medRxiv (Cold Spring Harbor Laboratory),
Год журнала:
2023,
Номер
unknown
Опубликована: Дек. 14, 2023
Abstract
Background
The
ganglionic
eminences
are
fetal-specific
structures
that
give
rise
to
gamma-
aminobutyric
acid
(GABA)-
and
acetylcholine-
releasing
neurons
of
the
forebrain.
Given
evidence
for
GABAergic
cholinergic
disturbances
in
schizophrenia,
as
well
an
early
neurodevelopmental
component
disorder,
we
tested
potential
involvement
developing
cells
mediating
genetic
risk
condition.
Study
Design
We
combined
data
from
a
recent
large-scale
genome-wide
association
study
schizophrenia
with
single
cell
RNA
sequencing
human
test
enrichment
variation
genes
high
expression
specificity
particular
populations
within
these
structures.
additionally
performed
nuclei
Assay
Transposase-Accessible
Chromatin
Sequencing
(snATAC-Seq)
map
regulatory
genomic
regions
operating
individual
eminences,
using
common
variant
liability
functionally
annotate
non-coding
variants
associated
disorder.
Results
Schizophrenia
was
enriched
neuron
predicted
form
dopamine
D1
D2
receptor
expressing
medium
spiny
striatum,
cortical
somatostatin-positive
interneurons,
calretinin-positive
neurons.
Consistent
findings,
also
concentrated
sequence
mapped
neuronal
eminences.
Conclusions
Our
provides
role
prenatal
development
later
susceptibility
schizophrenia.
Expert Opinion on Drug Discovery,
Год журнала:
2023,
Номер
18(8), С. 835 - 850
Опубликована: Июнь 23, 2023
Psychiatric
disorders
are
a
leading
cause
of
disability
worldwide,
calling
for
an
urgent
need
new
treatments,
early
detection,
intervention,
and
precision
medicine.
Drug
discovery
development
in
psychiatry
continues
to
expand
exciting
areas,
with
several
medications
approved
psychiatric
indications
by
the
U.S.
Food
Administration
(FDA)
last
5
years.In
this
review,
authors
summarize
recent
drug
approvals
molecular
mechanisms
Phase
1-3
clinical
disorders.
Advances
human
genetics-driven
target
identification,
emergent
technologies
such
as
artificial
intelligence-enabled
discovery,
digital
health
technologies,
biomarker
tools
strategies
testing
novel
highlighted.There
be
research
focused
on
understanding
natural
history,
developmental
trajectory,
pathophysiology
identify
circuit-based
targets.
Looking
future,
vision
is
emerging,
taking
advantage
advances
genetics,
technology,
multimodal
biomarkers
accelerate
next-generation
therapies
individuals
living
mental
illnesses.
bioRxiv (Cold Spring Harbor Laboratory),
Год журнала:
2024,
Номер
unknown
Опубликована: Сен. 3, 2024
The
interaction
between
genetic
variants
and
environmental
stressors
is
key
to
understanding
the
mechanisms
underlying
neurological
diseases.
In
this
study,
we
used
human
brain
organoids
explore
how
varying
oxygen
levels
expose
context-dependent
gene
regulatory
effects.
By
subjecting
a
genetically
diverse
panel
of
21
hypoxic
hyperoxic
conditions,
identified
thousands
changes
that
are
undetectable
under
baseline
with
1,745
trait-associated
genes
showing
effects
only
in
response
stress.
To
capture
more
nuanced
transcriptional
patterns,
employed
topic
modeling,
which
revealed
context-specific
regulation
linked
dynamic
cellular
processes
responses,
offering
deeper
modulated
brain.
These
findings
underscore
importance
genotype-environment
interactions
studies
disorders
provide
new
insights
into
hidden
influenced
by
factors
Research Square (Research Square),
Год журнала:
2024,
Номер
unknown
Опубликована: Фев. 29, 2024
Abstract
The
Bipolar-Schizophrenia
Network
for
Intermediate
Phenotypes
(B-SNIP)
has
categorized
psychosis
disorders
(Schizophrenia,
Schizoaffective
Disorder
and
Bipolar
Disorder)
into
three
distinct
Biotypes,
based
on
neurobiological
measurements
in
a
multi-ancestry
sample.
Two
recently
developed
post
hoc
ancestry
adjustment
methods
of
Polygenic
Risk
Scores
(PRSs)
generate
Trans-Ancestry
PRSs
(TAPRSs),
which
allow
PRS
analysis
samples.
Applied
to
schizophrenia
PRS,
we
found
the
Khera
TAPRS
method
show
superior
portability
comparable
prediction
accuracy
as
compared
with
Ge
method.
Biotypes
had
similar
TAPRSs
across
ancestries.
In
genomic
nine
genes
isoforms
showed
significant
associations
Transcriptome-Wide
Association
Study
(TWAS)
gene
expression
adult
brain
fetal
brain,
isoforms.
TWAS
inflation
was
successfully
controlled
by
inclusion
genotype
Principal
Components
association
analyses.
Biotype-related
diagnosis
distributions
differ
between
African
American
European
bioRxiv (Cold Spring Harbor Laboratory),
Год журнала:
2024,
Номер
unknown
Опубликована: Март 18, 2024
Abstract
Genome-wide
association
studies
(GWAS)
and
expression
analyses
implicate
noncoding
regulatory
regions
as
harboring
risk
factors
for
psychiatric
disease,
but
functional
characterization
of
these
remains
limited.
We
performed
capture
STARR-sequencing
over
78,000
candidate
to
identify
active
enhancers
in
primary
human
neural
progenitor
cells
(phNPCs).
selected
by
integrating
data
from
NPCs,
prefrontal
cortex,
developmental
timepoints,
GWAS.
Over
8,000
demonstrated
enhancer
activity
the
phNPCs,
we
linked
2,200
predicted
target
genes.
These
genes
are
involved
neuronal
disease-associated
pathways,
including
dopaminergic
synapse,
axon
guidance,
schizophrenia.
functionally
validated
a
subset
using
mutation
CRISPR
deletions,
demonstrating
effects
genetic
variation
on
deletion
gene
expression.
Overall,
identified
thousands
highly
enhancers,
improving
our
understanding
networks
underlying
brain
function
disease.
bioRxiv (Cold Spring Harbor Laboratory),
Год журнала:
2024,
Номер
unknown
Опубликована: Май 17, 2024
CellWalker2
is
a
graph
diffusion-based
method
for
single-cell
genomics
data
integration.
It
extends
the
CellWalker
model
by
incorporating
hierarchical
relationships
between
cell
types,
providing
estimates
of
statistical
significance,
and
adding
structures
analyzing
multi-omics
so
that
gene
expression
open
chromatin
can
be
jointly
modeled.
Our
open-source
software
enables
users
to
annotate
cells
using
existing
ontologies
probabilistically
match
types
two
or
more
contexts,
including
across
species.
also
map
genomic
regions
ontologies,
enabling
precise
annotation
elements
derived
from
bulk
data,
such
as
enhancers,
genetic
variants,
sequence
motifs.
Through
simulation
studies,
we
show
performs
better
than
methods
in
type
mapping.
We
then
use
brain
immune
system
demonstrate
CellWalker2's
ability
discover
type-specific
regulatory
programs
both
conserved
divergent
complex
tissues.
medRxiv (Cold Spring Harbor Laboratory),
Год журнала:
2024,
Номер
unknown
Опубликована: Ноя. 5, 2024
Abstract
Neuropsychiatric
and
neurodegenerative
disorders
exhibit
cell-type-specific
characteristics
1–8
,
yet
most
transcriptome-wide
association
studies
have
been
constrained
by
the
use
of
homogenate
brain
tissue
9–11
limiting
their
resolution
power.
Here,
we
present
a
single-nucleus
study
(
snTWAS
)
leveraging
RNA
sequencing
over
6
million
nuclei
from
dorsolateral
prefrontal
cortex
1,494
donors
across
three
ancestries—European,
African,
Admixed
American.
We
constructed
ancestry-specific
single-nucleus-derived
transcriptomic
imputation
models
snTIMs
including
up
to
27
non-overlapping
cellular
populations,
enhancing
genetically
regulated
gene
expression
GReX
in
uncovering
novel
gene-trait
associations
12
neuropsychiatric
traits.
Our
framework
revealed
dysregulation
GReX,
identifying
4,000
not
detected
bulk
approaches.
By
applying
these
Million
Veteran
Program,
validated
major
findings
explored
pleiotropy
revealing
cross-ancestry
concordance
fine-mapping
causal
genes.
This
approach
enhances
discovery
biologically
relevant
pathways
targets,
highlighting
importance
cell-type
understanding
genetic
architecture
complex
disorders.
bioRxiv (Cold Spring Harbor Laboratory),
Год журнала:
2023,
Номер
unknown
Опубликована: Ноя. 16, 2023
Abstract
While
context-type-specific
regulation
of
genes
is
largely
determined
by
cis-regulatory
regions,
attempts
to
identify
cell-type
specific
eQTLs
are
complicated
the
nested
nature
cell
types.
We
present
a
network-based
model
for
hierarchical
annotation
bulk-derived
levels
type
tree
using
single
chromatin
accessibility
data
and
no
clustering
cells
into
discrete
Using
our
model,
we
annotated
from
developing
brain
with
high
specificity
hierarchy.
The
increased
power
provided
allowed
sensitive
detection
multiple
distinct
non-coding
elements
regulating
their
expression
in
different
types,
which
validated
single-cell
multiome
reporter
assays.
Overall,
find
that
incorporating
organization
types
provides
powerful
way
account
relationships
between
complex
tissues.
bioRxiv (Cold Spring Harbor Laboratory),
Год журнала:
2023,
Номер
unknown
Опубликована: Сен. 1, 2023
Summary
The
function
of
some
genetic
variants
associated
with
brain-relevant
traits
has
been
explained
through
colocalization
expression
quantitative
trait
loci
(eQTL)
conducted
in
bulk
post-mortem
adult
brain
tissue.
However,
many
brain-trait
have
unknown
cellular
or
molecular
function.
These
may
exert
context-specific
on
different
phenotypes
including
post-transcriptional
changes.
Here,
we
identified
regulation
RNA-editing
and
alternative
polyadenylation
(APA),
within
a
cell-type-specific
population
human
neural
progenitors
neurons.
More
isoforms
utilizing
longer
sequences
were
observed
neurons,
likely
due
to
higher
genes
encoding
the
proteins
mediating
these
events.
We
also
detected
hundreds
editing
(edQTLs)
QTLs
(apaQTLs).
found
colocalizations
neuron
edQTL
CCDC88A
educational
attainment
progenitor
apaQTL
EP300
schizophrenia,
suggesting
genetically
mediated
during
development
lead
differences