Predicting habitat suitability for Ixodesricinus and Ixodespersulcatus ticks in Finland

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

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Main Authors: Sironen Tarja, Kallio Eva, Siljander Mika, Lindén Andreas, Korhonen Essi M, Gregow Hilppa, Vajda Andrea, Henttonen Heikki, Pellikka Petri, Marsboom Cedric, Aalto Juha, Uusitalo Ruut, Hendrickx Guy, Vapalahti Olli, Sormunen Jani J
Other Authors: biologian laitoksen yhteiset, Department of Biology, biodiversiteettiyksikkö, Biodiversity unit, 2606010, 2606400
Language:English
Published: BMC 2022
Subjects:
Online Access:https://www.utupub.fi/handle/10024/169080
https://parasitesandvectors.biomedcentral.com/articles/10.1186/s13071-022-05410-8
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spelling ftunivturku:oai:www.utupub.fi:10024/169080 2023-05-15T17:13:26+02:00 Predicting habitat suitability for Ixodesricinus and Ixodespersulcatus ticks in Finland Sironen Tarja Kallio Eva Siljander Mika Lindén Andreas Korhonen Essi M Gregow Hilppa Vajda Andrea Henttonen Heikki Pellikka Petri Marsboom Cedric Aalto Juha Uusitalo Ruut Hendrickx Guy Vapalahti Olli Sormunen Jani J biologian laitoksen yhteiset, Department of Biology biodiversiteettiyksikkö, Biodiversity unit 2606010 2606400 2022-10-28T14:03:19Z https://www.utupub.fi/handle/10024/169080 https://parasitesandvectors.biomedcentral.com/articles/10.1186/s13071-022-05410-8 en eng BMC United Kingdom Britannia GB 15 310 10.1186/s13071-022-05410-8 Parasites and Vectors 1 https://www.utupub.fi/handle/10024/169080 https://parasitesandvectors.biomedcentral.com/articles/10.1186/s13071-022-05410-8 URN:NBN:fi-fe2022102463153 1756-3305 2022 ftunivturku 2022-11-03T00:02:08Z Background Ticks are responsible for transmitting several notable pathogens worldwide. Finland lies in a zone where two human-biting tick species co-occur: Ixodesricinus and Ixodespersulcatus. 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 densities were ... Other/Unknown Material mountain hare University of Turku: UTUPub
institution Open Polar
collection University of Turku: UTUPub
op_collection_id ftunivturku
language English
description Background Ticks are responsible for transmitting several notable pathogens worldwide. Finland lies in a zone where two human-biting tick species co-occur: Ixodesricinus and Ixodespersulcatus. 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 densities were ...
author2 biologian laitoksen yhteiset, Department of Biology
biodiversiteettiyksikkö, Biodiversity unit
2606010
2606400
author Sironen Tarja
Kallio Eva
Siljander Mika
Lindén Andreas
Korhonen Essi M
Gregow Hilppa
Vajda Andrea
Henttonen Heikki
Pellikka Petri
Marsboom Cedric
Aalto Juha
Uusitalo Ruut
Hendrickx Guy
Vapalahti Olli
Sormunen Jani J
spellingShingle Sironen Tarja
Kallio Eva
Siljander Mika
Lindén Andreas
Korhonen Essi M
Gregow Hilppa
Vajda Andrea
Henttonen Heikki
Pellikka Petri
Marsboom Cedric
Aalto Juha
Uusitalo Ruut
Hendrickx Guy
Vapalahti Olli
Sormunen Jani J
Predicting habitat suitability for Ixodesricinus and Ixodespersulcatus ticks in Finland
author_facet Sironen Tarja
Kallio Eva
Siljander Mika
Lindén Andreas
Korhonen Essi M
Gregow Hilppa
Vajda Andrea
Henttonen Heikki
Pellikka Petri
Marsboom Cedric
Aalto Juha
Uusitalo Ruut
Hendrickx Guy
Vapalahti Olli
Sormunen Jani J
author_sort Sironen Tarja
title Predicting habitat suitability for Ixodesricinus and Ixodespersulcatus ticks in Finland
title_short Predicting habitat suitability for Ixodesricinus and Ixodespersulcatus ticks in Finland
title_full Predicting habitat suitability for Ixodesricinus and Ixodespersulcatus ticks in Finland
title_fullStr Predicting habitat suitability for Ixodesricinus and Ixodespersulcatus ticks in Finland
title_full_unstemmed Predicting habitat suitability for Ixodesricinus and Ixodespersulcatus ticks in Finland
title_sort predicting habitat suitability for ixodesricinus and ixodespersulcatus ticks in finland
publisher BMC
publishDate 2022
url https://www.utupub.fi/handle/10024/169080
https://parasitesandvectors.biomedcentral.com/articles/10.1186/s13071-022-05410-8
genre mountain hare
genre_facet mountain hare
op_relation 15
310
10.1186/s13071-022-05410-8
Parasites and Vectors
1
https://www.utupub.fi/handle/10024/169080
https://parasitesandvectors.biomedcentral.com/articles/10.1186/s13071-022-05410-8
URN:NBN:fi-fe2022102463153
1756-3305
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