bioRxiv (Cold Spring Harbor Laboratory),
Год журнала:
2024,
Номер
unknown
Опубликована: Сен. 24, 2024
Abstract
Proteins
that
transmit
molecules
and
signals
across
the
plasma
membrane
are
crucial
in
cell
biology
because
they
enable
cells
to
sense
respond
their
surroundings.
A
major
challenge
for
studying
cell-surface
proteins
is
often
do
not
fold
or
traffic
properly
when
produced
heterologous
cells.
We
developed
a
strategy
quantifying
surface
localization
from
fluorescence
microscopy
images
of
surface-stained
Using
clustered
protocadherins,
protein
family
important
cell-cell
recognition
during
neuronal
development,
as
model
system,
we
found
delivery
levels
vary
among
protocadherin
isoforms
between
wildtype
engineered
variants.
Quantifying
these
differences
provides
evidence
challenges
generally
accepted
hypothesis
cis
dimerization
controls
protocadherins.
This
work
establishes
generalizable
framework
screening
variants
interest
proper
localization.
Significance
Surface
allow
interact
with
environments,
activities
regulated
by
removal
membrane.
quantitatively
compare
based
on
established
epitope
tag-based
staining
methods.
natural
essential
neuron
show
such
quantitative
comparisons
trafficking
facilitate
interpretation
mutational
effects
can
shed
light
key
regulatory
mechanisms.
find
differ
that,
contrary
what
was
previously
thought,
domain
inhibits
some
protocadherins
may
so
independently
its
protein-protein
interaction
interface.
Abstract
Missense
variants
that
change
the
amino
acid
sequences
of
proteins
cause
one-third
human
genetic
diseases
1
.
Tens
millions
missense
exist
in
current
population,
and
vast
majority
these
have
unknown
functional
consequences.
Here
we
present
a
large-scale
experimental
analysis
across
many
different
proteins.
Using
DNA
synthesis
cellular
selection
experiments
quantify
effect
more
than
500,000
on
abundance
500
protein
domains.
This
dataset
reveals
60%
pathogenic
reduce
stability.
The
contribution
stability
to
fitness
varies
is
particularly
important
recessive
disorders.
We
combine
measurements
with
language
models
annotate
sites
Mutational
effects
are
largely
conserved
homologous
domains,
enabling
accurate
prediction
entire
families
using
energy
models.
Our
data
demonstrate
feasibility
assaying
at
scale
provides
large
consistent
reference
for
clinical
variant
interpretation
training
benchmarking
computational
methods.
Nano TransMed,
Год журнала:
2024,
Номер
3, С. 100041 - 100041
Опубликована: Июль 9, 2024
Artificial
Intelligence
(AI)
and
Nanotechnology
are
two
cutting-edge
fields
that
hold
immense
promise
for
revolutionizing
various
aspects
of
science,
technology,
everyday
life.
This
review
delves
into
the
intersection
these
disciplines,
highlighting
synergistic
relationship
between
AI
Nanotechnology.
It
explores
how
techniques
such
as
machine
learning,
deep
neural
networks
being
employed
to
enhance
efficiency,
precision,
scalability
nanotechnology
applications.
Furthermore,
it
discusses
challenges,
opportunities,
future
prospects
integrating
with
nanotechnology,
paving
way
transformative
advancements
in
diverse
domains
ranging
from
healthcare
materials
science
environmental
sustainability
beyond.
Nature Communications,
Год журнала:
2025,
Номер
16(1)
Опубликована: Март 17, 2025
Amino
acid
insertions
and
deletions
(indels)
are
an
abundant
class
of
genetic
variants.
However,
compared
to
substitutions,
the
effects
indels
on
protein
stability
not
well
understood.
To
better
understand
here
we
analyse
new
existing
large-scale
deep
indel
mutagenesis
(DIM)
structurally
diverse
proteins.
The
vary
extensively
among
within
proteins
predicted
by
computational
methods.
address
this
shortcoming
present
INDELi,
a
series
models
that
combine
experimental
or
substitution
secondary
structure
information
provide
good
prediction
both
pathogenicity.
Moreover,
quantifying
protein-protein
interactions
suggests
can
be
important
gain-of-function
Our
results
overview
impact
method
predict
their
genome-wide.
understood
poorly
predicted.
Here,
authors
perform
experiments
amino
bioRxiv (Cold Spring Harbor Laboratory),
Год журнала:
2024,
Номер
unknown
Опубликована: Апрель 29, 2024
Abstract
Missense
variants
that
change
the
amino
acid
sequences
of
proteins
cause
one
third
human
genetic
diseases
1
.
Tens
millions
missense
exist
in
current
population,
with
vast
majority
having
unknown
functional
consequences.
Here
we
present
first
large-scale
experimental
analysis
across
many
different
proteins.
Using
DNA
synthesis
and
cellular
selection
experiments
quantify
impact
>500,000
on
abundance
>500
protein
domains.
This
dataset,
Human
Domainome
1,
reveals
>60%
pathogenic
reduce
stability.
The
contribution
stability
to
fitness
varies
diseases,
is
particularly
important
recessive
disorders.
Combining
measurements
language
models
annotates
sites
Mutational
effects
are
largely
conserved
homologous
domains,
allowing
accurate
prediction
entire
families
using
energy
models.
demonstrates
feasibility
assaying
at
scale
provides
a
large
consistent
reference
dataset
for
clinical
variant
interpretation
training
benchmarking
computational
methods.
Clinical Pharmacology & Therapeutics,
Год журнала:
2024,
Номер
unknown
Опубликована: Сен. 5, 2024
Recent
advances
have
significantly
enhanced
our
understanding
of
the
role
membrane
transporters
in
drug
disposition,
particularly
focusing
on
their
influence
pharmacokinetics,
and
consequently,
pharmacodynamics.
The
relevance
these
clinical
pharmacology
is
well
acknowledged.
research
has
also
underscored
critical
as
targets
human
diseases,
including
involvement
rare
genetic
disorders.
This
review
focuses
for
water‐soluble
B
vitamins,
such
thiamine,
riboflavin,
biotin,
essential
cofactors
metabolic
enzymes.
Mutations
transporters,
SLC19A3
(thiamine),
SLC52A2,
SLC52A3
(riboflavin),
SLC5A6
(multiple
vitamins
pantothenic
acid
biotin)
are
linked
to
severe
neurological
disorders
due
blood–brain
barrier,
which
crucial
brain
vitamin
supply.
Current
treatments,
mainly
involving
supplementation,
often
result
variable
response.
provides
a
short
perspective
blood‐cerebrospinal
fluid
barrier
highlights
potential
development
pharmacologic
treatments
associated
with
mutations
transporters.
Clinical Pharmacology & Therapeutics,
Год журнала:
2025,
Номер
unknown
Опубликована: Март 6, 2025
Statin
pharmacogenetic
implementation
guidelines
are
derived
from
evidence
of
primarily
Eurocentrically
biased
study
populations.
Functional
SLCO1B1
variants
that
rare
in
these
populations
have
not
been
equitably
investigated
and
thus
missing
guidelines.
The
objective
this
precision
medicine
health
equity
was
to
determine
the
clinical
validity
understudied
candidate
functional
common
people
with
1,000
Genomes
sub-Saharan
African
superpopulation
(1KG-AFR-like)
genetic
similarity.
We
conducted
our
analyses
using
real-world
participants
three
large,
electronic
record-linked
biobanks.
used
bilirubin
levels
(as
an
endogenous
substrate
organic
anion
transporting
polypeptide
[OATP1B1]
function)
severe
statin-induced
myotoxicity
phenotypes.
Loss-of-function
splice
variant
rs77271279
(P
=
1.1
×
10-17)
had
strongest
association
elevated
total
Black
(mean
84%
AFR-like
similarity)
followed
by
missense
rs59502379
7.4
10-12)
then
rs4149056
6.0
10-5).
In
exploratory
subset
population
who
statins
(n
77
cases),
(odds
ratio
[OR]
2.85,
95%
confidence
interval
[CI]
1.08-7.52),
but
(OR
1.75,
CI
0.62-4.73)
associated
myotoxicity.
Sensitivity
>5%
similarity
corroborated
findings.
For
white
participants,
were
precluding
subsequent
analyses.
Our
findings
highlight
relevance
for
on
testing
panels
a
potential
immediate
impact
reducing
risk
patients,
group
historically
excluded
genomic
research.
Future
studies
require
larger
statin
user
less
heterogeneity
type.
bioRxiv (Cold Spring Harbor Laboratory),
Год журнала:
2025,
Номер
unknown
Опубликована: Апрель 10, 2025
Abstract
Multidrug
efflux
pumps
are
dynamic
molecular
machines
that
drive
antibiotic
resistance
by
harnessing
ion
gradients
to
export
chemically
diverse
substrates.
Despite
their
clinical
importance,
the
principles
underlying
multidrug
promiscuity
and
energy
efficiency
remain
poorly
understood.
Using
multiparametric
deep
mutational
scanning
across
eight
substrates
two
conditions,
we
deconvolute
contributions
of
substrate
recognition,
energetic
coupling,
protein
stability,
providing
an
integrated,
high-resolution
view
transport.
We
find
specificity
arises
from
a
distributed
network
residues
extending
beyond
binding
site,
with
mutations
reshape
binding,
conformational
flexibility,
membrane
interactions.
Further,
apply
pH-based
selection
scheme
measure
effect
mutation
on
pH-dependent
transport
efficiency.
By
integrating
these
data,
reveal
fundamental
relationship
between
promiscuity:
highly
efficient
variants
exhibit
broad
profiles,
while
inefficient
narrower.
These
findings
establish
direct
link
coupling
polyspecificity,
uncovering
biochemical
logic