bioRxiv (Cold Spring Harbor Laboratory),
Journal Year:
2024,
Volume and Issue:
unknown
Published: Aug. 26, 2024
Abstract
The
rapid
growth
of
multi-omics
datasets,
in
addition
to
the
wealth
existing
biological
prior
knowledge,
necessitates
development
effective
methods
for
their
integration.
Such
are
essential
building
predictive
models
and
identifying
disease-related
molecular
markers.
We
propose
a
framework
supervised
integration
data
with
priors
represented
as
knowledge
graphs.
Our
leverages
graph
neural
networks
(GNNs)
model
relationships
among
features
from
high-dimensional
‘omics
set
transformers
integrate
low-dimensional
representations
features.
Furthermore,
our
incorporates
explainability
elucidate
important
biomarkers
extract
interaction
between
quantities
interest.
demonstrate
effectiveness
approach
by
applying
it
Alzheimer’s
disease
(AD)
ROSMAP
cohort,
showing
that
transcriptomics
proteomics
AD
domain
network
improves
prediction
accuracy
status
highlights
functional
biomarkers.
Alzheimer s & Dementia Translational Research & Clinical Interventions,
Journal Year:
2024,
Volume and Issue:
10(2)
Published: April 1, 2024
Abstract
INTRODUCTION
Alzheimer's
disease
(AD)
is
the
predominant
dementia
globally,
with
heterogeneous
presentation
and
penetrance
of
clinical
symptoms,
variable
presence
mixed
pathologies,
potential
subtypes,
numerous
associated
endophenotypes.
Beyond
difficulty
designing
treatments
that
address
core
pathological
characteristics
disease,
therapeutic
development
challenged
by
uncertainty
which
endophenotypic
areas
specific
targets
implicated
those
endophenotypes
to
prioritize
for
further
translational
research.
However,
publicly
funded
consortia
driving
large‐scale
open
science
efforts
have
produced
multiple
omic
analyses
both
risk
relevance
biological
process
involvement
genes
across
genome.
METHODS
Here
we
report
an
informatic
pipeline
draws
from
genetic
association
studies,
predicted
variant
impact,
linkage
phenotypes
create
a
score.
This
paired
multi‐omic
score
utilizing
extensive
sets
transcriptomic
proteomic
studies
identify
system‐level
changes
in
expression
AD.
These
two
elements
combined
constitute
our
target
ranks
AD
genome‐wide.
The
ranked
are
organized
into
space
through
19
domains
described
genetics
genomics
accompanying
literature.
constructed
exhaustive
Gene
Ontology
(GO)
term
compilations,
allowing
automated
assignment
objectively
defined
disease‐associated
biology.
rank‐and‐organize
approach,
performed
genome‐wide,
allows
characterization
aggregations
domains.
RESULTS
top
AD‐risk‐associated
Synapse,
Immune
Response,
Lipid
Metabolism,
Mitochondrial
Structural
Stabilization,
Proteostasis,
slightly
lower
levels
enrichment
present
within
other
13
DISCUSSION
provides
objective
methodology
localize
drill
down
most
significantly
GO
terms
annotated
targets.
Alzheimer s & Dementia,
Journal Year:
2024,
Volume and Issue:
20(8), P. 5247 - 5261
Published: July 3, 2024
Abstract
INTRODUCTION
Despite
a
two‐fold
risk,
individuals
of
African
ancestry
have
been
underrepresented
in
Alzheimer's
disease
(AD)
genomics
efforts.
METHODS
Genome‐wide
association
studies
(GWAS)
2,903
AD
cases
and
6,265
controls
ancestry.
Within‐dataset
results
were
meta‐analyzed,
followed
by
functional
analyses.
RESULTS
A
novel
AD‐risk
locus
was
identified
MPDZ
on
chromosome
(chr)
9p23
(rs141610415,
MAF
=
0.002,
p
3.68×10
−9
).
Two
additional
common
nine
rare
loci
with
suggestive
associations
(
P
<
9×10
−7
Comparison
linkage
disequilibrium
(LD)
patterns
between
datasets
higher
lower
degrees
showed
differential
at
chr12q23.2
ASCL1
),
suggesting
that
this
is
modulated
regional
origin
local
DISCUSSION
These
analyses
AD‐associated
suggest
degree
modulates
some
associations.
Increased
sample
sets
covering
as
much
genetic
diversity
possible
will
be
critical
to
identify
deconvolute
effects.
Highlights
Genetic
significantly
impacts
risk
Disease
(AD).
Although
are
twice
likely
develop
AD,
they
vastly
studies.
The
Genetics
Consortium
has
previously
16
associated
American
individuals.
current
expand
effort
increasing
the
size
extending
ancestral
including
populations
from
continental
Africa.
Single
variant
meta‐analysis
genome‐wide
significant
gene,
11
significance
9×10−7.
samples
demonstrated
differing
one
these
loci,
and/or
geographic
effect
locus.
findings
illustrate
importance
number
fully
disentangle
architecture
underlying
yield
more
effective
ancestry‐informed
screening
tools
therapeutic
interventions.
bioRxiv (Cold Spring Harbor Laboratory),
Journal Year:
2023,
Volume and Issue:
unknown
Published: March 10, 2023
Major
Histocompatibility
Complex
I
(MHC-I)
CNS
cellular
localization
and
function
is
still
being
determined
after
previously
thought
to
be
absent
from
the
brain.
MHC-I
expression
has
been
reported
increase
with
brain
aging
in
mouse,
rat,
human
whole
tissue
analyses
but
was
undetermined.
Neuronal
proposed
regulate
developmental
synapse
elimination
tau
pathology
Alzheimer's
disease
(AD).
Here
we
report
that
across
newly
generated
publicly
available
ribosomal
profiling,
cell
sorting,
single-cell
data,
microglia
are
primary
source
of
classical
non-classical
mice
humans.
Translating
Ribosome
Affinity
Purification-qPCR
analysis
3-6
18-22
month
old
(m.o.)
revealed
significant
age-related
microglial
induction
pathway
genes
PLoS ONE,
Journal Year:
2024,
Volume and Issue:
19(2), P. e0293548 - e0293548
Published: Feb. 15, 2024
RNA
sequencing
and
genetic
data
support
spleen
tyrosine
kinase
(SYK)
high
affinity
immunoglobulin
epsilon
receptor
subunit
gamma
(FCER1G)
as
putative
targets
to
be
modulated
for
Alzheimer's
disease
(AD)
therapy.
FCER1G
is
a
component
of
Fc
complexes
that
contain
an
immunoreceptor
tyrosine-based
activation
motif
(ITAM).
SYK
interacts
with
the
by
binding
doubly
phosphorylated
ITAM
(p-ITAM)
via
its
two
tandem
SH2
domains
(SYK-tSH2).
Interaction
p-ITAM
SYK-tSH2
enables
phosphorylation.
Since
reported
exacerbate
AD
pathology,
we
hypothesized
disruption
this
interaction
would
beneficial
patients.
Herein,
developed
biochemical
biophysical
assays
enable
discovery
small
molecules
perturb
between
SYK-tSH2.
We
identified
distinct
chemotypes
using
high-throughput
screen
(HTS)
orthogonally
assessed
their
binding.
Both
covalently
modify
inhibit
p-ITAM,
however,
these
compounds
lack
selectivity
limits
utility
chemical
tools.
Alzheimer s & Dementia Translational Research & Clinical Interventions,
Journal Year:
2024,
Volume and Issue:
10(1)
Published: Jan. 1, 2024
Abstract
INTRODUCTION
In
September
2022,
The
Jackson
Laboratory
Center
for
Alzheimer's
and
Dementia
Research
(JAX
CADR)
hosted
a
workshop
with
leading
researchers
in
the
disease
related
dementias
(ADRD)
field.
METHODS
During
workshop,
participants
brainstormed
new
directions
to
overcome
current
barriers
providing
patients
effective
ADRD
therapeutics.
outlined
specific
areas
of
focus.
Following
each
group
used
standard
literature
search
methods
provide
background
topic.
RESULTS
team
invited
experts
identified
four
key
that
can
be
collectively
addressed
make
significant
impact
field:
(1)
Prioritize
diversification
targets,
(2)
enhance
factors
promoting
resilience,
(3)
de‐risk
clinical
pipeline,
(4)
centralize
data
management.
DISCUSSION
this
report,
we
review
these
objectives
propose
innovations
expedite
therapeutic
pipelines.
bioRxiv (Cold Spring Harbor Laboratory),
Journal Year:
2023,
Volume and Issue:
unknown
Published: Dec. 20, 2023
MODEL-AD
is
creating
and
distributing
novel
mouse
models
with
humanized,
clinically
relevant
genetic
risk
factors
to
more
accurately
mimic
LOAD
than
commonly
used
transgenic
models.
Alzheimer s & Dementia,
Journal Year:
2024,
Volume and Issue:
unknown
Published: Oct. 23, 2024
Abstract
INTRODUCTION
Alzheimer's
disease
(AD)
features
changes
in
mitochondrial
structure
and
function.
Investigators
debate
where
to
position
pathology
within
the
chronology
context
of
other
AD
features.
METHODS
To
address
whether
dysfunction
alters
AD‐implicated
genes
proteins,
we
treated
SH‐SY5Y
cells
induced
pluripotent
stem
cell
(iPSC)‐derived
neurons
with
chloramphenicol,
an
antibiotic
that
inhibits
mtDNA‐generated
transcript
translation.
We
characterized
adaptive,
AD‐associated
gene,
protein
responses.
RESULTS
iPSC
responded
mtDNA
translation
inhibition
by
increasing
copy
number
transcription.
Nuclear‐expressed
respiratory
chain
mRNA
levels
also
changed.
There
were
AD‐consistent
concordant
model‐specific
amyloid
precursor
protein,
beta
amyloid,
apolipoprotein
E,
tau,
α‐synuclein
biology.
DISCUSSION
Primary
induces
compensatory
organelle
responses,
nuclear
gene
expression,
biology
proteins
ways
may
recapitulate
brain
aging
molecular
phenomena.
Highlights
In
AD,
could
represent
a
cause
or
consequence.
inhibited
human
neuronal
neurons.
Mitochondrial
expression
shifted
adaptive‐consistent
patterns.
APP,
Aβ,
APOE,
changed
stress
creates
environment
promotes
pathology.
Alzheimer s & Dementia Translational Research & Clinical Interventions,
Journal Year:
2023,
Volume and Issue:
9(2)
Published: April 1, 2023
Alzheimer's
disease
(AD)
drug
discovery
has
focused
on
a
set
of
highly
studied
therapeutic
hypotheses,
with
limited
success.
The
heterogeneous
nature
AD
processes
suggests
that
more
diverse,
systems-integrated
strategy
may
identify
new
hypotheses.
Although
many
target
hypotheses
have
arisen
from
systems-level
modeling
human
disease,
in
practice
and
for
reasons,
it
proven
challenging
to
translate
them
into
pipelines.
First,
implicate
protein
targets
and/or
biological
mechanisms
are
under-studied,
meaning
there
is
paucity
evidence
inform
experimental
strategies
as
well
high-quality
reagents
perform
them.
Second,
predicted
act
concert,
requiring
adaptations
how
we
characterize
targets.
Here
posit
the
development
open
distribution
informatic
outputs-termed
enabling
packages
(TEPs)-will
catalyze
rapid
evaluation
emerging
by
parallel,
independent,
unencumbered
research.