Predicting habitat suitability for Ixodes ricinus and Ixodes persulcatus ticks in Finland

Abstract Background Ticks are responsible for transmitting several notable pathogens worldwide. Finland lies in a zone where two human-biting tick species co-occur: Ixodes ricinus and Ixodes persulcatus. Tick densities have increased in boreal regions worldwide during past decades, and tick-borne pa...

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Published in:Parasites & Vectors
Main Authors: Ruut Uusitalo, Mika Siljander, Andreas Lindén, Jani J. Sormunen, Juha Aalto, Guy Hendrickx, Eva Kallio, Andrea Vajda, Hilppa Gregow, Heikki Henttonen, Cedric Marsboom, Essi M. Korhonen, Tarja Sironen, Petri Pellikka, Olli Vapalahti
Format: Article in Journal/Newspaper
Language:English
Published: BMC 2022
Subjects:
Online Access:https://doi.org/10.1186/s13071-022-05410-8
https://doaj.org/article/7b3ffb43e9164540b34e9655cdeb0ddc
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author Ruut Uusitalo
Mika Siljander
Andreas Lindén
Jani J. Sormunen
Juha Aalto
Guy Hendrickx
Eva Kallio
Andrea Vajda
Hilppa Gregow
Heikki Henttonen
Cedric Marsboom
Essi M. Korhonen
Tarja Sironen
Petri Pellikka
Olli Vapalahti
author_facet Ruut Uusitalo
Mika Siljander
Andreas Lindén
Jani J. Sormunen
Juha Aalto
Guy Hendrickx
Eva Kallio
Andrea Vajda
Hilppa Gregow
Heikki Henttonen
Cedric Marsboom
Essi M. Korhonen
Tarja Sironen
Petri Pellikka
Olli Vapalahti
author_sort Ruut Uusitalo
collection Directory of Open Access Journals: DOAJ Articles
container_issue 1
container_title Parasites & Vectors
container_volume 15
description Abstract Background Ticks are responsible for transmitting several notable pathogens worldwide. Finland lies in a zone where two human-biting tick species co-occur: Ixodes ricinus and Ixodes persulcatus. Tick densities have increased in boreal regions worldwide during past decades, and tick-borne pathogens have been identified as one of the major threats to public health in the face of climate change. Methods We used species distribution modelling techniques to predict the distributions of I. ricinus and I. persulcatus, using aggregated historical data from 2014 to 2020 and new tick occurrence data from 2021. By aiming to fill the gaps in tick occurrence data, we created a new sampling strategy across Finland. We also screened for tick-borne encephalitis virus (TBEV) and Borrelia from the newly collected ticks. Climate, land use and vegetation data, and population densities of the tick hosts were used in various combinations on four data sets to estimate tick species’ distributions across mainland Finland with a 1-km resolution. Results In the 2021 survey, 89 new locations were sampled of which 25 new presences and 63 absences were found for I. ricinus and one new presence and 88 absences for I. persulcatus. A total of 502 ticks were collected and analysed; no ticks were positive for TBEV, while 56 (47%) of the 120 pools, including adult, nymph, and larva pools, were positive for Borrelia (minimum infection rate 11.2%, respectively). Our prediction results demonstrate that two combined predictor data sets based on ensemble mean models yielded the highest predictive accuracy for both I. ricinus (AUC = 0.91, 0.94) and I. persulcatus (AUC = 0.93, 0.96). The suitable habitats for I. ricinus were determined by higher relative humidity, air temperature, precipitation sum, and middle-infrared reflectance levels and higher densities of white-tailed deer, European hare, and red fox. For I. persulcatus, locations with greater precipitation and air temperature and higher white-tailed deer, roe deer, and mountain hare ...
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doi:10.1186/s13071-022-05410-8
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spelling ftdoajarticles:oai:doaj.org/article:7b3ffb43e9164540b34e9655cdeb0ddc 2025-01-16T23:06:54+00:00 Predicting habitat suitability for Ixodes ricinus and Ixodes persulcatus ticks in Finland Ruut Uusitalo Mika Siljander Andreas Lindén Jani J. Sormunen Juha Aalto Guy Hendrickx Eva Kallio Andrea Vajda Hilppa Gregow Heikki Henttonen Cedric Marsboom Essi M. Korhonen Tarja Sironen Petri Pellikka Olli Vapalahti 2022-08-01T00:00:00Z https://doi.org/10.1186/s13071-022-05410-8 https://doaj.org/article/7b3ffb43e9164540b34e9655cdeb0ddc EN eng BMC https://doi.org/10.1186/s13071-022-05410-8 https://doaj.org/toc/1756-3305 doi:10.1186/s13071-022-05410-8 1756-3305 https://doaj.org/article/7b3ffb43e9164540b34e9655cdeb0ddc Parasites & Vectors, Vol 15, Iss 1, Pp 1-21 (2022) Ixodes ricinus Ixodes persulcatus Species distribution modelling Ensemble prediction Tick-borne pathogen Borrelia burgdorferi sensu lato Infectious and parasitic diseases RC109-216 article 2022 ftdoajarticles https://doi.org/10.1186/s13071-022-05410-8 2022-12-30T23:37:04Z Abstract Background Ticks are responsible for transmitting several notable pathogens worldwide. Finland lies in a zone where two human-biting tick species co-occur: Ixodes ricinus and Ixodes persulcatus. Tick densities have increased in boreal regions worldwide during past decades, and tick-borne pathogens have been identified as one of the major threats to public health in the face of climate change. Methods We used species distribution modelling techniques to predict the distributions of I. ricinus and I. persulcatus, using aggregated historical data from 2014 to 2020 and new tick occurrence data from 2021. By aiming to fill the gaps in tick occurrence data, we created a new sampling strategy across Finland. We also screened for tick-borne encephalitis virus (TBEV) and Borrelia from the newly collected ticks. Climate, land use and vegetation data, and population densities of the tick hosts were used in various combinations on four data sets to estimate tick species’ distributions across mainland Finland with a 1-km resolution. Results In the 2021 survey, 89 new locations were sampled of which 25 new presences and 63 absences were found for I. ricinus and one new presence and 88 absences for I. persulcatus. A total of 502 ticks were collected and analysed; no ticks were positive for TBEV, while 56 (47%) of the 120 pools, including adult, nymph, and larva pools, were positive for Borrelia (minimum infection rate 11.2%, respectively). Our prediction results demonstrate that two combined predictor data sets based on ensemble mean models yielded the highest predictive accuracy for both I. ricinus (AUC = 0.91, 0.94) and I. persulcatus (AUC = 0.93, 0.96). The suitable habitats for I. ricinus were determined by higher relative humidity, air temperature, precipitation sum, and middle-infrared reflectance levels and higher densities of white-tailed deer, European hare, and red fox. For I. persulcatus, locations with greater precipitation and air temperature and higher white-tailed deer, roe deer, and mountain hare ... Article in Journal/Newspaper mountain hare Directory of Open Access Journals: DOAJ Articles Parasites & Vectors 15 1
spellingShingle Ixodes ricinus
Ixodes persulcatus
Species distribution modelling
Ensemble prediction
Tick-borne pathogen
Borrelia burgdorferi sensu lato
Infectious and parasitic diseases
RC109-216
Ruut Uusitalo
Mika Siljander
Andreas Lindén
Jani J. Sormunen
Juha Aalto
Guy Hendrickx
Eva Kallio
Andrea Vajda
Hilppa Gregow
Heikki Henttonen
Cedric Marsboom
Essi M. Korhonen
Tarja Sironen
Petri Pellikka
Olli Vapalahti
Predicting habitat suitability for Ixodes ricinus and Ixodes persulcatus ticks in Finland
title Predicting habitat suitability for Ixodes ricinus and Ixodes persulcatus ticks in Finland
title_full Predicting habitat suitability for Ixodes ricinus and Ixodes persulcatus ticks in Finland
title_fullStr Predicting habitat suitability for Ixodes ricinus and Ixodes persulcatus ticks in Finland
title_full_unstemmed Predicting habitat suitability for Ixodes ricinus and Ixodes persulcatus ticks in Finland
title_short Predicting habitat suitability for Ixodes ricinus and Ixodes persulcatus ticks in Finland
title_sort predicting habitat suitability for ixodes ricinus and ixodes persulcatus ticks in finland
topic Ixodes ricinus
Ixodes persulcatus
Species distribution modelling
Ensemble prediction
Tick-borne pathogen
Borrelia burgdorferi sensu lato
Infectious and parasitic diseases
RC109-216
topic_facet Ixodes ricinus
Ixodes persulcatus
Species distribution modelling
Ensemble prediction
Tick-borne pathogen
Borrelia burgdorferi sensu lato
Infectious and parasitic diseases
RC109-216
url https://doi.org/10.1186/s13071-022-05410-8
https://doaj.org/article/7b3ffb43e9164540b34e9655cdeb0ddc