{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,9]],"date-time":"2026-03-09T03:45:29Z","timestamp":1773027929404,"version":"3.50.1"},"reference-count":38,"publisher":"MDPI AG","issue":"1","license":[{"start":{"date-parts":[[2015,1,15]],"date-time":"2015-01-15T00:00:00Z","timestamp":1421280000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IJGI"],"abstract":"<jats:p>Lyme borreliosis, caused by the bacterium, Borrelia burgdorferi, is an emerging vector-borne infectious disease in Canada. According to the Public Health Agency of  Canada (PHAC), by the year 2020, 80% of Canadians will live in Lyme endemic areas. An understanding of the association of Ixodes scapularis, the main vector of Lyme disease, with it hosts is a fundamental component in assessing changes in the spatial distribution of human risk for Lyme disease. Through the application of Geographic Information System (GIS) mapping methods and spatial analysis techniques, this study examines the population dynamics of the black-legged Lyme tick and its primary host, the white-tailed deer, in eastern Ontario, Canada. By developing a habitat suitability model through a GIS-based multi-criteria decision making (MCDM) analysis, the relationship of the deer habitat suitability map was generated and the results were compared with deer harvest data. Tick submission data collected from two public health units between 2006 and 2012 were used to explore the relationship between endemic ticks and deer habitat suitability in eastern Ontario. The positive correlation demonstrated between the deer habitat suitability model and deer harvest data allows us to further analyze the association between deer habitat and black-legged ticks in our study area. Our results revealed that the high tick submission number corresponds with the high suitability. These results are useful for developing management strategies that aim to prevent Lyme from becoming a threat to public health in Canada. Further studies are required to investigate how tick survival, behaviour and seasonal activity may change with projected climate change.<\/jats:p>","DOI":"10.3390\/ijgi4010105","type":"journal-article","created":{"date-parts":[[2015,1,15]],"date-time":"2015-01-15T09:54:54Z","timestamp":1421315694000},"page":"105-123","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":14,"title":["Analyzing the Correlation between Deer Habitat and the Component of the Risk for Lyme Disease in Eastern Ontario, Canada: A GIS-Based Approach"],"prefix":"10.3390","volume":"4","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5419-8735","authenticated-orcid":false,"given":"Dongmei","family":"Chen","sequence":"first","affiliation":[{"name":"Department of Geography, Queen's University, Kingston, ON K7L 3N6, Canada"}]},{"given":"Haydi","family":"Wong","sequence":"additional","affiliation":[{"name":"Department of Geography, Queen's University, Kingston, ON K7L 3N6, Canada"}]},{"given":"Paul","family":"Belanger","sequence":"additional","affiliation":[{"name":"Department of Geography, Queen's University, Kingston, ON K7L 3N6, Canada"},{"name":"KFL & A Public Health, Kingston, ON K7M 1V5, Canada"}]},{"given":"Kieran","family":"Moore","sequence":"additional","affiliation":[{"name":"KFL & A Public Health, Kingston, ON K7M 1V5, Canada"}]},{"given":"Mary","family":"Peterson","sequence":"additional","affiliation":[{"name":"KFL & A Public Health, Kingston, ON K7M 1V5, Canada"}]},{"given":"John","family":"Cunningham","sequence":"additional","affiliation":[{"name":"Leeds, Grenville & Lanark District Health Unit, Brockville, ON K6V 7A3, Canada"}]}],"member":"1968","published-online":{"date-parts":[[2015,1,15]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"63","DOI":"10.1016\/j.ijpara.2005.08.016","article-title":"Climate change and the potential for range expansion of the lyme disease vector Ixodes scapularis in Canada","volume":"36","author":"Ogden","year":"2005","journal-title":"Int. J. Parasitol."},{"key":"ref_2","unstructured":"Public Health Agency of Canada (2012). Lyme Disease Fact Sheet, Government of Canada."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"375","DOI":"10.1016\/j.ijpara.2004.12.013","article-title":"A dynamic population model to investigate effects of climate on geographic range and seasonality of the tick Ixodes scapularis","volume":"35","author":"Ogden","year":"2005","journal-title":"Int. J. Parasitol."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"66","DOI":"10.7589\/0090-3558-12.1.66","article-title":"Ixodes scapularis say on white-tailed deer (Odocoileus virginianus) from Long Point, Ontario","volume":"12","author":"Watson","year":"1976","journal-title":"J. Wildl. Dis."},{"key":"ref_5","unstructured":"Warden, L. (2012). Factors Affecting the Abundance of Blacklegged Ticks (Ixodes scapularis) and the PREVALENCE of Borrelia burgdorferi in Ticks and Small Mammals in the Thousand Islands Region. [Master\u2019s Thesis, The University of Guelph]."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"146","DOI":"10.1111\/j.1749-6632.1994.tb19865.x","article-title":"The emergence of lyme disease and human babesiosis in a changing environment","volume":"740","author":"Spielman","year":"1994","journal-title":"Ann. N. Y. Acad. Sci."},{"key":"ref_7","doi-asserted-by":"crossref","unstructured":"Odgen, N.H., St-Onge, L., Barker, I.K., Brazeau, S., Bigras-Poulin, M., Charron, D.F., Francis, C.M., Heagy, A., Lindsay, L.R., and Maarouf, A. (2008). Risk maps for range expansion of the Lyme disease vector, Ixodes scapularis, in Canada now and with climate change. Int. J. Health Geogr., 7.","DOI":"10.1186\/1476-072X-7-24"},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"226","DOI":"10.1603\/0022-2585-41.2.226","article-title":"Lyme disease spirochete, Borrelia burgdorferi, endemic in epicentre at Turkey Point, Ontario","volume":"41","author":"Scott","year":"2004","journal-title":"J. Med. Entomol."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"179","DOI":"10.1603\/0022-2585-40.2.179","article-title":"Deer density and the abundance of Ixodes scapularis (Acari: Ixodidae)","volume":"40","author":"Rand","year":"2003","journal-title":"J. Med. Entomol."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"1023","DOI":"10.1126\/science.279.5353.1023","article-title":"Chain reactions linking acorns to gypsy moth outbreaks and Lyme disease risk","volume":"279","author":"Jones","year":"1998","journal-title":"Science"},{"key":"ref_11","first-page":"651","article-title":"Prevalance of the Lyme disease spirochete in populations of white-tailed deer and white-footed mice","volume":"57","author":"Bosler","year":"1984","journal-title":"Yale J. Biol. Med."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"779","DOI":"10.1603\/0022-2585-41.4.779","article-title":"Abundance of Ixodes scapularis (Acari: Ixodidae) after complete removal of deer from an isolated offshore island, endemic for Lyme disease","volume":"41","author":"Rand","year":"2004","journal-title":"J. Med. Entomol."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"676","DOI":"10.1086\/322681","article-title":"Coninfecting deer-associated zoonoses: Lyme disease, babesiosis, and ehrlichiosis","volume":"33","author":"Thompson","year":"2001","journal-title":"CID"},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"446","DOI":"10.1177\/003335491112600321","article-title":"Evaluation of deer-targeted interventions on Lyme disease incidence in Connecticut","volume":"126","author":"Garnett","year":"2011","journal-title":"Public Health Rep."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"357","DOI":"10.1089\/vbz.2009.0022","article-title":"Community-based prevention of Lyme disease and other tick-borne diseases through topical application of acaricide to white-tailed deer: Background and rationale","volume":"9","author":"Fish","year":"2009","journal-title":"Vector-Borne Zoonotic Dis."},{"key":"ref_16","doi-asserted-by":"crossref","unstructured":"Gray, J.S., Kahl, O., Lane, R.S., and Stanek, G. (2002). Lyme Borreliosis: Biology, Epidemiology and Control, CABI Publishing.","DOI":"10.1079\/9780851996325.0000"},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"171","DOI":"10.1289\/ehp.9196171","article-title":"Global climate change and infectious diseases","volume":"96","author":"Shope","year":"1991","journal-title":"Environ. Health Perspect."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"570","DOI":"10.1603\/0022-2585-40.4.570","article-title":"Geographic information system and spatial analysis of adult Ixodes scapularis (Acari: Ixodidae) in the Middle Atlantic region of the U.S.A","volume":"40","author":"Bunnell","year":"2003","journal-title":"J. Med. Entomol."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"622","DOI":"10.1603\/0022-2585-41.4.622","article-title":"Investigation of the relationships between temperature and development rates of the tick Ixodes scapularis (Acari: Ixodidae) in the laboratory and field","volume":"41","author":"Ogden","year":"2004","journal-title":"J. Med. Entomol."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"1152","DOI":"10.1289\/ehp.6052","article-title":"A climate-based model predicts the spatial distribution of the Lyme disease vector Ixodes scapularis in the United States","volume":"111","author":"Brownstein","year":"2003","journal-title":"Environ. Health Perspect."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"38","DOI":"10.1007\/s10393-004-0139-x","article-title":"Effect of climate change on Lyme disease risk in North America","volume":"2","author":"Brownstein","year":"2005","journal-title":"EcoHealth"},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"600","DOI":"10.1093\/jmedent\/43.3.600","article-title":"Ixodes scapularis ticks collected by passive surveillance in Canada: Analysis of geographic distribution and infection with Lyme borreliosis agent Borrelia burgdorferi","volume":"43","author":"Ogden","year":"2006","journal-title":"J. Med. Entomol."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"207","DOI":"10.1016\/j.landurbplan.2004.03.004","article-title":"A GIS-based multi-criteria decision making approach to forest conservation planning at a landscape scale: A case study in the Kinabalu Area, Sabah, Malaysia","volume":"71","author":"Phua","year":"2004","journal-title":"Landsc. Urban Plan."},{"key":"ref_24","first-page":"101","article-title":"Combining multi-attribute utility and geographic information for boundary decision: An application to park planning","volume":"1","author":"Keisler","year":"1997","journal-title":"J. Geogr. Inf. Decis. Anal."},{"key":"ref_25","first-page":"539","article-title":"Raster procedures for multi-criteria\/multi-objective decisions","volume":"61","author":"Eastman","year":"1995","journal-title":"Photogramm. Eng. Remote Sens."},{"key":"ref_26","unstructured":"Land Cover, Circa 2000\u2014Vector. Available online:http:\/\/www.geobase.ca\/geobase\/en\/data\/landcover\/csc2000v\/description.html."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"542","DOI":"10.2307\/3801607","article-title":"Factors influencing distribution of white-tailed deer in Riparian Habitats","volume":"52","author":"Compton","year":"1988","journal-title":"J. Wildl. Manag."},{"key":"ref_28","unstructured":"Ministry of Natural Resources (2012). White-Tailed Deer Biology. Ontario Ministry of Natural Resources, Available online:http:\/\/www.mnr.gov.on.ca\/en\/Business\/FW\/2ColumnSubPage\/STDPROD_097096.html."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"192","DOI":"10.2307\/1936411","article-title":"Energy conservation by white-tailed deer in the winter","volume":"57","author":"Moen","year":"1976","journal-title":"Ecology"},{"key":"ref_30","unstructured":"Clef, M.V. Review of the Ecological Effects and Management of White-Tailed Deer in New Jersey. The Nature Conservancy, New Jersey Chapter, Oct. Avilable online:http:\/\/deerinbalance.files.wordpress.com\/2010\/01\/review-of-the-ecological-effects-and-management-of.pdf."},{"key":"ref_31","first-page":"1","article-title":"Home range and movement of five mule deer in a semidesert grass-shrub community","volume":"Volume 355","author":"Rodgers","year":"1978","journal-title":"Rocky Mountain Forest and Range Experiment Station"},{"key":"ref_32","first-page":"3","article-title":"Factors influencing white-tailed deer activity patterns and habitat use","volume":"109","author":"Beier","year":"1990","journal-title":"Wildl. Monogr."},{"key":"ref_33","unstructured":"Richardson, C.L. Brush Management Effects on Deer Habitat. Texas A & M AgriLife Extension. 1914. E-129. Available online:http:\/\/gillespie.agrilife.org\/files\/2013\/02\/Brush-Management-Effects-on-Deer-Habitats.pdf."},{"key":"ref_34","unstructured":"Janssen, R., and van Herwijnen, M. (1994). Multiobjective Decision Support for Environmental Management + DEFINITE DEcisions on an FINITE Set of Alternatives: Demonstration Disks and Instruction, Kluwer Academic Publishers."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"909","DOI":"10.1289\/ehp.0901766","article-title":"Active and passive surveillance and phylogenetic analysis of Borrelia burgdorferi elucidate the process of Lyme disease risk emergence in Canada","volume":"118","author":"Ogden","year":"2010","journal-title":"Environ. Health Perspect."},{"key":"ref_36","first-page":"635","article-title":"Increasing habitat suitability in the United States for the tick that transmits Lyme disease: A remote sensing approach","volume":"110","year":"2002","journal-title":"Environ. Health Perspect."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"558","DOI":"10.1093\/oxfordjournals.aje.a009145","article-title":"Spatial analysis of the distribution of Lyme disease in Wisconsin","volume":"145","author":"Kitron","year":"1997","journal-title":"Am. J. Epidemiol."},{"key":"ref_38","first-page":"223","article-title":"Climate variability and change in the United States: Potential impacts on vector and rodent-borne diseases","volume":"109","author":"Gubler","year":"2001","journal-title":"Environ. Health Perspect."}],"container-title":["ISPRS International Journal of Geo-Information"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2220-9964\/4\/1\/105\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T20:41:41Z","timestamp":1760215301000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2220-9964\/4\/1\/105"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,1,15]]},"references-count":38,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2015,3]]}},"alternative-id":["ijgi4010105"],"URL":"https:\/\/doi.org\/10.3390\/ijgi4010105","relation":{},"ISSN":["2220-9964"],"issn-type":[{"value":"2220-9964","type":"electronic"}],"subject":[],"published":{"date-parts":[[2015,1,15]]}}}