Transfer Learning with a Graph Attention Network and Weighted Loss Function for Screening of Persistent, Bioaccumulative, Mobile, and Toxic Chemicals
Environmental Science & Technology,
Год журнала:
2024,
Номер
unknown
Опубликована: Дек. 16, 2024
methods
for
screening
hazardous
chemicals
are
necessary
sound
management.
Persistent,
bioaccumulative,
mobile,
and
toxic
(PBMT)
persist
in
the
environment
have
high
mobility
aquatic
environments,
posing
risks
to
human
ecological
health.
However,
lack
of
experimental
data
vast
number
hinders
identification
PBMT
chemicals.
Through
an
extensive
search
measured
chemical
data,
as
well
persistent,
(PBT)
inventories,
this
study
constructed
comprehensive
sets
on
To
address
limited
volume
set,
a
transfer
learning
(TL)
framework
based
graph
attention
network
(GAT)
architecture
was
developed
construct
models
chemicals,
designating
PBT
inventories
source
domains
set
target
domains.
A
weighted
loss
(
Язык: Английский
Negative effects on the adaptive strategies of the lizards (Eremias argus) under starvation after exposure to Glufosinate-ammonium
L Zhang,
Danyang Zhang,
Bufan Xu
и другие.
Comparative Biochemistry and Physiology Part C Toxicology & Pharmacology,
Год журнала:
2024,
Номер
287, С. 110036 - 110036
Опубликована: Сен. 7, 2024
Язык: Английский
6PPD, Not 6PPD-Quinone, Induced Serious Zebrafish Eye Damage by Disrupting the Thyroid Signaling Pathway
Environmental Science & Technology,
Год журнала:
2024,
Номер
unknown
Опубликована: Дек. 4, 2024
N-(1,3-Dimethylbutyl)-N′-phenyl-1,4-phenylenediamine
(6PPD)
and
its
oxidation
product
6PPD-quinone
(6PPDQ)
showed
different
acute
toxicities
bioaccumulation
potencies
in
fish.
In
this
study,
we
compared
the
thyroid
disrupting
effects
of
6PPD
6PPDQ
through
vitro,
silico,
vivo
assays.
Interestingly,
although
similar
docking
affinities
with
hormone
receptor
(TR)
isoforms
GH3
cell
inhibition
effects,
signaling
pathway,
eye
development,
phototactic
behaviors,
density
retinal
layer
larval
zebrafish
were
significantly
affected
only
following
exposure.
Further
investigation
demonstrates
that
can
act
as
a
TR
antagonist
to
reduce
opsin
protein
abundance
inhibit
cone
photoreceptor
proliferation,
which
finally
alters
structure
causes
microphthalmus
zebrafish.
Especially,
under
environmental
relevant
concentration
exposure,
induced
alterations
trβ,
opn1lw1,
opn1mw1,
rpe65a,
nr2e3
gene
expressions
no
significant
histopathological
change
was
observed.
This
study
illustrates
for
first
time
more
serious
visual
system
impairment
6PPDQ,
disruption
being
contributing
factor,
while
other
important
toxic
targets
still
require
further
research.
Язык: Английский