Computational and Structural Biotechnology Journal,
Journal Year:
2023,
Volume and Issue:
23, P. 688 - 699
Published: Dec. 19, 2023
The
self-assembly
of
Aβ
peptides
into
toxic
oligomers
and
fibrils
is
the
primary
cause
Alzheimer's
disease.
Moreover,
conformational
transition
from
helix
to
sheet
considered
a
crucial
step
in
aggregation
peptides.
However,
structural
details
this
process
still
remain
unclear
due
heterogeneity
transient
nature
In
study,
we
developed
an
enhanced
sampling
strategy
that
combines
artificial
neural
networks
(ANN)
with
metadynamics
explore
space
Aβ42
consists
two
parts:
applying
ANN
optimize
CVs
conducting
based
on
resulting
sample
conformations.
results
showed
achieved
better
performance
terms
distribution
sampled
efficiency
increased
by
10-fold
compared
our
previous
Hamiltonian
Exchange
Molecular
Dynamics
(MD)
1000-fold
ordinary
MD.
Based
conformations,
constructed
Markov
state
model
understand
detailed
process.
intermediate
states
are
identified,
connecting
paths
analyzed.
transitions
D23-K28
M35-V40
proven
be
for
aggregation.
These
helpful
clarifying
mechanism
peptide
can
identified
as
potential
targets
screening
designing
inhibitors
Abstract
Amyloid
proteins
are
characterized
by
their
tendency
to
aggregate
into
amyloid
fibrils,
which
often
associated
with
devastating
diseases.
Aggregation
pathways
typically
involve
unfolding
or
misfolding
of
monomeric
and
formation
transient
oligomers
protofibrils
before
the
final
aggregation
product
is
formed.
The
conformational
dynamics
polymorphic
volatile
nature
these
intermediates
make
characterization
experimental
techniques
alone
insufficient
also
require
computational
approaches.
Over
past
25
years,
size
simulated
systems
length
simulations
have
increased
significantly.
These
advances
discussed
here.
review
includes
simulation
approaches
that
model
aggregating
peptides
at
both
all‐atom
coarse‐grained
levels,
use
molecular
Monte
Carlo
sampling
simulate
changes,
present
results
for
various
ranging
from
Lys‐Phe‐Phe‐Glu
(KFFE)
as
smallest
system
an
intermediate‐sized
peptide
α‐synuclein.
presentation
history
concludes
a
discussion
where
future
may
lie.
This
article
categorized
under:
Structure
Mechanism
>
Computational
Biochemistry
Biophysics
Molecular
Statistical
Mechanics
Dynamics
Monte‐Carlo
Methods
Chemical Science,
Journal Year:
2024,
Volume and Issue:
15(5), P. 1885 - 1893
Published: Jan. 1, 2024
A
host
:
indicator
array
comprising
cationic
fluorophores
and
water-soluble
receptors
can
selectively
discriminate
peptides
containing
a
single
isomeric
residue
in
the
backbone.
Proceedings of the National Academy of Sciences,
Journal Year:
2024,
Volume and Issue:
121(15)
Published: April 3, 2024
Prion-like
spread
of
disease-specific
tau
conformers
is
a
hallmark
all
tauopathies.
A
19-residue
probe
peptide
containing
P301L
mutation
and
spanning
the
R2/R3
splice
junction
folds
stacks
into
seeding-competent
fibrils
induces
aggregation
4R,
but
not
3R
tau.
These
propagate
aggregated
intracellular
over
multiple
generations,
have
high
β-sheet
content,
colocalized
lipid
signal,
adopt
well-defined
U-shaped
fold
found
in
4R
tauopathy
brain-derived
fibrils.
Fully
atomistic
replica
exchange
molecular
dynamics
(MD)
simulations
were
used
to
compute
free
energy
landscapes
conformational
ensemble
monomers.
identified
an
aggregation-prohibiting
β-hairpin
structure
aggregation-competent
U-fold
unique
Guided
by
MD
simulations,
we
that
N-terminal-flanking
residues
PHF6,
which
slightly
vary
between
isoforms,
modulate
seeding.
Strikingly,
when
single
amino
acid
switch
at
position
305
replaced
serine
with
lysine
from
corresponding
first
repeat
tau,
seeding
induced
was
markedly
reduced.
Conversely,
mimic
three
repeats,
prepared
replacing
those
acids
uniquely
present
second
repeat,
recovered
exposed
peptide.
function
as
partial
prions
recruit
naive
tau—ten
times
length
peptide—and
serve
critical
template
for
propagation.
results
hint
opportunities
isoform–specific
therapeutic
interventions.
Nature Communications,
Journal Year:
2024,
Volume and Issue:
15(1)
Published: March 29, 2024
Abstract
Protein
fibril
self-assembly
is
a
universal
transition
implicated
in
neurodegenerative
diseases.
Although
structure/growth
are
well
characterized,
nucleation
poorly
understood.
Here,
we
use
computational-experimental
approach
to
resolve
nucleation.
We
show
that
monomer
hairpin
content
quantified
from
molecular
dynamics
simulations
predictive
of
experimental
formation
kinetics
across
tau
motif
mutant
library.
Hairpin
trimers
predicted
be
states;
one
spontaneously
converts
into
the
cross-beta
conformation,
templating
subsequent
growth.
designed
disulfide-linked
dimer
mimicking
state
catalyzes
formation,
measured
by
ThT
fluorescence
and
TEM,
wild-type
-
which
does
not
normally
fibrillize.
A
compatible
with
extended
conformations
but
transition-state
fails
nucleate
at
any
concentration.
Tau
repeat
domain
how
long-range
interactions
sequester
this
mutation-dependent
manner.
This
work
implies
different
morphologies
could
arise
disease-dependent
seeding
loci.
The Journal of Physical Chemistry B,
Journal Year:
2023,
Volume and Issue:
127(51), P. 10931 - 10940
Published: Dec. 18, 2023
The
cause
of
Alzheimer's
disease
is
related
to
aggregates
such
as
oligomers
and
amyloid
fibrils
consisting
amyloid-β
(Aβ)
peptides.
Molecular
dynamics
(MD)
simulation
studies
have
been
conducted
understand
the
molecular
mechanism
formation
disruption
Aβ
aggregates.
In
this
Perspective,
MD
are
classified
into
four
categories,
focusing
on
target
systems:
aggregation
peptides
in
bulk
solution,
at
interface,
inhibitor
against
peptides,
nonequilibrium
these
categories
first
reviewed.
Future
perspectives
each
category
then
presented.
Finally,
overall
perspective
presented
how
simulations
can
be
utilized
for
developing
treatment.
Bioorganic & Medicinal Chemistry,
Journal Year:
2024,
Volume and Issue:
105, P. 117715 - 117715
Published: April 11, 2024
Amyloid-β
(Aβ)
oligomers
are
a
cause
of
neurodegeneration
in
Alzheimer's
disease
(AD).
These
soluble
aggregates
the
Aβ
peptide
have
proven
difficult
to
study
due
their
inherent
metastability
and
heterogeneity.
Strategies
isolate
stabilize
homogenous
oligomer
populations
emerged
such
as
mutations,
covalent
cross-linking,
protein
fusions.
strategies
along
with
molecular
dynamics
simulations
provided
variety
proposed
structures
oligomers,
many
which
consist
molecules
β-hairpin
conformations.
β-Hairpins
intramolecular
antiparallel
β-sheets
composed
two
β-strands
connected
by
loop
or
turn.
Three
decades
research
suggests
that
peptides
form
several
different
conformations,
some
building
blocks
toxic
oligomers.
The
insights
from
these
studies
currently
being
used
design
anti-Aβ
antibodies
vaccines
treat
AD.
Research
antibody
therapies
designed
target
oligomeric
may
be
more
successful
at
treating
AD
than
linear
epitopes
fibrillar
Aβ.
β-hairpins
good
use
development
selectively
This
review
summarizes
on
discusses
relevance
this
conformation
pathogenesis
drug
development.
The Journal of Physical Chemistry B,
Journal Year:
2025,
Volume and Issue:
unknown
Published: Feb. 13, 2025
Toxic
oligomeric
species
are
suspected
in
the
etiology
of
Alzheimer's
disease.
The
full-length
Aβ42
can
be
studied
by
fragment
Aβ25-35
as
it
retains
neurotoxicity.
According
to
experimental
studies,
amidation
carboxyl
terminal
decreases
fibrillation
activity
while
retaining
its
neurotoxic
properties.
Our
molecular
dynamics
simulation
aggregation
trimer
from
two
initial
structures
(fibril
and
randomized
helical
structures)
their
amidated
nonamidated
forms.
Comparing
systems,
results
suggest
that
antiparallel
chains
dominant
amide
group
leads
parallel
chains.
In
terms
secondary
structures,
a
higher
helix
content
with
corresponding
decrease
β-sheet
is
observed
consequence
amidation.
Despite
variation
chain-chain
contacts
still
mediated
Gly
motif
(GxxxG)
Ile
residues
both
systems.
As
neurotoxicity
does
not
change
upon
amidation,
our
imply
clumping
peptides
sustained
greater
contributing
factor
toxicity
than
quaternary
structures.
Journal of Chemical Information and Modeling,
Journal Year:
2025,
Volume and Issue:
unknown
Published: Feb. 21, 2025
Proteins
are
inherently
dynamic,
and
their
conformational
ensembles
play
a
crucial
role
in
biological
function.
Large-scale
motions
may
govern
the
protein
structure–function
relationship,
numerous
transient
but
stable
conformations
of
intrinsically
disordered
proteins
(IDPs)
can
Investigating
to
understand
regulations
disease-related
aggregations
IDPs
is
challenging,
both
experimentally
computationally.
In
this
paper,
we
first
introduce
deep
learning-based
model,
termed
Internal
Coordinate
Net
(ICoN),
which
learns
physical
principles
changes
from
molecular
dynamics
simulation
data.
Second,
selected
data
points
through
interpolation
learned
latent
space
rapidly
identify
novel
synthetic
with
sophisticated
large-scale
side
chains
backbone
arrangements.
Third,
highly
dynamic
amyloid-β1–42
(Aβ42)
monomer,
our
learning
model
provided
comprehensive
sampling
Aβ42's
landscape.
Analysis
these
revealed
clusters
that
could
be
used
rationalize
experimental
findings.
Additionally,
method
important
interactions
atomistic
details
not
included
training
New
showed
distinct
chain
rearrangements
probed
by
electron
paramagnetic
resonance
amino
acid
substitution
studies.
This
approach
transferable
for
any
available
training.
The
work
also
demonstrated
ability
utilize
natural
conformation
sampling.
Scientific Reports,
Journal Year:
2025,
Volume and Issue:
15(1)
Published: March 25, 2025
Recent
studies
of
tau
proteins
point
to
specific
sites
or
motifs
along
the
protein
related
its
misfolding
and
aggregation
propensity,
which
is
associated
with
neurodegenerative
diseases
structure-dependent
pathology.
In
this
manuscript
we
employ
topology
geometry
analyze
local
structure
obtained
from
Protein
Data
Bank.
Our
results
show
that
mathematical
topology/geometry
cryo-EM
structures
alone
identify
PGGG
motifs,
PHF6(*)
as
interest
reveal
a
geometrical
hierarchy
differs
for
3R+4R
4R
tauopathies.
By
employing
Local
Topological
Free
Energy
(LTE),
find
progressive
supranuclear
palsy
(PSP)
globular
glial
tauopathy
(GGT)
have
highest
LTE
values
around
residues
302–305,
are
inside
jR2R3
peptide
in
vicinity
301
site,
experimentally
aggregation.
extending
definition
estimate
global
topological
free
energy,
PSP
GGT,
has
fact
lowest
energy
among
other
These
possible
correlation
between
parts
sites.