Protein Science,
Journal Year:
2024,
Volume and Issue:
33(9)
Published: Aug. 28, 2024
Abstract
Understanding
protein
function
often
necessitates
characterizing
the
flexibility
of
structures.
However,
simulating
poses
significant
challenges
due
to
complex
dynamics
systems,
requiring
extensive
computational
resources
and
accurate
modeling
techniques.
In
response
these
challenges,
CABS‐flex
method
has
been
developed
as
an
efficient
tool
that
combines
coarse‐grained
simulations
with
all‐atom
detail.
Available
both
a
web
server
standalone
package,
is
dedicated
wide
range
users.
The
version
offers
accessible
interface
for
straightforward
tasks,
while
command‐line
program
designed
advanced
users,
providing
additional
features,
analytical
tools,
support
handling
large
systems.
This
paper
examines
application
across
various
structure–function
studies,
facilitating
investigations
into
interplay
among
structure,
dynamics,
in
diverse
research
fields.
We
present
overview
current
status
methodology,
highlighting
its
recent
advancements,
practical
applications,
forthcoming
challenges.
bioRxiv (Cold Spring Harbor Laboratory),
Journal Year:
2024,
Volume and Issue:
unknown
Published: April 3, 2024
Abstract
In
this
study,
we
combined
AlphaFold-based
approaches
for
atomistic
modeling
of
multiple
protein
states
and
microsecond
molecular
simulations
to
accurately
characterize
conformational
ensembles
binding
mechanisms
convergent
evolution
the
SARS-CoV-2
Spike
Omicron
variants
BA.1,
BA.2,
BA.2.75,
BA.3,
BA.4/BA.5
BQ.1.1.
We
employed
validated
several
different
adaptations
AlphaFold
methodology
including
introduced
randomized
full
sequence
scanning
manipulation
variations
systematically
explore
dynamics
complexes
with
ACE2
receptor.
Microsecond
dynamic
provide
a
detailed
characterization
landscapes
thermodynamic
stability
variant
complexes.
By
integrating
predictions
from
applying
statistical
confidence
metrics
can
expand
identify
functional
conformations
that
determine
equilibrium
ACE2.
Conformational
RBD-ACE2
obtained
using
are
accurate
comparative
prediction
energetics
revealing
an
excellent
agreement
experimental
data.
particular,
results
demonstrated
AlphaFold-generated
extended
produce
energies
The
study
suggested
complementarities
potential
synergies
between
showing
information
both
methods
potentially
yield
more
adequate
This
provides
insights
in
interplay
binding,
through
acquisition
mutational
sites
may
leverage
adaptability
couplings
key
energy
hotspots
optimize
affinity
enable
immune
evasion.
The Journal of Physical Chemistry B,
Journal Year:
2024,
Volume and Issue:
128(19), P. 4696 - 4715
Published: May 2, 2024
In
this
study,
we
combined
AlphaFold-based
atomistic
structural
modeling,
microsecond
molecular
simulations,
mutational
profiling,
and
network
analysis
to
characterize
binding
mechanisms
of
the
SARS-CoV-2
spike
protein
with
host
receptor
ACE2
for
a
series
Omicron
XBB
variants
including
XBB.1.5,
XBB.1.5+L455F,
XBB.1.5+F456L,
XBB.1.5+L455F+F456L.
dynamic
modeling
Spike
lineages
can
accurately
predict
experimental
structures
conformational
ensembles
complexes
ACE2.
Microsecond
dynamics
simulations
identified
important
differences
in
landscapes
equilibrium
variants,
suggesting
that
combining
AlphaFold
predictions
multiple
conformations
provide
complementary
approach
characterization
functional
states
mechanisms.
Using
ensemble-based
profiling
residues
physics-based
rigorous
calculations
affinities,
energy
hotspots
characterized
basis
underlying
epistatic
couplings
between
convergent
hotspots.
Consistent
experiments,
results
revealed
mediating
role
Q493
hotspot
synchronization
L455F
F456L
mutations,
providing
quantitative
insight
into
energetic
determinants
lineages.
We
also
proposed
network-based
perturbation
allosteric
communications
uncovered
relationships
centers
long-range
communication
couplings.
The
study
support
mechanism
which
may
be
determined
by
effects
evolutionary
control
binding.
bioRxiv (Cold Spring Harbor Laboratory),
Journal Year:
2024,
Volume and Issue:
unknown
Published: July 10, 2024
Abstract
The
most
recent
wave
of
SARS-CoV-2
Omicron
variants
descending
from
BA.2
and
BA.2.86
exhibited
improved
viral
growth
fitness
due
to
convergent
evolution
functional
hotspots.
These
hotspots
operate
in
tandem
optimize
both
receptor
binding
for
effective
infection
immune
evasion
efficiency,
thereby
maintaining
overall
fitness.
lack
molecular
details
on
structure,
dynamics
energetics
the
latest
FLiRT
FLuQE
with
ACE2
antibodies
provides
a
considerable
challenge
that
is
explored
this
study.
We
combined
AlphaFold2-based
atomistic
predictions
structures
conformational
ensembles
Spike
complexes
host
dominant
JN.1,
KP.1,
KP.2
KP.3
examine
mechanisms
underlying
role
balancing
antibody
evasion.
Using
ensemble-based
mutational
scanning
spike
protein
residues
computations
affinities,
we
identified
energy
characterized
basis
epistatic
couplings
between
results
suggested
existence
interactions
sites
at
L455,
F456,
Q493
positions
enable
protect
restore
affinity
while
conferring
beneficial
escape.
To
escape
mechanisms,
performed
structure-based
profiling
several
classes
displayed
impaired
neutralization
against
BA.2.86,
KP.3.
confirmed
experimental
data
harboring
L455S
F456L
mutations
can
significantly
impair
neutralizing
activity
class-1
monoclonal
antibodies,
effects
mediated
by
facilitate
subsequent
convergence
Q493E
changes
rescue
binding.
Structural
energetic
analysis
provided
rationale
showing
BD55-5840
BD55-5514
bind
different
epitopes
retain
efficacy
all
examined
support
notion
may
favor
emergence
lineages
combinations
involving
mediators
control
balance
high
Physical Chemistry Chemical Physics,
Journal Year:
2023,
Volume and Issue:
25(32), P. 21245 - 21266
Published: Jan. 1, 2023
In
this
study,
we
systematically
examine
the
conformational
dynamics,
binding
and
allosteric
communications
in
Omicron
BA.1,
BA.2,
BA.3
BA.4/BA.5
spike
protein
complexes
with
ACE2
host
receptor
using
molecular
dynamics
simulations
perturbation-based
network
profiling
approaches.
Microsecond
atomistic
provided
a
detailed
characterization
of
landscapes
revealed
increased
thermodynamic
stabilization
BA.2
variant
which
can
be
contrasted
variants
inducing
significant
mobility
complexes.
Using
dynamics-based
mutational
scanning
residues,
identified
structural
stability
affinity
hotspots
Perturbation
response
network-based
approaches
probed
effect
mutations
on
interactions
The
results
analysis
specific
roles
as
conformationally
plastic
evolutionary
adaptable
modulators
allostery
are
coupled
to
major
regulatory
positions
through
interaction
networks.
Through
perturbation
residue
potentials
performed
background
original
strain,
characterized
regions
epistatic
couplings
that
centered
around
N501Y
Q498R.
Our
dissected
vital
role
these
centers
regulating
stability,
efficient
allows
for
accumulation
multiple
immune
escape
at
other
sites.
integrative
computational
approaches,
study
provides
systematic
effects
thermodynamics,
signaling
receptor.
Physical Chemistry Chemical Physics,
Journal Year:
2024,
Volume and Issue:
26(25), P. 17720 - 17744
Published: Jan. 1, 2024
In
this
study,
we
combined
AlphaFold-based
approaches
for
atomistic
modeling
of
multiple
protein
states
and
microsecond
molecular
simulations
to
accurately
characterize
conformational
ensembles
evolution
binding
mechanisms
convergent
the
SARS-CoV-2
spike
Omicron
variants
BA.1,
BA.2,
BA.2.75,
BA.3,
BA.4/BA.5
BQ.1.1.
We
employed
validated
several
different
adaptations
AlphaFold
methodology
including
introduced
randomized
full
sequence
scanning
manipulation
variations
systematically
explore
dynamics
complexes
with
ACE2
receptor.
Microsecond
(MD)
provide
a
detailed
characterization
landscapes
thermodynamic
stability
variant
complexes.
By
integrating
predictions
from
applying
statistical
confidence
metrics
can
expand
identify
functional
conformations
that
determine
equilibrium
ACE2.
Conformational
RBD-ACE2
obtained
using
MD
are
accurate
comparative
prediction
energetics
revealing
an
excellent
agreement
experimental
data.
particular,
results
demonstrated
AlphaFold-generated
extended
produce
energies
The
study
suggested
complementarities
potential
synergies
between
showing
information
both
methods
potentially
yield
more
adequate
This
provides
insights
in
interplay
binding,
through
acquisition
mutational
sites
may
leverage
adaptability
dynamic
couplings
key
energy
hotspots
optimize
affinity
enable
immune
evasion.
Journal of Chemical Information and Modeling,
Journal Year:
2021,
Volume and Issue:
61(10), P. 5172 - 5191
Published: Sept. 22, 2021
We
developed
a
computational
framework
for
comprehensive
and
rapid
mutational
scanning
of
binding
energetics
residue
interaction
networks
in
the
SARS-CoV-2
spike
protein
complexes.
Using
this
approach,
we
integrated
atomistic
simulations
conformational
landscaping
complexes
with
ensemble-based
screening
network
modeling
to
characterize
mechanisms
structure–functional
mimicry
resilience
toward
escape
by
ACE2
decoy
de
novo
designed
miniprotein
inhibitors.
A
detailed
analysis
structural
plasticity
proteins
obtained
from
landscapes
sequence-based
profiling
disorder
propensities
revealed
intrinsically
flexible
regions
that
harbor
key
functional
sites
targeted
circulating
variants.
The
conservation
collective
dynamics
showed
positions
are
important
modulation
motions
changes
these
can
alter
allosteric
networks.
Through
complexes,
identified
regulatory
hotspots
collectively
determine
response
miniproteins
results
suggest
affinities
signatures
be
determined
dynamic
crosstalk
between
structurally
stable
centers
conformationally
adaptable
control
escape.
This
may
underlie
mechanism
which
moderate
perturbations
induce
global
modulating
signaling
ACS Infectious Diseases,
Journal Year:
2022,
Volume and Issue:
8(3), P. 422 - 432
Published: Feb. 23, 2022
Since
the
beginning
of
COVID-19
pandemic
caused
by
SARS-CoV-2,
millions
patients
have
been
diagnosed
and
many
them
died
from
disease
worldwide.
The
identification
novel
therapeutic
targets
are
utmost
significance
for
prevention
treatment
COVID-19.
SARS-CoV-2
is
a
single-stranded
RNA
virus
with
30
kb
genome
packaged
into
membrane-enveloped
virion,
transcribing
several
tens
proteins.
belief
that
amino
acid
sequence
proteins
determines
their
3D
structure
which,
in
turn,
function
has
central
principle
molecular
biology
long
time.
Recently,
it
increasingly
realized,
however,
there
large
group
lack
fixed
or
ordered
structure,
yet
they
exhibit
important
biological
activities─so-called
intrinsically
disordered
protein
regions
(IDPs/IDRs).
Disordered
viral
generally
associated
infectivity
pathogenicity
because
endow
ability
to
easily
promiscuously
bind
host
proteins;
therefore,
proteome
thoroughly
examined
intrinsic
disorder.
It
recognized
that,
fact,
exhibits
significant
levels
structural
order,
only
nucleocapsid
(N)
two
nonstructural
being
highly
disordered.
spike
(S)
its
predicted
percentage
disorder
still
higher
than
SARS-CoV.
Noteworthy,
even
though
IDPs/IDRs
not
common
proteome,
existing
ones
play
major
roles
functioning
virulence
thus
promising
drug
rational
antiviral
design.
Presented
here
perspective
on
proteins,
summarizing
recent
results
features,
physiological
pathological
relevance,
prominence
as
prospective
target
sites.
International Journal of Molecular Sciences,
Journal Year:
2022,
Volume and Issue:
23(19), P. 11542 - 11542
Published: Sept. 29, 2022
In
this
study,
we
performed
all-atom
MD
simulations
of
RBD-ACE2
complexes
for
BA.1,
BA.1.1,
BA.2,
and
BA.3
Omicron
subvariants,
conducted
a
systematic
mutational
scanning
the
binding
interfaces
analysis
electrostatic
effects.
The
free
energy
computations
comprehensive
examination
interactions
quantify
driving
forces
provide
new
insights
into
energetic
mechanisms
underlying
evolutionary
differences
between
variants.
A
RBD
residues
determines
protein
stability
centers
hotpots
in
complexes.
By
employing
ensemble-based
global
network
analysis,
propose
community-based
topological
model
that
characterized
functional
roles
sites
mediating
non-additive
epistatic
effects
mutations.
Our
findings
suggest
contributions
to
affinity
may
be
mediated
by
R493,
Y498,
Y501
are
greater
BA.1.1
BA.2
display
strongest
ACE2
among
subvariants.
network-centric
adaptation
reversed
allosteric
communication
is
unveiled
which
established
robust
connection
hotspots
potential
pockets.
Using
approach,
demonstrated
long-range
could
anchor
experimentally
validated
Through
an
array
complementary
approaches
proposed
models,
multi-faceted
computational
study
revealed
quantified
multiple
key
site
R498,
acting
as
hotspots,
drivers
well
mediators
communications
with
Frontiers in Microbiology,
Journal Year:
2023,
Volume and Issue:
14
Published: March 16, 2023
COVID-19
pandemic
is
a
global
public
health
emergency.
Despite
extensive
research,
there
are
still
few
effective
treatment
options
available
today.
Neutralizing-antibody-based
treatments
offer
broad
range
of
applications,
including
the
prevention
and
acute
infectious
diseases.
Hundreds
SARS-CoV-2
neutralizing
antibody
studies
currently
underway
around
world,
with
some
already
in
clinical
applications.
The
development
opens
up
new
therapeutic
option
for
COVID-19.
We
intend
to
review
our
current
knowledge
about
antibodies
targeting
various
regions
(i.e.,
RBD
regions,
non-RBD
host
cell
targets,
cross-neutralizing
antibodies),
as
well
scientific
evidence
neutralizing-antibody-based
based
on
convalescent
plasma
therapy,
intravenous
immunoglobulin,
monoclonal
antibodies,
recombinant
drugs.
functional
evaluation
vitro
or
vivo
assays)
also
discussed.
Finally,
issues
field
therapies
highlighted.