bioRxiv (Cold Spring Harbor Laboratory),
Год журнала:
2025,
Номер
unknown
Опубликована: Янв. 21, 2025
ABSTRACT
Missense
mutations
in
oncogenic
proteins
that
are
concurrently
associated
with
neurodevelopmental
disorders
have
garnered
significant
attention.
Phosphatase
and
tensin
homolog
(PTEN)
serves
as
a
paradigmatic
model
for
mapping
its
mutational
landscape
identifying
genotypic
predictors
of
distinct
phenotypic
outcomes,
including
cancer
autism
spectrum
disorder
(ASD).
Despite
extensive
research
into
the
genotype-phenotype
correlations
PTEN
mutations,
mechanisms
underlying
dual
association
specific
both
ASD
(PTEN-cancer/ASD
mutations)
remain
elusive.
This
study
introduces
an
integrative
approach
combines
machine
learning
(ML)
structural
dynamics
to
elucidate
molecular
effects
PTEN-cancer/ASD
mutations.
Analysis
biophysical
network
biology-based
signatures
reveals
complex
energetic
functional
landscape.
Subsequently,
ML
corresponding
integrated
score
were
developed
classify
predict
underscoring
significance
protein
predicting
cellular
phenotypes.
Further
simulations
demonstrated
induce
dynamic
alterations
characterized
by
open
conformational
changes
restricted
P
loop
coupled
inter-domain
allosteric
regulation.
aims
enhance
understanding
through
interpretable
analysis.
By
shared
between
ASD,
findings
pave
way
development
novel
therapeutic
strategies.
Proceedings of the National Academy of Sciences,
Год журнала:
2021,
Номер
118(43)
Опубликована: Окт. 6, 2021
Significance
The
novel
coronavirus
(SARS-CoV-2)
pandemic
resulted
in
the
largest
public
health
crisis
recent
times.
Significant
drug
design
effort
against
SARS-CoV-2
is
focused
on
receptor-binding
domain
(RBD)
of
spike
protein,
although
this
region
highly
prone
to
mutations
causing
therapeutic
resistance.
We
applied
deep
data
analysis
methods
all-atom
molecular
dynamics
simulations
identify
key
non-RBD
residues
that
play
a
crucial
role
spike−receptor
binding
and
infection.
Because
are
typically
conserved
across
multiple
coronaviruses,
they
can
be
targeted
by
broad-spectrum
antibodies
drugs
treat
infections
from
new
strains
might
appear
during
future
epidemics.
The
spike
glycoprotein
of
the
SARS-CoV-2
virus,
which
causes
COVID-19,
has
attracted
attention
for
its
vaccine
potential
and
binding
capacity
to
host
cell
surface
receptors.
Much
this
research
focus
centered
on
ectodomain
protein.
is
anchored
a
transmembrane
region,
followed
by
cytoplasmic
tail.
Here
we
report
distant
sequence
similarity
between
cysteine-rich
tail
coronavirus
protein
hepcidin
that
found
in
humans
other
vertebrates.
Hepcidin
thought
be
key
regulator
iron
metabolism
humans.
An
implication
preliminary
observation
suggest
route
investigation
field
making
use
an
already-established
literature
interplay
local
systemic
regulation,
cytokine-mediated
inflammatory
processes,
respiratory
infections
question
possible
homology
evolutionary
connection
viral
not
assessed
report,
but
some
scenarios
study
are
discussed.
Journal of Proteome Research,
Год журнала:
2020,
Номер
19(11), С. 4587 - 4608
Опубликована: Окт. 2, 2020
The
development
of
computational
strategies
for
the
quantitative
characterization
functional
mechanisms
SARS-CoV-2
spike
proteins
is
paramount
importance
in
efforts
to
accelerate
discovery
novel
therapeutic
agents
and
vaccines
combating
COVID-19
pandemic.
Structural
biophysical
studies
have
recently
characterized
conformational
landscapes
glycoproteins
prefusion
form,
revealing
a
spectrum
stable
more
dynamic
states.
By
employing
molecular
simulations
network
modeling
approaches,
this
study
systematically
examined
dynamics
identified
regulatory
centers
allosteric
interactions
distinct
states
wild-type
mutant
variants
trimer.
This
presents
evidence
that
protein
can
function
as
an
engine
fluctuates
between
dynamically
Perturbation-based
interaction
networks
revealed
key
role
cross-talk
effector
hotspots
receptor
binding
domain
fusion
peptide
proximal
region
protein.
results
shown
control
switching
are
associated
with
virus
entry
host
receptor.
offers
useful
perspective
on
underlying
through
lens
signaling
apparatus
transmission
could
open
up
opportunities
targeted
drug
against
contribute
rapid
response
current
potential
future
pandemic
scenarios.
Biochemistry,
Год журнала:
2021,
Номер
60(19), С. 1459 - 1484
Опубликована: Апрель 26, 2021
In
this
study,
we
used
an
integrative
computational
approach
to
examine
molecular
mechanisms
and
determine
functional
signatures
underlying
the
role
of
residues
in
SARS-CoV-2
spike
protein
that
are
targeted
by
novel
mutational
variants
antibody-escaping
mutations.
Atomistic
simulations
dynamics
analysis
combined
with
alanine
scanning
sensitivity
profiling
complexes
ACE2
host
receptor
REGN-COV2
antibody
cocktail(REG10987+REG10933).
Using
analysis,
have
shown
K417,
E484,
N501
correspond
key
interacting
centers
a
significant
degree
structural
energetic
plasticity
allow
mutants
these
positions
afford
improved
binding
affinity
ACE2.
Through
perturbation-based
network
modeling
community
ACE2,
demonstrate
E406,
N439,
serve
as
effector
allosteric
interactions
anchor
major
intermolecular
communities
mediate
long-range
communication
complexes.
The
results
provide
support
model
according
which
mutations
constrained
requirements
for
preservation
stability
may
preferentially
select
structurally
plastic
energetically
adaptable
differentially
modulate
collective
motions
enzyme
combination.
This
study
suggests
function
versatile
functionally
machine
exploits
regulatory
fine-tune
response
without
compromising
activity
protein.
The Journal of Physical Chemistry B,
Год журнала:
2021,
Номер
125(18), С. 4596 - 4619
Опубликована: Апрель 30, 2021
Structural
and
biochemical
studies
of
the
severe
acute
respiratory
syndrome
(SARS)-CoV-2
spike
glycoproteins
complexes
with
highly
potent
antibodies
have
revealed
multiple
conformation-dependent
epitopes
highlighting
conformational
plasticity
proteins
capacity
for
eliciting
specific
binding
broad
neutralization
responses.
In
this
study,
we
used
coevolutionary
analysis,
molecular
simulations,
perturbation-based
hierarchical
network
modeling
SARS-CoV-2
protein
a
panel
targeting
distinct
to
explore
mechanisms
underlying
binding-induced
modulation
dynamics
allosteric
signaling
in
proteins.
Through
analysis
proteins,
identified
coevolving
hotspots
functional
clusters
that
enable
cross-talk
between
distant
regions
antibodies.
Coarse-grained
all-atom
simulations
combined
mutational
sensitivity
mapping
profiling
receptor-binding
domain
(RBD)
CR3022
CB6
enabled
detailed
validation
proposed
approach
an
extensive
quantitative
comparison
experimental
structural
deep
mutagenesis
scanning
data.
By
combining
silico
scanning,
modeling,
trimer
H014,
S309,
S2M11,
S2E12
antibodies,
demonstrated
can
incur
functionally
relevant
changes
by
modulating
propensities
collective
The
results
provide
novel
insight
into
regulatory
S
showing
antibody-escaping
mutations
preferentially
target
structurally
adaptable
energy
effector
centers
control
movements
communication
complexes.
The Journal of Physical Chemistry B,
Год журнала:
2021,
Номер
125(3), С. 850 - 873
Опубликована: Янв. 15, 2021
The
rapidly
growing
body
of
structural
and
biochemical
studies
the
SARS-CoV-2
spike
glycoprotein
has
revealed
a
variety
distinct
functional
states
with
radically
different
arrangements
receptor-binding
domain,
highlighting
remarkable
function-driven
conformational
plasticity
adaptability
proteins.
In
this
study,
we
examined
molecular
mechanisms
underlying
dynamic
changes
in
mutant
trimers
through
lens
analysis
allosteric
interaction
networks
atomistic
modeling
signal
transmission.
Using
an
integrated
approach
that
combined
coarse-grained
simulations,
protein
stability
analysis,
perturbation-based
residue
networks,
how
mutations
regulatory
regions
can
differentially
affect
dynamics
signaling
states.
results
study
key
centers
govern
collective
dynamics,
interactions,
control
transmission
We
found
experimentally
confirmed
hotspots
dictate
switching
between
correspond
to
hinge
sites
global
mediating
networks.
provide
novel
insight
into
proteins
showing
at
positions
modulate
distribution
determine
topography
communication
pathways
operating
state-specific
cascades
switch
points.
This
provides
plausible
strategy
for
probing
equilibrium
therapeutic
intervention
by
targeting
specific
interactions
communications
Chemical Reviews,
Год журнала:
2022,
Номер
122(13), С. 11287 - 11368
Опубликована: Май 20, 2022
Despite
tremendous
efforts
in
the
past
two
years,
our
understanding
of
severe
acute
respiratory
syndrome
coronavirus
2
(SARS-CoV-2),
virus-host
interactions,
immune
response,
virulence,
transmission,
and
evolution
is
still
very
limited.
This
limitation
calls
for
further
in-depth
investigation.
Computational
studies
have
become
an
indispensable
component
combating
disease
2019
(COVID-19)
due
to
their
low
cost,
efficiency,
fact
that
they
are
free
from
safety
ethical
constraints.
Additionally,
mechanism
governs
global
transmission
SARS-CoV-2
cannot
be
revealed
individual
experiments
was
discovered
by
integrating
genotyping
massive
viral
sequences,
biophysical
modeling
protein-protein
deep
mutational
data,
learning,
advanced
mathematics.
There
exists
a
tsunami
literature
on
molecular
modeling,
simulations,
predictions
related
developments
drugs,
vaccines,
antibodies,
diagnostics.
To
provide
readers
with
quick
update
about
this
literature,
we
present
comprehensive
systematic
methodology-centered
review.
Aspects
such
as
biophysics,
bioinformatics,
cheminformatics,
machine
mathematics
discussed.
review
will
beneficial
researchers
who
looking
ways
contribute
those
interested
status
field.
Heliyon,
Год журнала:
2024,
Номер
10(4), С. e26577 - e26577
Опубликована: Фев. 1, 2024
A
critical
step
in
the
drug
design
for
SARS-CoV-2
is
to
discover
its
molecular
targets.
This
study
comprehensively
reviewed
mechanisms
of
SARS-CoV-2,
exploring
host
cell
tropism
and
interaction
targets
crucial
entry.
The
findings
revealed
that
beyond
ACE2
as
primary
entry
receptor,
alternative
receptors,
co-receptors,
several
proteases
such
TMPRSS2,
Furin,
Cathepsin
L,
ADAM
play
roles
virus
subsequent
pathogenesis.
Additionally,
displays
various
human
organs
due
diverse
receptors.
review
delves
into
intricate
details
proteases,
involvement
each
organ.
Polymorphisms
receptor
mutations
spike
or
RBD
region
contribute
emergence
variants
like
Alpha,
Beta,
Gamma,
Delta,
Omicron,
impacting
pathogenicity
SARS-CoV-2.
challenge
posed
by
raises
questions
about
effectiveness
existing
vaccines
drugs,
necessitating
consideration
updates
their
formulations.
In
urgency
these
situations,
repurposed
drugs
Camostat
Mesylate
Nafamostat
emerge
viable
pharmaceutical
options.
Numerous
are
involved
inhibiting
receptors
factors
entry,
with
most
discussed
this
review.
conclusion,
may
provide
valuable
insights
inform
decisions
therapeutic
approaches.
Journal of Chemical Theory and Computation,
Год журнала:
2021,
Номер
17(7), С. 4578 - 4598
Опубликована: Июнь 17, 2021
The
functional
adaptability
and
conformational
plasticity
of
SARS-CoV-2
spike
proteins
allow
for
the
efficient
modulation
complex
phenotypic
responses
to
host
receptor
antibodies.
In
this
study,
we
combined
atomistic
simulations
with
mutational
perturbation-based
scanning
approaches
examine
binding
mechanisms
three
different
classes
ensemble-based
profiling
allosteric
propensities
protein
residues
showed
that
these
can
work
as
functionally
adaptable
allosterically
regulated
machines.
Conformational
dynamics
analysis
revealed
binding-induced
soft
modes
elicit
unique
response
Mutational
heatmaps
sensitivity
energy
hotspots
antibodies
are
consistent
experimental
deep
mutagenesis,
showing
differences
in
affinity
caused
by
global
circulating
variants
positions
K417,
E484,
N501
relatively
moderate
may
not
fully
account
observed
antibody
resistance
effects.
Through
perturbation-response
unbound
form
antibody-bound
forms,
how
modulate
determine
control
signal
transmission
changes.
These
results
show
targeted
mutations
correspond
a
group
versatile
centers
which
small
perturbations
collective
motions,
alter
response,
resistance.
We
suggest
S
exploit
specific
generate
escape
mutants
without
compromising
activity
protein.
Current Research in Pharmacology and Drug Discovery,
Год журнала:
2021,
Номер
2, С. 100026 - 100026
Опубликована: Янв. 1, 2021
The
outbreak
of
existing
public
health
distress
is
threatening
the
entire
world
with
emergence
and
rapid
spread
severe
acute
respiratory
syndrome
coronavirus
2
(SARS-CoV-2).
novel
disease
2019
(COVID-19)
mild
in
most
people.
However,
some
elderly
people
co-morbid
conditions,
it
may
progress
to
pneumonia,
(ARDS)
multi
organ
dysfunction
leading
death.
COVID-19
has
caused
global
panic
healthcare
sector
become
one
biggest
threats
economy.
Drug
discovery
researchers
are
expected
contribute
rapidly
than
ever
before.
complete
genome
sequence
had
been
reported
barely
a
month
after
identification
first
patient.
Potential
drug
targets
combat
treat
infection
have
also
explored.
iterative
structure-based
design
(SBDD)
approach
could
significantly
towards
new
like
molecules
for
treatment
COVID-19.
antivirals
experiences
gained
from
SARS
MERS
outbreaks
pave
way
potential
using
approach.
SBDD
momentum
as
essential
tool
faster
costeffective
lead
past.
FDA
approved
human
immunodeficiency
virus
type
1
(HIV-1)
inhibitors
represent
foremost
success
SBDD.
This
systematic
review
provides
an
overview
coronavirus,
its
pathology
replication,
role
structure
based
design,
available
recent
advances
in-silico
prevention
SARSCoV-
main
protease,
RNA
dependent
polymerase
(RdRp)
spike
(S)
protein
targets,
which
currently
explored
development.