Interpretable Protein-DNA Interactions Captured by Structure-based Optimization
Yafan Zhang,
Irene Silvernail,
Zhuyang Lin
и другие.
bioRxiv (Cold Spring Harbor Laboratory),
Год журнала:
2024,
Номер
unknown
Опубликована: Май 27, 2024
Abstract
Sequence-specific
DNA
recognition
underlies
essential
processes
in
gene
regulation,
yet
methods
for
simultaneous
prediction
of
genomic
sites
and
their
binding
affinity
remain
lacking.
Here,
we
present
the
Interpretable
protein-DNA
Energy
Associative
(IDEA)
model,
a
residue-level,
interpretable
biophysical
model
capable
predicting
affinities
DNA-binding
proteins.
By
fusing
structures
sequences
known
complexes
into
an
optimized
energy
IDEA
enables
direct
interpretation
physicochemical
interactions
among
individual
amino
acids
nucleotides.
We
demonstrate
that
this
can
accurately
predict
strengths
across
various
protein
families.
Additionally,
is
integrated
coarse-grained
simulation
framework
quantitatively
captures
absolute
free
energies.
Overall,
provides
computational
platform
alleviating
experimental
costs
biases
assessing
be
utilized
mechanistic
studies
DNA-recognition
processes.
Язык: Английский
The shifting paradigm of chromatin structure: from the 30-nm chromatin fiber to liquid-like organization
Proceedings of the Japan Academy Series B,
Год журнала:
2025,
Номер
unknown
Опубликована: Янв. 1, 2025
The
organization
and
dynamics
of
chromatin
are
critical
for
genome
functions
such
as
transcription
DNA
replication/repair.
Historically,
was
assumed
to
fold
into
the
30-nm
fiber
progressively
arrange
larger
helical
structures,
described
in
textbook
model.
However,
over
past
15
years,
extensive
evidence
including
our
studies
has
dramatically
transformed
view
from
a
static,
regular
structure
one
that
is
more
variable
dynamic.
In
higher
eukaryotic
cells,
forms
condensed
yet
liquid-like
domains,
which
appear
be
basic
unit
structure,
replacing
fiber.
These
domains
maintain
proper
accessibility,
ensuring
regulation
reaction
processes.
During
mitosis,
these
assemble
form
gel-like
mitotic
chromosomes,
further
constrained
by
condensins
other
factors.
Based
on
available
evidence,
I
discuss
physical
properties
live
emphasizing
its
viscoelastic
nature-balancing
local
fluidity
with
global
stability
support
functions.
Язык: Английский
Toward decoding the mechanisms that shape sub-megabase-scale genome organization
Current Opinion in Structural Biology,
Год журнала:
2025,
Номер
92, С. 103062 - 103062
Опубликована: Май 8, 2025
Язык: Английский
Current Advances in Genome Modeling Across Length Scales
Wiley Interdisciplinary Reviews Computational Molecular Science,
Год журнала:
2025,
Номер
15(3)
Опубликована: Май 1, 2025
ABSTRACT
The
physical
organization
of
DNA
within
the
nucleus
is
fundamental
to
a
wide
range
biological
processes.
experimental
investigation
structure
genomic
remains
challenging
due
its
large
size
and
hierarchical
arrangement.
These
challenges
present
considerable
opportunities
for
combined
modeling
approaches.
Physics‐based
computational
models,
in
particular,
have
emerged
as
essential
tools
probing
chromatin
dynamics
across
length
scales.
Such
models
must
necessarily
be
capable
bridging
scales,
each
scale
presents
own
subtleties
intricacies.
This
review
discusses
recent
methodological
advances
structural
modeling,
emphasizing
need
multiscale
integration
capture
molecular
mechanisms
that
underlie
function.
We
an
analysis
state‐of‐the‐art
methods,
well
perspective
on
future
scales
ranging
from
bare
nucleosomes
fibers,
up
TAD
chromosome‐scale
models.
emphasize
connect
genome
gene
expression,
leverage
emerging
machine
learning
capabilities,
develop
examine
gaps
data
are
poised
address
propose
directions
research
bridge
theory
experiment
biology.
Язык: Английский
The Impact of Charge Regulation and Ionic Intranuclear Environment on the Nucleosome Core Particle
bioRxiv (Cold Spring Harbor Laboratory),
Год журнала:
2024,
Номер
unknown
Опубликована: Ноя. 12, 2024
We
theoretically
investigate
how
the
intranuclear
environment
influences
charge
of
a
nucleosome
core
particle
(NCP)
-
fundamental
unit
chromatin
consisting
DNA
wrapped
around
histone
proteins.
The
molecular-based
theory
explicitly
considers
size,
shape,
conformations,
charges,
and
chemical
states
all
molecular
species
thereby
linking
structural
state
with
chemical/charged
system.
variations
in
monovalent
divalent
salt
concentrations,
as
well
pH,
affect
distribution
across
different
regions
an
NCP
quantify
impact
regulation.
effective
emerges
from
delicate
complex
balance
involving
dissociation
equilibrium
amino
acids
DNA-phosphates,
electrostatic
interaction
between
them,
translational
entropy
mobile
solution
ions,
i.e.,
counter
ion
release
condensation.
From
our
results,
we
note
significant
effect
magnesium
ions
on
energy
counterion
cloud
that
surrounds
NCP,
function
concentration,
neutralization,
even
inversion
is
predicted
line
experimental
observation
NCPs.
strong
Mg-dependence
arises
bridges
two
DNA-phosphates
one
Mg
Язык: Английский
The impact of charge regulation and ionic intranuclear environment on the nucleosome core particle
The Journal of Chemical Physics,
Год журнала:
2024,
Номер
161(23)
Опубликована: Дек. 20, 2024
We
theoretically
investigate
how
the
intranuclear
environment
influences
charge
of
a
nucleosome
core
particle
(NCP)—the
fundamental
unit
chromatin
consisting
DNA
wrapped
around
histone
proteins.
The
molecular-based
theory
explicitly
considers
size,
shape,
conformation,
charge,
and
chemical
state
all
molecular
species—thereby
linking
structural
with
chemical/charged
system.
variations
in
monovalent
divalent
salt
concentrations,
as
well
pH,
affect
distribution
across
different
regions
an
NCP
quantify
impact
regulation.
effective
emerges
from
delicate
complex
balance
involving
dissociation
equilibrium
amino
acids
DNA-phosphates,
electrostatic
interaction
between
them,
translational
entropy
mobile
solution
ions,
i.e.,
counter
ion
release
condensation.
From
our
results,
we
note
significant
effect
magnesium
ions
on
energy
counterion
cloud
that
surrounds
NCP.
As
function
concentration,
neutralization,
even
inversion
is
predicted—in
line
experimental
observation
NCPs.
strong
Mg-dependence
arises
bridges
two
DNA-phosphates
one
Mg2+
ion.
demonstrate
to
describe
predict
charged
properly,
it
essential
consider
details,
such
DNA-phosphate
condensation
acid–base
comprise
Язык: Английский