Species distribution models for the eastern blacklegged tick,Ixodes scapularis, and the Lyme disease pathogen,Borrelia burgdorferi, in Ontario, Canada

被引:30
|
作者
Slatculescu, Andreea M. [1 ]
Clow, Katie M. [2 ]
McKay, Roman [1 ]
Talbot, Benoit [1 ]
Logan, James J. [1 ]
Thickstun, Charles R. [1 ]
Jardine, Claire M. [3 ,4 ]
Ogden, Nicholas H. [5 ]
Knudby, Anders J. [6 ]
Kulkarni, Manisha A. [1 ]
机构
[1] Univ Ottawa, Sch Epidemiol & Publ Hlth, Ottawa, ON, Canada
[2] Univ Guelph, Ontario Vet Coll, Dept Populat Med, Guelph, ON, Canada
[3] Univ Guelph, Ontario Vet Coll, Dept Pathobiol, Guelph, ON, Canada
[4] Univ Guelph, Ontario Vet Coll, Canadian Wildlife Hlth Cooperat, Guelph, ON, Canada
[5] Publ Hlth Agcy Canada, Natl Microbiol Lab, Publ Hlth Risk Sci Div, St Hyacinthe, PQ, Canada
[6] Univ Ottawa, Dept Geog Environm & Geomat, Ottawa, ON, Canada
来源
PLOS ONE | 2020年 / 15卷 / 09期
基金
加拿大自然科学与工程研究理事会;
关键词
VECTOR-IXODES-SCAPULARIS; BORRELIA-BURGDORFERI; CLIMATE-CHANGE; ANAPLASMA-PHAGOCYTOPHILUM; PASSIVE SURVEILLANCE; MAXIMUM-ENTROPY; BORNE PATHOGENS; RANGE EXPANSION; ACARI IXODIDAE; TICKS;
D O I
10.1371/journal.pone.0238126
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The blacklegged tick,Ixodes scapularis, is established in several regions of Ontario, Canada, and continues to spread into new geographic areas across the province at a rapid rate. This poses a significant public health risk sinceI.scapularistransmits the Lyme disease-causing bacterium,Borrelia burgdorferi, and other pathogens of potential public health concern. The objective of this study was to develop species distribution models forI.scapularisandB.burgdorferito predict and compare the potential distributions of the tick vector and the Lyme disease pathogen as well as the ecological factors most important for species establishment. Ticks were collected via tick dragging at 120 sites across southern, central, and eastern Ontario between 2015 and 2018 and tested for tick-borne pathogens. A maximum entropy (Maxent) approach was used to model the potential distributions ofI.scapularisandB.burgdorferi. Two independent datasets derived from tick dragging at 25 new sites in 2019 and ticks submitted by the public to local health units between 2015 and 2017 were used to validate the predictive accuracy of the models. The model forI.scapularisshowed high suitability for blacklegged ticks in eastern Ontario and some regions along the shorelines of the Great Lakes, and moderate suitability near Algonquin Provincial Park and the Georgian Bay with good predictive accuracy (tick dragging 2019: AUC = 0.898; ticks from public: AUC = 0.727). The model forB.burgdorferishowed a similar predicted distribution but was more constrained to eastern Ontario, particularly between Ottawa and Kingston, and along Lake Ontario, with similarly good predictive accuracy (tick dragging 2019: AUC = 0.958; ticks from public: AUC = 0.863. The ecological variables most important for predicting the distributions ofI.scapularisandB.burgdorferiincluded elevation, distance to deciduous and coniferous forest, proportions of agricultural land, water, and infrastructure, mean summer/spring temperature, and cumulative annual degree days above 0 degrees C. Our study presents a novel application of species distribution modelling forI.scapularisandB.burgdorferiin Ontario, Canada, and provides an up to date projection of their potential distributions for public health knowledge users.
引用
收藏
页数:19
相关论文
共 50 条
  • [41] Ixodes scapularis density and Borrelia burgdorferi prevalence along a residential-woodland gradient in a region of emerging Lyme disease risk
    Logan, James J.
    Knudby, Anders
    Leighton, Patrick A.
    Talbot, Benoit
    Mckay, Roman
    Ramsay, Tim
    Blanford, Justine I.
    Ogden, Nicholas H.
    Kulkarni, Manisha A.
    SCIENTIFIC REPORTS, 2024, 14 (01):
  • [42] Ability of the Lyme disease spirochete Borrelia burgdorferi to infect rodents and three species of human-biting ticks (blacklegged tick, American dog tick, lone star tick) (Acari: Ixodidae)
    Piesman, J
    Happ, CM
    JOURNAL OF MEDICAL ENTOMOLOGY, 1997, 34 (04) : 451 - 456
  • [43] Ixodes scapularis nymph saliva protein blocks host inflammation and complement-mediated killing of Lyme disease agent, Borrelia burgdorferi
    Bencosme-Cuevas, Emily
    Kim, Tae Kwon
    Nguyen, Thu-Thuy
    Berry, Jacquie
    Li, Jianrong
    Adams, Leslie Garry
    Smith, Lindsey A.
    Batool, Syeda Areeha
    Swale, Daniel R.
    Kaufmann, Stefan H. E.
    Jones-Hall, Yava
    Mulenga, Albert
    FRONTIERS IN CELLULAR AND INFECTION MICROBIOLOGY, 2023, 13
  • [44] Development and Application of an In Vitro Tick Feeding System to Identify Ixodes Tick Environment-Induced Genes of the Lyme Disease Agent, Borrelia burgdorferi
    Yamasaki, Youki
    Singh, Preeti
    Vimonish, Rubikah
    Ueti, Massaro
    Bankhead, Troy
    PATHOGENS, 2024, 13 (06):
  • [45] Predicting spatiotemporal patterns of Lyme disease incidence from passively collected surveillance data for Borrelia burgdorferi sensu lato-infected Ixodes scapularis ticks
    Little, Eliza A. H.
    Anderson, John F.
    Stafford, Kirby C., III
    Eisenb, Lars
    Eisen, Rebecca J.
    Molaei, Goudarz
    TICKS AND TICK-BORNE DISEASES, 2019, 10 (05) : 970 - 980
  • [46] Detection of Anaplasma phagocytophilum, Babesia odocoilei, Babesia sp., Borrelia burgdorferi Sensu Lato, and Hepatozoon canis in Ixodes scapularis Ticks Collected in Eastern Canada
    Scott, John D.
    Pesapane, Risa R.
    PATHOGENS, 2021, 10 (10):
  • [47] Reported County-Level Distribution of Lyme Disease Spirochetes, Borrelia burgdorferi sensu stricto and Borrelia mayonii (Spirochaetales: Spirochaetaceae), in Host-Seeking Ixodes scapularis and Ixodes pacificus Ticks (Acari: Ixodidae) in the Contiguous United States
    Fleshman, Amy C.
    Graham, Christine B.
    Maes, Sarah E.
    Foster, Erik
    Eisen, Rebecca J.
    JOURNAL OF MEDICAL ENTOMOLOGY, 2021, 58 (03) : 1219 - 1233
  • [48] Investigation of the Population Structure of the Tick Vector of Lyme Disease Ixodes scapularis (Acari: Ixodidae) in Canada Using Mitochondrial Cytochrome C Oxidase Subunit I Gene Sequences
    Mechai, S.
    Feil, E. J.
    Gariepy, T. D.
    Gregory, T. R.
    Lindsay, L. R.
    Millien, V.
    Ogden, N. H.
    JOURNAL OF MEDICAL ENTOMOLOGY, 2013, 50 (03) : 560 - 570
  • [49] Established Population of Blacklegged Ticks with High Infection Prevalence for the Lyme Disease Bacterium, Borrelia burgdorferi Sensu Lato, on Corkscrew Island, Kenora District, Ontario
    Scott, John D.
    Foley, Janet E.
    Clark, Kerry L.
    Anderson, John F.
    Durden, Lance A.
    Manord, Jodi M.
    Smith, Morgan L.
    INTERNATIONAL JOURNAL OF MEDICAL SCIENCES, 2016, 13 (11): : 881 - 891
  • [50] Implications of climate change on the distribution of the tick vector Ixodes scapularis and risk for Lyme disease in the Texas-Mexico transboundary region
    Teresa P Feria-Arroyo
    Ivan Castro-Arellano
    Guadalupe Gordillo-Perez
    Ana L Cavazos
    Margarita Vargas-Sandoval
    Abha Grover
    Javier Torres
    Raul F Medina
    Adalberto A Pérez de León
    Maria D Esteve-Gassent
    Parasites & Vectors, 7