Flying-fox species density–a spatial risk factor for Hendra virus infection in horses in eastern Australia.
Abstract: Hendra virus causes sporadic but typically fatal infection in horses and humans in eastern Australia. Fruit-bats of the genus Pteropus (commonly known as flying-foxes) are the natural host of the virus, and the putative source of infection in horses; infected horses are the source of human infection. Effective treatment is lacking in both horses and humans, and notwithstanding the recent availability of a vaccine for horses, exposure risk mitigation remains an important infection control strategy. This study sought to inform risk mitigation by identifying spatial and environmental risk factors for equine infection using multiple analytical approaches to investigate the relationship between plausible variables and reported Hendra virus infection in horses. Spatial autocorrelation (Global Moran's I) showed significant clustering of equine cases at a distance of 40 km, a distance consistent with the foraging 'footprint' of a flying-fox roost, suggesting the latter as a biologically plausible basis for the clustering. Getis-Ord Gi* analysis identified multiple equine infection hot spots along the eastern Australia coast from far north Queensland to central New South Wales, with the largest extending for nearly 300 km from southern Queensland to northern New South Wales. Geographically weighted regression (GWR) showed the density of P. alecto and P. conspicillatus to have the strongest positive correlation with equine case locations, suggesting these species are more likely a source of infection of Hendra virus for horses than P. poliocephalus or P. scapulatus. The density of horses, climate variables and vegetation variables were not found to be a significant risk factors, but the residuals from the GWR suggest that additional unidentified risk factors exist at the property level. Further investigations and comparisons between case and control properties are needed to identify these local risk factors.
Publication Date: 2014-06-17 PubMed ID: 24936789PubMed Central: PMC4061024DOI: 10.1371/journal.pone.0099965Google Scholar: Lookup
The Equine Research Bank provides access to a large database of publicly available scientific literature. Inclusion in the Research Bank does not imply endorsement of study methods or findings by Mad Barn.
- Journal Article
- Research Support
- Non-U.S. Gov't
Summary
This research summary has been generated with artificial intelligence and may contain errors and omissions. Refer to the original study to confirm details provided. Submit correction.
The research investigates how the density of certain species of fruit bats, known as flying-foxes, impacts the risk of Hendra virus infection in horses. The research uses spatial autocorrelation and geographically weighted regression to identify infection hot spots and risk factors for equine infection in eastern Australia.
Methodology
- The study used statistical methods like Spatial autocorrelation (Global Moran’s I) to identify patterns of Hendra virus infection in horses.
- The Global Moran’s I statistic revealed significant clustering of equine cases at a distance of 40 km, consistent with the foraging footprint of a flying-fox roost.
- The researchers used Getis-Ord Gi* analysis to identify multiple infection hot spots along eastern Australia’s coast.
- They then applied Geographically weighted regression (GWR) to establish a correlation between the location of horse cases and the density of specific flying-fox species.
Findings
- The study highlighted that the density of P. alecto and P. conspicillatus flying-fox species is strongly positive correlated with the location of horse cases, suggesting that these species may be a more likely source of Hendra virus infection for horses than other species studied.
- The research identified a number of hot spots for equine infection extending nearly 300 km along the eastern Australia coast.
- The research concluded that the density of horses, climate variables, and vegetation variables were not significantly related to the risk of Hendra virus infection.
- However, the analysis indicated that there are additional unidentified risk factors at the property level that can influence the infection risk.
Implications
- These findings can guide effective risk mitigation strategies to control the spread of Hendra virus, which is known to cause sporadic but typically fatal infections in horses and humans.
- Further investigation and comparison between case and control properties are required to identify these local risk factors.
Cite This Article
APA
Smith C, Skelly C, Kung N, Roberts B, Field H.
(2014).
Flying-fox species density–a spatial risk factor for Hendra virus infection in horses in eastern Australia.
PLoS One, 9(6), e99965.
https://doi.org/10.1371/journal.pone.0099965 Publication
Researcher Affiliations
- Queensland Centre for Emerging Infectious Diseases, Department of Agriculture, Fisheries and Forestry, Brisbane, Queensland, Australia.
- Biosecurity Intelligence Unit, Department of Agriculture, Fisheries and Forestry, Brisbane, Queensland, Australia; GIS People Pty Ltd, Brisbane, Queensland, Australia.
- Queensland Centre for Emerging Infectious Diseases, Department of Agriculture, Fisheries and Forestry, Brisbane, Queensland, Australia.
- Griffith School of Environment, Griffith University, Brisbane, Queensland, Australia.
- Queensland Centre for Emerging Infectious Diseases, Department of Agriculture, Fisheries and Forestry, Brisbane, Queensland, Australia; EcoHealth Alliance, New York, New York, United States of America.
MeSH Terms
- Animals
- Chiroptera / virology
- Disease Reservoirs / virology
- Hendra Virus
- Henipavirus Infections / epidemiology
- Henipavirus Infections / transmission
- Henipavirus Infections / veterinary
- Horse Diseases / epidemiology
- Horse Diseases / transmission
- Horse Diseases / virology
- Horses
- New South Wales / epidemiology
- Queensland / epidemiology
- Risk Factors
Conflict of Interest Statement
Competing Interests: The employment of one of the authors (WCS) by a commercial company (GIS People P/L) does not affect the authors’ Competing Interests and Financial disclosure, and does not alter adherence to PLOS ONE policies on sharing data and materials.
References
This article includes 46 references
- Murray K, Rogers R, Selvey L, Selleck P, Hyatt A. A novel Morbillivirus pneumonia of horses and its transmission to humans.. Emerging Infectious Diseases 1: 31–33.
- Murray K, Selleck P, Hooper P, Hyatt A, Gould A. A Morbillivirus that caused fatal disease in horses and humans.. Science 268: 94–97.
- Selvey LA, Wells RM, McCormack JG, Ansford AJ, Murray K. Infection of Humans and Horses by a Newly Described Morbillivirus.. Medical Journal of Australia 162: 642–645.
- Baldock FC, Douglas IC, Halpin K, Field H, Young PL. Epidemiological investigations into the 1994 Equine Morbillivirus outbreaks in Queensland, Australia.. Singapore Veterinary Journal 20: 57–61.
- Field H, Schaaf K, Kung N, Simon C, Waltisbuhl D. Hendra Virus Outbreak with Novel Clinical Features, Australia.. Emerging Infectious Diseases 16: 338–340.
- Young PL, Halpin K, Selleck PW, Field H, Gravel JL. Serologic evidence for the presence in Pteropus bats of a paramyxovirus related to equine morbillivirus.. Emerging Infectious Diseases 2: 239–40.
- Field HE, Breed AC, Shield J, Hedlefs RM, Pittard K. Epidemiological perspectives on Hendra virus infection in horses and flying foxes.. Australian Veterinary Journal 85: 268–270.
- Playford EG, McCall B, Smith G, Slinko V, Allen G. Human Hendra Virus Encephalitis Associated with Equine Outbreak, Australia, 2008.. Emerging Infectious Diseases 16: 219–223.
- Anon. What is Hendra virus?. The Dept of Agriculture, Forestry & Fisheries. Queensland Government, Brisbane, Australia. Available: http://www.daff.qld.gov.au/animal-industries/animal-health-and-diseases/a-z-list/hendra-virus/general-information/what-is-hendra-virus. Accessed: 26 Feb 2014..
- Field H, Crameri G, Kung N, Wang L. Ecological aspects of Hendra virus.. Curr Top Microbiol Immunol 359: 11–23.
- Young PL, Halpin K, Selleck PW, Field H, Gravel JL. Serologic evidence for the presence in pteropus bats of a paramyxovirus related to equine morbillivirus.. Emerging Infectious Diseases 2: 239–240.
- Halpin K, Young P, Field H. Identification of likely natural hosts for equine morbillivirus.. Communicable Diseases Intelligence 20: 476.
- Halpin K, Young PL, Field HE, Mackenzie JS. Isolation of Hendra virus from pteropid bats: a natural reservoir of Hendra virus.. Journal of General Virology 81: 1927–1932.
- Field H, Young P, Yob JM, Mills J, Hall L. The natural history of Hendra and Nipah viruses.. Microbes and Infection 3: 307–314.
- Field H. The ecology of Hendra virus and Australian bat lyssavirus.. PhD thesis, The University of Queensland, Brisbane.
- Halpin K, Hyatt AD, Fogarty R, Middleton D, Bingham J. Pteropid Bats are Confirmed as the Reservoir Hosts of Henipaviruses: A Comprehensive Experimental Study of Virus Transmission.. American Journal of Tropical Medicine and Hygiene 85: 946–951.
- Middleton D, Pallister J, Klein R, Feng YR, Haining J. Hendra virus vaccine, a one health approach to protecting horse, human, and environmental health.. Emerging Infectious Disease 20: 372–9.
- Ostfeld R, Glass G, Keesing F. Spatial epidemiology: an emerging (or re-emerging) discipline.. Trends in Ecology & Evolution 20: 328–336.
- Firestone S, Cogger N, Ward M, Toribio J-A, Moloney B. The Influence of Meteorology on the Spread of Influenza: Survival Analysis of an Equine Influenza (A/H3N8) Outbreak.. PLoS One 7.
- McFarlane R, Becker N, Field H. Investigation of the Climatic and Environmental Context of Hendra Virus Spillover Events 1994–2010.. Plos One 6.
- Fogarty R, Halpin K, Hyatt AD, Daszak P, Mungall BA. Henipavirus susceptibility to environmental variables.. Virus Research 132: 140–144.
- Plowright RK, Field HE, Smith C, Divljan A, Palmer C. Reproduction and nutritional stress are risk factors for Hendra virus infection in little red flying foxes (Pteropus scapulatus).. Proceedings of the Royal Society B-Biological Sciences 275: 861–869.
- Breed A, Breed M, Meers J, Field HE. Evidence of Endemic Hendra Virus Infection in Flying-Foxes (Pteropus conspicillatus)-Implications for Disease Risk Management.. PLoS One 6.
- Roberts BJ, Catterall CP, Eby P, Kanowski J. Latitudinal range shifts in Australian flying-foxes: A re-evaluation.. Austral Ecology 37: 12–22.
- Department of Environment & Heritage Protection. WildNet.. Queensland Government, Brisbane, Australia. Available: http://www.ehp.qld.gov.au/wildlife/wildlife-online/index.html. Accessed: 26 Feb 2014..
- Bureau of Meteorology. Periods used in climate maps and statistics.. Australian Government, Canberra, Australia. Available: http://www.bom.gov.au/climate/how/newproducts/map-periods.shtml. Accessed 5 May 2014..
- Bureau of Meteorology. Maps of average conditions.. Australian Government, Canberra, Australia. Available: http://www.bom.gov.au/climate/averages/maps.shtml Accessed: 26 Feb 2014..
- Geoscience Australia. Vegetation-post-European settlement (1988).. Australian Government, Canberra, Australia. Available: http://www.ga.gov.au/meta/ANZCW0703005426.html. Accessed: 26 Feb 2014..
- Almeida FC, Giannini NP, Simmons NB, Helgen KM. Each flying fox on its own branch: A phylogenetic tree for Pteropus and related genera (Chiroptera: Pteropodidae).. Mol Phylogenet Evol .
- Nadin-Davis SA, Huang W, Armstrong J, Casey GA, Bahloul C. Antigenic and genetic divergence of rabies viruses from bat species indigenous to Canada.. Virus Research 74: 139–156.
- Chu DK, Poon LL, Chan KH, Chen H, Guan Y. Coronaviruses in bent-winged bats (Miniopterus spp.).. J Gen Virol 87: 2461–2466.
- Gloza-Rausch F, Ipsen A, Seebens A, Gottsche M, Panning M. Detection and Prevalence Patterns of Group I Coronaviruses in Bats, Northern Germany.. Emerg Infect Dis 14: 626–631.
- BioMedware. Methods for data standardisation.. BioMedware Available: http://www.biomedware.com/files/documentation/boundaryseer/Preparing_data/Methods_for_data_standardization.htm. Accessed: 26 Feb 2014..
- Li H, Calder C, Cressie N. Beyond Moran’s I: Testing for Spatial Dependence Based on the Spatial Autoregressive Model.. Geographical Analysis 36: 357–375.
- Getis A, Ord J. The Analysis of Spatial Association by Use of Distance Statistics.. Geographical Analysis 24.
- Markus N, Hall L. Foraging behaviour of the black flying-fox (Pteropus alecto) in the urban landscape of Brisbane, Queensland.. Wildlife Research 31: 345–355.
- Fox S. The Spectacled Flying-fox-review of past and present knowledge.. In: B. Law PE, D Lunney and L Lumsden, editor. The Biology and Conservation of Australasian Bats. Sydney, Australia.: Royal Zoological Society of NSW, Australia. 136–145.
- Kitron U, Kazmierczak J. Spatial analysis of the distribution of Lyme disease in Wisconsin.. Am J Epidemiol 145: 558–566.
- Brownstein J, Rosen H, Purdy D, Miller J, Merlino M. Spatial analysis of West Nile virus: rapid risk assessment of an introduced vector-borne zoonosis.. Vector Borne Zoonotic Dis 2: 157–164.
- Martin V, Pfeiffer D, Zhou X, Xiao X, Prosser D. Spatial Distribution and Risk Factors of Highly Pathogenic Avian Influenza (HPAI) H5N1 in China.. PLoS Pathog 7: e1001308.
- Firestone S, Christley R, Ward M, Dhand N. Adding the spatial dimension to the social network analysis of an epidemic: investigation of the 2007 outbreak of equine influenza in Australia.. Prev Vet Med 106: 123–135.
- Plowright R, Foley P, Eby P, Dobson A, Field H. Urban habituation, ecological connectivity and epidemic dampening: the emergence of Hendra virus from flying foxes (Pteropus spp.).. Proceedings of The Royal Society B 278: 3703–3712.
- Field H, Kung N. Henipaviruses-unanswered questions of lethal zoonoses.. Current Opinion in Virology 1: 658–661.
- Field HE, De Jong C, Melville D, Smith C, Smith I. Hendra virus infection dynamics in Australian fruit bats.. Plos One 6: e28678.
- Wacharapluesadee S, Boongird K, Wanghongsa S, Ratanasetyuth N, Supavonwong P. A longitudinal study of the prevalence of Nipah virus in Pteropus lylei bats in Thailand: evidence for seasonal preference in disease transmission.. Vector Borne Zoonotic Dis 10: 183–90.
- Scanlan J, Kung N, Selleck P, Field H. Survival of Hendra virus in the environment-modelling the effect of temperature.. EcoHealth .
Use Nutrition Calculator
Check if your horse's diet meets their nutrition requirements with our easy-to-use tool Check your horse's diet with our easy-to-use tool
Talk to a Nutritionist
Discuss your horse's feeding plan with our experts over a free phone consultation Discuss your horse's diet over a phone consultation
Submit Diet Evaluation
Get a customized feeding plan for your horse formulated by our equine nutritionists Get a custom feeding plan formulated by our nutritionists