Leveraging machine learning to uncover multi-pathogen infection dynamics across co-distributed frog families
Daniele L. F. Wiley,
No information about this author
Kadie N. Omlor,
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Ariadna S. Torres López
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et al.
PeerJ,
Journal Year:
2025,
Volume and Issue:
13, P. e18901 - e18901
Published: Jan. 29, 2025
Background
Amphibians
are
experiencing
substantial
declines
attributed
to
emerging
pathogens.
Efforts
understand
what
drives
patterns
of
pathogen
prevalence
and
differential
responses
among
species
challenging
because
numerous
factors
related
the
host,
pathogen,
their
shared
environment
can
influence
infection
dynamics.
Furthermore,
sampling
across
broad
taxonomic
geographic
scales
evaluate
these
poses
logistical
challenges,
interpreting
roles
multiple
potentially
correlated
variables
is
difficult
with
traditional
statistical
approaches.
In
this
study,
we
leverage
frozen
tissues
stored
in
natural
history
collections
machine
learning
techniques
characterize
dynamics
three
generalist
pathogens
known
cause
mortality
frogs.
Methods
We
selected
12
widespread
abundant
focal
taxa
within
ecologically
distinct,
co-distributed
host
families
(Bufonidae,
Hylidae,
Ranidae)
sampled
them
eastern
two-thirds
United
States
America.
screened
quantified
loads
via
quantitative
PCR
for
major
pathogens:
fungal
Batrachochytrium
dendrobatidis
(Bd),
double-stranded
viruses
lineage
Ranavirus
(Rv),
alveolate
parasite
currently
referred
as
Amphibian
Perkinsea
(Pr).
then
built
balanced
random
forests
(RF)
models
predict
status
intensity
based
on
taxonomy,
age,
sex,
geography,
environmental
assess
relative
variable
importance
Lastly,
used
one-way
analyses
determine
directional
relationships
significance
identified
predictors.
Results
found
approximately
20%
individuals
were
infected
at
least
one
(231
single
infections
25
coinfections).
The
most
prevalent
all
groups
was
Bd
(16.9%;
95%
CI
[14.9–19%]),
followed
by
Rv
(4.38%;
[3.35–5.7%])
Pr
(1.06%;
[0.618–1.82%]).
highest
family
Ranidae,
which
represented
74.3%
infections,
including
majority
points,
had
significantly
higher
intensities
compared
Bufonidae
Hylidae.
Host
temperature
key
predictors
RF
models,
differences
families.
For
Rv,
associated
latitudes
cooler,
more
stable
temperatures,
while
showed
trends
opposite
direction.
no
significant
between
sexes,
but
juvenile
frogs
adults.
Overall,
our
study
highlights
use
a
strategy
identifying
important
multi-host,
multi-pathogen
systems.
Language: Английский
Host life stage susceptibility to the chytrid fungus in a Neotropical torrent frog
Fungal Biology,
Journal Year:
2025,
Volume and Issue:
unknown, P. 101546 - 101546
Published: Feb. 1, 2025
Language: Английский
Environmental screening through nanopore native sequencing leads to the detection of Batrachochytrium dendrobatidis in La Mandria Regional Park, Italy.
Global Ecology and Conservation,
Journal Year:
2025,
Volume and Issue:
unknown, P. e03517 - e03517
Published: Feb. 1, 2025
Language: Английский
Editorial: From landscape modifications to pathogen infections: are threats to amphibians the same in all biomes?
Frontiers in Amphibian and Reptile Science,
Journal Year:
2025,
Volume and Issue:
3
Published: March 6, 2025
Language: Английский
Genotypic Discrimination of Chytrid Fungus Lineages in the Amphibian Trade
Published: Jan. 1, 2024
Language: Английский
Genotypic discrimination of chytrid fungus lineages in the amphibian trade
Luisa P. Ribeiro,
No information about this author
David Rodríguez,
No information about this author
Roseli La Corte dos Santos
No information about this author
et al.
Authorea (Authorea),
Journal Year:
2024,
Volume and Issue:
unknown
Published: Aug. 2, 2024
The
international
amphibian
trade
raises
concerns
regarding
its
impact
on
native
populations
due
to
the
potential
introduction
of
different
lineages
chytrid
fungus
(Batrachochytrium
dendrobatidis
or
Bd)
into
new
environments.
Current
diagnostic
methods,
particularly
qPCR,
lack
capability
differentiate
between
these
lineages,
necessitating
more
accurate
genotyping
approaches.
Here
we
propose
application
TaqMan
SNP
assays
discriminate
Bd
genotypes
(Bd-GPL,
Bd-ASIA2/Bd-BRAZIL
[hereafter
Bd-BRAZIL],
and
Hybrid)
in
samples
from
Brazilian
bullfrog
farms.
We
collected
samples,
including
skin
swabs,
tadpole
mouthparts,
pure
cultures,
farms
across
Brazil.
Employing
two
utilizing
both
qPCR
dPCR,
identified
genotype
presence
analyzed
relationship
load
determination.
assay
achieved
a
56.6
%
success
rate,
notably
improving
with
higher
loads,
reaching
81.8
for
loads
over
1,000
genomic
equivalents.
Culture
100
rate.
all
farms,
highlighting
issue
coinfections
hybrids
densely
populated
hereby
present
an
efficient
method
discriminating
genotypes,
applicable
cultures
field
low
loads.
emphasize
need
advanced
discriminatory
methods
comprehensive
genetic
studies,
national
regulations
governing
breeding
sites
global
trade.
Our
research
underscores
feasibility
significance
proposed
advocates
further
investigations
infection
dynamics
by
inform
conservation
efforts
regulatory
policies.
Language: Английский
Detection of the Fungus Batrachochytrium dendrobatidis in Anurans from the Semiarid Region of Brazil: new Infection Records for Endemic Species
South American Journal of Herpetology,
Journal Year:
2024,
Volume and Issue:
33(3)
Published: Dec. 30, 2024
Chytridiomycosis,
caused
by
the
fungus
Batrachochytrium
dendrobatidis
(Bd),
has
affected
amphibians
globally
since
1970s,
being
considered
main
cause
of
their
decline
worldwide.
The
present
study
is
first
to
assess
presence
Bd
in
anuran
populations
dry
and
wet
tropical
forests
Ceará
state,
northeastern
Brazil.
Samples
were
collected
different
environmental
landscapes
throughout
dominant
Caatinga
relict
moist
forest
(brejos
de
altitude)
localities
Monte
Alegre
Private
Natural
Heritage
Reserve,
Ibiapaba
Plateau,
Serra
Maranguape,
Araripe
Farias
Brito,
Campos
Sales.
harbor
amphibian
species
typical
open
areas,
while
possess
endemic
potentially
threatened
species.
a
peculiar
Brazilian
biome
that
been
neglected
scientific
research
conservation
efforts,
highlighting
importance
our
study.
Anuran
skin
samples
from
adults
using
swabs,
DNA
was
extracted
amplified
PCR
Bd-specific
primers.
In
total,
125
analyzed,
comprising
28
eight
families,
with
20
(71%)
sampled
testing
positive
for
Bd.
This
record
on
infection
Adenomera
juikitam,
Boana
raniceps,
Dendropsophus
nanus,
D.
soaresi,
Leptodactylus
troglodytes,
L.
vastus,
Physalaemus
cicada,
Pristimantis
relictus,
Proceratophrys
ararype,
Pseudopaludicola
mystacalis
Scinax
x-signatus.
Particularly
Bd-positive
ararype
relictus
can
be
as
greatest
concern,
they
recently
described
known
distribution
restricted
high
elevation
relictual
forests.
Language: Английский