Journal of Chromatography A,
Journal Year:
2025,
Volume and Issue:
1752, P. 465946 - 465946
Published: April 19, 2025
The
increasing
pressure
to
ensure
product
safety
in
a
global
market
comes
up
against
the
current
practice
of
targeting
only
known
hazardous
compounds
analysis.
However,
refers
not
but
also
unknown
or
hidden
hazards
that
are
very
important
know
and
avoid.
Shortcomings
limitations
currently
used
technologies
seem
cause
an
obvious
discrepancy
between
intended
actual
consumer
protection.
Products
as
safe
claimed
by
stakeholders.
An
existing
overlooked
proactive
screening
with
prioritization
strategy
is
brought
into
focus
it
offers
unique
solution.
It
can
handle
complexity
thousands
identity
toxicity
figure
out
compounds,
both
unknown.
Using
hardly
any
sample
preparation
effect
detection
at
early
position
workflow
game
changer
overlook
compounds.
All
analytical
needed,
key
re-arrangement
instrument
order,
i.e.
firstly
hazard-related
(effect
first)
secondly,
on
identification
prioritized
Such
revealed
previously
products
be
safe.
highly
sustainable,
affordable,
all-in-one
2LabsToGo-Eco
easy-to-use
planar
bioassays
empowers
stakeholders
implement
dynamic
risk
management.
transition
greater
efficacy
protection
needs
incentives
critical
review
aims
stimulate
debate.
Journal of Cheminformatics,
Journal Year:
2025,
Volume and Issue:
17(1)
Published: Jan. 31, 2025
MLinvitroTox
is
an
automated
Python
pipeline
developed
for
high-throughput
hazard-driven
prioritization
of
toxicologically
relevant
signals
detected
in
complex
environmental
samples
through
high-resolution
tandem
mass
spectrometry
(HRMS/MS).
a
machine
learning
(ML)
framework
comprising
490
independent
XGBoost
classifiers
trained
on
molecular
fingerprints
from
chemical
structures
and
target-specific
endpoints
the
ToxCast/Tox21
invitroDBv4.1
database.
For
each
analyzed
HRMS
feature,
generates
490-bit
bioactivity
fingerprint
used
as
basis
prioritization,
focusing
time-consuming
identification
efforts
features
most
likely
to
cause
adverse
effects.
The
practical
advantages
are
demonstrated
groundwater
data.
Among
874
which
were
derived
spectra,
including
630
nontargets,
185
spectral
matches,
59
targets,
around
4%
feature/endpoint
relationship
pairs
predicted
be
active.
Cross-checking
predictions
targets
matches
with
invitroDB
data
confirmed
120
active
6791
nonactive
while
mislabeling
88
56
non-active
relationships.
By
filtering
according
probability,
endpoint
scores,
similarity
training
data,
number
potentially
toxic
was
reduced
by
at
least
one
order
magnitude.
This
refinement
makes
analytical
confirmation
feasible,
offering
significant
benefits
cost-efficient
risk
assessment.Scientific
Contribution:In
contrast
classical
ML-based
approaches
toxicity
prediction,
predicts
(i.e.,
distinct
m/z
signals)
based
MS2
fragmentation
spectra
rather
than
identified
features.
While
original
proof
concept
study
accompanied
release
v1
KNIME
workflow,
this
study,
we
v2
package,
which,
addition
automation,
expands
functionality
include
predicting
structures,
cleaning
up
generating
fingerprints,
customizing
models,
retraining
custom
Furthermore,
result
improvements
processing,
realized
concurrently
released
pytcpl
package
processing
input
MLinvitroTox,
current
introduces
enhancements
model
accuracy,
coverage
biological
mechanistic
overall
interpretability.
Environment International,
Journal Year:
2021,
Volume and Issue:
152, P. 106479 - 106479
Published: March 7, 2021
Aquatic
ecosystems
are
at
risk
of
being
impaired
by
various
organic
chemicals,
however
comprehensive
large-scale
evaluations
waterbodies'
status
and
trends
rare.
Here,
surface
water
monitoring
data,
gathered
as
part
the
EU
Water
Framework
Directive
comprising
occurrence
352
contaminants
(>8.3
mil.
measurements;
2001–2015;
8213
sites)
in
31
European
countries,
was
used
to
evaluate
past
current
environmental
risks
for
three
aquatic
species
groups:
fish,
invertebrates,
plants.
Monitoring
quality
indices
were
defined
per
country
found
improve
over
time.
Relationships
became
apparent
between
countries'
index
their
success
detecting
contaminants.
Across
EU,
more
frequently
recent
years.
Overall,
35.7%
(n
=
17,484)
sites
exceeded
least
one
acute
regulatory
threshold
level
(RTL)
each
year,
average
significantly
increased
time
fish
(τ
0.498,
p
0.01)
invertebrates
0.429,
0.03).
This
indicates
an
chemical
pressure
Europe's
waterbodies
overall
exceedances.
Pesticides
identified
main
drivers
(>85%
RTL
exceedances)
with
most
acutely
Europe.
Agricultural
land-use
clearly
primary
spatial
driver
observed
throughout
waters.
Issues
data
heterogeneity
highlighted
also
followed
subsequent
improvement
recommendations,
strengthening
future
assessments.
ecosystem
integrity
remains
across
Europe,
signaling
demand
continued
improvements.
Environmental Science & Technology,
Journal Year:
2023,
Volume and Issue:
57(10), P. 4143 - 4152
Published: March 2, 2023
To
assess
the
contamination
and
potential
risk
of
snow
melt
with
polar
compounds,
road
background
was
sampled
during
a
melting
event
at
23
sites
city
Leipzig
screened
for
489
chemicals
using
liquid
chromatography
high-resolution
mass
spectrometry
target
screening.
Additionally,
six
24
h
composite
samples
were
taken
from
influent
effluent
wastewater
treatment
plant
(WWTP)
event.
207
compounds
least
detected
once
(concentrations
between
0.80
ng/L
75
μg/L).
Consistent
patterns
traffic-related
dominated
chemical
profile
(58
in
concentrations
1.3
to
μg/L)
among
them
2-benzothiazole
sulfonic
acid
1-cyclohexyl-3-phenylurea
tire
wear
denatonium
used
as
bittern
vehicle
fluids.
Besides,
analysis
unveiled
presence
rubber
additive
6-PPD
its
transformation
product
N-(1.3-dimethylbutyl)-N′-phenyl-p-phenylenediamine
quinone
(6-PPDQ)
known
cause
acute
toxicity
sensitive
fish
species.
The
also
149
other
such
food
additives,
pharmaceuticals,
pesticides.
Several
biocides
identified
major
contributors,
more
site-specific
occurrence,
toxic
risks
algae
(five
samples)
invertebrates
(six
samples).
Ametryn,
flumioxazin,
1,2-cyclohexane
dicarboxylic
diisononyl
ester
are
main
contributing
algae,
while
etofenprox
bendiocarb
found
contributors
crustacean
risk.
Correlations
WWTP
flow
rate
allowed
us
discriminate
urban
runoff
sources
dominant
sources.
Removal
rates
showed
that
some
largely
eliminated
(removal
higher
than
80%)
6-PPDQ,
others
persisted
WWTP.
Science,
Journal Year:
2024,
Volume and Issue:
386(6719), P. 301 - 309
Published: Oct. 17, 2024
Human
biomonitoring
studies
typically
capture
only
a
small
and
unknown
fraction
of
the
entire
chemical
universe.
We
combined
analysis
with
high-throughput
in
vitro
assay
for
neurotoxicity
to
complex
mixtures
organic
chemicals
blood.
Plasma
samples
624
pregnant
women
from
German
LiNA
cohort
were
extracted
nonselective
extraction
method
chemicals.
294
>1000
target
analytes
detected
quantified.
Many
as
well
whole
extracts
interfered
neurite
development.
Experimental
testing
simulated
confirmed
additive
mixture
effects
at
concentrations
less
than
individual
chemicals'
effect
thresholds.
The
use
screening
bioassays
has
potential
improve
human
provide
new
approach
including
epidemiological
studies.
The Science of The Total Environment,
Journal Year:
2024,
Volume and Issue:
921, P. 171054 - 171054
Published: Feb. 18, 2024
Environmental
risk
assessments
strategies
that
account
for
the
complexity
of
exposures
are
needed
in
order
to
evaluate
toxic
pressure
emerging
chemicals,
which
also
provide
suggestions
mitigation
and
management,
if
necessary.
Currently,
most
studies
on
co-occurrence
environmental
impacts
chemicals
concern
(CECs)
conducted
countries
Global
North,
leaving
massive
knowledge
gaps
South.
In
this
study,
we
implement
a
multi-scenario
assessment
strategy
improve
both
exposure
hazard
components
chemical
process.
Our
incorporates
systematic
consideration
weighting
CECs
were
not
detected,
as
well
an
evaluation
uncertainties
associated
with
Quantitative
Structure-Activity
Relationships
(QSARs)
predictions
chronic
ecotoxicity.
Furthermore,
present
novel
approach
identifying
mixture
drivers.
To
expand
our
beyond
well-studied
aquatic
ecosystems,
applied
River
Aconcagua
basin
Central
Chile.
The
analysis
revealed
concentrations
exceeded
acceptable
thresholds
selected
organism
groups
vulnerable
taxonomic
groups.
Streams
flowing
through
agricultural
areas
sites
near
river
mouth
exhibited
highest
risks.
Notably,
eight
drivers
among
153
co-occurring
accounted
66–92
%
observed
risks
basin.
Six
them
pesticides
pharmaceuticals,
classes
known
their
high
biological
activity
specific
target
organisms.
Water Research X,
Journal Year:
2020,
Volume and Issue:
9, P. 100072 - 100072
Published: Oct. 1, 2020
Bioassays
show
promise
as
a
complementary
approach
to
chemical
analysis
assess
the
efficacy
of
wastewater
treatment
processes
they
can
detect
mixture
effects
all
bioactive
chemicals
in
sample.
We
investigated
ten
Australian
plants
(WWTPs)
covering
42%
national
population
over
seven
consecutive
days.
Solid-phase
extracts
influent
and
effluent
were
subjected
an
vitro
test
battery
with
six
bioassays
nine
endpoints
that
captured
major
modes
action
detected
receiving
surface
waters.
WWTP
influents
effluents
compared
on
basis
population-
flow-normalised
effect
loads,
which
provided
insights
into
biological
exhibited
by
before
after
treatment.
Effect
removal
varied
between
depended
process.
An
ozonation
step
had
best
efficacy,
while
WWTPs
only
primary
resulted
poor
effects.
was
generally
better
for
estrogenic
peroxisome
proliferator-activated
receptor
than
inhibition
photosynthesis,
is
consistent
persistence
herbicides
causing
this
effect.
Cytotoxicity
oxidative
stress
response
sum
parameter
including
transformation
products
poorer
specific
except
photosynthesis
inhibition.
Although
more
500
analysed,
explained
typically
less
10%
measured
effect,
apart
from
algal
toxicity,
where
majority
could
be
one
dominant
herbicide,
diuron.
Overall,
current
study
demonstrated
utility
applying
alongside
evaluate
loads
pollution
reaching
efficacy.