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: Uusitalo, Ruut, Siljander, Mika, Lindén, Andreas, Sormunen, Jani J., Aalto, Juha, Hendrickx, Guy, Kallio, Eva, Vajda, Andrea, Gregow, Hilppa, Henttonen, Heikki, Marsboom, Cedric, Korhonen, Essi M., Sironen, Tarja, Pellikka, Petri, Vapalahti, Olli
Format: Article in Journal/Newspaper
Language:English
Published: 2024
Subjects:
Online Access:http://hdl.handle.net/10138/579973
https://doi.org/10.1186/s13071-022-05410-8
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spelling ftunivhelsihelda:oai:helda.helsinki.fi:10138/579973 2024-09-15T18:18:55+00:00 Predicting habitat suitability for Ixodes ricinus and Ixodes persulcatus ticks in Finland Uusitalo, Ruut Siljander, Mika Lindén, Andreas Sormunen, Jani J. Aalto, Juha Hendrickx, Guy Kallio, Eva Vajda, Andrea Gregow, Hilppa Henttonen, Heikki Marsboom, Cedric Korhonen, Essi M. Sironen, Tarja Pellikka, Petri Vapalahti, Olli 2024-07-30T14:47:07Z application/pdf http://hdl.handle.net/10138/579973 https://doi.org/10.1186/s13071-022-05410-8 en eng Parasites & Vectors. 2022 Aug 30;15(1):310 https://doi.org/10.1186/s13071-022-05410-8 http://hdl.handle.net/10138/579973 The Author(s) Journal Article 2024 ftunivhelsihelda https://doi.org/10.1186/s13071-022-05410-8 2024-07-31T23:42:50Z 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 HELDA – University of Helsinki Open Repository Parasites & Vectors 15 1
institution Open Polar
collection HELDA – University of Helsinki Open Repository
op_collection_id ftunivhelsihelda
language English
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 ...
format Article in Journal/Newspaper
author Uusitalo, Ruut
Siljander, Mika
Lindén, Andreas
Sormunen, Jani J.
Aalto, Juha
Hendrickx, Guy
Kallio, Eva
Vajda, Andrea
Gregow, Hilppa
Henttonen, Heikki
Marsboom, Cedric
Korhonen, Essi M.
Sironen, Tarja
Pellikka, Petri
Vapalahti, Olli
spellingShingle Uusitalo, Ruut
Siljander, Mika
Lindén, Andreas
Sormunen, Jani J.
Aalto, Juha
Hendrickx, Guy
Kallio, Eva
Vajda, Andrea
Gregow, Hilppa
Henttonen, Heikki
Marsboom, Cedric
Korhonen, Essi M.
Sironen, Tarja
Pellikka, Petri
Vapalahti, Olli
Predicting habitat suitability for Ixodes ricinus and Ixodes persulcatus ticks in Finland
author_facet Uusitalo, Ruut
Siljander, Mika
Lindén, Andreas
Sormunen, Jani J.
Aalto, Juha
Hendrickx, Guy
Kallio, Eva
Vajda, Andrea
Gregow, Hilppa
Henttonen, Heikki
Marsboom, Cedric
Korhonen, Essi M.
Sironen, Tarja
Pellikka, Petri
Vapalahti, Olli
author_sort Uusitalo, Ruut
title 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_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_sort predicting habitat suitability for ixodes ricinus and ixodes persulcatus ticks in finland
publishDate 2024
url http://hdl.handle.net/10138/579973
https://doi.org/10.1186/s13071-022-05410-8
genre mountain hare
genre_facet mountain hare
op_relation Parasites & Vectors. 2022 Aug 30;15(1):310
https://doi.org/10.1186/s13071-022-05410-8
http://hdl.handle.net/10138/579973
op_rights The Author(s)
op_doi https://doi.org/10.1186/s13071-022-05410-8
container_title Parasites & Vectors
container_volume 15
container_issue 1
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