter-Peled
- Koret School of Veterinary Medicine; The Robert H. Smith Faculty of Agriculture, Food and Environment; The Hebrew University of Jerusalem; Rehovot Israel
| | - O. Berke
- Department of Population Medicine; Ontario Veterinary College; University of Guelph; Guelph Ontario Canada
| | - E. Klement
- Koret School of Veterinary Medicine; The Robert H. Smith Faculty of Agriculture, Food and Environment; The Hebrew University of Jerusalem; Rehovot Israel
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Garrett EF, Po E, Bichi ER, Hexum SK, Melcher R, Hubner AM. Clinical disease associated with epizootic hemorrhagic disease virus in cattle in Illinois. J Am Vet Med Assoc 2015; 247:190-5. [DOI: 10.2460/javma.247.2.190] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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APPARENT INCREASE OF REPORTED HEMORRHAGIC DISEASE IN THE MIDWESTERN AND NORTHEASTERN USA. J Wildl Dis 2015; 51:348-61. [DOI: 10.7589/2013-12-330] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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Park AW, Magori K, White BA, Stallknecht DE. When more transmission equals less disease: reconciling the disconnect between disease hotspots and parasite transmission. PLoS One 2013; 8:e61501. [PMID: 23579922 PMCID: PMC3620270 DOI: 10.1371/journal.pone.0061501] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2012] [Accepted: 03/11/2013] [Indexed: 11/28/2022] Open
Abstract
The assumed straightforward connection between transmission intensity and disease occurrence impacts surveillance and control efforts along with statistical methodology, including parameter inference and niche modeling. Many infectious disease systems have the potential for this connection to be more complicated-although demonstrating this in any given disease system has remained elusive. Hemorrhagic disease (HD) is one of the most important diseases of white-tailed deer and is caused by viruses in the Orbivirus genus. Like many infectious diseases, the probability or severity of disease increases with age (after loss of maternal antibodies) and the probability of disease is lower upon re-infection compared to first infection (based on cross-immunity between virus strains). These broad criteria generate a prediction that disease occurrence is maximized at intermediate levels of transmission intensity. Using published US field data, we first fit a statistical model to predict disease occurrence as a function of seroprevalence (a proxy for transmission intensity), demonstrating that states with intermediate seroprevalence have the highest level of case reporting. We subsequently introduce an independently parameterized mechanistic model supporting the theory that high case reporting should come from areas with intermediate levels of transmission. This is the first rigorous demonstration of this phenomenon and illustrates that variation in transmission rate (e.g. along an ecologically-controlled transmission gradient) can create cryptic refuges for infectious diseases.
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Affiliation(s)
- Andrew W Park
- Odum School of Ecology, University of Georgia, Athens, Georgia, United States of America.
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