Abstract
The generalist tick Ixodes ricinus is the most important vector for tick-borne pathogens (TBP), including Borrelia burgdorferi sensu lato, in Europe. However, the involvement of other sympatric Ixodes ticks, such as the specialist vole tick I. trianguliceps, in the enzootic circulations of TBP remains unclear. We studied the distribution of I. ricinus and I. trianguliceps in Central Finland and estimated the TBP infection likelihood in the most common rodent host in relation with the abundance of the two tick species. Ixodes trianguliceps was encountered in all 16 study sites whereas I. ricinus was frequently observed only at a quarter of the study sites. The abundance of I. ricinus was positively associated with open water coverage and human population density around the study sites. Borrelia burgdorferi s. l.-infected rodents were found only in sites where I. ricinus was abundant, whereas the occurrence of other TBP was independent of I. ricinus presence. These results suggest that I. trianguliceps is not sufficient, at least alone, in maintaining the circulation of B. burgdorferi s. l. in wild hosts. In addition, anthropogenic factors might affect the distribution of I. ricinus ticks and, hence, their pathogens, thus shaping the landscape of tick-borne disease risk for humans.
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Introduction
Ixodes ricinus is recognised as the most important vector for zoonotic tick-borne pathogens across Europe1,2,3,4. The European range of I. ricinus stretches from the British Isles to the Urals and from northern Scandinavia to Southern Europe4,5. However, the distribution of I. ricinus in nature is highly scattered due to its dependence on abiotic conditions and its sensitivity to desiccation6,7,8,9. The landscape structure, which determines the availability of appropriate host species, also contributes to the spatial distribution of I. ricinus10,11,12,13. Predicting the occurrence of I. ricinus remains challenging, but it is crucial for identifying the hazard represented by tick-borne pathogens. In addition, human exposure to ticks depends on the land use14,15. For instance, urban parks and forests involve a risk of exposure to the tick hazard for the growing urban human population during outdoor leisure activities1,16. The characterisation of favourable habitats for Ixodes species within these urban areas is, therefore, a critical step in the understanding of tick-borne diseases.
Ixodes ricinus transmits many pathogens of public health importance, including Borrelia burgdorferi sensu lato (s. l.), Anaplasma phagocytophilum, the tick-borne encephalitis virus (TBEV) and Babesia spp., responsible for Lyme borreliosis, granulocytic anaplasmosis, tick-borne encephalitis and babesiosis, respectively1,17,18. Meanwhile, other tick species may contribute to the circulation of these pathogens among wild vertebrate host species by increasing the infection prevalence in the wild hosts1,19. These enzootic transmission cycles need to be characterised to estimate and predict the risks that tick-borne zoonotic pathogens pose to humans. For instance, wild rodents are important reservoir hosts for many tick-borne pathogens20,21,22,23 as well as feeding hosts for Ixodes ticks. Of the Ixodes species that feed on rodents, I. ricinus, I. trianguliceps and I. persulcatus are found in Finland24,25. While I. ricinus and I. persulcatus are generalist ticks that bite a great variety of host species, including humans26,27, I. trianguliceps is a specialised nest-dwelling species that infests only small mammal hosts and hence does not pose a direct risk to humans28. Nevertheless, I. trianguliceps may contribute to the enzootic circulation of tick-borne pathogens among small mammals and, consequently, may indirectly be of medical and veterinary importance1,19.
Recently, the role of I. trianguliceps in circulating tick-borne pathogens among hosts has gained increasing attention. For instance, the transmission of certain A. phagocytophilum and Babesia microti strains has been shown to depend on I. trianguliceps rather than the coexisting I. ricinus23. In addition, it has been suggested that I. trianguliceps is a vector for TBEV19,29, Candidatus Rickettsia uralica30 and Candidatus Neoehrlichia mikurensis31. Moreover, B. burgdorferi s. l. has been detected in I. trianguliceps ticks that have been removed from small mammals, suggesting that I. trianguliceps may contribute to the transmission of this pathogen as well32,33. However, recent studies have suggested that the role of I. trianguliceps in the transmission of B. burgdorferi s. l. is less prominent than that of the coexisting I. persulcatus, due to its lower abundance and infection prevalence33,34. In Europe, I. ricinus has been proposed to be the primary vector for B. burgdorferi s. l., but the role of I. trianguliceps in its natural circulation among rodent host populations remains unclear.
Here, we analyse the distribution of I. ricinus and I. trianguliceps in nature, at the northernmost edge of its European geographical range, by examining questing ticks from the vegetation and tick infestation on rodents in both urban and non-urban forests. Moreover, we provide epidemiologically relevant data to clarify the role of I. trianguliceps in the circulation of B. burgdorferi s. l. in rodent populations. We hypothesise that I. trianguliceps, which is widely distributed in Fennoscandia25,35,36, alone supports the enzootic circulation of rodent-associated B. burgdorferi s. l. (i.e. B. afzelii)37 in locations where I. ricinus or I. persulcatus does not exist. To test this hypothesis, we examined B. burgdorferi s. l. infection prevalence in the most common rodent species in our study area, the bank vole (Myodes glareolus), in relation to I. ricinus and I. trianguliceps infestation at 16 independent study sites. For comparison, we also examined the bank voles for A. phagocytophilum and B. microti. The same strains of B. microti and A. phagocytophilum found from Finnish bank voles38 have been hypothesized to be circulated by I. trianguliceps ticks among the rodents in the UK23,39,40.
Methods
Ethical statement
The trapping and handling of wild bank voles was carried out in accordance with the Finnish Act on the Use of Animals for Experimental Purposes (62/2006). The methods applied on wild bank voles were approved by the Finnish Animal Experiment Board and the Finnish Ministry of the Environment, under the authorisation ESAVI/3834/04.10.03/2011.
Data collection
The datasets analysed during the current study are available in the institutional repository of the University of Jyväskylä, http://urn.fi/URN:NBN:fi:jyu-201810094390.
The fieldwork was carried out at 16 study sites in and around Jyväskylä city area in Central Finland (see Supplementary Fig. S1, details in36,41). Eight of the study sites (sites 1, 2, 5, 6, 9, 10, 13 and 14) were located near settlement (‘urban sites’), while the other eight sites (sites 3, 4, 7, 8, 11, 12, 15 and 16) were located farther away from settlement (‘non-urban sites’) (see Supplementary Table S1). The study sites were examined with monthly rodent trappings and tick collections between May and September 2012. Rodent populations show regular three-year density cycles in the area42, and bank vole abundance was expected to be low in 2012. Therefore, to promote vole abundance, we provided approximately 8 litres of sunflower seeds once a month in half of the study sites after each trapping session43 (Supplementary Table S1). All study sites were situated in forest habitats dominated by spruce (Picea abies), pine (Pinus sylvestris) or mixed forests with spruce, pine and/or birch (Betula sp.), see also41. The sites were chosen to represent favourable habitats for the bank vole.
Open water coverage and human population density in each study area
We assessed the inland open water coverage (in ha) or “open water coverage” around the trapping area (including lakes, ponds and rivers), in a circular area of 1 km radius (3.14 km2) centred on each trapping area, using GPS coordinates in Google Earth Pro. The 1 km radius area ensured that the entire sampling area was included (see below). We assessed the human population density “human density” within the same 3.14 km2 circular area, using LandScan, an accurate estimate of population density up to a resolution of 1 arc sec.44. The LandScanTM dataset was accessed and exploited on the online interface: https://www.populationexplorer.com/.
Vole trapping
Small mammal trapping was carried out five times with ca. 4-week interval between May and September. At each study site, 20 Ugglan Special multi-capture live traps (Grahnab, Hillerstorp, Sweden) were set in two transects with ten traps in each transect with 10–15 m spacing between each trap. Before each trapping session, the traps were prebaited with sunflower seeds (Helianthus annuus) for 2–6 days, after which they were set for two consecutive days and nights and checked daily. The traps were removed from the field after each trapping session.
Captured bank voles were taken to a laboratory, where they were handled. When captured for the first time, each bank vole was individually marked with a microchip (Trovan Unique™) and an ear biopsy was taken. At each capture, but no more than once per trapping session (=month the sex and body mass of each individual was recorded and a blood sample (<200 μl) was taken from the retro-orbital sinus with capillary tubes (Haematocrit capillaries, Hirschmann Laborgeräte, Germany). Ear biopsy and blood samples were stored at ≤−20 °C until further examination. Upon each capture, the bank voles were also examined for ticks in bright light on the day of capture, with special attention paid to ears and the snout region (Supplementary Table S2). All ticks were removed and stored in 70% ethanol at −20 °C until later identification (see below). Male, juvenile and lactating female bank voles were released at the capture point immediately after handling. For the purpose of another research question (data not shown), obviously gravid females were kept in the laboratory until they gave birth, after which the litter quality and size were recorded (details of the methods in Koskela et al.45). Within a couple of days after giving birth, the mothers were released back to the field together with their offspring as described earlier46.
Tick collection
Ticks were collected around the vole trapping transects during the week of rodents trapping41. Tick collection was carried out by dragging a 1 m2 (100 cm × 100 cm) cotton flannel in the vegetation for 300–500 meters per each vole trapping transect (600–1000 m per study site per session). The flag dragging was carried out within 100 m of the vole trapping transects. The flags were checked for ticks every 30–50 m, and the collected ticks were stored in 70% ethanol. The flag dragging was carried out predominantly between 9 am and 4 pm and only during dry weather. The tick flagging was not carried out during session 3 (July–early August) at four sites (sites 13–16), due to logistical issues.
Tick identification
All ticks (removed from rodents and collected from vegetation) were identified based on morphological characteristics under a stereo and a light microscope using morphological identification keys47,48,49. Ticks were found to be either I. ricinus or I. trianguliceps; I. persulcatus was not detected. To further confirm the species identification, ten ticks that were morphologically identified as I. ricinus (7 individuals) and I. trianguliceps (3 individuals) were examined with molecular methods. DNA was extracted from ticks using alkaline digestion method40, followed by a PCR assay published by Caporale et al.50. The amplicons were successfully sequenced for eight samples. They confirmed our morphological tick identification41.
Pathogen detection from voles
Pathogens were detected from the bank voles using ear biopsy (B. burgdorferi s. l.) or whole blood samples (A. phagocytophilum and B. microti) with PCR-based assays. Total DNA was extracted from the ear biopsy using a method described by Laird et al.51, whereas DNA was extracted from the blood using alkaline digestion40. DNA from blood samples was diluted 1:50 in sterile molecular-grade water to increase the quality of the signal and minimize the effect of DNA inhibitors that may be in the blood. DNA extracted from the ear biopsy was not diluted. Blank negative controls (one per every four samples) were subjected to all steps from extraction to PCR along with the samples. Moreover, one negative control consisting of molecular grade water was included in each real-time PCR plate. In the case of a negative control being positive, all samples around the contamination were rerun.
Real-time PCR methods were used for the detection of A. phagocytophilum52 and B. microti23 with small modifications. Briefly, for both assays the real-time PCR mix consisted of 0.5 µl of probe (10 pmol/µl), 22.5 pmol of each primer (10 pmol/µl), 12.5% of Itaq universal Probes Supermix, 2 µl of bovine serum albumin (5 mg/ml) and 2 µl of template, made up to a final volume of 20 µl with sterile molecular grade water. Cycling conditions in the BioRad CFX96 instrument were 5 min denaturation at 95 °C, followed by 50 cycles for A. phagocytophilum and 45 cycles for B. microti of 95 °C for 10 s and 60 °C for 1 min. The detection of B. burgdorferi s. l. was based on a published nested PCR assay targeting the flaB gene53. Since B. burgdorferi s. l. and B. microti cause chronic infections in rodents54,55, the probability of infection with each of the pathogens (see below) was estimated using only the first capture samples.
In total 317 blood samples from 247 bank voles, collected between May and August, were screened for the presence of anti-TBE virus antibodies using an immunofluorescence assay56. As none of the samples were positive (see Results), these data are not included in any further statistical analyses.
Statistical analysis
The abundance of I. ricinus in vegetation was estimated as the sum of nymphs and adults flagged in vegetation at each site and during each session. Tick abundance was modelled in a generalised linear mixed model (GLMM) with zero-inflated negative binomial distribution and log link function. The fixed effects structure of the model included: the session, the bank vole abundance (defined as the total number of individuals trapped per site and per session), the total open water coverage (defined as a categorical variable with three levels: low, medium and high, based on the first (4.39 ha) and third (68.15 ha) quartiles of the measured water coverage in the area) and the human density in the area. Since the urban categorisation was significantly explained by the human population density (z = 6.66, p > 0.001), the two variables were not included in the same model. The interaction between human density and open water coverage was included in the full model. An offset term (log (distance flagged)/100) was introduced in the models to account for variation in the area flagged.
At the vole population level, the total number of immature ticks (larvae and nymphs) infesting bank voles per site and per session was modelled separately for both tick species, in a GLMM with negative binomial distribution and a log link function. The fixed effect structure of the model included trapping session, open water coverage categorised as described above and human density in the area, as well as their two-way interaction. The log(trapped bank vole abundance) was introduced as an offset in the model.
Tick infestation probability of bank voles (individual-level, binary response variable) was estimated separately for larvae and nymphs of both tick species (I. trianguliceps and I. ricinus) using the GLMM approach with binomial distribution and a logit link function. The individual-level explanatory variables assessed in each of the full models were body mass (centred value; used as a proxy for the age of the animal) and body mass2, sex and body mass * sex interaction term and simultaneous infestation (yes/no) by the other life-stage of the same tick species and by the other tick species (i.e. in the full model examining the probability of being infested with I. trianguliceps larvae, the explanatory variables for tick infestation were infestation by I. trianguliceps nymphs and infestation by any life stage of I. ricinus). The population-level explanatory variables in the full models were location (i.e. urban/non-urban) of the study site, provision of supplementary food (yes/no) and trapping session (categorical variable, 5 levels). Also, I. ricinus abundance on the vegetation, estimated as the sum of nymphs and adults collected per 100 m2 flag dragging per site during the entire study, was included in the full models to describe the overall abundance of I. ricinus at the site.
The infection probability of bank voles (individual level, binary response variable) at the first capture was estimated separately for B. burgdorferi s. l., A. phagocytophilum and B. microti using GLMMs with binomial distribution and a logit link function. The individual-level explanatory variables assessed in each of the full models were body mass (centred value), body mass2, sex, sex * body mass interaction term, simultaneous tick infestation (yes/no) by I. trianguliceps, simultaneous tick infestation (yes/no) by I. ricinus and infection status for the other two pathogens. The population-level explanatory variables in the full models were provision of supplementary food (yes/no), trapping session (categorical variable, 5 levels) and I. ricinus abundance on the vegetation (see above). The location (i.e. urban/non-urban) of the study site was not included in the full model due to convergence problems.
All models were fitted using the Laplace approximation method, using the lmer function in lme4 package or glmmadmb in glmmADMB package. Both packages were in R software57, available under GNU license at http://www.r-project.org. To control for the potential correlation amongst individuals that were captured at the same site, the site identity was included as a random effect in all models58. Due to a low mean number of captures per individual (mean 1.4), the identity of the individual was not taken into account as a random effect in the tick infestation models. Starting from the full models described above, a model selection was carried out based on corrected Akaike Information Criterion for small sample sizes (AICc) using ‘dredge’ function (library MuMIn) in R software. The simplest model within 2 AICc units of the model with the lowest AICc value was selected as the best model59 (see Supplementary Tables S3, S4 and S5).
Results
Tick abundance in vegetation
The total abundance of questing I. ricinus adults and nymphs showed temporal variation and was positively associated with total water coverage and human population density surrounding the study sites. The predicted abundance of questing ticks was ca. 0.5 in areas with low and medium water coverage and 23 in areas with high water coverage (68.15 to 199 ha) (Table 1 and Fig. 1). Within the range of observed human densities (0 to 845 human/km2) around our study sites, an increase in human population density of one unit (human/km2) increased tick abundance by 0.4% (Table 1 and Fig. 1).
Tick infestation on bank voles
Each of the captured bank voles (n = 398) was examined for tick infestation during each capture (557 captures in total). Ixodes trianguliceps was found infesting voles in all 16 study sites (see Supplementary Table S1). Ixodes ricinus was observed in 11 sites and infesting voles in 10 sites, but all life-stages were frequently observed only in four sites (sites 1, 2, 5 and 6. see Supplementary Table S1). Even though the sites where I. ricinus was abundant were in close proximity to human settlement (i.e. urban sites), I. ricinus was not found at all urban sites.
Overall I. trianguliceps infestation prevalence on bank voles was 52.2%, with a mean infestation burden per infested vole of 3.30 ticks (±3.54 SD) (see Supplementary Table S2). Human population density in the area was not selected in the best model explaining I. trianguliceps infestation burden in the bank vole population, but open water coverage in the area was negatively correlated with the abundance of I. trianguliceps (Table 2). At the individual level, the probability of a bank vole being infested with I. trianguliceps larvae showed a nonlinear relationship with body mass, with the youngest individuals having the highest likelihood of being infested (Table 3). Ixodes trianguliceps nymph infestation increased the likelihood that a bank vole was infested with I. trianguliceps larvae. In addition, the infestation likelihood showed clear temporal variation, with the highest infestation likelihood in June and September and lowest in May and August. The likelihood that a bank vole was infested with I. trianguliceps nymphs (Table 3) was higher in male voles than in females, and simultaneous I. trianguliceps larval infestation increased the likelihood of nymphal infestation. Ixodes trianguliceps nymphal infestation probability was relatively stable over the summer but decreased significantly in autumn (September). At urban sites, the nymphal infestation likelihood was significantly lower than in non-urban sites (Table 3).
The overall infestation prevalence for I. ricinus across all study sites was 19.7% (Supplementary Table S2). The infestation prevalence was 30.9% among the voles captured from the 10 sites where I. ricinus was detected, and 56.6% in the four sites (sites 1, 2, 5 and 6) where I. ricinus was commonly found (see Supplementary Table S1). The mean I. ricinus infestation burden per infested bank vole was 3.03 (±3.94 SD) (Supplementary Table S2). The mean infestation burden with I. ricinus larvae and nymph in a given site per session was explained by the trapping session and by the total water coverage in the area, with larger mean infestation burdens in populations from areas with more open water (Table 2). The likelihood of an individual bank vole being infested with I. ricinus larvae or nymphs increased with age (body mass), and the likelihood was higher for males than for females (Table 4). In addition, the larval infestation likelihood varied during the study and was highest in early summer (May-June) and lowest in August. Both I. ricinus larval and nymphal infestation likelihoods were positively associated with the abundance of I. ricinus (nymphs and adults) collected from the vegetation (Table 4).
Pathogen infections in the bank vole
Only the first samples of wild-born bank voles were used to detect B. burgdorferi s. l., A. phagocytophilum and B. microti infections from bank voles. In total 39 (out of 349 first-capture ear tissue samples) bank voles were infected with B. burgdorferi s. l., all of which were captured from four sites (sites 1, 2, 5 and 6) where I. ricinus was commonly observed (Supplementary Table S1). At these four sites, B. burgdorferi s. l. infection prevalence varied between 28 and 47% in the first-capture samples (Supplementary Table S1). Anaplasma phagocytophilum and B. microti infections were examined from 329 first-capture blood samples, of which 114 and 156 were found positive, respectively. Babesia microti-infected bank voles were found in all 16 study sites, with a prevalence of 16–72% among the first-capture samples. Anaplasma phagocytophilum-infected bank voles were found in 15 sites, in which the prevalence varied between 17 and 75% among the first-capture samples (Supplementary Table S1).
The probability of a bank vole being infected with B. burgdorferi s. l. (Table 5 and Fig. 2) at the first capture was higher for heavier (=older) individuals and for males. B. burgdorferi s. l. infection likelihood showed a significant positive association with the abundance of I. ricinus nymphs and adults observed at the site during the study (Table 5, Fig. 2). Ixodes trianguliceps infestation decreased the probability of infection with B. burgdorferi s. l. The probability of infection with A. phagocytophilum at the first capture was negatively associated with individual body mass (=age) and the observed abundance of I. ricinus at the site and positively associated with simultaneous B. microti infection (Table 5). Babesia microti infection likelihood, in turn, showed a non-linear relationship with the individual’s body mass and a positive relationship with simultaneous A. phagocytophilum infection (Table 5).
In total, 317 blood samples (247 first capture, 70 subsequent samples) were screened for anti-TBEV antibodies. One sample was suspected to be positive, but a subsequent sample taken one month later from the same individual was negative, and the individual was concluded to be uninfected. Consequently, there were no indications that TBEV circulated in bank voles at our study areas in 2012.
Discussion
In this study, we analysed factors affecting the local distribution of I. ricinus at the northernmost part of its geographical range. We found that free-living and parasitic stages of I. ricinus were more likely to be present at the sites with the largest open water coverage and highest human density. We examined the hypothesis that I. trianguliceps, another rodent-specific tick species, has a crucial role in the epidemiology of B. burgdorferi s. l. independent of the presence of I. ricinus (or I. persulcatus). Our data do not support this hypothesis: the infection likelihood with B. burgdorferi s. l. in bank voles showed a negative rather than a positive relationship with I. trianguliceps infestation. In addition, B. burgdorferi s. l. infection did not show any relationship (i.e. not selected into the best model) with A. phagocytophilum or B. microti infections, certain rodent strains of which have been found to be associated with I. trianguliceps23,38,39,40. Instead, the role of I. ricinus as the vector of B. burgdorferi s. l. was highlighted: infected voles were found only from the sites where I. ricinus was frequently observed. Moreover, the bank voles’ likelihood of being infected with B. burgdorferi s. l. was positively related to the observed abundance of I. ricinus in the vegetation. These results further suggest that I. trianguliceps does not play a major role in the transmission of B. burgdorferi s. l. among rodent hosts32. Another tick species such as I. ricinus is required to support the transmission and persistence of this pathogen among rodent populations33,34.
A. phagocytophilum and B. microti infection likelihoods did not show positive relationships either with I. ricinus abundance or simultaneous B. burgdorferi s. l. infection (Table 5). This suggests that A. phagocytophilum and B. microti are transmitted by a different vector than B. burgdorferi s. l. and that they are not dependent on I. ricinus for transmission. Previous studies23,39,40 have suggested that the rodent-associated strains of A. phagocytophilum and B. microti found in the UK, which have also been found in our study area in Finnish bank voles38, are circulated among voles by I. trianguliceps. We found B. burgdorferi s. l.-infected voles only in sites where I. ricinus was frequently observed, while B. microti- and A. phagocytophilum-infected animals were found in all sites. These findings further support the conclusion that the vector of B. burgdorferi s. l. in our study system is I. ricinus, while the role of I. trianguliceps is likely to be minor.
The observed negative relationship between B. burgdorferi s. l. infection and simultaneous I. trianguliceps infestation is likely to result from the difference in bank voles’ exposure to these parasites: Ixodes trianguliceps infestation decreased with age (body mass; Table 3) indicating that voles become exposed to the tick in early life, reflecting the nidicolous nest-dwelling lifestyle of the tick28. Borrelia burgdorferi s. l. infection likelihood, however, increases with age (Table 5), as does I. ricinus infestation likelihood (Table 4), reflecting the questing behaviour of the tick and further supporting the conclusion that I. ricinus is responsible for the transmission of Borrelia to bank voles in our study system. The lack of the expected positive relationship between B. burgdorferi s. l. infection likelihood and simultaneous I. ricinus infestation (I. ricinus infestation was not selected in the best model) may result from the time delay from infection (infestation by an infected tick) to detection from ear biopsy samples, which takes approximately one month60,61.
Ixodes trianguliceps, which spends the off-host phase of its life-cycle in host burrows, was found infesting voles in all study sites, while I. ricinus was frequently questing in the vegetation and infesting voles only in a quarter (4/16) of these sites. Although the sites where I. ricinus was frequently observed were all ‘urban sites’ (i.e. located close to settlement), this tick species was not found in every site categorised as urban. Instead, we found that sites with larger open water coverage and higher human densities were more likely to show abundant I. ricinus populations, both on bank voles and in vegetation. Humidity is one of the main abiotic factors allowing the establishment of I. ricinus6,62, and areas with large open water coverage may offer favourable moisture conditions for I. ricinus to colonise. A similar relationship was found for I. scapularis in the USA and tick-borne diseases in Sweden15,63. However, negative or non-significant correlations between tick abundance and water coverage were also found, depending on the tick species and the methodology used64,65,66. Regarding urban sites, areas with dense human populations can have several anthropogenic characteristics that may promote I. ricinus populations. These include higher temperatures67,68, garden resource provisioning that benefits important tick hosts such as deer69, and lower species diversity, favouring ubiquitous species such as rodents67,70. It is important to note that other factors such as host species assemblage, soil characteristics, habitat connectivity and other landscape attributes could also contribute to the patchiness of I. ricinus13 and that these need to be addressed in future studies. Furthermore, the analysis of infection prevalence in questing I. ricinus could provide additional information. Nevertheless, we propose that urban areas provide favourable habitats to I. ricinus and may even serve as stepping stones for this species in its ongoing spread northwards.
In all, our study suggests that abiotic and anthropogenic factors influence the patchy nature of I. ricinus distribution and that sympatric and taxonomically closely related vector species can have different effects on the epidemiology of the pathogens they harbour. These results may help to assess human risk for tick-borne diseases, especially Lyme Borreliosis, in urban areas. These findings are especially important, considering the lower awareness and altered perception of tick-borne disease risk in dwellers of urban areas compared with those in rural settings71,72.
Data Availability Statement
The datasets analysed during the current study are available in the institutional repository of the University of Jyväskylä, http://urn.fi/URN:NBN:fi:jyu-201810094390.
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Acknowledgements
We thank Risto Siekkinen and Taru Niittynen for the help on the field or in the laboratory. We thank Ines Klemme for comments on an early version of the manuscript. We thank Erin Welsh for the English proofreading. We also thank Kevin Bown from the University of Salford, for his help in setting up the qPCR protocols. This project was supported by Kone Foundation, Oskar Öflunds Stiftelse, the University of Jyväskylä and the Academy of Finland (Eva Kallio 250524, 310104, 314103, Esa Koskela 257340 and Tapio Mappes 132190, 268670).
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E.R.K., T.M., E.K. and C.C. conceived the ideas and designed the methodology; A.S., E.R.K., E.K. and T.M. collected the data; S.K., A.S., A.J. and C.C. analysed the samples; E.R.K. and C.C. performed the statistical analyses; E.R.K. and C.C. led the writing of the manuscript. All authors contributed critically to the drafts and gave final approval for publication.
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Cayol, C., Jääskeläinen, A., Koskela, E. et al. Sympatric Ixodes-tick species: pattern of distribution and pathogen transmission within wild rodent populations. Sci Rep 8, 16660 (2018). https://doi.org/10.1038/s41598-018-35031-0
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DOI: https://doi.org/10.1038/s41598-018-35031-0
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