Analysis of Single Nuclei in a Microfluidic Cytometer Towards Metaphase Enrichment
Cristian Brandi,
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Adele De Ninno,
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Filippo Ruggiero
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et al.
Electrophoresis,
Journal Year:
2025,
Volume and Issue:
unknown
Published: May 10, 2025
ABSTRACT
Identifying
analyzable
metaphase
chromosomes
is
crucial
for
karyotyping,
a
common
procedure
used
by
clinicians
to
diagnose
genetic
disorders
and
some
forms
of
cancer.
This
task
often
laborious
time‐consuming,
making
it
essential
develop
automated,
efficient,
reliable
methods
assist
clinical
technicians.
In
this
work,
an
original
label‐free
microfluidic
approach
identify
potential
metaphases
developed
that
uses
impedance‐based
detection
individual
flowing
nuclei
machine‐learning‐based
processing
synchronized
high‐speed
videos.
Specifically,
impedance
signals
are
nucleus‐containing
frames,
which
then
processed
extract
the
contour
each
nucleus.
Feature
extraction
performed,
both
unsupervised
supervised
classification
approaches
implemented
from
those
features.
The
proposed
framework
tested
on
K562
cells,
highest
accuracy
obtained
with
coupled
feature
selection
Synthetic
Minority
Over‐sampling
Technique
(SMOTE).
Overall,
study
encourages
future
developments
aimed
at
integrating
sorting
functionality
in
device,
thus
achieving
effective
system
enrichment.
Language: Английский
Continuous and straightforward sorting of particles in microcavities with side outlets using inertial microfluidics
Physics of Fluids,
Journal Year:
2025,
Volume and Issue:
37(3)
Published: March 1, 2025
Inertial
microfluidic
technology
has
emerged
as
a
highly
promising
approach
for
the
separation
of
particles/cells,
characterized
by
high
throughput
and
label-free
features.
This
study
presents
novel
inertial
chip
design
that
enables
continuous
target
particles
at
low
Reynolds
numbers
(Re
≤
36).
To
enhance
its
sorting
performance,
influences
=
3.7–60),
particle
sizes
(d
10
20
μm),
outlet
flow
rates
on
efficiency
purity
are
further
examined,
phase
diagram
optimal
working
conditions
is
obtained.
The
evolution
field
structure
within
comprehensively
analyzed,
which
can
be
divided
into
three
distinct
regions,
namely,
main
flow,
sheath
vortex.
mechanism
migration
behavior
across
curved
streamlines
explored.
device
achieve
maximum
94%
large
with
fivefold
increase
in
enrichment
concentration,
31.3-fold
purity,
removal
small
reaching
97.1%.
results
demonstrate
this
facilitate
direct
larger
based
their
size,
presenting
numerous
advantages,
such
short
microchannel
length,
number,
minimal
cell
damage,
ease
operation.
Hence,
method
represents
an
easy-to-use
straightforward
techniques
anticipated
to
have
practical
application
rare
circulating
tumor
cells
from
complex
solutions.
Language: Английский