Exploring protein-mediated compaction of DNA by coarse-grained simulations and unsupervised learning
bioRxiv (Cold Spring Harbor Laboratory),
Journal Year:
2024,
Volume and Issue:
unknown
Published: March 30, 2024
ABSTRACT
Protein-DNA
interactions
and
protein-mediated
DNA
compaction
play
key
roles
in
a
range
of
biological
processes.
The
length
scales
typically
involved
bending,
bridging,
looping,
(≥1
kbp)
are
challenging
to
address
experimentally
or
by
all-atom
molecular
dynamics
simulations,
making
coarse-grained
simulations
natural
approach.
Here
we
present
simple
generic
model
for
the
DNA-protein
protein-protein
interactions,
investigate
role
latter
protein-induced
DNA.
Our
approach
models
as
discrete
worm-like
chain.
proteins
treated
grand-canonical
ensemble
protein-DNA
binding
strength
is
taken
from
experimental
measurements.
modeled
an
isotropic
potential
with
imposed
valency,
without
specific
assumptions
about
geometry.
To
systematically
quantitatively
classify
complexes,
unsupervised
machine
learning
pipeline
that
receives
large
set
structural
order
parameters
input,
reduces
dimensionality
via
principal
component
analysis,
groups
results
using
Gaussian
mixture
model.
We
apply
our
method
recent
data
on
viral
genome-length
HIV
integrase
find
critical
formation
looped
intermediate
structures
seen
experimentally.
methodology
broadly
applicable
DNA-binding
provides
systematic
quantitative
analyzing
their
mesoscale
complexes.
SIGNIFICANCE
central
storage
transmission
genetic
information
frequently
compacted
condensed
proteins.
Their
size
dynamic
nature
make
resulting
complexes
difficult
probe
simulations.
explore
∼kbp
interacting
defined
valency
concentration.
analysis
uses
define
conformational
states
pathways
between
them.
integrase.
account
observed
intermediates
simulated
good
agreement
observations.
Language: Английский
Exploring protein-mediated compaction of DNA by coarse-grained simulations and unsupervised learning
Biophysical Journal,
Journal Year:
2024,
Volume and Issue:
123(18), P. 3231 - 3241
Published: July 23, 2024
Language: Английский
The kinase NEK6 positively regulates LSD1 activity and accumulation in local chromatin sub-compartments
Franziska Knodel,
No information about this author
Jürgen Eirich,
No information about this author
Sabine Pinter
No information about this author
et al.
Communications Biology,
Journal Year:
2024,
Volume and Issue:
7(1)
Published: Nov. 10, 2024
LSD1
plays
a
crucial
role
in
mammalian
biology,
regulated
through
interactions
with
coregulators
and
post-translational
modifications.
Here
we
show
that
the
kinase
NEK6
stimulates
activity
cells
observe
strong
colocalization
of
at
distinct
chromatin
sub-compartments
(CSCs).
We
demonstrate
is
substrate
for
phosphorylation
N-terminal
intrinsically
disordered
region
(IDR)
LSD1,
which
shows
phase
separation
behavior
vitro
cells.
The
LSD1-IDR
important
functions
to
co-compartmentalize
NEK6,
histone
peptides
DNA.
subsequent
by
supports
concentration
these
CSCs,
imperative
dynamic
control
transcription.
This
suggest
regulatory
function
our
findings
highlight
modulating
separation,
expanding
understanding
regulation
its
implications
cellular
processes.
Language: Английский