Nature,
Journal Year:
2025,
Volume and Issue:
unknown
Published: Jan. 8, 2025
Germline
BRCA2
loss-of
function
variants,
which
can
be
identified
through
clinical
genetic
testing,
predispose
to
several
cancers1–5.
However,
variants
of
uncertain
significance
limit
the
utility
test
results.
Thus,
there
is
a
need
for
functional
characterization
and
classification
all
facilitate
management
individuals
with
these
variants.
Here
we
analysed
possible
single-nucleotide
from
exons
15
26
that
encode
DNA-binding
domain
hotspot
pathogenic
missense
To
enable
this,
used
saturation
genome
editing
CRISPR–Cas9-based
knock-in
endogenous
targeting
human
haploid
HAP1
cells6.
The
assay
was
calibrated
relative
nonsense
silent
validated
using
benign
standards
ClinVar
results
homology-directed
repair
assay7.
Variants
(6,959
out
6,960
evaluated)
were
assigned
seven
categories
pathogenicity
based
on
VarCall
Bayesian
model8.
Single-nucleotide
loss-of-function
associated
increased
risks
breast
cancer
ovarian
cancer.
integrated
into
models
ClinGen,
American
College
Medical
Genetics
Genomics,
Association
Molecular
Pathology9
Using
this
approach,
91%
classified
as
or
likely
benign.
These
improve
variant.
Results
comprehensive
evaluation
particularly
significance,
provide
useful
resource
who
carry
such
Nature Immunology,
Journal Year:
2025,
Volume and Issue:
unknown
Published: Feb. 10, 2025
The
NLRP3
inflammasome
is
a
multiprotein
complex
that
mediates
caspase-1
activation
and
the
release
of
proinflammatory
cytokines,
including
interleukin
(IL)-1β
IL-18.
Gain-of-function
variants
in
gene
encoding
(also
called
cryopyrin)
lead
to
constitutive
excessive
IL-1β
production
cryopyrin-associated
periodic
syndromes
(CAPS).
Here
we
present
functional
screening
automated
analysis
534
from
international
INFEVERS
registry
ClinVar
database.
This
resource
captures
effect
on
ASC
speck
formation
spontaneously,
at
low
temperature,
after
stimulation
with
specific
inhibitor
MCC950.
Most
notably,
our
facilitated
updated
classification
INFEVERS.
Structural
suggested
multiple
mechanisms
by
which
CAPS
activate
NLRP3,
enhanced
ATP
binding,
stabilizing
active
conformation,
destabilizing
inactive
promoting
oligomerization
pyrin
domain.
Furthermore,
identified
pathogenic
can
hypersensitize
response
nigericin
cold
temperature
exposure.
We
also
found
most
CAPS-related
be
inhibited
MCC950;
however,
changes
proline
affecting
helices
near
binding
site
are
resistant
MCC950,
as
domain,
likely
trigger
directly
domain
ASC.
Our
findings
could
help
stratify
population
for
clinical
trials
methodologies
implemented
molecules
different
mechanism
laboratories
worldwide
interested
adding
new
functionally
validated
resource.
Overall,
study
provides
improved
diagnosis
patients
CAPS,
mechanistic
insight
into
stratification
future
application
targeted
therapeutics.
bioRxiv (Cold Spring Harbor Laboratory),
Journal Year:
2025,
Volume and Issue:
unknown
Published: Feb. 21, 2025
Abstract
All
of
life
encodes
information
with
DNA.
While
tools
for
sequencing,
synthesis,
and
editing
genomic
code
have
transformed
biological
research,
intelligently
composing
new
systems
would
also
require
a
deep
understanding
the
immense
complexity
encoded
by
genomes.
We
introduce
Evo
2,
foundation
model
trained
on
9.3
trillion
DNA
base
pairs
from
highly
curated
atlas
spanning
all
domains
life.
train
2
7B
40B
parameters
to
an
unprecedented
1
million
token
context
window
single-nucleotide
resolution.
learns
sequence
alone
accurately
predict
functional
impacts
genetic
variation—from
noncoding
pathogenic
mutations
clinically
significant
BRCA1
variants—without
task-specific
finetuning.
Applying
mechanistic
interpretability
analyses,
we
reveal
that
autonomously
breadth
features,
including
exon–intron
boundaries,
transcription
factor
binding
sites,
protein
structural
elements,
prophage
regions.
Beyond
its
predictive
capabilities,
generates
mitochondrial,
prokaryotic,
eukaryotic
sequences
at
genome
scale
greater
naturalness
coherence
than
previous
methods.
Guiding
via
inference-time
search
enables
controllable
generation
epigenomic
structure,
which
demonstrate
first
scaling
results
in
biology.
make
fully
open,
parameters,
training
code,
inference
OpenGenome2
dataset,
accelerate
exploration
design
complexity.
Genome biology,
Journal Year:
2025,
Volume and Issue:
26(1)
Published: April 15, 2025
Abstract
Computational
methods
for
assessing
the
likely
impacts
of
mutations,
known
as
variant
effect
predictors
(VEPs),
are
widely
used
in
assessment
and
interpretation
human
genetic
variation,
well
other
applications
like
protein
engineering.
Many
different
VEPs
have
been
released,
there
is
tremendous
variability
their
underlying
algorithms,
outputs,
ways
which
methodologies
predictions
shared.
This
leads
to
considerable
difficulties
users
trying
navigate
selection
application
VEPs.
Here,
address
these
issues,
we
provide
guidelines
recommendations
release
novel
Nature,
Journal Year:
2025,
Volume and Issue:
unknown
Published: Jan. 8, 2025
Germline
BRCA2
loss-of
function
variants,
which
can
be
identified
through
clinical
genetic
testing,
predispose
to
several
cancers1–5.
However,
variants
of
uncertain
significance
limit
the
utility
test
results.
Thus,
there
is
a
need
for
functional
characterization
and
classification
all
facilitate
management
individuals
with
these
variants.
Here
we
analysed
possible
single-nucleotide
from
exons
15
26
that
encode
DNA-binding
domain
hotspot
pathogenic
missense
To
enable
this,
used
saturation
genome
editing
CRISPR–Cas9-based
knock-in
endogenous
targeting
human
haploid
HAP1
cells6.
The
assay
was
calibrated
relative
nonsense
silent
validated
using
benign
standards
ClinVar
results
homology-directed
repair
assay7.
Variants
(6,959
out
6,960
evaluated)
were
assigned
seven
categories
pathogenicity
based
on
VarCall
Bayesian
model8.
Single-nucleotide
loss-of-function
associated
increased
risks
breast
cancer
ovarian
cancer.
integrated
into
models
ClinGen,
American
College
Medical
Genetics
Genomics,
Association
Molecular
Pathology9
Using
this
approach,
91%
classified
as
or
likely
benign.
These
improve
variant.
Results
comprehensive
evaluation
particularly
significance,
provide
useful
resource
who
carry
such