The American Journal of Human Genetics,
Год журнала:
2024,
Номер
111(3), С. 473 - 486
Опубликована: Фев. 13, 2024
Disease-associated
variants
identified
from
genome-wide
association
studies
(GWASs)
frequently
map
to
non-coding
areas
of
the
genome
such
as
introns
and
intergenic
regions.
An
exclusive
reliance
on
gene-agnostic
methods
genomic
investigation
could
limit
identification
relevant
genes
associated
with
polygenic
diseases
Alzheimer
disease
(AD).
To
overcome
potential
restriction,
we
developed
a
gene-constrained
analytical
method
that
considers
only
moderate-
high-risk
affect
gene
coding
sequences.
We
report
here
application
this
approach
publicly
available
datasets
containing
181,388
individuals
without
AD
resulting
660
potentially
linked
higher
prevalence
among
Africans/African
Americans.
By
integration
transcriptome
analysis
23
brain
regions
2,728
case-control
samples,
concentrated
nine
enhance
risk
AD:
AACS,
GNB5,
GNS,
HIPK3,
MED13,
SHC2,
SLC22A5,
VPS35,
ZNF398.
fifth
member
heterotrimeric
G
protein
beta
family
encoding
Gβ5,
is
primarily
expressed
in
neurons
essential
for
normal
neuronal
development
mouse
brain.
Homozygous
or
compound
heterozygous
loss
function
GNB5
humans
has
previously
been
syndrome
developmental
delay,
cognitive
impairment,
cardiac
arrhythmia.
In
validation
experiments,
confirmed
Gnb5
heterozygosity
enhanced
formation
both
amyloid
plaques
neurofibrillary
tangles
brains
model
mice.
These
results
suggest
can
complement
power
GWASs
AD-associated
may
be
more
broadly
applicable
other
diseases.
World Psychiatry,
Год журнала:
2023,
Номер
22(1), С. 4 - 24
Опубликована: Янв. 14, 2023
Psychiatric
genetics
has
made
substantial
progress
in
the
last
decade,
providing
new
insights
into
genetic
etiology
of
psychiatric
disorders,
and
paving
way
for
precision
psychiatry,
which
individual
profiles
may
be
used
to
personalize
risk
assessment
inform
clinical
decision‐making.
Long
recognized
heritable,
recent
evidence
shows
that
disorders
are
influenced
by
thousands
variants
acting
together.
Most
these
commonly
occurring,
meaning
every
a
each
disorder,
from
low
high.
A
series
large‐scale
studies
have
discovered
an
increasing
number
common
rare
robustly
associated
with
major
disorders.
The
most
convincing
biological
interpretation
findings
implicates
altered
synaptic
function
autism
spectrum
disorder
schizophrenia.
However,
mechanistic
understanding
is
still
incomplete.
In
line
their
extensive
epidemiological
overlap,
appear
exist
on
continua
share
large
degree
one
another.
This
provides
further
support
notion
current
diagnoses
do
not
represent
distinct
pathogenic
entities,
ongoing
attempts
reconceptualize
nosology.
also
influences
range
behavioral
somatic
traits
diseases,
including
brain
structures,
cognitive
function,
immunological
phenotypes
cardiovascular
disease,
suggesting
shared
potential
importance.
Current
polygenic
score
tools,
predict
susceptibility
illness,
yet
provide
clinically
actionable
information.
likely
improve
coming
years,
they
eventually
become
part
practice,
stressing
need
educate
clinicians
patients
about
use
misuse.
review
discusses
key
possible
applications,
suggests
future
directions.
Science,
Год журнала:
2021,
Номер
373(6562), С. 1464 - 1468
Опубликована: Сен. 23, 2021
Over
the
next
decade,
primary
challenge
in
human
genetics
will
be
to
understand
biological
mechanisms
by
which
genetic
variants
influence
phenotypes,
including
disease
risk.
Although
scale
of
this
is
daunting,
better
methods
for
functional
variant
interpretation
have
transformative
consequences
diagnosis,
risk
prediction,
and
development
new
therapies.
An
array
characterizing
impact
at
scale,
using
patient
tissue
samples
as
well
vitro
models,
are
already
being
applied
dissect
across
a
range
cell
types
environments.
These
approaches
also
increasingly
deployed
clinical
settings.
We
discuss
rationale,
approaches,
applications,
future
outlook
molecular
cellular
effects
variants.
Nature Genetics,
Год журнала:
2023,
Номер
55(5), С. 841 - 851
Опубликована: Апрель 6, 2023
Transcriptional
regulation
exhibits
extensive
robustness,
but
human
genetics
indicates
sensitivity
to
transcription
factor
(TF)
dosage.
Reconciling
such
observations
requires
quantitative
studies
of
TF
dosage
effects
at
trait-relevant
ranges,
largely
lacking
so
far.
TFs
play
central
roles
in
both
normal-range
and
disease-associated
variation
craniofacial
morphology;
we
therefore
developed
an
approach
precisely
modulate
levels
facial
progenitor
cells
applied
it
SOX9,
a
associated
with
disease
(Pierre
Robin
sequence
(PRS)).
Most
SOX9-dependent
regulatory
elements
(REs)
are
buffered
against
small
decreases
SOX9
dosage,
REs
directly
primarily
regulated
by
show
heightened
dosage;
these
RE
responses
partially
predict
gene
expression
responses.
Sensitive
genes
preferentially
affect
functional
chondrogenesis
PRS-like
shape
variation.
We
propose
that
underlie
the
specific
phenotypes
while
buffering
other
leads
robust,
nonlinear
dosage-to-phenotype
relationships.
PLoS Genetics,
Год журнала:
2023,
Номер
19(2), С. e1010624 - e1010624
Опубликована: Фев. 7, 2023
Polygenic
risk
scores
(PRSs)
have
been
among
the
leading
advances
in
biomedicine
recent
years.
As
a
proxy
of
genetic
liability,
PRSs
are
utilised
across
multiple
fields
and
applications.
While
numerous
statistical
machine
learning
methods
developed
to
optimise
their
predictive
accuracy,
these
typically
distil
liability
single
number
based
on
aggregation
an
individual’s
genome-wide
alleles.
This
results
key
loss
information
about
profile,
which
could
be
critical
given
functional
sub-structure
genome
heterogeneity
complex
disease.
In
this
manuscript,
we
introduce
‘pathway
polygenic’
paradigm
disease
risk,
liabilities
underlie
diseases,
rather
than
liability.
We
describe
method
accompanying
software,
PRSet,
for
computing
analysing
pathway-based
PRSs,
polygenic
calculated
genomic
pathways
each
individual.
evaluate
potential
pathway
two
distinct
ways,
creating
major
sections:
(1)
first
section,
benchmark
PRSet
as
enrichment
tool,
evaluating
its
capacity
capture
GWAS
signal
pathways.
find
that
target
sample
sizes
>10,000
individuals,
similar
power
MAGMA
LD
score
regression,
with
advantage
providing
individual-level
estimates
-opening
up
range
PRS
applications,
(2)
second
performance
stratification.
show
using
supervised
stratification
approach,
(computed
by
PRSet)
outperform
standard
C+T
lassosum)
classifying
subtypes
20
21
scenarios
tested.
definition
annotation
becomes
increasingly
refined,
expect
offer
insights
into
treatment
response,
generate
biologically
tractable
therapeutic
targets
from
signal,
and,
ultimately,
provide
powerful
path
precision
medicine.
Brain,
Год журнала:
2023,
Номер
146(8), С. 3392 - 3403
Опубликована: Фев. 9, 2023
Psychiatric
disorders
and
common
epilepsies
are
heritable
with
a
high
comorbidity
overlapping
symptoms.
However,
the
causative
mechanisms
underlying
this
relationship
poorly
understood.
Here
we
aimed
to
identify
genetic
loci
between
epilepsy
psychiatric
gain
better
understanding
of
their
shared
clinical
features.
We
analysed
genome-wide
association
study
data
for
all
(n
=
44
889),
generalized
33
446),
focal
39
348),
schizophrenia
77
096),
bipolar
disorder
406
405),
depression
500
199),
attention
deficit
hyperactivity
53
293)
autism
spectrum
46
350).
First,
applied
MiXeR
tool
estimate
total
number
causal
variants
influencing
disorders.
Next,
used
conjunctional
false
discovery
rate
statistical
framework
improve
power
discover
genomic
loci.
Additionally,
assessed
validity
findings
in
independent
cohorts,
functionally
characterized
identified
The
phenotypes
were
considerably
less
polygenic
(1.0
K
3.4
variants)
than
(5.6
13.9
variants),
being
least
having
highest
polygenicity
(13.9
variants).
observed
cross-trait
enrichment
depression.
Using
analysis,
40
distinct
jointly
associated
at
<0.05,
four
which
epilepsy.
Most
risk
31).
Among
loci,
32
novel
epilepsy,
two
epilepsies.
There
was
mixture
concordant
discordant
allelic
effects
sign
concordance
highly
consistent
datasets
disorders,
supporting
findings.
Gene-set
analysis
implicated
biological
processes
related
cell
cycle
regulation,
protein
phosphatase
activity,
membrane
vesicle
function;
gene-set
analyses
other
underpowered.
extensive
overlap
mixed
effect
directions
demonstrates
complex
these
line
bi-directional
relationship,
indicates
that
may
contribute
pathophysiological
features