Neural, cognitive and psychopathological signatures of a prosocial or delinquent peer environment during early adolescence
Yu Liu,
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Songjun Peng,
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Xinran Wu
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et al.
Developmental Cognitive Neuroscience,
Journal Year:
2025,
Volume and Issue:
73, P. 101566 - 101566
Published: May 9, 2025
Language: Английский
Power and reproducibility in the external validation of brain-phenotype predictions
Nature Human Behaviour,
Journal Year:
2024,
Volume and Issue:
8(10), P. 2018 - 2033
Published: July 31, 2024
Language: Английский
Power and reproducibility in the external validation of brain-phenotype predictions
bioRxiv (Cold Spring Harbor Laboratory),
Journal Year:
2023,
Volume and Issue:
unknown
Published: Oct. 30, 2023
Identifying
reproducible
and
generalizable
brain-phenotype
associations
is
a
central
goal
of
neuroimaging.
Consistent
with
this
goal,
prediction
frameworks
evaluate
models
in
unseen
data.
Most
studies
train
model
the
same
dataset.
However,
external
validation,
or
evaluation
an
dataset,
provides
better
assessment
robustness
generalizability.
Despite
promise
validation
calls
for
its
usage,
statistical
power
such
has
yet
to
be
investigated.
In
work,
we
ran
over
60
million
simulations
across
several
datasets,
phenotypes,
sample
sizes
understand
how
training
datasets
affect
power.
We
found
that
prior
used
prone
low
power,
which
may
lead
false
negatives
effect
size
inflation.
Furthermore,
increases
led
increased
simulated
directly
following
theoretical
curves,
whereas
changes
dataset
offset
curves.
Finally,
compared
performance
within
performance.
The
within-dataset
was
typically
Language: Английский
Gray matter correlates of childhood maltreatment in the context of major depression: searching for replicability in a multi-cohort brain-wide association study of 3225 adults
bioRxiv (Cold Spring Harbor Laboratory),
Journal Year:
2024,
Volume and Issue:
unknown
Published: Aug. 16, 2024
Childhood
maltreatment
effects
on
cerebral
gray
matter
have
been
frequently
discussed
as
a
neurobiological
pathway
for
depression.
However,
localizations
are
highly
heterogeneous,
and
recent
reports
questioned
the
replicability
of
mental
health
neuroimaging
findings.
Here,
we
investigate
correlates
(measured
retrospectively
via
Trauma
Questionnaire)
across
three
large
adult
cohorts
(total
N=3225).
Pooling
revealed
maltreatment-related
reductions,
with
most
extensive
when
not
controlling
depression
diagnosis
(maximum
partial
R
2
=.022).
none
these
significantly
replicated
cohorts.
Non-replicability
was
consistent
variety
subtypes
operationalizations,
well
subgroup
analyses
without
depression,
stratified
by
sex.
In
this
work
show
that
there
is
little
evidence
childhood
maltreatment,
adequately
psychopathology.
This
underscores
need
to
focus
research
in
neuroimaging.
Language: Английский