Integrated multi-omics with machine learning to uncover the intricacies of kidney disease
Xinze Liu,
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Jingxuan Shi,
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Yuanyuan Jiao
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et al.
Briefings in Bioinformatics,
Journal Year:
2024,
Volume and Issue:
25(5)
Published: July 25, 2024
The
development
of
omics
technologies
has
driven
a
profound
expansion
in
the
scale
biological
data
and
increased
complexity
internal
dimensions,
prompting
utilization
machine
learning
(ML)
as
powerful
toolkit
for
extracting
knowledge
understanding
underlying
patterns.
Kidney
disease
represents
one
major
growing
global
health
threats
with
intricate
pathogenic
mechanisms
lack
precise
molecular
pathology-based
therapeutic
modalities.
Accordingly,
there
is
need
advanced
high-throughput
approaches
to
capture
implicit
features
complement
current
experiments
statistics.
This
review
aims
delineate
strategies
integrating
multi-omics
appropriate
ML
methods,
highlighting
key
clinical
translational
scenarios,
including
predicting
progression
risks
improve
medical
decision-making,
comprehensively
mechanisms,
practical
applications
image
recognition
renal
digital
pathology.
Examining
benefits
challenges
integration
efforts
expected
shed
light
on
kidney
advance
practice.
Language: Английский
Pathogenesis-directed therapy of methylphenidate-induced oxidative heart damage in rats
Frontiers in Pharmacology,
Journal Year:
2025,
Volume and Issue:
15
Published: Jan. 3, 2025
The
current
study
aimed
to
investigate
the
protective
effects
of
adenosine
triphosphate
(ATP),
metyrosine,
and
melatonin
on
possible
methylphenidate
cardiotoxicity
in
rats
using
biochemical
histopathological
methods.
Thirty
were
separated
into
five
groups:
healthy
(HG),
(MP),
ATP
+
(ATMP),
metyrosine
(MSMP),
(MLMP).
(5
mg/kg)
was
given
intraperitoneally
once
daily,
(50
orally
twice
(10
daily.
Methylphenidate
administered
daily
for
1
h
after
ATP,
melatonin.
protocol
repeated
30
days.
Subsequently,
blood
samples
taken
from
tail
veins
animals
measure
adrenaline,
noradrenaline,
dopamine,
troponin
I
(TP
I)
creatine
kinase
MB
(CK-MB)
levels;
then
euthanized
heart
tissues
extracted.
Tissues
analyzed
malondialdehyde
(MDA),
total
glutathione
(tGSH),
superoxide
dismutase
(SOD),
catalase
(CAT)
histopathologically.
In
MP
group,
MDA,
TP
I,
CK-MB
levels
increased
(p
<
0.001)
tGSH,
SOD,
CAT
decreased
compared
HG,
histopathologic
damage
developed.
Oxidant
lower
antioxidant
higher
ATMP,
MSMP,
MLMP
groups
group
0.001).
Catecholamine
measured
MSMP
0.05),
with
lowest
being
melatonin,
metirozin
applications
effective
different
degrees
preventing
changes.
This
may
guide
clinical
trials
prevent
methylphenidate-induced
myocardial
injury.
Language: Английский
ETV5-Mediated Transcriptional Repression of DDIT4 Blocks Macrophage Pro-Inflammatory Activation in Diabetic Atherosclerosis
Lili Shi,
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Tingting Sun,
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Di Huo
No information about this author
et al.
Cardiovascular Toxicology,
Journal Year:
2025,
Volume and Issue:
unknown
Published: Jan. 26, 2025
Language: Английский
Study on drug-mediated protein–protein interaction in single living cells by fluorescence cross-correlation spectroscopy
The Analyst,
Journal Year:
2025,
Volume and Issue:
unknown
Published: Jan. 1, 2025
Drug-mediated
protein–protein
interaction
and
drug–protein
form
the
basis
of
drug
development
pharmacological
research.
Language: Английский
Identification of potential anti aging drugs and targets in chronic kidney disease
Scientific Reports,
Journal Year:
2025,
Volume and Issue:
15(1)
Published: May 3, 2025
Chronic
kidney
disease
(CKD)
is
highly
prevalent,
incurable,
and
lacks
effective
treatments.
Aging
closely
linked
to
various
diseases.
In
this
study,
we
combined
CKD
aging
using
bioinformatics
approaches
identify
potential
anti
drugs
therapeutic
targets
for
CKD.
We
analyzed
datasets
GSE37171
GSE66494
from
the
GEO
database,
identifying
317
differentially
expressed
genes
(DEGs).
By
intersecting
these
DEGs
with
related
genes,
identified
23
associated
differential
(ARDEGs).
A
protein-protein
interaction
(PPI)
network
was
constructed
STRING
top
10
hub
ARDEGs
were
Cytoscape
software.
Potential
drugs,
including
Cinnamaldehyde,
through
ceRNA
transcription
factor
regulatory
networks,
as
well
DGldb
database.
Among
key
in
patient
samples
SOD2,
FGF21,
FOS,
RELA,
DDIT4,
BMI1,
DUSP6,
LGALS3,
CXCR2,
CEBPB.
Cinnamaldehyde
other
found
target
pathways,
suggesting
their
delay
progression
modulating
pathways.
Finally,
verified
low-expression
of
DDIT4
two
unilateral
ureteral
obstruction
(UUO)
animal
model.
Additionally,
shown
reduce
expression
fibrosis
markers
such
fibronectin
(FN)
α-smooth
muscle
actin
(α-SMA)
HK2
cells
under
TGF-β1
stimulation.
This
study
provides
a
foundational
understanding
molecular
offers
new
directions
developing
therapies
treat
Language: Английский
Vitamin D receptor alleviates lipid peroxidation in diabetic nephropathy by regulating ACLY/Nrf2/Keap1 pathway
Yueyi Zhou,
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Qin Liao,
No information about this author
Dan Li
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et al.
The FASEB Journal,
Journal Year:
2024,
Volume and Issue:
38(18)
Published: Sept. 20, 2024
Abstract
The
membrane
lipid
damage
caused
by
reactive
oxygen
species(ROS)
and
various
peroxides,
namely
peroxidation,
plays
an
important
role
in
the
progression
of
diabetic
nephropathy
(DN).We
previously
reported
that
vitamin
D
receptor(VDR)
active
DN
mice
modulating
autophagy
disorders.
However,
it
is
unclear
whether
ATP‐citrate
lyase
(ACLY)/NF‐E2‐related
factor‐2
(Nrf2)/Kelch‐like
ECH‐associated
protein
1
(Keap1)
pathway
associated
with
reduction
peroxidation
VDR
model.
We
found
mouse
model,
knockout
significantly
aggravated
mitochondrial
morphological
DN,
increased
expression
ACLY,
promoted
accumulation
ROS,
products
Malondialdehyde(MDA)
4‐hydroxy‐2‐nonenal
(4‐HNE),consumed
Nrf2/Keap1
system,
thus
increasing
peroxidation.
overexpression
intervention
agonist
paricalcitol
(Pari)
can
reduce
above
damage.
On
other
hand,
cellular
experiments
have
shown
Pari
elevated
ACLY
ROS
induced
advanced
glycation
end
(AGE).
partially
eliminated
positive
effects
agonist.
Next,
we
verified
transcriptional
regulation
through
chromatin
immunoprecipitation
(ChIP)‐qPCR
dual
luciferase
experiments.
Moreover,
AGE
models,
knockdown
decreased
production,
while
Nrf2
inhibitor
ML385
weakened
protective
effect
downregulation.
In
summary,
negatively
regulates
transcription,
thereby
affecting
state
system
regulating
inhibiting
kidney
injury
DN.
Language: Английский