Journal of Translational Medicine,
Journal Year:
2025,
Volume and Issue:
23(1)
Published: April 23, 2025
Breast
cancer
remains
one
of
the
most
common
cancers
in
women
worldwide.
Early
detection
is
critical
for
improving
patient
outcomes,
yet
current
screening
methods
have
limitations.
Therefore,
there
a
pressing
need
more
sensitive
and
specific
approaches
to
detect
breast
its
earliest
stages.
Liquid
biopsy
has
emerged
as
promising
non-invasive
method
early
management.
DNA
methylation,
an
epigenetic
alteration
that
often
precedes
genetic
changes,
been
observed
precancerous
or
stages,
making
it
valuable
biomarker.
This
review
explores
role
methylation
potential
developing
blood-based
tests.
We
discuss
advancements
methods,
recent
discoveries
biomarkers
from
both
single-omics
multi-omics
integration
studies,
machine
learning
enhancing
diagnostic
accuracy.
Challenges
future
directions
are
also
addressed.
Although
challenges
remain,
advances
continue
enhance
clinical
methylation-based
biomarkers.
Ongoing
research
crucial
further
refine
these
improve
outcomes.
Advanced Science,
Journal Year:
2024,
Volume and Issue:
11(28)
Published: May 20, 2024
Abstract
Single‐cell
multiomic
and
exosome
analyses
are
potent
tools
in
various
fields,
such
as
cancer
research,
immunology,
neuroscience,
microbiology,
drug
development.
They
facilitate
the
in‐depth
exploration
of
biological
systems,
providing
insights
into
disease
mechanisms
aiding
treatment.
isolation,
which
is
crucial
for
single‐cell
analysis,
ensures
reliable
cell
isolation
quality
control
further
downstream
analyses.
Microfluidic
chips
small
lightweight
systems
that
efficient
high‐throughput
real‐time
analysis
on‐
or
off‐chip.
Therefore,
most
current
technologies
based
on
microfluidic
technology.
This
review
offers
comprehensive
guidance
to
researchers
across
different
fields
selection
appropriate
chip
analysis.
describes
design
principles,
separation
mechanisms,
characteristics,
cellular
effects
available
isolation.
Moreover,
this
highlights
implications
using
technology
subsequent
analyses,
including
Finally,
challenges
future
prospects
outlined
multiplex
Genome Medicine,
Journal Year:
2023,
Volume and Issue:
15(1)
Published: May 3, 2023
Epigenetic
characterization
of
cell-free
DNA
(cfDNA)
is
an
emerging
approach
for
detecting
and
characterizing
diseases
such
as
cancer.
We
developed
a
strategy
using
nanopore-based
single-molecule
sequencing
to
measure
cfDNA
methylomes.
This
generated
up
200
million
reads
single
sample
from
cancer
patients,
order
magnitude
improvement
over
existing
nanopore
methods.
classifier
determine
whether
individual
originated
tumor
or
immune
cells.
Leveraging
methylomes
matched
tumors
cells,
we
characterized
patients
longitudinal
monitoring
during
treatment.
Frontiers in Genetics,
Journal Year:
2023,
Volume and Issue:
14
Published: April 3, 2023
In
the
last
years,
liquid
biopsy
gained
increasing
clinical
relevance
for
detecting
and
monitoring
several
cancer
types,
being
minimally
invasive,
highly
informative
replicable
over
time.
This
revolutionary
approach
can
be
complementary
may,
in
future,
replace
tissue
biopsy,
which
is
still
considered
gold
standard
diagnosis.
"Classical"
often
cannot
provide
sufficient
bioptic
material
advanced
screening,
isolated
information
about
disease
evolution
heterogeneity.
Recent
literature
highlighted
how
of
proteomic,
genomic,
epigenetic,
metabolic
alterations.
These
biomarkers
detected
investigated
using
single-omic
and,
recently,
combination
through
multi-omic
approaches.
review
will
an
overview
most
suitable
techniques
to
thoroughly
characterize
tumor
their
potential
applications,
highlighting
importance
integrated
multi-omic,
multi-analyte
approach.
Personalized
medical
investigations
soon
allow
patients
receive
predictable
prognostic
evaluations,
early
diagnosis,
subsequent
Genome Research,
Journal Year:
2025,
Volume and Issue:
unknown, P. gr.279144.124 - gr.279144.124
Published: Jan. 13, 2025
Shallow
genome-wide
cell-free
DNA
(cfDNA)
sequencing
holds
great
promise
for
non-invasive
cancer
monitoring
by
providing
reliable
copy
number
alteration
(CNA)
and
fragmentomic
profiles.
Single
nucleotide
variations
(SNVs)
are,
however,
much
harder
to
identify
with
low
depth
due
errors.
Here
we
present
Nanopore
Rolling
Circle
Amplification
(RCA)-enhanced
Consensus
Sequencing
(NanoRCS),
which
leverages
RCA
consensus
calling
based
on
long-read
nanopore
enable
simultaneous
multimodal
tumor
fraction
estimation
through
SNVs,
CNAs,
fragmentomics.
Efficacy
of
NanoRCS
is
tested
18
patient
samples
seven
healthy
controls,
demonstrating
its
ability
reliably
detect
fractions
as
0.24%.
In
vitro
experiments
confirm
that
SNV
measurements
are
essential
detecting
below
3%.
provides
the
opportunity
cost-effective
rapid
processing,
aligns
well
clinical
needs,
particularly
in
settings
where
quick
accurate
personalized
treatment
strategies.
Communications Biology,
Journal Year:
2025,
Volume and Issue:
8(1)
Published: April 14, 2025
Abstract
We
had
previously
reported
a
convolutional
neural
network
(CNN)
based
approach,
called
the
holistic
kinetic
model
(HK
1),
for
detecting
5-methylcytosine
(5mC)
by
single
molecule
real-time
sequencing
(Pacific
Biosciences).
In
this
study,
we
constructed
hybrid
with
CNN
and
transformer
layers,
named
HK
2.
improve
area
under
receiver
operating
characteristic
curve
(AUC)
5mC
detection
from
0.91
1
to
0.99
further
demonstrate
that
2
can
detect
other
types
of
base
modifications,
such
as
5-hydroxymethylcytosine
(5hmC)
N6-methyladenine
(6mA).
Using
analyze
patterns
cell-free
DNA
(cfDNA)
molecules,
enhanced
patients
hepatocellular
carcinoma,
an
AUC
0.97.
Moreover,
2-based
6mA
enables
jagged
ends
cfDNA
delineation
cellular
chromatin
structures.
is
thus
versatile
tool
expanding
applications
in
liquid
biopsies.
Genome Research,
Journal Year:
2025,
Volume and Issue:
35(4), P. 545 - 558
Published: April 1, 2025
Over
the
past
decade,
long-read
sequencing
has
evolved
into
a
pivotal
technology
for
uncovering
hidden
and
complex
regions
of
genome.
Significant
cost
efficiency,
scalability,
accuracy
advancements
have
driven
this
evolution.
Concurrently,
novel
analytical
methods
emerged
to
harness
full
potential
long
reads.
These
enabled
milestones
such
as
first
fully
completed
human
genome,
enhanced
identification
understanding
genomic
variants,
deeper
insights
interplay
between
epigenetics
variation.
This
mini-review
provides
comprehensive
overview
latest
developments
in
DNA
analysis,
encompassing
reference-based
de
novo
assembly
approaches.
We
explore
entire
workflow,
from
initial
data
processing
variant
calling
annotation,
focusing
on
how
these
improve
our
ability
interpret
wide
array
variants.
Additionally,
we
discuss
current
challenges,
limitations,
future
directions
field,
offering
detailed
examination
state-of-the-art
bioinformatics
sequencing.
Genome Research,
Journal Year:
2025,
Volume and Issue:
35(4), P. 572 - 582
Published: April 1, 2025
In
this
mini-review,
we
explore
the
advancements
in
genome-wide
DNA
methylation
profiling,
tracing
evolution
from
traditional
methods
such
as
arrays
and
whole-genome
bisulfite
sequencing
to
cutting-edge
single-molecule
profiling
enabled
by
long-read
(LRS)
technologies.
We
highlight
how
LRS
is
transforming
clinical
translational
research,
particularly
its
ability
simultaneously
measure
genetic
epigenetic
information,
providing
a
more
comprehensive
understanding
of
complex
disease
mechanisms.
discuss
current
challenges
future
directions
field,
emphasizing
need
for
innovative
computational
tools
robust,
reproducible
approaches
fully
harness
capabilities
molecular
diagnostics.