Emerging trends and hot topics in the application of multi-omics in drug discovery: A bibliometric and visualized study
Current Pharmaceutical Analysis,
Journal Year:
2024,
Volume and Issue:
21(1), P. 20 - 32
Published: Dec. 1, 2024
Language: Английский
Systems Biology of Dry Eye: Unraveling Molecular Mechanisms through Multi-Omics Integration
The Ocular Surface,
Journal Year:
2024,
Volume and Issue:
unknown
Published: Dec. 1, 2024
Language: Английский
Generative Models Validation via Manifold Recapitulation Analysis
bioRxiv (Cold Spring Harbor Laboratory),
Journal Year:
2024,
Volume and Issue:
unknown
Published: Oct. 26, 2024
Abstract
Summary
Single-cell
transcriptomics
increasingly
relies
on
nonlinear
models
to
harness
the
dimensionality
and
growing
volume
of
data.
However,
most
model
validation
focuses
local
manifold
fidelity
(e.g.,
Mean
Squared
Error
other
data
likelihood
metrics),
with
little
attention
global
topology
these
should
ideally
be
learning.
To
address
this
limitation,
we
have
implemented
a
robust
scoring
pipeline
aimed
at
validating
model’s
ability
reproduce
entire
reference
manifold.
The
Python
library
Cytobench
demonstrates
approach,
along
Jupyter
Notebooks
an
example
dataset
help
users
get
started
workflow.
Manifold
recapitulation
analysis
can
used
develop
assess
intended
learn
full
network
cellular
dynamics,
as
well
validate
their
performance
external
datasets.
Availability
A
implementing
has
been
made
available
via
pip
inspected
GitHub
alongside
some
demonstrating
its
application.
Contact
[email protected]
or
[email protected]
Language: Английский
Ultrasound-Triggered drug release and cytotoxicity of microbubbles with diverse drug Attributes
Chi-Fen Chuang,
No information about this author
Chia-Wei Lin,
No information about this author
Chih‐Kuang Yeh
No information about this author
et al.
Ultrasonics Sonochemistry,
Journal Year:
2024,
Volume and Issue:
112, P. 107182 - 107182
Published: Dec. 1, 2024
Ultrasound
(US)-triggered
cavitation
of
drug-loaded
microbubbles
(MBs)
represents
a
promising
approach
for
targeted
drug
delivery,
with
substantial
benefits
attainable
through
precise
control
over
release
dosage
and
form.
This
study
investigates
Camptothecin-loaded
MBs
(CPT-MBs)
Doxorubicin-loaded
(DOX-MBs),
focusing
on
how
properties
such
as
hydrophilicity,
hydrophobicity,
charged
functional
groups
affect
their
interaction
the
lipid
surfaces
MBs,
thereby
influencing
fundamental
characteristics
acoustic
MBs.
In
comparison
to
DOX-MBs,
CPT-MBs
showed
larger
MB
size
(2.2
±
0.3
1.4
0.1
μm,
respectively),
2-fold
increase
in
loading,
an
18
%
reduction
leakage
after
2
h
at
37℃.
Under
1
MHz
US
100
ms
pulse
repetition
interval
(PRI),
1000
cycles,
5-minute
duration,
550
kPa
pressure,
undergo
inertial
cavitation,
while
DOX-MBs
stable
cavitation.
Drug
particles
released
from
these
under
US-induced
were
analyzed
using
dynamic
light
scattering,
NanoSight,
cryo-electron
microscopy,
density
gradient
ultracentrifugation.
Results
that
mainly
free
CPT,
multilayered
DOX-lipid
aggregates.
The
cytotoxicity
C6
cells
induced
by
US-triggered
two
types
also
differed.
aggregates
delayed
initial
uptake,
leading
less
pronounced
short-term
(2
h)
effects
compared
rapid
CPT
CPT-MBs.
These
findings
underscore
need
optimize
delivery
strategies
fine-tuning
composition
parameters
kinetics
achieve
best
tumoricidal
outcomes.
Language: Английский