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Multi-criteria Decision Analysis to Model Ixodes ricinus Habitat Suitability

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Abstract

Tick-borne diseases present a major threat to both human and livestock health throughout Europe. The risk of infection is directly related to the presence of its vector. Thereby it is important to know their distribution, which is strongly associated with environmental factors: the presence and availability of a suitable habitat, of a suitable climate and of hosts. The present study models the habitat suitability for Ixodes ricinus in Ireland, where data on tick distribution are scarce. Tick habitat suitability was estimated at a coarse scale (10 km) with a multi-criteria decision analysis (MCDA) method according to four different scenarios (depending on the variables used and on the weights granted to each of them). The western part of Ireland and the Wicklow mountains in the East were estimated to be the most suitable areas for I. ricinus in the island. There was a good level of agreement between results from the MCDA and recorded tick presence. The different scenarios did not affect the spatial outputs substantially. The current study suggests that tick habitat suitability can be mapped accurately at a coarse scale in a data-scarce context using knowledge-based methods. It can serve as a guideline for future countrywide sampling that would help to determine local risk of tick presence and refining knowledge on tick habitat suitability in Ireland.

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References

  • Abdullah S, Helps C, Tasker S, Newbury H, Wall, R. (2016) Ticks infesting domestic dogs in the UK: a large-scale surveillance programme. Parasites and Vectors 9(391):1–9

    CAS  Google Scholar 

  • Allan BF, Keesing F, Ostfeld RS (2003) Effect of forest fragmentation on lyme disease risk. Conservation Biology 17:267–272

    Article  Google Scholar 

  • Barrett D, Collins DM, McGrath G, O Muireagain C (2012) Seroprevalence of Louping Ill virus (LIV) antibodies in sheep submitted for post mortem examination in the North West of Ireland in 2011. Irish Veterinary Journal 65:20–24

    Article  PubMed  PubMed Central  Google Scholar 

  • Bowman AS, Nuttall PA (2008) Ticks: Biology, Disease and Control. Cambridge, London: Cambridge University Press

    Book  Google Scholar 

  • Brownstein JS, Holford TR, Fish D (2003) A climate-based model predicts the spatial distribution of the Lyme disease vector Ixodes scapularis in the United States. Environmental Health Perspectives 111:1152–1157

    Article  PubMed  PubMed Central  Google Scholar 

  • Brownstein JS, Skelly DK, Holford TR, Fish D (2005) Forest fragmentation predicts local scale heterogeneity of Lyme disease risk. Oecologia 146:469–475

    Article  PubMed  Google Scholar 

  • Clements ACA, Pfeiffer DU, Martin V (2006) Application of knowledge-driven spatial modelling approaches and uncertainty management to a study of Rift Valley fever in Africa. International Journal of Health Geographics 5:1–12

    Article  Google Scholar 

  • Clements ACA, Pfeiffer DU (2009) Emerging viral zoonoses: frameworks for spatial and spatiotemporal risk assessment and resource planning. Veterinary Journal 182:21–30

    Article  Google Scholar 

  • Cullen E (2010) Lyme disease and climate change. Irish Medical Journal 103(4):101–102

    CAS  PubMed  Google Scholar 

  • DAFM (Department of Agriculture Food and the Marine) (2016) Fact Sheet on Irish Agriculture—June 2016. https://www.agriculture.gov.ie/media/migration/publications/2016/June2016Factsheet010616.pdf. Accessed June 15, 2016

  • Dobson ADM, Taylor JL, Randolph SE (2011) Tick (Ixodes ricinus) abundance and seasonality at recreational sites in the UK: Hazards in relation to fine-scale habitat types revealed by complementary sampling methods. Ticks and Tick-Borne Diseases 2:67–74

    Article  PubMed  Google Scholar 

  • Dolan N, Kieran K, Robinson M (2014). The Benefits and Limitations of Developing a Tick Distribution map in Ireland, (AESC-40230) Group Assignment—Wildlife Management. UCD, Dublin, Ireland (unpublished report)

    Google Scholar 

  • EEA (2014) Corine land cover. http://www.eea.europa.eu/data-and-maps/data/corine-land-cover-2000-raster-3. Accessed June 14, 2015

  • Estrada-Peña A, Venzal J (2006) Changes in habitat suitability for the tick Ixodes ricinus (Acari: Ixodidae) in Europe (1900–1999). Ecohealth 3:154–162

    Article  Google Scholar 

  • Estrada-Peña A, Estrada-Sánchez A, Estrada-Sánchez D (2014) Methodological caveats in the environmental modelling and projections of climate niche for ticks, with examples for Ixodes ricinus (Ixodidae). Veterinary Parasitology 208(1):14–25

    PubMed  Google Scholar 

  • Estrada-Peña A, Alexander N, Wint GRW (2016) Perspectives on modelling the distribution of ticks for large areas: so far so good? Parasites and Vectors 9:1–10

    Article  Google Scholar 

  • Glass GE, Amerasinghe FP, Iii MM, Scotf AW (1994) Predicting Ixodes scapularis abundance on white-tailed deer using Geographic Information Systems. American Journal of Tropical Medicine and Hygiene 51:538–544

    Article  CAS  PubMed  Google Scholar 

  • Gray J, Turley T, Strickland K (1978) Studies on the ecology of sheep tick, Ixodes ricinus in Co. Wicklow, Ireland. Irish Veterinary Journal 32(2):25–34

    Google Scholar 

  • Gray J, Kahl O, Janetzki C, Stein J, Guy E (1995) The spatial distribution of Borrelia burgdorferi-infected Ixodes ricinus in the Connemara region of County Galway, Ireland. Experimental and Applied Acarology 19:163–172

    Article  CAS  PubMed  Google Scholar 

  • Gray J (1998) The ecology of ticks transmitting borreliosis Lyme. Experimental and Applied Acarology 22:249–258

    Article  Google Scholar 

  • Gray J, Kirstein F, Robertson JN, Stein J, Kahl O (1999) Borrelia burgdorferi sensu lato in Ixodes ricinus ticks and rodents in a recreational park in south-western Ireland. Experimental and Applied Acarology 23:717–729

    Article  CAS  PubMed  Google Scholar 

  • Gray J, Dautel H, Estrada-Peña A, Kahl O, Lindgren E (2009) Effects of climate change on ticks and tick-borne diseases in Europe. Interdisciplinary Perspectives on Infectious Diseases 2009:1–12

    Article  Google Scholar 

  • Greene R, Devillers R, Luther JE, Eddy BG (2011) GIS-based multiple-criteria decision analysis. Geography Compass 5:412–432

    Article  Google Scholar 

  • Halperin JJ (2011) Lyme Disease: An Evidence-Based Approach. Cambridge, London: CABI

  • Harrison A, Bown K, Montgomery W (2012) Anaplasma phagocytophilum in feral goats in Northern Ireland. Veterinary Record 170:602–603

    PubMed  Google Scholar 

  • Hijmans RJ, Cameron SE, Parra JL, Jones PG, Jarvis A (2005) WORLDCLIM: very high resolution interpolated climate surfaces for global land areas. International Journal of Climatology 25:1965–1978

    Article  Google Scholar 

  • Hongoh V, Hoen A, Aenishaenslin C, Waaub J-P, Bélanger D, Michel P (2011) Spatially explicit multi-criteria decision analysis for managing vector-borne diseases. International Journal of Health Geographics 10:1–9

    Article  Google Scholar 

  • Jeffries CL, Mansfield KL, Phipps LP, Wakeley PR, Mearns R, Schock A, et al. (2014) Louping ill virus: an endemic tick-borne disease of Great Britain. Journal of General Virology 95:1005–1014

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Jore S, Vanwambeke SO, Viljugrein H, Isaksen K, Kristoffersen AB, Woldehiwet Z, et al. (2014) Climate and environmental change drives Ixodes ricinus geographical expansion at the northern range margin. Parasites and Vectors 7(11):1–14

    Google Scholar 

  • Kirstein F, Rijpkema S, Molkenboer M, Gray JS (1997) The distribution and prevalence of B. burgdorferi genomospecies in Ixodes ricinus ticks in Ireland. European Journal of Epidemiology 13:67–72

    Article  CAS  PubMed  Google Scholar 

  • Lambin EF, Tran A, Vanwambeke SO, Linard C, Soti V (2010) Pathogenic landscapes: interactions between land, people, disease vectors, and their animal hosts. International Journal of Health Geographics 9(54):1–13

    Google Scholar 

  • Lindgren E, Jaenson TGT (2006) Lyme borreliosis in Europe: influences of climate and climate change, epidemiology, ecology and adaptation measures. World Health Organization, 35. http://www.euro.who.int/__data/assets/pdf_file/0006/96819/E89522.pdf. Accessed June 19, 2015

  • Malczewski J (2000) Review article on the use of weighted linear combination method in GIS: common and best practice approaches. Transactions in GIS 4:5–22

    Article  Google Scholar 

  • Malczewski J (2006) GIS-based multicriteria decision analysis: a survey of the literature. International Journal of Geographical Information Science 20(7):703–726

    Article  Google Scholar 

  • Malczewski J (2011) Local weighted linear combination. Transactions in GIS 15(4):439–455

    Article  Google Scholar 

  • McGarigal K, Cushman S, Ene E (2012) FRAGSTATS v4: spatial pattern analysis program for categorical and continuous maps. Computer software program produced by the authors at the University of Massachusetts, Amherst. http://www.umass.edu/landeco/research/fragstats/fragstats.html. Accessed April 14, 2016

  • McKeown P (2016) Lyme disease. Disease Surveillance Report of HPSC, Ireland 17(5). http://ndsc.newsweaver.ie/epiinsight/9qt4y4e21y2?a=1&p=50218569&t=17517774. Accessed June 18, 2016

  • Medlock JM, Hansford KM, Bormane A, Derdakova M, Estrada-Peña A, George J-C, et al. (2013) Driving forces for changes in geographical distribution of Ixodes ricinus ticks in Europe. Parasites and Vectors 6:1–11

    Article  PubMed  PubMed Central  Google Scholar 

  • National Biodiversity Data Centre (2017) Biodiversity Maps. http://maps.biodiversityireland.ie/#/Map. Accessed April 10, 2017

  • Ostfeld RS, Canham CD, Oggenfuss K, Winchcombe RJ, Keesing F (2006) Climate, deer, rodents, and acorns as determinants of variation in Lyme-disease risk. PLoS Biology 4(6):1–11

    Article  Google Scholar 

  • Pichon B, Rogers M, Egan D, Gray J (2005) Blood-meal analysis for the identification of reservoir hosts of tick-borne pathogens in Ireland. Vector-Borne and Zoonotic Disease 40(5):172–180

    Article  Google Scholar 

  • Pietzsch ME, Medlock JM, Jones L, Avenell D, Abbott J, Harding P, et al. (2005) Distribution of Ixodes ricinus in the British Isles: investigation of historical records. Medical and Veterinary Entomology 19:306–314

    Article  CAS  PubMed  Google Scholar 

  • Randolph SE, Storey K (1999) Impact of microclimate on immature tick-rodent host interactions (Acari: Ixodidae): implications for parasite transmission. Journal of Medical Entomology 36:741–748

    Article  CAS  PubMed  Google Scholar 

  • Randolph SE (2001) The shifting landscape of tick-borne zoonoses: tick-borne encephalitis and Lyme borreliosis in Europe. Philosophical Transactions of the Royal Society of London B: Biological Sciences 356:1045–1056

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Randolph SE (2009) Tick-borne disease systems emerge from the shadows: the beauty lies in molecular detail, the message in epidemiology. Parasitology 136:1403–1413

    Article  CAS  PubMed  Google Scholar 

  • Randolph SE, Dobson ADM (2012) Pangloss revisited: a critique of the dilution effect and the biodiversity-buffers-disease paradigm. Parasitology 139:847–863

    Article  CAS  PubMed  Google Scholar 

  • Richter D, Matuschka F-R (2011) Differential risk for lyme disease, Germany. Emerging Infectious Diseases 17(9):1–3

    Article  Google Scholar 

  • Ruiz-Fons F, Gilbert L (2010) The role of deer as vehicles to move ticks, Ixodes ricinus, between contrasting habitats. International Journal for Parasitology 40:1013–1020

    Article  PubMed  Google Scholar 

  • Ruiz-Fons F, Fernández-de-Mera IG, Acevedo P, Gortázar C, de la Fuente J (2012) Factors driving the abundance of Ixodes ricinus ticks and the prevalence of zoonotic I. ricinus-borne pathogens in natural foci. Applied and Environmental Microbiology 78:2669–2676

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Sarkar S, Strutz SE, Frank DM, Rivaldi C-L, Sissel B, Sánchez-Cordero V (2010) Chagas disease risk in Texas. PLoS Neglected Tropical Diseases 4(10):1–14

    Article  Google Scholar 

  • Scharlemann JPW, Johnson PJ, Smith AA, Macdonald DW, Randolph SE (2008) Trends in ixodid tick abundance and distribution in Great Britain. Medical and Veterinary Entomology 22:238–247

  • Smith J, Smith P (2007) Environmental Modelling: An Introduction. Oxford: Oxford University Press

  • Stevens KB, Gilbert M, Pfeiffer DU (2013) Modeling habitat suitability for occurrence of highly pathogenic avian influenza virus H5N1 in domestic poultry in Asia: a spatial multicriteria decision analysis approach. Spatial and Spatio-temporal Epidemiology 4:1–14

    Article  PubMed  Google Scholar 

  • Swart A, IbaÃnez-Justicia A, Buijs J, van Wieren SE, Hofmeester TR, Sprong H, Takumi K (2014) Predicting tick presence by environmental risk mapping. Frontiers in Public Health 2(238):64–71

    Google Scholar 

  • Tack W, Madder M, Baeten L, Vanhellemont M, Gruwez R, Verheyen K (2012) Local habitat and landscape affect Ixodes ricinus tick abundances in forests on poor, sandy soils. Forest Ecology and Management 265:30–36

    Article  Google Scholar 

  • Vanwambeke SO, Sumilo D, Bormane A, Lambin EF, Randolph SE (2010) Landscape predictors of tick-borne encephalitis in Latvia. Vector-Borne and Zoonotic Diseases 10(5):497–506

    Article  PubMed  Google Scholar 

  • Zintl A, McGrath G, O’Grady L, Fanning J, Downing K, Roche D, et al. (2014) Changing incidence of bovine babesiosis in Ireland. Irish Veterinary Journal 67:1–7. http://www.irishvetjournal.org/content/67/1/19

  • Zintl A, Moutailler S, Stuart P, Paredis L, Dutraive J, Gonzalez E, Connor JO, Devillers E, Good B, Omuireagain C, De Waal T, Morris F, Gray J (2017) Ticks and tick-borne diseases in Ireland. Irish Veterinary Journal 70(4):1–10

    Google Scholar 

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Acknowledgements

The authors would like to acknowledge prof. Jeremy Gray for his help and comments about the results of the model developed here, and its applicability in Ireland and Eva De Clercq for her help and useful comments. The authors also warmly acknowledge Kieran Kenny, Niamh Dolan and Monica Robinson, for their work in the collection of tick records in Ireland that was realized during a group assignment at the University College Dublin (UCD). Their database is presented in the supplementary material.

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Correspondence to Raphaël Rousseau.

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Rousseau, R., McGrath, G., McMahon, B.J. et al. Multi-criteria Decision Analysis to Model Ixodes ricinus Habitat Suitability. EcoHealth 14, 591–602 (2017). https://doi.org/10.1007/s10393-017-1247-8

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  • DOI: https://doi.org/10.1007/s10393-017-1247-8

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