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One health (Amsterdam, Netherlands)2016; 2; 115-121; doi: 10.1016/j.onehlt.2016.07.004

Climatic suitability influences species specific abundance patterns of Australian flying foxes and risk of Hendra virus spillover.

Abstract: Hendra virus is a paramyxovirus of Australian flying fox bats. It was first detected in August 1994, after the death of 20 horses and one human. Since then it has occurred regularly within a portion of the geographical distribution of all Australian flying fox (fruit bat) species. There is, however, little understanding about which species are most likely responsible for spillover, or why spillover does not occur in other areas occupied by reservoir and spillover hosts. Using ecological niche models of the four flying fox species we were able to identify which species are most likely linked to spillover events using the concept of distance to the niche centroid of each species. With this novel approach we found that 20 out of 27 events occur disproportionately closer to the niche centroid of two species (. and . ). With linear regressions we found a negative relationship between distance to the niche centroid and abundance of these two species. Thus, we suggest that the bioclimatic niche of these two species is likely driving the spatial pattern of spillover of Hendra virus into horses and ultimately humans.
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Publication Date: 2016-07-29 PubMed ID: 28616484PubMed Central: PMC5441320DOI: 10.1016/j.onehlt.2016.07.004Google Scholar: Lookup
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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 paper investigates the patterns of Australian flying foxes and their connection to the spread of the Hendra virus, discovering a relationship between the bats’ habitats and spillover incidents. The study identifies two species of fruit bats that are significantly associated with 20 out of 27 spillover events, suggesting that the habitat of these two species is influencing the geographical spread of the virus.

Understanding Hendra virus and flying foxes

  • The Hendra virus, found in Australian flying fox bats, was first discovered following incidents in 1994 where 20 horses and a human died. It has since been regularly documented in regions inhabited by all species of fruit bats in Australia.
  • The research aims to identify the exact species of bat that are most likely to cause Hendra virus spillover and why certain areas within the bats’ geographical range have not experienced this spillover effect.

Methodology and Findings

  • The research used ecological niche modeling of the four species of flying foxes. An ecological niche refers to the role of a species within an ecosystem, including its interactions with other species and its environment.
  • The model was used to determine which species are most likely to be linked to spillover events by examining the “distance to the niche centroid” of each species.
  • Of the tracked spillover events, 20 out of 27 occurred significantly closer to the niche centroids of two unnamed bat species, suggesting a link between these species and the spillover of the Hendra virus.

Relationship between Bats’ Niche and Spillover

  • Linear regressions revealed a negative relationship between the distance to the niche centroid and the abundance of the two bat species. This signifies that the closer a region is to the bats’ habitat centroid, the higher the number of bat populations, and hence, the higher the risk of Hendra virus spillover.
  • Therefore, the study proposes that the bioclimatic niches of the two bat species are influencing the geographical distribution of Hendra virus spillover into horses and, by extension, into humans. “Bioclimatic niches” refer to the areas most suitable for a species based on climate-related factors.

Cite This Article

APA
Martin GA, Yanez-Arenas C, Roberts BJ, Chen C, Plowright RK, Webb RJ, Skerratt LF. (2016). Climatic suitability influences species specific abundance patterns of Australian flying foxes and risk of Hendra virus spillover. One Health, 2, 115-121. https://doi.org/10.1016/j.onehlt.2016.07.004

Publication

One health (Amsterdam, Netherlands)
ISSN: 2352-7714
NlmUniqueID: 101660501
Country: Netherlands
Language: English
Volume: 2
Pages: 115-121

Researcher Affiliations

Martin, Gerardo A
  • One Health Research Group, College of Public Health, Medical and Veterinary Sciences, James Cook University, Townsville, QLD, Australia.
Yanez-Arenas, Carlos
  • Laboratorio de Conservación de la Biodiversidad, Parque Científico y Tecnológico de Yucatán, Universidad Nacional Autónoma de México, Mérida, Yucatán, México.
Roberts, Billie J
  • School of Environment, Griffith University, Brisbane, QLD, Australia.
Chen, Carla
  • One Health Research Group, College of Public Health, Medical and Veterinary Sciences, James Cook University, Townsville, QLD, Australia.
Plowright, Raina K
  • Department of Microbiology and Immunology, Montana State University, Bozeman, MT, USA.
Webb, Rebecca J
  • One Health Research Group, College of Public Health, Medical and Veterinary Sciences, James Cook University, Townsville, QLD, Australia.
Skerratt, Lee F
  • One Health Research Group, College of Public Health, Medical and Veterinary Sciences, James Cook University, Townsville, QLD, Australia.

References

This article includes 48 references
  1. Calisher CH, Childs JE, Field HE, Holmes KV, Schountz T. Bats: important reservoir hosts of emerging viruses.. Clin Microbiol Rev 2006 Jul;19(3):531-45.
    pmc: PMC1539106pubmed: 16847084doi: 10.1128/cmr.00017-06google scholar: lookup
  2. Leroy EM, Kumulungui B, Pourrut X, Rouquet P, Hassanin A, Yaba P, Délicat A, Paweska JT, Gonzalez JP, Swanepoel R. Fruit bats as reservoirs of Ebola virus.. Nature 2005 Dec 1;438(7068):575-6.
    pubmed: 16319873doi: 10.1038/438575agoogle scholar: lookup
  3. Swanepoel R, Smit SB, Rollin PE, Formenty P, Leman PA, Kemp A, Burt FJ, Grobbelaar AA, Croft J, Bausch DG, Zeller H, Leirs H, Braack LE, Libande ML, Zaki S, Nichol ST, Ksiazek TG, Paweska JT. Studies of reservoir hosts for Marburg virus.. Emerg Infect Dis 2007 Dec;13(12):1847-51.
    pmc: PMC2876776pubmed: 18258034doi: 10.3201/eid1312.071115google scholar: lookup
  4. Wang L.F., Eaton B.T.. Bats, civets and the emergence of SARS. In: Childs J.E., Mackenzie J.S., Richt J.A., editors. Wildl. Emerg. Zoonotic Dis. Biol. Circumstances Consequences Cross-Species Transm. Springer Verlag; 2007. pp. 325–344.
  5. Peterson AT, Bauer JT, Mills JN. Ecologic and geographic distribution of filovirus disease.. Emerg Infect Dis 2004 Jan;10(1):40-7.
    pmc: PMC3322747pubmed: 15078595doi: 10.3201/eid1001.030125google scholar: lookup
  6. Peterson AT, Lash RR, Carroll DS, Johnson KM. Geographic potential for outbreaks of Marburg hemorrhagic fever.. Am J Trop Med Hyg 2006 Jul;75(1):9-15.
    pubmed: 16837700doi: 10.4269/ajtmh.2006.75.1.0750009google scholar: lookup
  7. Pigott DM, Golding N, Mylne A, Huang Z, Henry AJ, Weiss DJ, Brady OJ, Kraemer MU, Smith DL, Moyes CL, Bhatt S, Gething PW, Horby PW, Bogoch II, Brownstein JS, Mekaru SR, Tatem AJ, Khan K, Hay SI. Mapping the zoonotic niche of Ebola virus disease in Africa.. Elife 2014 Sep 8;3:e04395.
    pmc: PMC4166725pubmed: 25201877doi: 10.7554/elife.04395google scholar: lookup
  8. Anderson R.M., May R.M.. Infectious Diseases of Humans. first ed. Oxford University Press; New York: 1992.
  9. Keeling M.J., Rohani P.. Modelling Infectious Diseases in Humans and Animals. first ed. Princeton University Prees; New Jersey: 2007.
  10. Martínez-Meyer E, Díaz-Porras D, Peterson AT, Yáñez-Arenas C. Ecological niche structure and rangewide abundance patterns of species.. Biol Lett 2013 Feb 23;9(1):20120637.
    pmc: PMC3565484pubmed: 23134784doi: 10.1098/rsbl.2012.0637google scholar: lookup
  11. VanDerWal J, Shoo LP, Johnson CN, Williams SE. Abundance and the environmental niche: environmental suitability estimated from niche models predicts the upper limit of local abundance.. Am Nat 2009 Aug;174(2):282-91.
    pubmed: 19519279doi: 10.1086/600087google scholar: lookup
  12. Soberón J, Nakamura M. Niches and distributional areas: concepts, methods, and assumptions.. Proc Natl Acad Sci U S A 2009 Nov 17;106 Suppl 2(Suppl 2):19644-50.
    pmc: PMC2780935pubmed: 19805041doi: 10.1073/pnas.0901637106google scholar: lookup
  13. Owens H.L., Campbell L.P., Dornak L.L., Saupe E.E., Barve N., Soberón J., Ingenloff K., Lira-Noriega A., Hensz C.M., Myers C.E., Peterson a.T.. Constraints on interpretation of ecological niche models by limited environmental ranges on calibration areas. Ecol. Model. 2013;263:10–18.
  14. Murray K, Rogers R, Selvey L, Selleck P, Hyatt A, Gould A, Gleeson L, Hooper P, Westbury H. A novel morbillivirus pneumonia of horses and its transmission to humans.. Emerg Infect Dis 1995 Jan-Mar;1(1):31-3.
    pmc: PMC2626820pubmed: 8903153doi: 10.3201/eid0101.950107google scholar: lookup
  15. Halpin K, Hyatt AD, Fogarty R, Middleton D, Bingham J, Epstein JH, Rahman SA, Hughes T, Smith C, Field HE, Daszak P. Pteropid bats are confirmed as the reservoir hosts of henipaviruses: a comprehensive experimental study of virus transmission.. Am J Trop Med Hyg 2011 Nov;85(5):946-51.
    pmc: PMC3205647pubmed: 22049055doi: 10.4269/ajtmh.2011.10-0567google scholar: lookup
  16. Geisbert TW, Feldmann H, Broder CC. Animal challenge models of henipavirus infection and pathogenesis.. Curr Top Microbiol Immunol 2012;359:153-77.
    pmc: PMC7120132pubmed: 22476556doi: 10.1007/82_2012_208google scholar: lookup
  17. Field H, de Jong C, Melville D, Smith C, Smith I, Broos A, Kung YH, McLaughlin A, Zeddeman A. Hendra virus infection dynamics in Australian fruit bats.. PLoS One 2011;6(12):e28678.
    pmc: PMC3235146pubmed: 22174865doi: 10.1371/journal.pone.0028678google scholar: lookup
  18. Smith C, Skelly C, Kung N, Roberts B, Field H. Flying-fox species density--a spatial risk factor for Hendra virus infection in horses in eastern Australia.. PLoS One 2014;9(6):e99965.
    pmc: PMC4061024pubmed: 24936789doi: 10.1371/journal.pone.0099965google scholar: lookup
  19. Edson D, Field H, McMichael L, Vidgen M, Goldspink L, Broos A, Melville D, Kristoffersen J, de Jong C, McLaughlin A, Davis R, Kung N, Jordan D, Kirkland P, Smith C. Routes of Hendra Virus Excretion in Naturally-Infected Flying-Foxes: Implications for Viral Transmission and Spillover Risk.. PLoS One 2015;10(10):e0140670.
    pmc: PMC4607162pubmed: 26469523doi: 10.1371/journal.pone.0140670google scholar: lookup
  20. Goldspink LK, Edson DW, Vidgen ME, Bingham J, Field HE, Smith CS. Natural Hendra Virus Infection in Flying-Foxes - Tissue Tropism and Risk Factors.. PLoS One 2015;10(6):e0128835.
    pmc: PMC4465494pubmed: 26060997doi: 10.1371/journal.pone.0128835google scholar: lookup
  21. Roberts B., Catterall C.P., Eby P., Kanowski J.. Latitudinal range shifts in Australian flying-foxes: a re-evaluation. Austral Ecol. 2012;37:12–22.
  22. McFarlane R, Becker N, Field H. Investigation of the climatic and environmental context of Hendra virus spillover events 1994-2010.. PLoS One 2011;6(12):e28374.
    pmc: PMC3228733pubmed: 22145039doi: 10.1371/journal.pone.0028374google scholar: lookup
  23. Hudson I.L., Kim S.W., Keatley M.R.. Climatic influences on the flowering phenology of four eucalypts: a GAMLSS approach. In: Hudson I.L., Keatley M.R., editors. Phenol. Res. Springer; London: 2010. pp. 209–228.
  24. Martin G, Plowright R, Chen C, Kault D, Selleck P, Skerratt LF. Hendra virus survival does not explain spillover patterns and implicates relatively direct transmission routes from flying foxes to horses.. J Gen Virol 2015 Jun;96(Pt 6):1229-1237.
    pmc: PMC7346679pubmed: 25667321doi: 10.1099/vir.0.000073google scholar: lookup
  25. Plowright RK, Eby P, Hudson PJ, Smith IL, Westcott D, Bryden WL, Middleton D, Reid PA, McFarlane RA, Martin G, Tabor GM, Skerratt LF, Anderson DL, Crameri G, Quammen D, Jordan D, Freeman P, Wang LF, Epstein JH, Marsh GA, Kung NY, McCallum H. Ecological dynamics of emerging bat virus spillover.. Proc Biol Sci 2015 Jan 7;282(1798):20142124.
    pmc: PMC4262174pubmed: 25392474doi: 10.1098/rspb.2014.2124google scholar: lookup
  26. Welbergen JA, Klose SM, Markus N, Eby P. Climate change and the effects of temperature extremes on Australian flying-foxes.. Proc Biol Sci 2008 Feb 22;275(1633):419-25.
    pmc: PMC2596826pubmed: 18048286doi: 10.1098/rspb.2007.1385google scholar: lookup
  27. Kearney M, Porter W. Mechanistic niche modelling: combining physiological and spatial data to predict species' ranges.. Ecol Lett 2009 Apr;12(4):334-50.
    pubmed: 19292794doi: 10.1111/j.1461-0248.2008.01277.xgoogle scholar: lookup
  28. Peterson AT. Mapping risk of Nipah virus transmission across Asia and across Bangladesh.. Asia Pac J Public Health 2015 Mar;27(2):NP824-32.
    pubmed: 23343646doi: 10.1177/1010539512471965google scholar: lookup
  29. Daszak P, Zambrana-Torrelio C, Bogich TL, Fernandez M, Epstein JH, Murray KA, Hamilton H. Interdisciplinary approaches to understanding disease emergence: the past, present, and future drivers of Nipah virus emergence.. Proc Natl Acad Sci U S A 2013 Feb 26;110 Suppl 1(Suppl 1):3681-8.
    pmc: PMC3586606pubmed: 22936052doi: 10.1073/pnas.1201243109google scholar: lookup
  30. Pigott DM, Golding N, Mylne A, Huang Z, Weiss DJ, Brady OJ, Kraemer MU, Hay SI. Mapping the zoonotic niche of Marburg virus disease in Africa.. Trans R Soc Trop Med Hyg 2015 Jun;109(6):366-78.
    pmc: PMC4447827pubmed: 25820266doi: 10.1093/trstmh/trv024google scholar: lookup
  31. Peterson AT. Ecologic niche modeling and spatial patterns of disease transmission.. Emerg Infect Dis 2006 Dec;12(12):1822-6.
    pmc: PMC3291346pubmed: 17326931doi: 10.3201/eid1212.060373google scholar: lookup
  32. Phillips S.J., Anderson R.P., Schapire R.E.. Maximum entropy modeling of species geographic distributions. Ecol. Model. 2006;190:231–259.
  33. Peterson A.T., Papes M., Soberon J.. Rethinking receiver operating characteristic analysis applications in ecological niche modeling. Ecol. Model. 2008;213:63–72.
  34. Pearson R.G., Raxworthy C.J., Nakamura M., Townsend Peterson A.. Predicting species distributions from small numbers of occurrence records: a test case using cryptic geckos in Madagascar. J. Biogeogr. 2006;34:102–117.
  35. Renner IW, Warton DI. Equivalence of MAXENT and Poisson point process models for species distribution modeling in ecology.. Biometrics 2013 Mar;69(1):274-81.
    pubmed: 23379623doi: 10.1111/j.1541-0420.2012.01824.xgoogle scholar: lookup
  36. Elith J., Leathwick J.R.. Species distribution models: ecological explanation and prediction across space and time. Annu. Rev. Ecol. Evol. Syst. 2009;40:677–697.
  37. Hijmans R.J., Cameron S.E., Parra J.L., Jones P.G., Jarvis A.. Very high resolution interpolated climate surfaces for global land areas. Int. J. Climatol. 2005;25:1965–1978.
  38. Barve N.. Tool for Partial-ROC. 2008.
  39. Soberón J., Peterson a.T.. Interpretation of models of fundamental ecological niches and species distributional areas. Biodivers. Inform. 2005;2:1–10.
  40. Barve N., Barve V., Jiménez-Valverde A., Lira-Noriega A., Maher S.P., Peterson a.T., Soberón J., Villalobos F.. The crucial role of the accessible area in ecological niche modeling and species distribution modeling. Ecol. Model. 2011;222:1810–1819.
  41. R-Core-Team. R : A Language and Environment for Statistical Computing. (2014).
  42. Hijmans R.J., Leathwick L., Elith J.. dismo: Species Distribution Modelling. 2013.
  43. Hijmans R.J.. raster: Geographic Data Analysis and Modeling. 2013.
  44. Farber O., Kadmon R.. Assessment of alternative approaches for bioclimatic modeling with special emphasis on the Mahalanobis distance. Ecol. Model. 2003;160.
  45. Busby J.R.. BIOCLIM - a bioclimate analysis and prediction system. In: Margules C.R., Austin M.P., editors. Nat. Conserv. Cost Eff. Biol. Surv. Data Anal. CSIRO; 1991. pp. 64–68.
  46. Plowright RK, Field HE, Smith C, Divljan A, Palmer C, Tabor G, Daszak P, Foley JE. Reproduction and nutritional stress are risk factors for Hendra virus infection in little red flying foxes (Pteropus scapulatus).. Proc Biol Sci 2008 Apr 7;275(1636):861-9.
    pmc: PMC2596896pubmed: 18198149doi: 10.1098/rspb.2007.1260google scholar: lookup
  47. Vardon M.J., Brocklehurst P.S., Woinarski J.C.Z., Cunningham R.B., Donnelly C.F., Tidemann C.R.. Seasonal habitat use by flying-foxes, Pteropus alecto and P. scapulatus (Megachiroptera), in monsoonal Australia. J. Zool. 2001;253:523–535.
  48. Eby P.. Seasonal movements of grey-headed flying-foxes, Pteropus poliocephalus (Chiroptera: Pteropodidae), from two maternity camps in northern New South Wales. Wildl. Res. 1991;18:547.

Citations

This article has been cited 10 times.
  1. Chaiyes A, Duengkae P, Suksavate W, Pongpattananurak N, Wacharapluesadee S, Olival KJ, Srikulnath K, Pattanakiat S, Hemachudha T. Mapping Risk of Nipah Virus Transmission from Bats to Humans in Thailand.. Ecohealth 2022 Jun;19(2):175-189.
    doi: 10.1007/s10393-022-01588-6pubmed: 35657574google scholar: lookup
  2. Huang Y, Xie J, Guo Y, Sun W, He Y, Liu K, Yan J, Tao A, Zhong N. SARS-CoV-2: Origin, Intermediate Host and Allergenicity Features and Hypotheses.. Healthcare (Basel) 2021 Aug 30;9(9).
    doi: 10.3390/healthcare9091132pubmed: 34574906google scholar: lookup
  3. Yuen KY, Fraser NS, Henning J, Halpin K, Gibson JS, Betzien L, Stewart AJ. Hendra virus: Epidemiology dynamics in relation to climate change, diagnostic tests and control measures.. One Health 2021 Jun;12:100207.
    doi: 10.1016/j.onehlt.2020.100207pubmed: 33363250google scholar: lookup
  4. Murphy AK, Clennon JA, Vazquez-Prokopec G, Jansen CC, Frentiu FD, Hafner LM, Hu W, Devine GJ. Spatial and temporal patterns of Ross River virus in south east Queensland, Australia: identification of hot spots at the rural-urban interface.. BMC Infect Dis 2020 Oct 2;20(1):722.
    doi: 10.1186/s12879-020-05411-xpubmed: 33008314google scholar: lookup
  5. Atherstone C, Diederich S, Weingartl HM, Fischer K, Balkema-Buschmann A, Grace D, Alonso S, Dhand NK, Ward MP, Mor SM. Evidence of exposure to henipaviruses in domestic pigs in Uganda.. Transbound Emerg Dis 2019 Mar;66(2):921-928.
    doi: 10.1111/tbed.13105pubmed: 30576076google scholar: lookup
  6. Giles JR, Eby P, Parry H, Peel AJ, Plowright RK, Westcott DA, McCallum H. Environmental drivers of spatiotemporal foraging intensity in fruit bats and implications for Hendra virus ecology.. Sci Rep 2018 Jun 22;8(1):9555.
    doi: 10.1038/s41598-018-27859-3pubmed: 29934514google scholar: lookup
  7. Martin G, Yanez-Arenas C, Chen C, Plowright RK, Webb RJ, Skerratt LF. Climate Change Could Increase the Geographic Extent of Hendra Virus Spillover Risk.. Ecohealth 2018 Sep;15(3):509-525.
    doi: 10.1007/s10393-018-1322-9pubmed: 29556762google scholar: lookup
  8. Martin G, Yanez-Arenas C, Plowright RK, Chen C, Roberts B, Skerratt LF. Hendra Virus Spillover is a Bimodal System Driven by Climatic Factors.. Ecohealth 2018 Sep;15(3):526-542.
    doi: 10.1007/s10393-017-1309-ypubmed: 29349533google scholar: lookup
  9. Walsh MG, Wiethoelter A, Haseeb MA. The impact of human population pressure on flying fox niches and the potential consequences for Hendra virus spillover.. Sci Rep 2017 Aug 15;7(1):8226.
    doi: 10.1038/s41598-017-08065-zpubmed: 28811483google scholar: lookup
  10. Martin G, Webb RJ, Chen C, Plowright RK, Skerratt LF. Microclimates Might Limit Indirect Spillover of the Bat Borne Zoonotic Hendra Virus.. Microb Ecol 2017 Jul;74(1):106-115.
    doi: 10.1007/s00248-017-0934-xpubmed: 28091706google scholar: lookup
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