Liquid-liquid
phase
separation
(LLPS)
involving
intrinsically
disordered
protein
regions
(IDRs)
is
a
major
physical
mechanism
for
biological
membraneless
compartmentalization.
The
multifaceted
electrostatic
effects
in
these
biomolecular
condensates
are
exemplified
here
by
experimental
and
theoretical
investigations
of
the
different
salt-
ATP-dependent
LLPSs
an
IDR
messenger
RNA-regulating
Caprinl
its
phosphorylated
variant
pY-Caprinl,
exhibiting,
e.g.,
reentrant
behaviors
some
instances
but
not
others.
Experimental
data
rationalized
modeling
using
analytical
theory,
molecular
dynamics,
polymer
field-theoretic
simulations,
indicating
that
interchain
ion
bridges
enhance
LLPS
polyelectrolytes
such
as
high
valency
ATP-magnesium
significant
factor
colocalization
with
condensed
phases,
similar
trends
observed
other
IDRs.
nature
features
complements
ATP’s
involvement
π-related
interactions
amphiphilic
hydrotrope,
underscoring
general
role
modulating
concentrations
functional
ramifications.
Proceedings of the National Academy of Sciences,
Journal Year:
2025,
Volume and Issue:
122(13)
Published: March 25, 2025
Phase
separation
is
one
possible
mechanism
governing
the
selective
cellular
enrichment
of
biomolecular
constituents
for
processes
such
as
transcriptional
activation,
mRNA
regulation,
and
immune
signaling.
mediated
by
multivalent
interactions
macromolecules
including
intrinsically
disordered
proteins
regions
(IDRs).
Despite
considerable
advances
in
experiments,
theory,
simulations,
prediction
thermodynamics
IDR
phase
behavior
remains
challenging.
We
combined
coarse-grained
molecular
dynamics
simulations
active
learning
to
develop
a
fast
accurate
machine
model
predict
free
energy
saturation
concentration
directly
from
sequence.
validate
using
computational
previously
measured
experimental
data,
well
new
data
six
proteins.
apply
our
all
27,663
IDRs
chain
length
up
800
residues
human
proteome
find
that
1,420
these
(5%)
are
predicted
undergo
homotypic
with
transfer
energies
<
−2
k
B
T
.
use
understand
relationship
between
single-chain
compaction
changes
charge-
hydrophobicity-mediated
can
break
symmetry
intra-
intermolecular
interactions.
also
provide
proof
principle
how
be
used
force
field
refinement.
Our
work
refines
quantifies
established
rules
connection
sequence
features
phase-separation
propensities,
models
will
useful
interpreting
designing
experiments
on
role
separation,
design
specific
propensities.
PLoS Computational Biology,
Journal Year:
2025,
Volume and Issue:
21(1), P. e1012737 - e1012737
Published: Jan. 13, 2025
Intracellular
liquid–liquid
phase
separation
(LLPS)
of
proteins
and
nucleic
acids
is
a
fundamental
mechanism
by
which
cells
compartmentalize
their
components
perform
essential
biological
functions.
Molecular
simulations
play
crucial
role
in
providing
microscopic
insights
into
the
physicochemical
processes
driving
this
phenomenon.
In
study,
we
systematically
compare
six
state-of-the-art
sequence-dependent
residue-resolution
models
to
evaluate
performance
reproducing
behaviour
material
properties
condensates
formed
seven
variants
low-complexity
domain
(LCD)
hnRNPA1
protein
(A1-LCD)—a
implicated
pathological
liquid-to-solid
transition
stress
granules.
Specifically,
assess
HPS,
HPS-cation–
π
,
HPS-Urry,
CALVADOS2,
Mpipi,
Mpipi-Recharged
predictions
condensate
saturation
concentration,
critical
solution
temperature,
viscosity
A1-LCD
variants.
Our
analyses
demonstrate
that,
among
tested
models,
Mpipi-Recharged,
CALVADOS2
provide
accurate
descriptions
temperatures
concentrations
for
multiple
tested.
Regarding
prediction
its
variants,
stands
out
as
most
reliable
model.
Overall,
study
benchmarks
range
coarse-grained
thermodynamic
stability
establishes
direct
link
between
ranking
intermolecular
interactions
these
consider.
Liquid-liquid
phase
separation
(LLPS)
involving
intrinsically
disordered
protein
regions
(IDRs)
is
a
major
physical
mechanism
for
biological
membraneless
compartmentalization.
The
multifaceted
electrostatic
effects
in
these
biomolecular
condensates
are
exemplified
here
by
experimental
and
theoretical
investigations
of
the
different
salt-
ATP-dependent
LLPSs
an
IDR
messenger
RNA-regulating
Caprin1
its
phosphorylated
variant
pY-Caprin1,
exhibiting,
example,
reentrant
behaviors
some
instances
but
not
others.
Experimental
data
rationalized
modeling
using
analytical
theory,
molecular
dynamics,
polymer
field-theoretic
simulations,
indicating
that
interchain
ion
bridges
enhance
LLPS
polyelectrolytes
such
as
high
valency
ATP-magnesium
significant
factor
colocalization
with
condensed
phases,
similar
trends
observed
other
IDRs.
nature
features
complements
ATP’s
involvement
π-related
interactions
amphiphilic
hydrotrope,
underscoring
general
role
modulating
concentrations
functional
ramifications.
PNAS Nexus,
Journal Year:
2025,
Volume and Issue:
4(2)
Published: Feb. 1, 2025
Liquid-liquid
phase
separation
(LLPS)
exhibited
by
intrinsically
disordered
proteins
(IDPs)
depends
on
the
solvation
state
around
Θ-regime,
which
separates
good
from
poor
solvent.
Experimentally,
Θ-solvent
regime
of
finite
length
(N)
IDPs,
as
probed
small
angle
X-ray
scattering
(SAXS)
and
single
molecular
fluorescence
resonance
energy
transfer
(smFRET),
is
in
disagreement.
Using
computer
simulations
a
coarse-grained
IDP
model,
we
address
effect
chain
Θ-regime
IDPs
with
polar
side
chains
(polyglutamine)
hydrophobic
(polyleucine)
subject
to
varying
concentrations
cosolvents
[C]
,
urea
(denaturant)
or
trimethylamine
N-oxide
(protective
osmolyte)
water.
Due
their
intrinsic
stiffness,
these
are
always
expanded
short-length
scales,
independent
solvent
quality.
As
result,
for
short
sequences
(
≈10
25
residues),
propensity
exhibit
LLPS
cannot
be
inferred
single-chain
properties.
Further,
finite-size
cosolvent
concentration
attain
[CΘ]
)
extracted
structure
factor
emulating
SAXS
pair
distances
mimicking
smFRET
differs.
They
converge
same
only
at
large
N,
indicating
that
size
corrections
vary
different
We
show
radius
gyration
Rg
satisfies
scaling
relation
Rg2=Nf(cN)
can
exploited
accurately
extract
c=([C]/[CΘ]-1)
).
demonstrate
importance
aspects
originating
stiffness
thermal
blob
analyzing
properties
identify
regime.
Macromolecules,
Journal Year:
2024,
Volume and Issue:
57(22), P. 10870 - 10884
Published: Nov. 12, 2024
Particle
and
field-theoretic
simulations
are
both
commonly
used
methods
to
study
the
equilibrium
properties
of
polymeric
materials.
Yet
despite
formal
equivalence
two
methods,
no
comprehensive
comparisons
particle
exist
in
literature.
In
this
work,
we
seek
fill
gap
by
performing
a
systematic
quantitative
comparison
simulations.
our
comparison,
consider
four
representative
systems:
homopolymer
melt/solution,
diblock
copolymer
melt,
polyampholyte
solution,
polyelectrolyte
gel.
For
each
these
systems,
first
demonstrate
that
equivalent
yield
exactly
same
results
for
pressure
chemical
potential.
We
next
quantify
performance
method
across
range
different
conditions
including
variations
chain
length,
system
density,
interaction
strength,
size,
polymer
volume
fraction.
The
outcome
calculations
is
look
into
systems
when
either
or
preferred.
find
equal
faster
than
nearly
all
examined.
many
situations,
several
orders
magnitude
simulations,
especially
if
chains
long,
density
high,
long-range
Coulombic
interactions
present.
also
considerably
at
calculating
potential
bypass
challenges
associated
with
particle-based
Widom
insertion
techniques.
Taken
together,
provide
evidence
can
reach
sample
while
simultaneously
producing
results.
Biochemistry,
Journal Year:
2025,
Volume and Issue:
unknown
Published: April 2, 2025
Phase
separation
is
a
fundamental
process
that
enables
cellular
organization
by
forming
biomolecular
condensates.
These
assemblies
regulate
diverse
functions
creating
distinct
environments,
influencing
reaction
kinetics,
and
facilitating
processes
such
as
genome
organization,
signal
transduction,
RNA
metabolism.
Recent
studies
highlight
the
complexity
of
condensate
properties,
shaped
intrinsic
molecular
features
external
factors
temperature
pH.
Molecular
simulations
serve
an
effective
approach
to
establishing
comprehensive
framework
for
analyzing
these
influences,
offering
high-resolution
insights
into
stability,
dynamics,
material
properties.
This
review
evaluates
recent
advancements
in
simulations,
with
particular
focus
on
coarse-grained
1-bead-per-amino-acid
(1BPA)
protein
models,
emphasizes
OpenABC,
tool
designed
simplify
streamline
simulations.
OpenABC
supports
implementation
various
force
fields,
enabling
their
performance
evaluation.
Our
benchmarking
identifies
inconsistencies
phase
behavior
predictions
across
even
though
models
accurately
capture
single-chain
statistics.
finding
underscores
need
enhanced
field
accuracy,
achievable
through
enriched
training
data
sets,
many-body
potentials,
advanced
optimization
techniques.
Such
refinements
could
significantly
improve
predictive
capacity
bridging
details
emergent
behaviors.
Molecular Physics,
Journal Year:
2024,
Volume and Issue:
unknown
Published: Nov. 16, 2024
Intracellular
liquid-liquid
phase
separation
of
proteins
and
nucleic
acids
represents
a
fundamental
mechanism
by
which
cells
organise
their
components
into
biomolecular
condensates
that
perform
multiple
biological
tasks.
Computer
simulations
provide
powerful
tools
to
investigate
separation,
offering
microscopic
insights
the
physicochemical
principles
regulate
these
systems.
In
this
study,
we
behaviour
low-complexity
domain
(LCD)
hnRNPA1
several
mutants
via
Molecular
Dynamics
simulations.
We
systematically
compare
performance
five
state-of-the-art
residue-resolution
coarse-grained
protein
models:
HPS,
HPS-cation-π,
CALVADOS2,
Mpipi,
Mpipi-Recharged.
Our
evaluation
focuses
on
how
well
models
reproduce
critical
solution
temperatures
estimated
from
experimental
coexistence
densities
single-protein
radii
gyration
for
LCD-hnRNPA1
set
mutants.
While
most
yield
similar
intramolecular
contact
maps
reasonable
estimates
radius
compared
in
vitro
measurements,
only
Mpipi-Recharged,
CALVADOS2
accurately
predict
diagrams
align
with
data.
This
suggests
force
field
parameterisations
optimised
solely
properties
may
not
always
capture
solutions.
Additionally,
our
findings
reveal
some
can
lead
significant
discrepancies
predicting
roles
individual
intermolecular
interactions,
even
relatively
simple
intrinsically
disordered
like
hnRNPA1.
work
highlights
importance
balancing
both
single-molecule
collective
condensate
formation
material
properties.
Liquid-liquid
phase
separation
(LLPS)
involving
intrinsically
disordered
protein
regions
(IDRs)
is
a
major
physical
mechanism
for
biological
membraneless
compartmentalization.
The
multifaceted
electrostatic
effects
in
these
biomolecular
condensates
are
exemplified
here
by
experimental
and
theoretical
investigations
of
the
different
salt-
ATP-dependent
LLPSs
an
IDR
messenger
RNA-regulating
Caprin1
its
phosphorylated
variant
pY-Caprin1,
exhibiting,
example,
reentrant
behaviors
some
instances
but
not
others.
Experimental
data
rationalized
modeling
using
analytical
theory,
molecular
dynamics,
polymer
field-theoretic
simulations,
indicating
that
interchain
ion
bridges
enhance
LLPS
polyelectrolytes
such
as
high
valency
ATP-magnesium
significant
factor
colocalization
with
condensed
phases,
similar
trends
observed
other
IDRs.
nature
features
complements
ATP’s
involvement
π-related
interactions
amphiphilic
hydrotrope,
underscoring
general
role
modulating
concentrations
functional
ramifications.