| Literature DB >> 26215889 |
Lye Paillard1, Krista L Jones2, Alina L Evans3, Jérémy Berret4, Maxime Jacquet5, Reto Lienhard6, Mahmoud Bouzelboudjen7, Jon M Arnemo8,9, Jon E Swenson10,11, Maarten J Voordouw12.
Abstract
BACKGROUND: Anthropogenic disturbances are changing the geographic distribution of ticks and tick-borne diseases. Over the last few decades, the tick Ixodes ricinus has expanded its range and abundance considerably in northern Europe. Concurrently, the incidence of tick-borne diseases, such as Lyme borreliosis and tick-borne encephalitis, has increased in the human populations of the Scandinavian countries.Entities:
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Year: 2015 PMID: 26215889 PMCID: PMC4517347 DOI: 10.1186/s13071-015-0967-2
Source DB: PubMed Journal: Parasit Vectors ISSN: 1756-3305 Impact factor: 3.876
Fig. 1Map showing the study area in Sweden. Map showing the geographic location of the northern and southern area in Scandinavia where the wild brown bears were captured. Each bear serum sample is represented by one dot
Anti-Borrelia IgG values of the Scandinavian brown bears and the negative and positive controls
| Serum type | N | Mean | SE | Minimum | Maximum |
|---|---|---|---|---|---|
| Wild bears | 1172 serum samples (569 individuals) | 43.25 | 0.59 | 10.17 | 130.47 |
| Negative controls | 56 serum samples (4 individuals) | 13.19 | 0.29 | 9.10 | 18.46 |
| Positive controls | 56 serum samples (4 individuals) | 155.09 | 2.76 | 110.60 | 196.43 |
The negative controls were uninfected laboratory mice and the positive controls were laboratory mice that had been experimentally infected with B. afzelii (Jacquet M, Durand J, Rais O, Voordouw M: Cross-reactive acquired immunity influences transmission success of the Lyme disease pathogen, Borrelia afzelii, submitted). The anti-Borrelia IgG response was measured in units of optical density (OD units). The sample size (N), mean optical density, standard error (SE), minimum and maximum values are also shown
Model selection results of the anti-Borrelia IgG response of the Scandinavian brown bears
| Rank | Fixed effects structure | df | LL | AICc | Δ AICc | Weight 1 | Weight 2 |
|---|---|---|---|---|---|---|---|
| 1 | OD ~ S + A + Y + S:A + S:Y | 14 | −442.26 | 912.53 | 0.00 | 0.54 | 0.54 |
| 2 | OD ~ S + A + Y + S:A | 13 | −444.28 | 914.55 | 2.02 | 0.20 | 0.74 |
| 3 | OD ~ S + A + S:A | 12 | −445.36 | 914.73 | 2.20 | 0.18 | 0.92 |
| 4 | OD ~ S + A + Y + S:A + S:Y + A:Y + S:A:Y | 22 | −437.00 | 917.99 | 5.46 | 0.04 | 0.96 |
| 5 | OD ~ S + A + Y + S:Y | 10 | −449.27 | 918.53 | 6.00 | 0.03 | 0.99 |
| 6 | OD ~ S + A + Y + S:A + S:Y + A:Y | 18 | −442.01 | 920.02 | 7.49 | 0.01 | 1.00 |
| 7 | OD ~ S + A + Y + S:A + A:Y | 17 | −444.04 | 922.09 | 9.56 | 0.00 | 1.00 |
| 8 | OD ~ S + A + Y | 9 | −452.70 | 923.40 | 10.87 | 0.00 | 1.00 |
| 9 | OD ~ S + A | 8 | −453.79 | 923.58 | 11.05 | 0.00 | 1.00 |
| 10 | OD ~ S + A + Y + S:Y + A:Y | 14 | −448.95 | 925.89 | 13.36 | 0.00 | 1.00 |
| 11 | OD ~ A + Y | 8 | −455.03 | 926.06 | 13.53 | 0.00 | 1.00 |
| 12 | OD ~ A | 7 | −456.27 | 926.55 | 14.02 | 0.00 | 1.00 |
| 13 | OD ~ S + A + Y + A:Y | 13 | −452.29 | 930.58 | 18.05 | 0.00 | 1.00 |
| 14 | OD ~ A + Y + A:Y | 12 | −454.52 | 933.04 | 20.51 | 0.00 | 1.00 |
| 15 | OD ~ S + Y + S:Y | 6 | −576.20 | 1164.4 | 251.87 | 0.00 | 1.00 |
| 16 | OD ~ S + Y | 5 | −581.93 | 1173.86 | 261.33 | 0.00 | 1.00 |
| 17 | OD ~ Y | 4 | −583.91 | 1175.81 | 263.28 | 0.00 | 1.00 |
| 18 | OD ~ S | 4 | −586.54 | 1181.07 | 268.54 | 0.00 | 1.00 |
| 19 | OD ~ 1 | 3 | −588.91 | 1183.81 | 271.28 | 0.00 | 1.00 |
The log-transformed optical density (OD) is a measure of the anti-Borrelia IgG response and was modelled as a linear mixed effects model. Fixed factors included study area (S), age group (A), and capture year (Y), and the random factor was bear identity. Shown for each model are: the model rank (Rank), the structure of the fixed effects, the degrees of freedom (df), the log-likelihood (LL), the corrected Akaike information criterion (AICc), the difference in AICc value from the top model (Δ AICc), the model weight (Weight 1), and the cumulative weight (Weight 2)
Fig. 2Anti-Borrelia IgG response of the Scandinavian brown bears differed among age groups and areas in Sweden. The anti-Borrelia IgG antibody response of the bear sera was expressed as a percentage of the mean of the positive controls (mice experimentally infected with B. afzelii). Each combination of age group and area contained serum samples from all years of the study (1995 to 2012). The north and south study areas are shown in grey and white, respectively. Shown are the median (black line), the 25th and 75th percentiles (edges of the box), the minimum and maximum values (whiskers), and the outliers (solid circles)
Fig. 3Anti-Borrelia IgG response of the Scandinavian brown bears over time differed between areas. The anti-Borrelia IgG response in the bear sera is shown for the entire study (year 1 = 1995 and year 18 = 2012). The anti-Borrelia IgG antibody response of the bear sera (optical density) was expressed as a percentage of the mean of the positive controls (mice experimentally infected with B. afzelii). Each combination of age group and area contains serum samples from all age classes. The north and south study areas are shown in grey and white, respectively. Shown are the median (black line), the 25th and 75th percentiles (edges of the box), the minimum and maximum values (whiskers), and the outliers (solid circles)
Model-averaged parameter estimates of the anti-Borrelia IgG response of the Scandinavian brown bears
| Parameter | Model-averaged coefficients | Estimate | % Change | SE | Adj SE | z value |
| Sig |
|---|---|---|---|---|---|---|---|---|
| Intercepta | Intercept (yearlings in northern area) | 3.421 | 0.0574 | 0.0575 | 59.513 | <0.0001 | *** | |
| Contrast | Juveniles | 0.216 | 6.3 % | 0.0613 | 0.0614 | 3.524 | 0.0004 | *** |
| Contrast | Young adults | 0.350 | 10.2 % | 0.0531 | 0.0532 | 6.569 | <0.0001 | *** |
| Contrast | Adults | 0.160 | 4.7 % | 0.0871 | 0.0872 | 1.832 | 0.0669 | |
| Contrast | Old adults | 0.237 | 6.9 % | 0.1240 | 0.1242 | 1.91 | 0.0561 | |
| Contrast | Southern area | −0.079 | −2.3 % | 0.0790 | 0.0791 | 0.994 | 0.3202 | |
| Contrast | Juveniles in southern area | 0.113 | 3.3 % | 0.0724 | 0.0725 | 1.559 | 0.1189 | |
| Contrast | Young adults in southern area | 0.154 | 4.5 % | 0.0643 | 0.0645 | 2.389 | 0.0169 | * |
| Contrast | Adults in southern area | 0.292 | 8.5 % | 0.0997 | 0.0999 | 2.92 | 0.0035 | ** |
| Contrast | Old adults in southern area | 0.074 | 2.2 % | 0.1552 | 0.1555 | 0.477 | 0.6335 | |
| Slopeb | Capture year (yearlings in northern area) | −0.002 | 0.0054 | 0.0054 | 0.315 | 0.7525 | ||
| Contrast | Capture year in southern area | 0.011 | 0.3 % | 0.0059 | 0.0059 | 1.942 | 0.0521 | |
| Contrast | Capture year in juveniles | 0.006 | 0.2 % | 0.0108 | 0.0108 | 0.571 | 0.5681 | |
| Contrast | Capture year in young adults | −0.003 | −0.1 % | 0.0095 | 0.0095 | 0.306 | 0.7595 | |
| Contrast | Capture year in adults | 0.014 | 0.4 % | 0.0147 | 0.0147 | 0.95 | 0.3421 | |
| Contrast | Capture year in old adults | 0.024 | 0.6 % | 0.0195 | 0.0195 | 1.217 | 0.2238 | |
| Contrast | Capture year in juveniles in southern area | −0.011 | −0.3 % | 0.0133 | 0.0133 | 0.858 | 0.3907 | |
| Contrast | Capture year in young adults in southern area | 0.010 | 0.3 % | 0.0122 | 0.0122 | 0.816 | 0.4145 | |
| Contrast | Capture year in adults in southern area | −0.025 | −0.7 % | 0.0172 | 0.0172 | 1.43 | 0.1529 | |
| Contrast | Capture year in old adults in southern area | −0.043 | −1.3 % | 0.0215 | 0.0215 | 2.019 | 0.0434 | * |
The parameter estimates for the anti-Borrelia IgG response of the brown bears were averaged over the candidate models in Table 2. Anti-Borrelia IgG values were measured in units of optical density (OD units) and were modelled as a function of study area, age group, capture year and their interactions. The intercept and slope are defined for the reference group (yearling bears in the northern area). The contrasts refer to the difference in the intercepts (or slopes) between each particular combination of age group and area and the reference group. The percentage change (% Change) expresses each contrast as a percentage of the intercept (3.421 OD units). Also shown are the standard error (SE), the adjusted standard error (Adj SE), the z value, the p value (p), and the statistical significance (Sig)
aIntercept refers to the mean OD for the yearling bears in the northern area
bSlope refers to the change in OD per year for the yearling bears in the northern area
Significance codes: ‘***’ = p < 0.001; ‘**’ = 0.001 < p < 0.010; ‘*’ = 0.010 < p < 0.050
Anti-TBEV IgG values of the Scandinavian brown bears and the negative and positive controls
| Serum type | N | Mean | SE | Minimum | Maximum |
|---|---|---|---|---|---|
| Wild bears | 1172 serum samples (569 individuals) | 9.86 | 0.11 | 1.93 | 39.77 |
| Negative controls | 60 serum samples (4 individuals) | 22.75 | 0.99 | 7.59 | 47.53 |
| Positive controls | 60 serum samples (4 individuals) | 161.37 | 2.85 | 82.84 | 185.83 |
The negative controls were uninfected goats and the positive controls were goats that tested positive for TBEV [46]. The anti-TBEV IgG response is measured in units of optical density (OD units). The sample size (N), mean optical density, standard error (SE), minimum and maximum values are also shown
Correlation in optical density for Borrelia and TBEV ELISA assays in the Scandinavian brown bears
| Area | Age group | N | r |
|
|---|---|---|---|---|
| North | Yearlings (0–1) | 124 | 0.066 | 0.4642 |
| North | Juveniles (2–3) | 58 | 0.110 | 0.4101 |
| North | Young (4–5) | 56 | 0.188 | 0.1661 |
| North | Middle (6–9) | 86 | 0.409 | <0.0001 |
| North | Old (10–14) | 40 | 0.126 | 0.4398 |
| North | Older (15–29) | 20 | 0.188 | 0.4265 |
| South | Yearlings (0–1) | 245 | 0.130 | 0.0414 |
| South | Juveniles (2–3) | 130 | 0.198 | 0.0240 |
| South | Young (4–5) | 114 | 0.175 | 0.0631 |
| South | Middle (6–9) | 129 | 0.069 | 0.4340 |
| South | Old (10–14) | 86 | 0.171 | 0.1164 |
| South | Older (15–29) | 53 | 0.341 | 0.0124 |
Pearson’s correlation coefficient for the optical density between the Borrelia and TBEV assays is positive for all 12 combinations of age group and area for brown bears in Sweden. The area, age group, sample size (N), Pearson’s correlation coefficient (r) and p-value (p) are shown