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Abstract

Lyme disease (LD) is emerging in Canada. A key preventive strategy is promoting the adoption by the general public of personal preventive behaviors regarding tick bites. The aim of this study was to measure the changes in public awareness toward ticks and LD before and after the launch of a national communication campaign in Canada using data from two surveys conducted in March and December 2014. The results show a significant increase in awareness of LD after compared to before the campaign, but also suggest that the importance of this increase is not equal amongst Canadian regions. Moreover, respondents whose level of awareness increased most significantly were those who lived in regions with low entomologic risk. The findings underline the importance of risk communications for emerging diseases and reinforce the need to understand the specific characteristics of the targeted populations before the implementation of communication campaigns to increase their efficacy.
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Evidence of rapid changes in Lyme disease awareness in Canada
Cécile Aenishaenslin1,2§, Catherine Bouchard3, Jules K. Koffi4, Yann Pelcat3, Nicholas H.
Ogden3
1 Department of Epidemiology, Biostatistics and Occupational Health, McGill University, 1140
Pine Avenue, Montreal H3A 1A3, Québec, Canada
2 Groupe de Recherche en Épidémiologie des Zoonoses et Santé Publique (GREZOSP), Faculté
de médecine vétérinaire, Université de Montréal, CP 5000, Saint-Hyacinthe J2S 7C6, Québec,
Canada
3 National Microbiology Laboratory, Public Health Agency of Canada, CP 5000, Saint-Hyacinthe
H2S 7C6, Québec, Canada
4 Centre for Food-borne, Environmental & Zoonotic Infectious Diseases, Public Health Agency of
Canada, CP 5000, Saint-Hyacinthe H2S 7C6, Québec, Canada
§Corresponding author: cecile.aenishaenslin@mail.mcgill.ca
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Abstract
Lyme disease (LD) is emerging in Canada. A key preventive strategy is
promoting the adoption by the general public of personal preventive behaviors regarding
tick bites. The aim of this study was to measure the changes in public awareness toward
ticks and LD before and after the launch of a national communication campaign in
Canada using data from two surveys conducted in March and December 2014. The
results show a significant increase in awareness of LD after compared to before the
campaign, but also suggest that the importance of this increase is not equal amongst
Canadian regions. Moreover, respondents whose level of awareness increased most
significantly were those who lived in regions with low entomologic risk. The findings
underline the importance of risk communications for emerging diseases and reinforce the
need to understand the specific characteristics of the targeted populations before the
implementation of communication campaigns to increase their efficacy.
Keywords: Lyme Disease, Lyme Borreliosis, Awareness, Behavior, Prevention &
control, Ticks, Tick Bites, Tick-Borne Diseases, Canada, Risk, Communication
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Background
Lyme disease (LD), a tick-borne disease caused by infection with the bacterium
Borrelia burgdorferi, is the most frequently reported vector-borne disease in the
temperate zone of the northern hemisphere. Global climate change may intensify the
threat of this vector-borne disease to human health in northern countries (Gage et al.,
2008). In Canada, LD is an emerging disease, with the number of reported human cases
increasing from 40 in 2004 to 682 in 2013 (Bouchard et al., 2015; Ogden et al., 2009).
Currently, the LD risk varies greatly across the country. By 2013, LD risk areas in
Canada (where the tick vectors, Ixodes scapularis and I. pacificus are established, and
where transmission of B. burgdorferi is confirmed or assumed to occur) had been found
in southern British Columbia, southern Manitoba, south and southeast Ontario, southern
Quebec, southern New Brunswick and parts of Nova Scotia (Bouchard et al., 2015;
Ogden et al., 2014).
No vaccine is currently available to prevent LD. Preventive strategies include
attempts to raise awareness in health professionals and in exposed human populations and
to promote the adoption of personal preventive behaviors, and tick control interventions
that decrease the contact rate between infected ticks and humans. Tick control
interventions include actions aimed at reducing tick density in the environment, such as
the application of acaricides or landscaping, as well as actions targeted at tick hosts such
as treatment of deer or rodents with topical or oral acaricides, the exclusion of deer by
fencing, vaccination of rodents, among others (Piesman and Eisen, 2008). Preventive
behaviors, such as wearing long trousers when visiting wooded areas, applying tick
repellent, checking for and removing ticks after visiting wooded areas, have
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demonstrated some efficacy in preventing LD in populations (Finch et al., 2014; Lane et
al., 1992; Malouin et al., 2003; Mowbray et al., 2012; Smith et al., 2001; Vazquez et al.,
2008). Raising public awareness on LD and promoting these behaviors are among the
main objectives of the Canadian Action Plan on Lyme Disease that was launched in May
2014 in response to LD emergence in the country (Government of Canada, 2016). In this
context, the aims of this study were to measure the changes in public awareness toward
LD before and after the launch of the 2014 pan-Canadian communication campaign, and
to compare these changes between populations living in different regions of southern
Canada where Lyme disease risk is present or emerging and between populations living
in high vs low entomologic risk zones.
Methods
Description of the 2014 communication campaign on Lyme disease
In February 2014, the Public Health Agency of Canada (PHAC) launched a 3-
year social marketing campaign to help it deliver the engagement, education and
awareness pillar of its pan-Canadian Action Plan on Lyme Disease. The campaign’s
objective was to increase awareness of the disease, including preventive measures
Canadians can take to reduce the likeliness of contracting the disease from infected ticks.
The campaign targeted health professionals and Canadians engaging in outdoor activities
at a higher exposure risk to ticks (e.g. camping, hunting, fishing, hiking, property
maintenance). These efforts were coordinated with the provinces and territories. Key
messages on Lyme disease were developed in collaboration with jurisdictions and shared
with partners in advance of the tick season to foster consistent communications.
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Following an initial phase started in February 2014 to increase Canadian health
professionals’ awareness of Lyme disease, a second phase, which ran from May to
September 2014, targeted the public in order to increase Lyme disease awareness among
Canadians engaging in outdoor activities. It consisted of advertising; web content
enhancements to healthycanadians.gc.ca (now Canada.ca/Lyme); production of printed
collateral and web-based educational material; development and promotion of a
stakeholder toolkit; media relations; a partnership with Parks Canada to extend the reach
and visibility of messaging; and social media postings on Facebook, Twitter, Pinterest
and YouTube. Additional messaging also addressed increasing the audience’s knowledge
of preventive behaviors (e.g. wearing protective clothing, applying insect repellent
containing DEET or Icaridin, checks for and removal of ticks). The 2014 advertising
components included television, mobile app and geographically defined web-based
advertising; search engine marketing; paid social media posts; articles in online
magazines and both print ads in medical journals and web ads on websites targeting
health professionals. These ads generated 29.6 million impressions (the number of times
an ad appeared online) over the various platforms, which may approximate to the number
of individuals potentially exposed to an advertisement (Public Health Agency of Canada,
unpublished data).
Another key component of the campaign included the development and
distribution of a suite of awareness and educational material. Posters, handouts, brochures
and a stakeholders’ toolkit were made available free of charge online and in print for
individuals, stakeholders, healthcare professionals and other intermediaries. In total,
53,800 brochures, 35,500 handouts and 750 posters (including 150 specifically for pet
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owners) were sent across the country, including a collaboration with Parks Canada which
placed on-site materials in 18 National Parks and Historic Sites. Close to 500,000 website
visits were registered to Lyme disease sections of the PHAC websites in 2014. In
addition, complementary social media messages received a high level of engagement
from its postings to the Healthy Canadians Facebook (6 posts), Twitter (19 tweets),
Pinterest (3 pins) and YouTube (1 video) platforms. Lastly, a series of articles, audio
news releases and a general public awareness video distributed to Canadian newspaper,
broadcast and online editors were published 175 times, reaching approximately 24
million users (Public Health Agency of Canada, unpublished data).
Study design
This study used data collected through two web-based surveys, one administered
in March (time t1, prior to the launch of the communication campaign in May 2014) and
one in December 2014 (time t2). The target population for this study consisted of
individuals living in the five study regions. The inclusion criteria for the two surveys
were to be 18 years or older, to be a resident of one of the five study regions and to speak
French or English. Respondents were recruited randomly from panels administered by
Canadian polling firms (Léger Marketing, 2016), from 11 to 25 March 2014 at t1, and
SOM (SOM, 2016), from 15 to 20 December at t2). The firms pre-tested the
questionnaires using a small group of panelists to verify understanding of questions. For
both administrations, samples were stratified on the five Canadian regions where there is
evidence of existing of emerging Lyme disease risk (Bouchard et al. 2015): Quebec,
Ontario, Atlantic (Prince Edward Island, New Brunswick, Nova Scotia and
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Newfoundland and Labrador), the Prairies (Manitoba, Saskatchewan and Alberta) and
British Columbia. This protocol was reviewed and approved by the Ethical Committee
for Health Research of the University of Montreal (Certificate number 14-088-CERES-
D).
Data collection
The questionnaires used for the surveys were developed based on the theories of
health behaviors, and more specifically on the Health Belief Model (Conner M., 2005)
and on a previous questionnaire used in Quebec to measure LD knowledge, attitudes and
behaviors (Aenishaenslin et al., 2015). The Health Belief Model is one widely used
theoretical model developed to study the main factors that can predict the adoption of
healthy behaviors, including risk perceptions, awareness of a disease and other cues to
actions (Conner M., 2005). The questionnaires, available in English and French, included
questions aiming to evaluate LD awareness: having heard of LD before the survey,
knowledge of symptoms (fever, headaches and fatigue, erythema migrans, arthritis,
manifestations of disseminated or post-treatment health problems), existence of a
treatment, knowledge of the transmission route, knowledge of the risk period and
knowledge of seven LD preventive behaviors (examining yourself for ticks and removing
them, wearing long clothing that covers the legs all the way down to your shoe, using
insect repellents containing DEET on skin and/or clothing, avoiding wooded areas during
the high-risk period, putting pesticides on your property, putting up barriers to keep deer
off your property, regularly mowing the lawn on your property). Note that it was decided
to use the term “chronic health problems” in the questionnaires for posttreatment health
problems as this term was considered more understandable by the general public,
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however possible confusion with the controversial condition known as “chronic Lyme
disease” (Feder et al., 2007) was considered in interpretation of the results of analyses.
Demographic characteristics (gender, age, education level, family income, and province
of residency) and history with LD (having had LD, knowing someone with LD, perceived
LD risk) were also assessed in both questionnaires. Both were reviewed by a committee
of experts in public health and Lyme disease in Canada.
Data analysis
A global level of knowledge score (GKS, from 0 to 9) was computed based on the
sum of scores obtained on nine selected knowledge questions (one point per correct
answer): 1) fever, headaches and fatigue, 2) erythema migrans, 3) arthritis, 4)
manifestations of disseminated or post-treatment health problems, 5) transmission mode,
6) risk period, and knowledge of the following behavior as preventive measure for LD: 7)
examining yourself for ticks and removing them, 8) wearing long clothing , 9) using
insect repellents.
To evaluate the level of entomological risk for each respondent, the number of
tick submitted from 1991 to 2012 through the passive surveillance system per 100 000
inhabitants for each census subdivision (CSD) was used as an indicator. Only submitted
Ixodes scapularis ticks found on humans with known likely locations where they were
acquired were included for a total of 9,715 ticks (more details on passive surveillance
data can be found in Bouchard et al. (2015). Respondents postal codes were used to
match respondents to CSD. To compare groups and to perform multivariable regression,
the number of ticks submitted per 100,000 inhabitants was then dichotomized as high
entomological risk if in the upper 50th percentile and as low entomological risk if not.
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To measure the changes in LD knowledge before and after the communication
campaign, differences in proportions were calculated for each knowledge item using
weighted data on gender, age, province and education level. Post stratification weights
were computed for each respondent using the 2011 Canadian census data (Statistics
Canada, 2016). This step led to the exclusion of respondents with missing data on gender,
age or education level (59 respondents excluded at t1 and 83 at t2). Pearson Chi-square
statistics were calculated to assess significant differences (p < 0.05) between regions and
time periods.
Multivariable logistic regression was used to measure the effect of the region, the
time period (t1 vs t2), and the entomological risk zone (high vs low) on the GKS
(high=GKS ≥6). Respondents from British Columbia were excluded from this analysis
because there were an insufficient number of respondents classified in high risk CSD (0
at t1 and 1 at t2). This is explained by the fact that only very few ticks were submitted to
the federal passive surveillance system as a province specific surveillance system
operated here. Furthermore, I. scapularis are not present in this region and I. pacificus,
the main LD vector in British Columbia, is a species that does not quest high in the
herbage as does I. scapularis (Morshed et al., 2015), and are more difficult to collect in
passive surveillance. Therefore, using numbers of ticks submitted in passive surveillance
as an index of risk based on passive surveillance in regions where I. scapularis occurs is
not relevant for regions where I. pacificus occurs. Respondents that had reported that they
never heard about LD before the survey (527 respondents at t1 and 303 at t2),
respondents with missing data for gender, age or education level, and respondents with
invalid postal codes (197 respondents at t1 and 63 at t2) were excluded for this analysis
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(final sample size for multivariable analysis=4173). Gender, age, and education level
were forced in the model as potential confounders. Interactions were tested between
included variables (shown in the result section only if significant). Descriptive and
multivariable statistical analyses were performed using IBM SPSS Statistics 19 (IBM
Corporation, Armonk, NY).
Results
A total of 2529 respondents participated at t1 and 2876 at t2 (geographical
distribution of respondents is represented in Figure 1). Differences were present in the
distribution of gender, age groups, family income and education level amongst regions
and between time periods (Table 1). Participants with a university degree were
overrepresented in both time periods and in all regions when compared to Canadian
census data (Statistics Canada, 2016). The proportion of respondents that declared they
never heard about LD decreased significantly between t1 and t2 in all regions (-12% for
all regions), the decrease was highest in the Atlantic region with -21%, and lowest in
British Columbia with -6% (Table 2). The pre and post proportions that declared they
never heard about LD also varied between regions, with a higher proportion observed in
Quebec at t1 with 50% of the respondents declaring they never heard about LD, and the
lowest being in the Prairies and Atlantic with 2% at t2 for both regions (Figure 1, Table
2).
When considering respondents who heard about LD before the survey, the
proportions with correct answers to 13 knowledge questions about LD also varied
between time periods and regions (Table 2). Significant increases in the proportions
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between time periods were more frequent in the Prairie region and in Ontario, both with
seven knowledge items, followed by British Columbia with six items. In Quebec, the
proportions of respondents with correct answers increased for only one item
(transmission mode), and no significant increase was observed in Atlantic region.
Interestingly, proportions of respondents with correct answers on some preventive
measures questions decreased between t1 and t2 as shown in the overall statistics for:
avoiding wooded areas, putting pesticides on your property and mowing the lawn
regularly.
Overall, at t2, the proportions of respondents with correct answers reached at least
75% for 6 knowledge items: fever, headaches and fatigue (77%) as well as manifestations
of disseminated and post-treatment health problems (75%) as LD symptoms, the
transmission mode (the best known item with 91%), the risk period (78%), and tick check
(80%) and protective clothing (87%) as preventive measures. These levels of knowledge
varied also between regions at t2: respondents in British Columbia reached 75% for 7 of
13 items, those in the Prairies and Ontario for 6 items, those in the Atlantic region for 4
and for those in Quebec for only 2 items (Table 2). Confusion of “chronic” health
problems with “chronic Lyme disease” was not considered influential in the analyses
because the responses to questions regarding “chronic” health problems were always
significantly and positively correlated with responses to questions on other manifestations
of fever, headaches and fatigue, erythema migrans and arthritis (Pearson correlation
coefficient > 0.45, p<0.001 in all cases).
In the multivariable logistic regression model, some demographic variables were
significantly associated with a high GKS: being in the 18-34 age group was negatively
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associated with high GKS, and having a university degree was positively associated with
high GKS (Table 3). Consistent with the descriptive analysis presented in Table 2, living
in Quebec or in the Atlantic region was negatively associated with a high GKS when
compared to the Prairie region. Regarding the variables of interest, living in a high
entomological risk CSD as well as the time period t2 were both associated with high
GKS, respectively with OR=1.82 (95%CI=1.39-2.40) and 1.97 (95%CI=1.52-2.56). The
interaction between living in a high entomological risk and t2 was negatively associated
with a high GKS with OR=0.69 (95%CI=0.48-0.99), suggesting that an effect of the
awareness campaigns by t2 was decreased knowledge in respondents living in a high risk
zone (Table 3).
This effect is illustrated in table 4: the changes in proportions of respondents with
high GKS and with good answers to the nine knowledge items included in the GKS are
presented separately in respondents living in low vs high entomologic risk CSDs. The
level of knowledge on LD was lower in lower vs higher risk zone at t1 for most items.
The increase in the respondents’ level of knowledge between t1 and t2 was greater for
respondents living in the low risk CSDs for all items (Table 4). Moreover, for 6
knowledge items of 9, the difference in proportion was equal or close to 0 at t2 indicating
an absence of changes for these items in this subgroup (Table 4).
Discussion
This study is the first to evaluate and compare the level of LD awareness and to
assess the impact of LD risk communications in the five regions of Canada. Overall, the
results showed that Canadians are aware of LD with almost 9 people in 10 having heard
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about the disease in December 2014, a significant increase since March 2014, even
though the incidence of Lyme disease in Canada was still nationally low. Interestingly, a
national study conducted in the United States in 2004 found that 86.4% of the
participants have heard about LD, a comparable level to what was found in Canada at t2
(Herrington, 2004). Moreover, when considering those who heard about LD before the
study, 78% had a high level of knowledge at t2. Although it is not possible to attribute all
these changes to the 2014 national communication campaign, this is good news from a
public health perspective.
On the other hand, unexpected results were found regarding the differences in the
levels of knowledge amongst regions, and in the magnitude of the changes in knowledge
between regions and between respondents in low versus high entomologic risk CSD.
First, why the level of knowledge for some preventive measures such as avoiding
wooded areas, putting pesticides on its property, putting barriers and mowing the lawn
decreased is unclear. One hypothesis is that most of these preventive strategies were not
explicitly part of the communication campaign messages (except for keeping the grass
mowed), while other individual preventive strategies were explicitly mentioned. Also,
perhaps the absence of these measures from the campaign had an impact on perceptions
of their efficacy. Further research using a qualitative methodology would be needed to
explain this finding.
Second, in the Quebec region, our results suggest that the level of awareness on
LD in respondents from this region was lower in general at t1 than other regions, and that
it is also in this region that the change by t2 in the level of knowledge was the smallest.
At t2, still 33% of respondents from this region reported that they never heard about LD,
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compared to only 2 to 5% in all four other regions. This observation is surprising given
that Quebec was the province with the third highest number of reported human cases of
LD after Ontario and Nova Scotia in 2012 (Public Health Agency of Canada, 2015). One
hypothesis that could explain this finding is that the majority of Quebec residents are
francophone (78 % in 2011) and while the 2014 awareness campaign was bilingual,
Quebec residents may have been less exposed to English-language media from the United
States, which may have been a much longer-term source of information on LD given the
history of LD in the United States.
The results also suggest that the effect of risk communications by t2 on LD
awareness was higher in lower entomological risk CSD. Public health authorities may
want to target populations that are at most risk of LD in a risk communication campaign.
However, in an emerging context and considering that the level of awareness in the
higher risk CSD at t1 was already good with 74% with a high GKS, this finding can be
interpreted as a positive outcome. Indeed, new high risk zones will probably be identified
in the next years in Canada (Leighton et al., 2012), and the fact that the campaigns by t2
had an effect of “pullingthe level of LD awareness in lower risk zones to the level
found in higher risk zones could accelerate the adoption of preventive behaviors in new
emerging high risk regions. Herrington (2004) also compared knowledge, perceptions
and behaviors regarding LD between low and high incidence States in the United States
and found inconsistent differences in proportions between groups, but no statistical tests
were performed to test significance of these differences.
Considering the findings globally, this study underlines the importance of
unerstanding the specific characteristics of the targeted populations before the
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implementation of communication programs to increase its outreach and its efficacy. This
conclusion is consistent with previous research comparing the knowledge, risk perception
and behaviors toward LD between one Canadian and one Swiss regions with different
epidemiologic and socio-cultural context (Aenishaenslin et al., 2015, 2014). This study is
a first step in understanding differences in LD awareness among Canadians, and results
serve as a baseline for more research on the evolution of the level of awareness, and on
the explanations of discrepancies that were found among subgroups of respondents.
This study has limitations. First of all, web-panels from two different firms were
used to recruit participants. The study was then restricted to internet users, and the source
population for our samples was different at t1 and t2. However, this is unlikely to have
had an important impact on our results. Both firms used a similar methodology for their
web-based surveys: respondents were recruited randomly from each firm’s web-panels.
Web-panelists are recruited by the firm on a voluntary basis and through random phone
surveys in order to have a representative sample of the Canadian population in terms of
the main demographic characteristics. Phone surveys are still regarded by many as the
reference method for obtaining a random sample, but due to current changes in telephony
networks, including the transition to mobile phones, there is uncertainty that phone
survey is the methodology that produces the least biased results. Some studies suggest
that methods using internet questionnaires have as good or better external validity
(Gosling et al. 2004; Braunsberger et al. 2007), when compared to other conventional
methods. Moreover, we used analytical control techniques to correct for differences in
demographic variables that may have an impact on the results: post-stratification weights
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computed on these variables were applied on proportions, and these variables were
included in the multivariable model as potential confounders.
Another important point is that the study design consisted of two cross-sectional
studies and the respondents included at t1 differ from those recruited at t2. In addition,
the exposure to the 2014 Canadian communication campaign on LD was not quantified
precisely in the surveys. Therefore, the association found between the time period t2 and
a higher level of knowledge cannot be attributed specifically to this campaign and we
cannot presume direct causal relationships. Provinces and regional health units can also
have their own Lyme disease communication programs that differ between them, and
respondents were probably exposed to and influenced by public messages that are not
linked to the federal campaign. Further studies, conducted at the provincial levels, are
needed to assess more specifically the changes in LD awareness following provincial and
regional communication campaigns. Secondly, results were adjusted for gender, age,
education level and province of residency, but other unmeasured factors may have an
impact on the results, such as cultural identity or history of travelling in higher risk
countries.
To evaluate the level of entomological risk for each respondent, we used the
number of ticks submitted per 100,000 inhabitants through the passive surveillance
system in the respondents CSD. However, it is important to underline that active
surveillance strategies are needed to confirm the establishment of I. scapularis ticks in a
region and to identify entomological risk zones (Ogden et al., 2010). As active
surveillance has not been performed in a systematic way in all CSD across provinces, we
chose to use the passive tick surveillance indicator instead. More work is needed to
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evaluate how well this indicator corresponds to regions where vector populations are
truly established.
Finally, we have to keep in mind that the ultimate objective of the communication
campaign is to reduce the risk of LD in the Canadian population, but that the effect of the
campaign on the incidence of LD in humans is difficult to assess. The major reason is
that LD is emerging in Canada with the expansion of the geographic range of established
blacklegged tick populations, therefore it is expected that the incidence will continue to
rise in the near future. Longitudinal monitoring of changes in both awareness and
incidence in different Canadian regions would be of great use to help understand the
efficacy of communications to prevent LD.
Conclusion
This study revealed a rapid and significant increase in LD awareness in Canada
following the launch of the 2014 national communication campaign. These results
reiterate the impact and the importance of risk communications when implementing a
prevention program for emerging diseases. The differences found between respondents
living in higher and lower risk zones and the particular profile of Quebec also underline
the crucial importance of understanding the context and specific characteristics of the
populations in order to establish effective interventions that are well adapted to targeted
populations and their epidemiological contexts.
Disclosures
This work was funded by the Public Health Agency of Canada (PHAC). The
views expressed in the publication are those of the authors and not necessarily those of
the PHAC or the institutions with which the authors are affiliated.
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Acknowledgements
The authors wish to thank Pascal Michel for its contribution to the development of
the questionnaire, and Daniel Morier, from Health Canada and the Public Health Agency
of Canada’s Marketing and Creative Services Team, for details and data on the 2014
communication campaign on LD. We also thank federal and provincial partners across
the country who participated in the validation of the questionnaire.
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23
© 2016. This manuscript version is made available under the CC-BY-NC-ND 4.0 license
http://creativecommons.org/licenses/by-nc-nd/4.0/
Table 1. Demographic characteristics of respondents (unweighted data)
British Columbia
Prairies
Ontario
March
March
December
March
December
n
%
n
%
n
%
n
%
n
%
n
%
Total
302
100
355
100
426
100
494
100
1008
100
1015
100
Gender
Women
156
52
220
62
185
43
262
53
497
49
637
63
Men
146
48
134
38
241
57
230
47
511
51
376
37
Age
18-25y
29
10
0
0
44
10
2
0
93
9
1
0
25 -34y
50
17
17
5
48
11
24
5
134
13
68
7
35-44y
50
17
50
14
60
14
67
14
167
17
193
19
45-54y
67
22
77
22
105
25
93
19
244
24
207
20
55-64y
50
17
106
30
86
20
144
29
175
17
288
28
65-74y
47
16
85
24
59
14
115
23
174
17
186
18
75y+
9
3
20
6
24
6
47
10
21
2
65
6
Total
302
102
355
101
426
100
492
100
1008
99
1008
98
Prefer not to answer
na
na
0
0
na
na
2
0
na
na
7
1
Family income
Less than 20 000$
40
16
19
7
31
9
19
5
99
12
34
4
20 000-39 999$
81
32
51
18
56
17
63
16
198
23
120
15
40 000-59 999$
42
17
53
19
64
19
56
14
144
17
126
16
60 000-79 999$
36
14
54
19
43
13
76
20
128
15
128
16
80 000-99 999$
25
10
35
12
42
12
51
13
109
13
98
12
100 000-119 999$
16
6
24
8
48
14
38
10
76
9
100
13
120 000 $ and more
13
5
48
17
53
16
85
22
95
11
182
23
Total
253
100
284
100
337
100
388
100
849
100
788
100
Prefer not to answer
49
na
71
na
89
na
106
na
159
na
227
na
Education level
Less than high school
4
1
2
1
3
1
1
0
9
1
3
0
High school completed
and equivalent
87
30
47
14
114
28
66
14
271
28
137
14
College completed and
equivalent1
100
34
213
62
152
37
303
63
355
36
538
54
University degree and
equivalent
101
35
84
24
145
35
114
24
349
35
310
31
Total
292
100
346
100
414
100
484
100
984
100
988
100
Other
1
Na
3
na
5
na
3
na
11
na
6
na
Prefer not to answer
9
Na
6
na
7
na
7
na
13
na
21
na
1In Canada, except in Quebec, college is a non-mandatory post-secondary education school offering applied
career-oriented programs (vs university which offers academic education). In Quebec, two years in college
are mandatory for students before starting university.
Accepted manuscript : http://dx.doi.org/10.1016/j.ttbdis.2016.09.007
24
© 2016. This manuscript version is made available under the CC-BY-NC-ND 4.0 license
http://creativecommons.org/licenses/by-nc-nd/4.0/
Table 1. (continued)
Québec
Atlantic
Overall
March
December
March
December
March
December
n
%
n
%
n
%
n
%
n
%
n
%
Total
631
100
826
100
162
100
186
100
2529
100
2876
100
Gender
Women
314
50
428
52
74
46
112
60
1226
48
1659
58
Men
317
50
398
48
88
54
74
40
1303
52
1212
42
Age
18-25y
103
16
78
9
13
8
0
0
282
11
81
3
25 -34y
79
13
132
16
21
13
12
6
332
13
253
9
35-44y
87
14
155
19
30
19
22
12
394
16
487
17
45-54y
125
20
203
25
38
23
52
28
579
23
632
22
55-64y
111
18
161
19
29
18
59
32
451
18
758
26
65-74y
104
16
76
9
23
14
33
18
407
16
495
17
75y+
22
3
19
2
8
5
8
4
84
3
159
6
Total
631
100
824
99
162
100
186
100
2529
100
2865
100
Prefer not to answer
na
na
2
0
na
na
0
0
na
na
11
0
Family income
Less than 20 000$
63
12
61
9
15
11
15
10
248
10
148
6
20 000-39 999$
111
20
118
17
54
38
34
23
500
20
386
17
40 000-59 999$
120
22
137
20
21
15
33
22
391
15
405
18
60 000-79 999$
72
13
123
18
19
13
22
15
298
12
403
18
80 000-99 999$
74
14
87
13
14
10
11
7
264
10
282
12
100 000-119 999$
54
10
69
10
8
6
14
9
202
8
245
11
120 000 $ and more
51
9
97
14
10
7
20
13
222
9
432
19
Total
545
100
692
100
141
100
149
100
2125
84
2301
100
Prefer not to answer
86
na
134
na
21
na
37
na
404
16
575
na
Education level
Less than high school
14
2
6
1
1
1
2
1
31
1
14
0
High school completed
and equivalent
193
31
171
21
59
37
22
12
724
29
443
16
College completed1 and
equivalent
212
34
327
40
54
34
114
64
873
35
1495
53
University degree and
equivalent
201
32
304
38
46
29
41
23
842
33
853
30
Total
620
100
808
100
160
100
179
100
2470
98
2805
100
Other
5
na
11
na
2
na
3
na
24
1
26
na
Prefer not to answer
6
na
7
na
0
na
4
na
35
1
45
na
1In Canada, except in Quebec, college is a non-mandatory post-secondary education school offering applied
career-oriented programs (vs university which offers academic education). In Quebec, two years in college
are mandatory for students before starting university.
Accepted manuscript : http://dx.doi.org/10.1016/j.ttbdis.2016.09.007
25
© 2016. This manuscript version is made available under the CC-BY-NC-ND 4.0 license
http://creativecommons.org/licenses/by-nc-nd/4.0/
Table 2. Changes in knowledge on Lyme disease (LD) by region and time period (data
represent the weighted proportion of respondents with good answer for each knowledge
item among the respondents who declared that they heard about LD before the surveys
(n=4433), except for ‘never heard of LD’ which is the weighted proportion on the entire
sample, excluding respondents with missing data on age, gender, or education level
(n=5263))
British Columbia (%)
Prairies (%)
Ontario (%)
t1
(%)
t2
(%)
Δ%
t1
(%)
t2
(%)
Δ%
t
1
(
%
)
t2
(%)
Δ%
Never heard of Lyme disease
11
5
-6*
16
2
-14***
1
5
5
-10***
Subsample (n)
267
270
278
304
8
9
0
971
Knowledge of symptoms
Fever, headaches and fatigue
68
80
11**
73
79
6
7
3
80
7***
Erythema migrans
59
60
1
59
65
6
6
1
66
4
Arthritis
54
73
19**
*
58
69
11**
6
1
70
9***
Disseminated/post-treatment health problems
68
83
16**
*
64
80
16***
6
8
78
10***
Transmission and risk period
Transmission mode
82
92
10**
*
85
92
7**
8
3
94
11***
Risk period
58
70
12**
72
88
16***
7
1
78
8***
Knowledge of preventive measures
Examining yourself for ticks
77
83
6
79
88
9**
7
8
84
5***
Wearing long clothing
73
89
17**
*
77
87
10**
7
9
88
9***
Using insect repellents
46
48
2
55
64
10*
6
4
65
1
Avoiding wooded areas
75
76
1
80
81
1
8
0
73
-6***
Putting pesticides on your property
23
16
-8*
21
22
1
2
7
20
-8***
Putting up barriers
30
35
5
31
33
2
3
6
33
-3
Regularly mowing the lawn on your property
28
36
7
43
45
2
4
4
35
-9***
Global level of knowledge (GKS ≥6)
63
77
14**
*
71
82
11**
7
2
81
9***
*p < 0.05,** p < 0.01, *** p < 0.001 (Pearson Chi-square, between t1 and t2)
Accepted manuscript : http://dx.doi.org/10.1016/j.ttbdis.2016.09.007
26
© 2016. This manuscript version is made available under the CC-BY-NC-ND 4.0 license
http://creativecommons.org/licenses/by-nc-nd/4.0/
Table 2. (continued)
Quebec (%)
Atlantic (%)
Overall (%)
t1
(%)
t2
(%)
Δ%
t1
(%)
t2
(%
)
Δ%
t1
(%)
t2
(%)
Δ%
Never heard of Lyme disease
50
33
-17***
23
2
-21***
24
12
-12***
Subsample (n)
337
576
73
83
2002
2573
Knowledge of symptoms
Fever, headaches and fatigue
74
70
-4
74
73
0
72
77
5***
Erythema migrans
61
58
-3
64
71
7
61
64
3
Arthritis
55
57
2
59
70
11
58
68
10***
Disseminated/post-treatment health problems
62
58
-3
68
73
5
66
75
9***
Transmission and risk period
Transmission mode
75
83
8**
88
88
0
82
91
9***
Risk period
75
75
0
81
80
-1
70
78
8***
Knowledge of preventive measures
Examining yourself for ticks
57
61
4
85
84
-1
75
80
5***
Wearing long clothing
79
84
5
79
88
8
78
87
9***
Using insect repellents
54
56
2
55
58
3
57
60
3
Avoiding wooded areas
76
69
-7
84
73
-10
79
74
-5**
Putting pesticides on your property
19
16
-4
25
20
-4
24
19
-5***
Putting up barriers
18
12
-6*
45
36
-9
31
29
-2
Regularly mowing the lawn on your property
31
26
-5
41
45
3
39
35
-4*
Global level of knowledge (GKS ≥6)
62
70
8**
73
77
4
69
78
9***
*p < 0.05;** p < 0.01; *** p < 0.001 (Pearson Chi-square, between t1 and t2)
Accepted manuscript : http://dx.doi.org/10.1016/j.ttbdis.2016.09.007
27
© 2016. This manuscript version is made available under the CC-BY-NC-ND 4.0 license
http://creativecommons.org/licenses/by-nc-nd/4.0/
Table 3. Results of multivariable logistic regression measuring the association
between time period and high entomological risk CSD on global knowledge score
(dependant variable is GKS≥6=1) (n=3547, excluding British Columbia
respondents)
OR
95%CI
p
Gender (men=reference)
1.04
(0.87-1.25)
0.7
Age group
18-34yr
0.65
(0.52-0.83)
.000
35-54yr
0.91
(0.74-1.12)
.4
55+ (ref)
1
-
-
University degree
1.51
(1.24-1.83)
0.000
Region of residency
Atlantic
0.63
(0.40-0.99)
0.04
Quebec
0.39
(0.29-0.53)
.000
Ontario
0.79
(0.61-1.03)
0.08
Prairies (ref)
1
-
-
High entomological risk CSD
1.82
(1.39-2.40)
.000
Time period 2
1.97
(1.52-2.56)
.000
t2 * High entomological risk CSD
0.69
(0.48-0.99)
0.046
Census subdivision
Accepted manuscript : http://dx.doi.org/10.1016/j.ttbdis.2016.09.007
28
© 2016. This manuscript version is made available under the CC-BY-NC-ND 4.0 license
http://creativecommons.org/licenses/by-nc-nd/4.0/
Table 4. Weighted proportions of respondents with high global knowledge score
(GKS≥6) and with good answers to 10 knowledge questions regarding Lyme
disease (LD) between t1 and t2 in populations living in lower and higher
entomologic risk CDS. Analysis was restricted to respondents who declared that
they have heard about LD before the survey, and excluded respondents from BC,
and with missing data for age, education level and postal codes (n=2714).
Lower entomological risk CSD
(%)
Higher entomological risk CSD
(%)
t1
t2
Δ
t1
t2
Δ
High GKS
67
80
13
74
79
5
Fever, headache, fatigue
70
80
10
77
76
-1
Erythema migrans
57
67
10
66
63
-3
Arthritis
58
69
11
64
66
2
Disseminated/post-treatment health
problems
62
76
14
72
72
0
Transmission by ticks
81
90
9
84
92
8
Risk period
68
79
9
79
79
0
Tick check
74
82
8
76
76
0
Protective clothing
76
87
11
82
87
5
Tick repellent
56
67
9
61
59
-2
Accepted manuscript : http://dx.doi.org/10.1016/j.ttbdis.2016.09.007
29
© 2016. This manuscript version is made available under the CC-BY-NC-ND 4.0 license
http://creativecommons.org/licenses/by-nc-nd/4.0/
Figure 1. Geographical distribution of respondents, and differences in LD awareness
between regions.
... Studies in areas where tick-borne diseases are endemic demonstrate that local Lyme disease incidence rates and perceived level of personal risk significantly influence the adoption of measures to prevent exposure and infection [18]. National awareness of Lyme disease has risen over time in Canada, but routine adoption of preventive practices is not high among Canadians [19,20]. While increased awareness is encouraging, the gap between awareness and the attitudes and behaviours contributing to the practice of personal protection raises concerns. ...
... Of those adults, just over 80% knew that Lyme disease results from tick bites and 62% reported using at least one protective measure to avoid exposure [5]. These rates are slightly lower than province-wide estimates reported in a 2014 national survey [19]. Though this level of Lyme disease awareness remains consistent at the Canadian level in 2023, little improvement regarding the adoption of behaviours aimed at tick bite prevention has occurred nationally [27]. ...
... We aimed to obtain 370 responses from individuals aged 18 or older per stratum. This sample size would allow us to estimate, at a 95% confidence level and with a 5% margin of error, whether the proportion of Ottawa respondents with a high level of knowledge concerning Lyme disease was significantly different from 60% (a proportion that is slightly greater than that reported for the entire province of Ontario in a previous national survey [19]). ...
Article
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Background The number of Lyme disease risk areas in Canada is growing. In regions with emerging tick populations, it is important to emphasize peridomestic risk and the importance of protective behaviours in local public health communication. This study aims to identify characteristics associated with high levels of Lyme disease knowledge and adoption of protective behaviours among residents in the Ottawa, Ontario region. Methods A geographically stratified web survey was conducted in November 2020 (n = 2018) to determine knowledge, attitudes, and practices regarding Lyme disease among adult residents. Responses were used to calculate: (i) composite scores for knowledge and adoption of protective practices; and (ii) an exposure risk index based on reported activity in woodlands during the spring-to-fall tick exposure risk period. Results 60% of respondents had a high knowledge of Lyme disease, yet only 14% indicated they often use five or more measures to protect themselves. Factors strongly associated with a high level of Lyme disease knowledge included being 55 or older (Odds Ratio (OR) = 2.04), living on a property with a yard (OR = 3.22), having a high exposure index (OR = 1.59), and knowing someone previously infected with Lyme disease (OR = 2.05). Strong associations with the adoption of a high number of protective behaviours were observed with membership in a non-Indigenous racialized group (OR = 1.70), living on a property with a yard (OR = 2.37), previous infection with Lyme disease (OR = 2.13), prior tick bite exposure (OR = 1.62), and primarily occupational activity in wooded areas (OR = 2.31). Conclusions This study highlights the dynamics between Lyme disease knowledge, patterns of exposure risk awareness, and vigilance of personal protection in a Canadian region with emerging Lyme disease risk. Notably, this study identified gaps between perceived local risk and protective behaviours, presenting opportunities for targeted enhanced communication efforts in areas of Lyme disease emergence.
... In the Northeast United States, there is evidence that knowledge of Lyme disease risk has influenced human behaviour, particularly where people choose to live [20]. While awareness of Lyme disease varies across regions of Canada, less than half of Canadians with awareness of Lyme disease risk personally adopt preventive behaviours [21,22]. Yet, local attention is often required to mitigate environmental Lyme disease risk arising from regional invasions of ticks and the emergence of tick-borne pathogens. ...
... We obtained ethical approval for this study from the University of Ottawa Health Sciences and Science Research Ethics Board (file number H06- [16][17][18][19][20][21][22]. ...
Article
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Lyme disease is an emerging health threat in Canada due to the continued northward expansion of the main tick vector, Ixodes scapularis. It is of particular concern to populations living in expanding peri-urban areas where residential development and municipal climate change response impact neighbourhood structure and composition. The objective of this study was to estimate associations of socio-ecological characteristics with residential Lyme disease risk at the neighbourhood scale. We used Lyme disease case data for 2017–2020 reported for Ottawa, Ontario to determine where patients’ residential property, or elsewhere within their neighbourhood, was the suspected site of tick exposure. Cases meeting this exposure definition (n = 118) were aggregated and linked to neighbourhood boundaries. We calculated landscape characteristics from composited and classified August 2018 PlanetScope satellite imagery. Negative binomial generalized linear models guided by a priori hypothesized relationships explored the association between hypothesized interactions of landscape structure and the outcome. Increases in median household income, the number of forest patches, the proportion of forested area, forest edge density, and mean forest patch size were associated with higher residential Lyme disease incidence at the neighbourhood scale, while increases in forest shape complexity and average distance to forest edge were associated with reduced incidence (P
... A majority of the identified journal articles focused their modeling efforts on prediction in the United States; not many studies were conducted in Canada or Mexico. This could be due to resource and funding differences that lead to the availability of and variability in disease surveillance data and prediction activities (Connelly 2019, de Arias et al. 2022; attitudes and practices surrounding vector-borne disease control could vary by location, lowering researchers' priority to conduct studies (Rosencrans et al. 2014, Aenishaenslin et al. 2016, Nava-Doctor et al. 2021; and publishing in a peer-reviewed journal could be difficult due to structural inequalities and lack of access in some areas (Man et al. 2004, Ekdale et al. 2022. These gaps and differences are concerning, due to documented range expansion of vectors, especially northward into Canada (Sonenshine 2018). ...
Article
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Vector-borne disease incidence and burden are on the rise. Weather events and climate patterns are known to influence vector populations and disease distribution and incidence. Changes in weather trends and climatic factors can shift seasonal vector activity and host behavior, thus altering pathogen distribution and introducing diseases to new geographic regions. With the upward trend in global temperature, changes in the incidence and distribution of disease vectors possibly linked to climate change have been documented. Forecasting and modeling efforts are valuable for incorporating climate into predicting changes in vector and vector-borne disease distribution. These predictions serve to optimize disease outbreak preparedness and response. The purpose of this scoping review was to describe the use of climate data in vector-borne disease prediction in North America between 2000 and 2022. The most investigated diseases were West Nile virus infection, Lyme disease, and dengue. The uneven geographical distribution of publications could suggest regional differences in the availability of surveillance data required for vector-borne disease predictions and forecasts across the United States, Canada, and Mexico. Studies incorporated environmental data from ground-based sources, satellite data, previously existing data, and field-collected data. While environmental data such as meteorological and topographic factors were well-represented, further research is warranted to ascertain if relationships with less common variables, such as oceanographic characteristics and drought, hold among various vector populations and throughout wider geographical areas. This review provides a catalogue of recently used climatic data that can inform future assessments of the value of such data in vector-borne disease models.
... Additionally, awareness of the public and healthcare professionals may also have contributed to a greater increase in LD cases during the second period. A national study showed a significant increase in awareness of LD [42] after the launch of a national communication campaign in 2014 [43]. This national awareness may also explain the decrease in the proportion of cases presenting as late disseminated LD during the 2016-2019 period as compared to the 2009-2015 period. ...
Article
Full-text available
Lyme disease cases reported in seven Canadian provinces from 2009 to 2019 through the Lyme Disease Enhanced Surveillance System are described herein by demographic, geography, time and season. The proportion of males was greater than females. Bimodal peaks in incidence were observed in children and older adults (≥60 years of age) for all clinical signs except cardiac manifestations, which were more evenly distributed across age groups. Proportions of disease stages varied between provinces: Atlantic provinces reported mainly early Lyme disease, while Ontario reported equal proportions of early and late-stage Lyme disease. Early Lyme disease cases were mainly reported between May through November, whereas late Lyme disease were reported in December through April. Increased awareness over time may have contributed to a decrease in the proportion of cases reporting late disseminated Lyme disease. These analyses help better describe clinical features of reported Lyme disease cases in Canada.
... Historically, the distribution of ticks in North America was limited to the eastern United States. Ever since then, the tick population has increased and has spread to Southern Canada, where they are increasingly gaining ground [11][12][13]. The type of ticks differs depending on the geographical location. ...
Article
Full-text available
Background Lyme disease is one of the most commonly reported infectious diseases in the United States (US), accounting for more than $$90\%$$ 90 % of all vector-borne diseases in North America. Objective In this paper, self-reported tweets on Twitter were analyzed in order to predict potential Lyme disease cases and accurately assess incidence rates in the US. Methods The study was done in three stages: (1) Approximately 1.3 million tweets were collected and pre-processed to extract the most relevant Lyme disease tweets with geolocations. A subset of tweets were semi-automatically labelled as relevant or irrelevant to Lyme disease using a set of precise keywords, and the remaining portion were manually labelled, yielding a curated labelled dataset of 77, 500 tweets. (2) This labelled data set was used to train, validate, and test various combinations of NLP word embedding methods and prominent ML classification models, such as TF-IDF and logistic regression, Word2vec and XGboost, and BERTweet, among others, to identify potential Lyme disease tweets. (3) Lastly, the presence of spatio-temporal patterns in the US over a 10-year period were studied. Results Preliminary results showed that BERTweet outperformed all tested NLP classifiers for identifying Lyme disease tweets, achieving the highest classification accuracy and F1-score of $$90\%$$ 90 % . There was also a consistent pattern indicating that the West and Northeast regions of the US had a higher tweet rate over time. Conclusions We focused on the less-studied problem of using Twitter data as a surveillance tool for Lyme disease in the US. Several crucial findings have emerged from the study. First, there is a fairly strong correlation between classified tweet counts and Lyme disease counts, with both following similar trends. Second, in 2015 and early 2016, the social media network like Twitter was essential in raising popular awareness of Lyme disease. Third, counties with a high incidence rate were not necessarily related with a high tweet rate, and vice versa. Fourth, BERTweet can be used as a reliable NLP classifier for detecting relevant Lyme disease tweets.
... Lyme disease preventive behaviors are often unevenly adopted by residents of high-risk areas (Phillips et al., 2001), including Canada (Aenishaenslin et al., 2017;Aenishaenslin et al., 2016a). For this reason, public health organizations are conducting education campaigns aimed at promoting the adoption of preventive behaviors through awareness-raising. ...
Thesis
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Alors que les entités municipales se trouvent devant la nécessité d'agir pour protéger leurs populations des impacts liés à différents aléas climatiques, l'évaluation des progrès réalisés en adaptation fait l'objet d'un intérêt grandissant. Or, faute d'approches permettant d'évaluer objectivement les progrès des efforts municipaux d'adaptation, il apparaît nécessaire, dans le développement d'indicateurs d'adaptation, d'accorder une grande importance aux aspects méthodologiques et psychométriques, telles la fidélité et la validité des instruments de mesure. Cette thèse poursuit donc deux objectifs généraux. Elle vise d'abord à développer et valider deux indices de mesure en vue de dresser un portrait de la situation actuelle en ce qui concerne les municipalités québécoises en matière de pratiques et comportements d'adaptation aux impacts des vagues de chaleur/inondations et à la maladie de Lyme. Elle vise ensuite à identifier les facteurs associés à l'adoption par les municipalités québécoises d'interventions d'adaptation relatives à ces trois aléas. La thèse repose sur trois articles. Le premier article illustre le processus d'élaboration et de validation, à l'aide d'analyses métrologiques, d'un indice d'adaptation aux vagues de chaleur et aux inondations à l'échelle des urbanistes et des aménagistes œuvrant au sein d'entités municipales québécoises. Le second article s'appuie sur la théorie du comportement planifié (TCP) ainsi que sur certains construits théoriques du modèle des croyances relatives à la santé afin de prédire l'adoption d'interventions préventives pour la maladie de Lyme à l'échelle des municipalités québécoises. Enfin, le troisième article identifie les facteurs psychosociaux de la TCP qui prédisent et expliquent le mieux l'adoption de comportements d'adaptation, cette fois à la chaleur et aux inondations, par les autorités municipales du Québec. Les indices développés permettent de jeter un premier regard multidimensionnel sur le niveau d'adaptation des municipalités québécoises. Les résultats montrent que de façon générale, les municipalités sont actives bien qu'elles soient moins souvent engagées dans des mesures structurantes d'adaptation - qui peuvent avoir des implications financières et stratégiques importantes pour l'organisation – que dans des mesures préparatoires à l'adaptation. Ces résultats suggèrent que les municipalités sont relativement nombreuses à adopter des actions d'adaptation, sans pour autant s'inscrire dans une démarche officielle d'adaptation, au sens d'un processus continu de gestion adaptative. Quant aux facteurs associés à l'adoption de mesures d'adaptation, les analyses ont montré que, contrairement aux normes sociales, les attitudes à l'égard de l'adoption de pratiques d'adaptation et les barrières perçues semblent représenter des prédicteurs importants de l'adaptation à l'échelle des municipalités québécoises. Les barrières perçues peuvent également modérer l'association entre l'intention d'agir et l'adoption de mesures d'adaptation, ce qui suggère que la force de l'association entre l'intention et la décision de passer à l'action se trouve réduite lorsque les responsables municipaux perçoivent des obstacles à l'action. Les résultats de cette thèse ont des implications importantes sur le plan du suivi et évaluation des progrès en matière d'adaptation, ainsi qu'en ce qui concerne la conception d'interventions visant à favoriser l'adoption de pratiques d'adaptation. --- While municipal entities are faced with the need to act to protect their populations from the impacts related to various climate hazards, there is a growing interest in assessing the progress made in terms of adaptation. That said, given the lack of approaches for objectively assessing progress from municipal adaptation efforts, it appears necessary, when developing adaptation indicators, to attach great importance to the methodological and psychometric aspects, such as reliability and validity of the measurement instruments. Consequently, this thesis has two general objectives. The first is to develop and validate two measurement indices with a view to drawing a portrait of the current situation in Quebec municipalities regarding practices and behaviours for adapting to heat waves, floods and Lyme disease. The next objective is to identify the factors associated with Quebec municipalities' implementation of adaptation interventions related to these three hazards. The thesis is based on three articles. The first article illustrates the development and validation process, using metrological analyses, of an index of adaptation to heat waves and floods at the level of urbanists and urban planners working in Quebec's municipal entities. The second article rests on the theory of planned behaviour as well as on some theoretical constructs of the health belief model to predict the implementation of preventive interventions for Lyme disease across Quebec municipalities. Finally, the purpose of the third article is to identify the psychosocial factors of the theory of planned behaviour that best predict and explain the adoption of adaptation behaviours, this time to heat and floods, by Quebec's municipal authorities. The indices developed help provide a first multidimensional view of Québec municipalities' levels of adaptation. The results show that, generally, the municipalities are active, even though they are less frequently involved in structuring adaptation measures which may have significant financial and strategic implications for the organization than in the adoption of groundwork adaptation actions. These results suggest that a relatively large number of municipalities are carrying out adaptation actions, but not as part of an official adaptation process, in the sense of continuous adaptive management. As for the factors associated with the implementation of adaptation measures, the analyses showed that contrary to social norms, attitudes towards the adoption of adaptation practices and perceived barriers seem to represent important predictors of adaptation across Quebec municipalities. Perceived barriers may also moderate the association between the intention to act and the adoption of adaptation measures, which suggests that the strength of the association between the intention and the decision to take action is reduced when municipal officials perceive obstacles to the action. The results of this thesis have significant implications for the monitoring and evaluation of the progress made in terms of adaptation, as well for the designing of interventions intended to promote the implementation of adaptation practices.
Article
Background: Lyme disease (LD) is emerging in Canada owing to the range expansion of the tick vector Ixodes scapularis (I. scapularis). Objectives: Our objective was to estimate future LD incidence in Canada, and economic costs, for the 21st century with projected climate change. Methods: Future regions of climatic suitability for I. scapularis were projected from temperature output of the North American Coordinated Regional Climate Downscaling Experiment regional climate model ensemble using greenhouse gas Representative Concentration Pathways (RCPs) 4.5 and 8.5. Once regions became climatically suitable for ticks, an algorithm derived from tick and LD case surveillance data projected subsequent increasing LD incidence. Three scenarios (optimistic, intermediate, and pessimistic) for maximum incidence at endemicity were selected based on LD surveillance, and underreporting estimates, from the United States. Health care and productivity cost estimates of LD cases were obtained from the literature. Results: Projected annual LD cases for Canada ranged from 120,000 to >500,000 by 2050. Variation in incidence was mostly due to the maximum incidence at endemicity selected, with minor contributions from variations among climate models and RCPs. Projected annual costs were substantial, ranging from CA$0.5 billion to $2.0 billion a year by 2050. There was little difference in projected incidence and economic cost between RCPs, and from 2050 to 2100, because projected climate up to 2050 is similar for RCP4.5 and RCP8.5 (mitigation of greenhouse gas emissions captured in RCP4.5 does not impact climate before the 2050s) and by 2050 the most densely populated areas of the study region are projected to be climatically suitable for ticks. Conclusions: Future incidence and economic costs of LD in Canada are likely to be substantial, but uncertainties remain. Because densely populated areas of Canada are projected to become endemic under conservative climate change scenarios, mitigation of greenhouse gas emissions is unlikely to provide substantial health co-benefits for LD. https://doi.org/10.1289/EHP13759.
Article
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Tickborne diseases (TBDs) are increasingly prevalent in Illinois and the Upper Midwest region. People who work in occupations that require time outdoors in agricultural or natural settings, such as some Extension workers, are at risk of tick bites and TBDs. Additionally, Extension workers are often a primary source of information about ticks and TBDs in rural communities. However, there is limited information on the level of awareness about ticks and TBDs in the Extension community. The goals of this study were to sequentially i) determine the baseline awareness of Extension workers in Illinois about ticks and TBDs using a knowledge, attitudes, and practices (KAP) survey tool, ii) provide comprehensive training on ticks and TBDs to this demographic, and iii) measure the uptake of knowledge after the training intervention through a post-training survey. The study period was from June 2022 until May 2023. We received 233 pre-training and 93 paired post-training survey responses. Most survey respondents were Extension volunteers, identified as women, and were over 50 years old. Knowledge about ticks and TBDs varied. We identified several gaps in their current tick awareness, most importantly, in tick prevention measures, tick identification, and TBDs in general. TBD knowledge, attitude, and practice scores all significantly improved after training (p < 0.001), with a mean difference of 10.47, 1.49, and 2.64 points, respectively. Additionally, both Extension professionals (79.2 %) and Extension volunteers (66.7 %) were more likely to feel confident in engaging with their stakeholders on ticks and TBDs after participating in training. Poisson models revealed that higher attitude and practice scores and greater self-reported knowledge were the factors most significantly associated with higher TBD knowledge. We found that greater concern for ticks and TBD (attitudes) and adherence to science-based prevention and management methods (practices) were also associated with higher knowledge scores. To our knowledge, this is the first study in Illinois to capture Extension workers' awareness of ticks and TBDs. The results highlight Extension workers’ interest in filling knowledge gaps through learning, and the importance of training Extension workers to disseminate reliable and updated information on ticks and TBDs to their constituents, a critical step in preventing TBDs.
Article
Lyme disease (LD) risk is emerging rapidly in Canada due to range expansion of its tick vectors, accelerated by climate change. The risk of contracting LD varies geographically due to variability in ecological characteristics that determine the hazard (the densities of infected host-seeking ticks) and vulnerability of the human population determined by their knowledge and adoption of preventive behaviors. Risk maps are commonly used to support public health decision-making on Lyme disease, but the ability of the human public to adopt preventive behaviors is rarely taken into account in their development, which represents a critical gap. The objective of this work was to improve LD risk mapping using an integrated social-behavioral and ecological approach to: i) compute enhanced integrated risk maps for prioritization of interventions and ii) develop a spatially-explicit assessment tool to examine the relative contribution of different risk factors. The study was carried out in the Estrie region located in southern Québec. The blacklegged tick, Ixodes scapularis, infected with the agent of LD is widespread in Estrie and as a result, regional LD incidence is the highest in the province. LD knowledge and behaviors in the population were measured in a cross-sectional health survey conducted in 2018 reaching 10,790 respondents in Estrie. These data were used to create an index for the social-behavioral component of risk in 2018. Local Empirical Bayes estimator technique were used to better quantify the spatial variance in the levels of adoption of LD preventive activities. For the ecological risk analysis, a tick abundance model was developed by integrating data from ongoing long-term tick surveillance programs from 2007 up to 2018. Social-behavioral and ecological components of the risk measures were combined to create vulnerability index maps and, with the addition of human population densities, prioritization index maps. Map predictions were validated by testing the association of high-risk areas with the current spatial distribution of human cases of LD and reported tick exposure. Our results demonstrated that social-behavioral and ecological components of LD risk have markedly different distributions within Estrie. The occurrence of human LD cases or reported tick exposure in a municipality was positively associated with tick density and the prioritization risk index (p<0.001). This research is a second step towards a more comprehensive integrated LD risk assessment approach, examining social-behavioral risk factors that interact with ecological risk factors to influence the management of emerging tick-borne diseases, an approach that could be applied more widely to vector-borne and zoonotic diseases.
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Background: Lyme disease is one of the most commonly reported infectious diseases in the United States (US), accounting for more than 90% of all vector-borne diseases in North America. Objective: In this paper, self-reported tweets on Twitter were analyzed in order to predict potential Lyme disease cases and accurately assess incidence rates in the US. Methods: The study was done in three stages: (1) Approximately 1.3 million tweets were collected and and pre-processed to extract the most relevant Lyme disease tweets with geolocations. The tweets were manually labelled as relevant or irrelevant to Lyme disease using a set of precise keywords, yielding a curated labelled dataset of 77500 tweets. (2) This labelled data set was used to train, validate, and test various combinations of NLP word embedding methods and prominent ML classification models, such as TF-IDF and logistic regression, Word2vec and XGboost, and BERTweet, among others, to identify potential Lyme disease tweets. (3) Lastly, the presence of spatio-temporal patterns in the US over a 10-year period were studied. Results: Preliminary results showed that BERTweet outperformed all tested NLP classifiers for identifying Lyme disease tweets, achieving the highest classification accuracy and F1-score of 90%. There was also a consistent pattern indicating that the West and Northeast regions of the US had a higher tweet rate over time. Conclusions: We focused on the less-studied problem of using Twitter data as a surveillance tool for Lyme disease in the US. Several crucial findings have emerged from the study. First, there is a fairly strong correlation between classified tweet counts and Lyme disease counts, with both following similar trends. Second, in 2015 and early 2016, the social media network like Twitter was essential in raising popular awareness of Lyme disease. Third, counties with a high incidence rate were not necessarily related with a high tweet rate, and vice versa. Fourth, BERTweet can be used as a reliable NLP classifier for detecting relevant Lyme disease tweets.
Article
Full-text available
Background: In the northeastern United States, tickborne diseases are a major public health concern. In controlled studies, a single springtime application of acaricide has been shown to kill between 68 and 100% of ticks. Although public health authorities recommend use of acaricides to control tick populations in yards, the effectiveness of these pesticides to prevent tick bites or human tickborne diseases is unknown. Methods: We conducted a 2-year, randomized, double-blinded, placebo-controlled trial among 2,727 households in three Northeastern states. Households received a single springtime barrier application of bifenthrin or water according to recommended practices. Tick drags were conducted 3-4 weeks post-treatment on 10% of properties. Information on human-tick encounters and tickborne diseases was collected through monthly surveys; reports of illness were validated by medical record review. Results: Although abundance of questing ticks was significantly lower (63%) on acaricide-treated properties, there was no difference between treatment groups in human-tick encounters, self-reported or medical record-validated tickborne diseases. Conclusions: Used as recommended, acaricide barrier sprays do not significantly reduce household risk of tick exposure or tickborne disease. Measures for preventing tickborne diseases should be evaluated against human outcomes to confirm effectiveness.
Article
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To determine the prevalence of Borrelia burgdorferi in British Columbian ticks, fieldwork was conducted over a 2-year period. In all, 893 ticks (Ixodes pacificus, I. angustus, I. soricis, Ixodes spp., and Dermacentor andersoni) of different life stages were retrieved from 483 small rodents (Peromyscus maniculatus, Perognathus parvus, and Reithrodontomys megalotis). B. burgdorferi DNA was detected in 5 out of 359 tick pools, and 41 out of 483 mice were serologically confirmed to have antibodies against B. burgdorferi. These results were consistent with previous studies, data from passive surveillance in British Columbia, and data from neighboring states in the Pacific Northwest, suggesting a continually low prevalence of B. burgdorferi in British Columbia ticks.
Article
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Background: Lyme disease (LD) is a vector-borne disease that is endemic in many temperate countries, including Switzerland, and is currently emerging in Canada. This study compares the importance of knowledge, exposure and risk perception for the adoption of individual preventive measures, within and between two different populations, one that has been living in a LD endemic region for several decades, the Neuchâtel canton in Switzerland, and another where the disease is currently emerging, the Montérégie region in the province of Québec, Canada. Methods: A web-based survey was carried out in both study regions (814 respondents) in 2012. Comparative analysis of the levels of adoption of individual preventive measures was performed and multivariable logistic regression analyses were used to test and compare how knowledge, exposure and risk perception were associated with the adoption of selected measures in both regions and globally. Results: In Montérégie, the proportion of reported adoption of five of the most commonly recommended preventive measures varied from 6% for 'applying acaricides on one's property' to 49% for 'wearing protective clothing', and in Neuchâtel, proportions ranged from 6% (acaricides) to 77% for 'checking for ticks (tick check)'. Differences were found within gender, age groups and exposure status in both regions. The perceived efficacy of a given measure was the strongest factor associated with the adoption of three specific preventive behaviors for both regions: tick check, protective clothing and tick repellent. Risk perception and a high level of knowledge about LD were also significantly associated with some of these specific behaviors, but varied by region. Conclusions: These results strongly suggest that social and contextual factors such as the epidemiological status of a region are important considerations to take into account when designing effective prevention campaigns for Lyme disease. It furthermore underlines the importance for public health authorities to better understand and monitor these factors in targeted populations in order to be able to implement preventive programs that are well adapted to a population and the epidemiological contexts therein.
Article
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Lyme disease (LD) is a tick-borne emerging disease in Canada that has been endemic in many temperate countries for decades. Currently, one of the main approaches for LD prevention is the promotion of individual-level preventive behaviors against ticks. Health behaviors are influenced by individual and social factors, one important of which is risk perception. This study aims to describe and compare risk perception of LD, within and between general populations and experts living in two different regions: the Neuchatel canton in Switzerland, where LD is endemic, and the Monteregie region in Quebec (Canada), where LD is emerging. A web-based survey was conducted in both study regions (814 respondents) in 2012, and a questionnaire was administered to 16 experts. Comparative analyses of knowledge, risk exposure and different components of LD risk perception were performed. Multivariate analyses were used to calculate a global risk perception score and to identify determinants of risk perception in both regions. In Monteregie, only 15% of the survey respondents had a good level of knowledge of LD compared to Neuchatel where 51% of survey respondents had good levels of knowledge. In Monteregie, 24% of respondents perceived themselves as being at high or very high risk of contracting LD vs 54% in Neuchatel; however, a higher percentage of respondents from this region believed that personal protection was simple to carry out 73% vs 58% in Monteregie). Based on the population surveys, almost all of the identified determinants of risk perception were different between both populations except for gender. A good level of knowledge, living in the risk zone and knowing someone who has had LD increased risk perception, while a high level of education and being 18-34 years of age decreased this perception. The majority of the studied components of risk perception were different between populations and their regional experts. This study suggests that risk perception of LD differs between populations and regional experts living in different epidemiological situations. Monitoring of knowledge and risk perception in local populations may help to better target LD communication efforts in accordance with population specific attributes thereby enhancing prevention efficacy.
Article
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1. Over the past two decades, Ixodes scapularis, the primary tick vector of the Lyme disease pathogen Borrelia burgdorferi in North America has expanded its range northward from the USA to colonize new regions in southern Canada. We have previously projected range increases for I. scapularis based on temperature suitability, but to what extent this is matched by actual tick range expansion is unknown. 2. Since 1990, I. scapularis ticks have been collected across Canada offering a unique opportunity to track the range expansion of an arthropod vector. We used these data to model time-to-establishment for tick populations across Canada to identify factors influencing the rate of spread. 3. Our results point to both long-distance dispersal of ticks by migratory birds and local dispersal by resident hosts as important potential mechanisms underlying patterns of tick range expansion. 4. Temperature (accumulated degree days > 0 °C) was the most important determinant of environmental suitability for tick population establishment, suggesting that climate warming may facilitate range expansion. 5. Model projections suggest that I. scapularis range will expand c. 46 km year−1 in the coming decade, with climate warming expected to increase the rate of spread. This expansion is likely to result in a substantial increase in human Lyme disease risk, with the proportion of the human population of eastern Canada inhabiting areas with established tick populations increasing from 18% in 2010 to over 80% by 2020. 6. This first empirical model of I. scapularis invasion supports theoretical range projections based on climate suitability and provides a unique data-driven estimate of the speed of northward range expansion for I. scapularis at the continental scale. 7. Synthesis and applications. By tracking I. scapularis invasion in Canada over the past two decades, we show that I. scapularis is rapidly expanding its range and is likely to colonize the most densely populated areas of southern Canada in the coming decade. These projections suggest that prompt action is necessary to prepare the Canadian public for a likely epidemic of Lyme disease, with emphasis on focusing surveillance activities to confirm the locations of emerging Lyme disease risk.
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Article
Background: Lyme disease is the most commonly reported vector-borne disease in the temperate world. It is emerging in central and eastern Canada due to spread of the tick vector Ixodes scapularis into and within Canada to form new areas of environmental risk known as Lyme disease-endemic areas. Identifying the geographic location of Lyme disease-endemic areas is important to identify the population at risk, target interventions, and inform the clinical diagnosis of Lyme disease patients. Objective: To provide an up-to-date picture of current and emerging areas of Lyme disease risk in eastern and central Canada by summarizing recent information on Lyme disease-endemic areas, and surveillance for I. scapularis ticks. Methods: Data on locations where I. scapularis have been found in field surveillance studies by a range of federal and provincial organizations were collated and mapped to obtain a fuller picture of the occurrence of I. scapularis in Canada. The geographic locations of ticks submitted in passive tick surveillance were mapped for comparison. Results: The number of confirmed Lyme disease-endemic areas in southern Manitoba, southern and eastern Ontario, southern Quebec, southern New Brunswick and in some locations in Nova Scotia increased from 10 in 2009 to 22 confirmed endemic areas in 2012. The collated field surveillance data indicated that I. scapularis tick populations and Lyme disease risk are more geographically widespread than known Lyme disease-endemic areas and that the pattern of emergence of tick populations varies among provinces. There was a tenfold increase in the numbers of I. scapularis reported for passive surveillance from 2 059 submissions from 1990 to 2003 to 25 738 submissions from 2004 to 2012. Conclusions: The increasing numbers of Lyme disease-endemic areas, the much wider distribution of tick populations identified by field surveillance, as well as the marked increase in numbers of ticks identified through passive surveillance suggest that the geographic scope of environmental risk of acquiring Lyme disease is expanding in central and eastern Canada, although here it still remains mostly limited to the southern parts of five provinces.
Article
There is an increasing risk of Lyme disease in Canada due to range expansion of the tick vector, Ixodes scapularis. The objectives of this article are to i) raise public awareness with the help of veterinarians on the emerging and expanding risk of Lyme disease across Canada, ii) review the key clinical features of Lyme disease in dogs, and iii) provide recommendations for veterinarians on the management of Lyme disease in dogs.
Article
The authors attempted to determine whether a targeted educational intervention in an area with endemic Lyme disease could increase knowledge, positive attitudes, and reported behaviors related to tick bite prevention and consequently decrease tick bites, as measured by a biomarker of tick bites. Between April and September of 1999, 317 subjects in Baltimore County, Maryland, were randomized to receive either tick-related or general health-related educational materials bimonthly through the mail. At each of three clinic visits, participants completed a self-administered questionnaire and provided a serum sample. Anti-recombinant tick calreticulin antibody (ARTCA), measured in ng/µl, was used as a biomarker of tick bites. Linear and logistic regression analyses were used to determine 1) whether the educational intervention was associated with a change in knowledge, attitudes, and behaviors (KAB) and 2) whether change in KAB predicted change in ARTCA levels. Proportions of desired responses increased significantly among intervention subjects versus the comparison group on KAB measures related to examining the body for ticks and insect repellent use. Levels of ARTCA were low among all study subjects. Only six of 37 models exhibited a significant relation between change in a KAB variable and change in ARTCA levels over time. The behavioral intervention was associated with an increase in the KAB measures in the intervention group, but this change was not associated with change in ARTCA levels. biological markers; intervention studies; Lyme disease; randomized controlled trials; tick-borne diseases