Machine Learning Approach to Metabolomic Data Predicts Type 2 Diabetes Mellitus Incidence
International Journal of Molecular Sciences,
Год журнала:
2024,
Номер
25(10), С. 5331 - 5331
Опубликована: Май 14, 2024
Metabolomics,
with
its
wealth
of
data,
offers
a
valuable
avenue
for
enhancing
predictions
and
decision-making
in
diabetes.
This
observational
study
aimed
to
leverage
machine
learning
(ML)
algorithms
predict
the
4-year
risk
developing
type
2
diabetes
mellitus
(T2DM)
using
targeted
quantitative
metabolomics
data.
A
cohort
279
cardiovascular
patients
who
underwent
coronary
angiography
were
initially
free
T2DM
according
American
Diabetes
Association
(ADA)
criteria
was
analyzed
at
baseline,
including
anthropometric
data
metabolomics,
liquid
chromatography
(LC)–mass
spectroscopy
(MS)
flow
injection
analysis
(FIA)–MS,
respectively.
All
followed
four
years.
During
this
time,
11.5%
developed
T2DM.
After
preprocessing,
362
variables
used
ML,
employing
Caret
package
R.
The
dataset
divided
into
training
test
sets
(75:25
ratio)
we
an
oversampling
approach
address
classifier
imbalance
incidence.
additional
recursive
feature
elimination
step,
identifying
set
77
that
most
model
generation,
Support
Vector
Machine
(SVM)
linear
kernel
demonstrated
promising
predictive
capabilities,
exhibiting
F1
score
50%,
specificity
93%,
balanced
unbalanced
accuracies
72%
88%,
top-ranked
features
bile
acids,
ceramides,
amino
hexoses,
whereas
such
as
age,
sex,
waist
circumference,
or
body
mass
index
had
no
contribution.
In
conclusion,
ML
is
tool
individuals
opens
avenues
personalized
early
intervention
strategies.
Язык: Английский
Gestational diabetes mellitus-derived miR-7-19488 targets PIK3R2 mRNA to stimulate the abnormal development and maturation of offspring-islets
Life Sciences,
Год журнала:
2025,
Номер
363, С. 123369 - 123369
Опубликована: Янв. 6, 2025
Язык: Английский
Glucose uptake in trophoblasts of GDM mice is regulated by the AMPK-CLUT3 signaling pathway
Scientific Reports,
Год журнала:
2024,
Номер
14(1)
Опубликована: Май 27, 2024
Abstract
GDM,
as
a
metabolic
disease
during
pregnancy,
regulates
GLUT3
translocation
by
AMPK,
thereby
affecting
glucose
uptake
in
trophoblasts.
It
provides
new
research
idea
and
therapeutic
target
for
alleviating
intrauterine
hyperglycemia
GDM.
STZ
was
used
to
construct
GDM
mice,
inject
AICAR
into
pregnant
observe
fetal
placental
weight;
flow
cytometry
employed
the
detection
of
primary
trophoblast
cells;
immunofluorescence
applied
detect
localization
AMPK
tissue;
Cocofal
microscope
cells;qRT-PCR
Western
blot
experiments
were
carried
out
expression
levels
CO-IP
utilized
interaction
AMPK.
Compared
with
normal
pregnancy
group,
weight
fetus
placenta
mice
increased
(P
<
0.001),
ability
trophoblasts
take
up
decreased
0.001).
In
addition,
activity
membrane
down-regulated
compared
0.05).
There
is
an
between
Activating
can
up-regulate
protein
0.05)
increase
We
speculate
that
inhibition
results
aberrant
GLUT3,
which
turn
attenuates
cells.
activates
improve
capacity
Язык: Английский
Impact of Gestational Diabetes Mellitus on Fetal Growth and Nutritional Status in Newborns
Nutrients,
Год журнала:
2024,
Номер
16(23), С. 4093 - 4093
Опубликована: Ноя. 27, 2024
Background:
Gestational
diabetes
mellitus
(GDM)
is
one
of
the
most
prevalent
complications
associated
with
pregnancy,
exhibiting
a
gradual
rise
in
prevalence
worldwide.
Given
potential
for
numerous
short-
and
long-term
both
mother
child,
patients
diagnosed
GDM
require
individualised
treatment
to
compensate
metabolic
abnormalities
ultimately
reduce
risk
known
adverse
consequences
impaired
glucose
tolerance.
Methods
results:
The
manuscript
presents
summary
current
knowledge
on
changes
maternal
metabolism
during
physiological
pregnancy
complicated
by
gestational
diabetes.
Furthermore,
article
provides
synthesis
findings
from
recent
research
examining
impacts
therapeutic
modalities
employed
nutritional
status
fetus
neonate.
Additionally,
review
elucidates
function
placenta
placental
hormones
fetal
development,
as
well
impact
hyperglycemia,
insulin
resistance
adipokines
neonatal
programming
predisposition
adulthood.
Conclusions:
environment,
resulting
abnormal
tolerance
exerts
particularly
significant
growth
and,
consequently,
birth
weight
fat
mass
newborn
infants.
This
pivotal
factor
influencing
developing
fetus,
predisposing
individual
development
throughout
their
lifetime.
Язык: Английский
Maternal hyperglycemia affects cell proliferation signalling and stromal organization in the prostate of neonatal and juvenile rat offspring
Luiz Felipe Fernandes Peixoto,
Laura Eduarda Dinato Sudário,
Marina das Graças Carneiro E Silva
и другие.
Acta Histochemica,
Год журнала:
2024,
Номер
126(8), С. 152193 - 152193
Опубликована: Сен. 7, 2024
Язык: Английский
Intergenerational risk of preterm birth in First Nations Australians: a population-based cohort study from the Northern Territory, Australia
BMC Pregnancy and Childbirth,
Год журнала:
2024,
Номер
24(1)
Опубликована: Дек. 24, 2024
PTB
increases
the
risk
of
health
problems
such
as
chronic
renal
disease
and
diabetes
in
later
life
adverse
impacts
are
inversely
correlated
with
gestational
age
at
birth.
Rates
Northern
Territory
(NT)
Australia
amongst
highest
nationally
globally,
First
Nations
babies
most
affected.
This
study
assessed
magnitude
potential
drivers
intergenerational
recurrence
NT.
A
retrospective
cohort
(1986–2017)
was
conducted
5,366
mothers
born
singleton
who
had
9,571
live
births
(7,673
Nations,
1,898
non-First
babies).
Maternal
offspring
categorised
early
(<
34
weeks)
late
(34–36
weeks).
Modified
Poisson
regression
used
to
estimate
relative
(RR)
associated
maternal
PTB,
adjusting
for
moderators
receipt
antenatal
care
prior
PTB.
Secondary
analyses
impact
additional
adjustment
conditions
a
familial
component,
or
that
predisposes
to,
on
estimate.
Mediation
analysis
degree
mediation
maternal-offspring
relationships
by
these
conditions.
Overall,
women
preterm
37
an
increased
delivering
before
weeks
(aRR
1.28;
95%CI
1.08,
1.51).
Women
higher
but
not
weeks):
themselves
1.95,
1.17,
3.24)
1.41,
1.01,
1.97).
Adjustment
pre-eclampsia,
intrauterine
growth
restriction,
hypertensive
attenuated
observed
associations.
suggested
may
mediate
up
26%
recurrence.
Similar
trends
were
when
first-time
considered
only.
status
women.
have
association
is
part
driven
pre-eclampsia
disease.
Routine
inquiry
birth
be
useful
tool
identify
NT
benefit
from
preventative
measures.
Язык: Английский