Insights into the contribution of multiple factors on Ixodes ricinus abundance across Europe spanning 20 years using different machine learning algorithms
Samantha Lansdell,
No information about this author
Abin Zorto,
No information about this author
Misaki Seto
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et al.
Ticks and Tick-borne Diseases,
Journal Year:
2025,
Volume and Issue:
16(1), P. 102437 - 102437
Published: Jan. 1, 2025
The
interplay
of
biotic
and
abiotic
factors
driving
Ixodes
ricinus
abundance
trends
are
not
fully
understood.
Machine
learning
(ML)
approaches
being
increasingly
used
to
explore
this
predict
future
patterns
species,
however,
the
studies
focusing
on
date
have
had
limitations
(including
short
study
duration,
limited
sample
size,
narrow
geographical
range
use
a
single
ML
model).
This
was
undertaken
address
these
by
applying
11
predictive
models
(across
three
data
clustering
techniques)
large
I.
occurrence
dataset
(27,150
records)
containing
temporal
from
20-year
period
across
30
European
countries,
coupled
with
covering
climatic
habitat
features
(temperature,
rainfall,
Normalised
Difference
Vegetation
Index
(NDVI),
percentage
discontinuous
urban
fabric
land
category).
To
assess
which
model
most
suited
prediction
abundance,
four
performance
metric
values
were
calculated
per
model:
Root
Mean
Square
Error
(NRMSE),
Scatter
(SI),
Absolute
Percentage
(MAPE)
R2,
all
describe
statistical
relationship
between
predicted
actual
values.
Furthermore,
using
Random
Forest
(RF)
methods,
we
determined
significantly
impacted
upon
abundance.
demonstrated
that
Agglomerative
Hierarchical
Clustering
(AC)
methods
Linear
Regression
(LR)
modelling
performed
best
dataset.
Our
findings
revealed
rainfall
primary
contributors
temperature
playing
lesser
role.
measured
according
extent
error
increase
following
exclusion
factor
analysis.
We
provide
summary
strongly
linked
can
be
guide
interventions
aid
control
ticks
tick-borne
disease
Europe.
Language: Английский
A Warming World, a Growing Threat: The Spread of Ticks and Emerging Tick-Borne Diseases
Pathogens,
Journal Year:
2025,
Volume and Issue:
14(3), P. 213 - 213
Published: Feb. 21, 2025
Ticks
are
obligate
hematophagous
arachnids
that
play
a
critical
role
in
transmitting
wide
array
of
pathogens
to
humans,
domestic
animals,
and
wildlife
[...]
Language: Английский
Borrelia spp. and Anaplasma phagocytophilum in ruminant ticks – Borrelia prevalence declines only in female, but not nymphal ticks feeding on cervids
Andrea Springer,
No information about this author
Gökben Özbakış-Beceriklisoy,
No information about this author
Anna-Katharina Topp
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et al.
Ticks and Tick-borne Diseases,
Journal Year:
2025,
Volume and Issue:
16(3), P. 102476 - 102476
Published: March 23, 2025
Tick-borne
pathogen
epidemiology
involves
vectors,
in
Europe
mainly
Ixodes
ricinus,
and
vertebrate
hosts.
Ruminants
are
reservoirs
for
Anaplasma
phagocytophilum,
but
not
Borrelia
burgdorferi
sensu
lato
(s.l.),
possibly
clearing
the
infection
from
ticks.
However,
such
clearance
is
epidemiologically
relevant
nymphal
Of
1874
ticks
collected
wildlife
present
study,
1535
spp.
(796
nymphs,
739
females)
were
tested
by
qPCR,
with
a
proportion
of
26.3%
(nymphs:
24.5%,
females:
28.3%)
positive
87.4%
A.
phagocytophilum
62.8%,
92.4%).
In
female
deer
(N
=
720),
nymphs
785),
frequency
declined
significantly
increasing
engorgement
duration
as
inferred
coxal
index.
differentiation
revealed
B.
s.l.
nine
miyamotoi
one
ten
successfully
analysed
having
engorged
<48
hours,
only
three
s.l.-
vs.
six
miyamotoi-positive
coinfected
tick
among
longer
engorgement.
copy
numbers
showed
U-shaped
relationship
duration.
Increasing
during
rapid
feeding
phase
females
confirmed
their
reservoir
function.
101
I.
ricinus
cattle,
4.0%
Borrelia,
whereby
species
could
be
determined,
42.6%
phagocytophilum.
comparison,
13.8%
11.9%
428
questing
pastures
Borrelia-
phagocytophilum-positive,
respectively.
The
results
imply
that
on
cervids
may
reduce
prevalence
presumably
due
to
low
overall
blood
volume
ingested,
insufficient
this
stage.
Further
studies
need
confirm
deer-fed
contain
infectious
maintain
transstadially.
Language: Английский
Public perspectives on tick bite exposure, healthcare visits and associated allergies in iberia
Annals of Medicine,
Journal Year:
2025,
Volume and Issue:
57(1)
Published: May 3, 2025
Tick
bites
and
tick-borne
diseases
(TBDs)
are
a
worldwide
concern,
with
growing
evidence
of
an
ongoing
spread
emergence
new
cases.
This
study
applied
participatory
citizen
science
across
Spain
Portugal
to
gather
public
perspectives
on
the
impact
tick
bites,
presence
TBDs
potential
connection
α-Gal
syndrome
(AGS).
Data
collected
from
questionnaire
(380
participants)
was
geographically
represented
using
QGIS
Geographic
Information
System
fitted
into
multiple
generalized
linear
models
(GLMs).
Statistical
analysis
identified
factors
influencing
occurrence
local
skin
reactions
post-tick
bite,
AGS-compatible
symptoms
visits
health
centers
following
exposure.
Results
showed
that
probability
developing
localized
rises
increasing
age
(χ2
=
0.006,
p
<
0.05),
0.063)
among
individuals
bitten
in
center-north
part
peninsula
0.058).
Seeking
medical
care
bite
reported
by
21.6%
respondents,
being
more
common
first-time
cases
0.002,
0.01),
men
0.01)
or
presenting
0.05).
Although
38
inquiries
(10.0%)
signs
AGS,
only
3
had
received
formal
diagnosis,
odds
this
disease
marginally
rising
advancing
0.215,
0.066).
provides
valuable
insights
should
be
considered
improve
surveillance
diagnostic
strategies,
as
well
preventive
measures
reduce
exposure
TBD
cases.Key
MessagesDeveloping
increases
age,
central-northern
Iberia.Seeking
is
cases,
symptoms.Although
were
formally
diagnosed,
risk
age.
Language: Английский
Tick-Borne Encephalitis Virus (TBEV): Epidemiology, Diagnosis, Therapeutic Approaches and Some Molecular Aspects—An Updated Review
Microbiology Research,
Journal Year:
2024,
Volume and Issue:
15(4), P. 2619 - 2649
Published: Dec. 10, 2024
Tick-borne
encephalitis
virus
(TBEV)
is
a
significant
public
health
concern,
particularly
in
rural
regions,
like
the
Caucasus,
where
tick-borne
diseases
are
prevalent.
The
review
contains
comprehensive
data
on
TBEV
circulation
Caucasus
region,
demonstrating
TBE
cases
North
and
Georgia,
as
well
identification
of
new
endemic
foci
Armenia
Azerbaijan,
highlighting
need
for
further
epidemiological
studies
surveillance
region.
This
provides
an
updated
overview
TBEV,
encompassing
its
status,
subtypes,
life
cycle
nature,
epidemiology,
approaches
to
treatment
diagnostics,
recent
insights
into
molecular
aspects.
Understanding
complexities
transmission,
clinical
manifestations,
advancements
diagnostic
techniques
crucial
effective
management
control
strategies.
Furthermore,
exploring
mechanisms
underlying
pathogenesis
host
interactions
can
offer
valuable
developing
novel
therapeutics
preventive
measures.
aims
consolidate
research
findings
enhance
our
understanding
ultimately
contributing
improved
interventions
patient
outcomes.
Language: Английский
The Impact of Altitude on Tick-Borne Pathogens at Two Mountain Ranges in Central Slovakia
Pathogens,
Journal Year:
2024,
Volume and Issue:
13(7), P. 586 - 586
Published: July 15, 2024
Ticks
are
ectoparasites
of
a
wide
range
animals
and
important
vectors
numerous
pathogens
affecting
humans,
livestock,
pets.
This
study
investigates
possible
correlations
between
selected
factors,
altitude,
soil
pH,
factor
called
‘amount’
(number
ticks
examined
in
pooled
samples)
on
the
occurrence
I.
ricinus
positive
for
tick-borne
microorganisms.
Questing
were
collected
2016
2017
across
various
altitudes,
at
two
mountain
ranges
central
Slovakia.
Tick
pools
screened
presence
Anaplasma
phagocytophilum,
Borrelia
burgdorferi
sensu
lato
(Bbsl),
Babesia/Theileria
spp.,
Rickettsia
encephalitis
virus
(TBEV)
using
molecular
methods.
Regression
analysis
was
employed
to
evaluate
relationships
factors
vector-borne
revealed
statistically
significant
influence
altitude
A.
phagocytophilum;
increasing
sampling
site
associated
with
increased
probability
pathogen
occurrence.
For
neither
nor
pH
significantly
affected
The
Bbsl
notably
impacted
by
both
pH;
higher
altitudes
decreased
presence,
whereas
likelihood
sample
not
but
predictor,
detection.
Neither
had
impact
TBEV
regression
models
showed
moderate
goodness-of-fit
levels
data,
underscoring
their
utility
examining
role
However,
they
explained
only
small
portion
overall
variance
occurrence,
indicating
other
covered
this
study.
Language: Английский