ArticlePloS one2020
Species distribution models for the eastern blacklegged tick, Ixodes scapularis, and the Lyme disease pathogen, Borrelia burgdorferi, in Ontario, Canada.
Article in PloS one, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers, 1 of them a synthesis that pooled it.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
26 citing papers in PubMed, 1 synthesis or guideline pooled it, 45 citations in OpenAlex.
- A systematic review of the effectiveness and utility of Lyme disease prevention measures in Canada, the United States, and Europe.BMC infectious diseases · 2025Pooled it
- Predicting current and future areas of ecological suitability for Lutzomyia longipalpis sensu lato in the Americas.Journal of medical entomology · 2026Article
- Spatial Patterns of Global Peste Des Petits Ruminants Virus and Its Potential Risk Assessment for Various Wildlife Habitats.Ecology and evolution · 2025Article
- Rapid Northward Expansion of the Blacklegged Tick, Ixodes scapularis, in Response to Climate Change.Global change biology · 2025Article
- Current and future ecological niche of Dermacentor similis Lado (Acari: Ixodidae) in western North America.Journal of medical entomology · 2025Article
- Assessing current and future areas of ecological suitability for Lutzomyia shannoni in North America.Parasites & vectors · 2025Article
- A high-resolution screen identifies a preexisting beta-lactam that specifically treats Lyme disease in mice.Science translational medicine · 2025Article
- Population genetic structure and demographic history of Dermacentor marginatus Sulzer, 1776 in Anatolia.Scientific reports · 2025Article
- Ticks and tick-borne diseases in the northern hemisphere affecting humans.Frontiers in microbiology · 2025Review
- Article
- Whole-genome sequencing of Western CanadianMicrobial genomics · 2024Article
- Risk of invasive waterfowl interaction with poultry production: Understanding potential for avian pathogen transmission via species distribution models.Ecology and evolution · 2024Article
- Models and data used to predict the abundance and distribution ofLancet regional health. Americas · 2024Article
- Knowledge, protective behaviours, and perception of Lyme disease in an area of emerging risk: results from a cross-sectional survey of adults in Ottawa, Ontario.BMC public health · 2024Article
- Species distribution modeling of northern sea otters (Ecology and evolution · 2024Article
- Article
- Predicting spatio-temporal population patterns ofThe Journal of applied ecology · 2022Article
- Models of spatial analysis for vector-borne diseases studies: A systematic review.Veterinary world · 2022Article
- A Powassan virus domain III nanoparticle immunogen elicits neutralizing and protective antibodies in mice.PLoS pathogens · 2022Article
- Spatiotemporal trends and socioecological factors associated with Lyme disease in eastern Ontario, Canada from 2010-2017.BMC public health · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
10 authors at 3 institutions in 1 country.
Funding
Abstract
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 since I. scapularis transmits 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 for I. scapularis and B. burgdorferi to 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 of I. scapularis and B. 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 for I. scapularis showed 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 for B. burgdorferi showed 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 of I. scapularis and B. burgdorferi included 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°C. Our study presents a novel application of species distribution modelling for I. scapularis and B. burgdorferi in Ontario, Canada, and provides an up to date projection of their potential distributions for public health knowledge users.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.