A brain DNA co‐methylation network analysis of psychosis in Alzheimer's disease
Alzheimer s & Dementia,
Год журнала:
2025,
Номер
21(2)
Опубликована: Фев. 1, 2025
Abstract
INTRODUCTION
The
presence
of
psychosis
in
Alzheimer's
disease
(AD)
is
suggested
to
be
associated
with
distinct
molecular
and
neuropathological
profiles
the
brain.
METHODS
We
assessed
brain
DNA
methylation
AD
donors
(AD+P)
without
(AD−P)
using
EPIC
array.
Weighted
gene
correlation
network
analysis
identified
modules
co‐methylated
genes
a
discovery
cohort
(PITT‐ADRC:
N
=
113
AD+P,
40
AD−P),
validation
an
independent
(BDR:
79
117
Gene
Ontology
cell‐type
enrichment
analysis.
Genetic
data
were
integrated
identify
quantitative
trait
loci
(mQTLs),
which
co‐localized
GWAS
for
related
traits.
RESULTS
replicated
one
AD+P
module,
was
enriched
synaptic
pathways
excitatory
inhibitory
neurons.
mQTLs
this
module
variants
schizophrenia
educational
attainment.
DISCUSSION
This
represents
largest
epigenetic
study
date,
identifying
pleiotropic
relationships
between
Highlights
prefrontal
cortex
subjects
AD−P.
WGCNA
six
cohort.
One
mapping
Язык: Английский
A systematic exposure‐wide framework leveraging machine learning to identify multidomain exposure factors and their joint influence on cognitive function: Evidence from a neurological cohort
Alzheimer s & Dementia,
Год журнала:
2025,
Номер
21(2)
Опубликована: Фев. 1, 2025
Abstract
INTRODUCTION
Cognitive
decline
has
become
a
growing
public
concern,
yet
large‐scale
exposure
data
identifying
the
contributing
factors
remain
limited.
METHODS
We
conducted
an
exposure‐wide
association
study
involving
1142
participants
and
207
exposures,
using
machine
learning
to
assess
relative
contribution
joint
effects
of
key
factors.
Cluster
analysis
intervention
simulation
trials
helped
identify
high‐risk
subpopulations
potential
benefits
targeted
interventions.
RESULTS
In
adjusted
mixed
models,
socioeconomic
status
domain
emerged
as
strongest
predictor
longitudinal
global
cognitive
score
(
β
=
2.91,
p
<
0.0001,
q
0.0001),
while
dietary
also
played
important
role
in
memory
function.
The
cluster
found
that
“unfavorable
lifestyle”
dominated
phenotype
was
associated
with
poorest
outcomes.
Simulation
indicated
scores
could
improve
by
shifting
individuals
from
unfavorable
favorable
phenotypes.
DISCUSSION
health
requires
multidomain
interventions,
particularly
fields,
necessitates
collaboration
between
government
individuals.
Highlights
design,
which
assesses
broad
range
is
used
novel
variables
understand
their
contributions
findings
indicate
most
significant
contributor
function,
diet
plays
largest
Increasing
proportion
phenotypes
through
interventions
can
significantly
enhance
health.
Язык: Английский
Blood‐based multivariate methylation risk score for cognitive impairment and dementia
Alzheimer s & Dementia,
Год журнала:
2024,
Номер
unknown
Опубликована: Авг. 28, 2024
The
established
link
between
DNA
methylation
and
pathophysiology
of
dementia,
along
with
its
potential
role
as
a
molecular
mediator
lifestyle
environmental
influences,
positions
blood-derived
promising
tool
for
early
dementia
risk
detection.
Язык: Английский
Optimized Anti-Interference Dynamic Integral Neural Network Approach for Dementia Prediction in Health Care
Knowledge-Based Systems,
Год журнала:
2025,
Номер
unknown, С. 113723 - 113723
Опубликована: Май 1, 2025
Язык: Английский
The predictive power of profiling the DNA methylome in human health and disease
Epigenomics,
Год журнала:
2025,
Номер
unknown, С. 1 - 12
Опубликована: Май 10, 2025
Early
and
accurate
diagnosis
significantly
improves
the
chances
of
disease
survival.
DNA
methylation
(5mC),
major
modification
in
human
genome,
is
now
recognized
as
a
biomarker
immense
clinical
potential.
This
due
to
its
ability
delineate
precisely
cell-type,
quantitate
both
internal
external
exposures,
well
tracking
chronological
biological
components
aging
process.
Here,
we
survey
current
state
predictor
traits
disease.
includes
Epigenome-wide
association
study
(EWAS)
findings
that
inform
Methylation
Risk
Scores
(MRS),
EpiScore
long-term
estimators
plasma
protein
levels,
machine
learning
(ML)
derived
clocks.
These
all
highlight
significant
benefits
accessible
peripheral
blood
surrogate
measure.
However,
detailed
biopsy
analysis
real-time
also
empowering
pathological
diagnosis.
Furthermore,
moving
forward,
this
multi-omic
biobank
scale
era,
novel
insights
will
be
enabled
by
amplified
power
increasing
sample
sizes
data
integration.
Язык: Английский
Blood DNA methylomic signatures associated with CSF biomarkers of Alzheimer's disease in the EMIF‐AD study
Alzheimer s & Dementia,
Год журнала:
2024,
Номер
unknown
Опубликована: Авг. 28, 2024
We
investigated
blood
DNA
methylation
patterns
associated
with
15
well-established
cerebrospinal
fluid
(CSF)
biomarkers
of
Alzheimer's
disease
(AD)
pathophysiology,
neuroinflammation,
and
neurodegeneration.
Язык: Английский