Contrastive learning with transformer for adverse endpoint prediction in patients on DAPT post-coronary stent implantation
Frontiers in Cardiovascular Medicine,
Journal Year:
2025,
Volume and Issue:
11
Published: Jan. 13, 2025
Background
Effective
management
of
dual
antiplatelet
therapy
(DAPT)
following
drug-eluting
stent
(DES)
implantation
is
crucial
for
preventing
adverse
events.
Traditional
prognostic
tools,
such
as
rule-based
methods
or
Cox
regression,
despite
their
widespread
use
and
ease,
tend
to
yield
moderate
predictive
accuracy
within
predetermined
timeframes.
This
study
introduces
a
new
contrastive
learning-based
approach
enhance
prediction
efficacy
over
multiple
time
intervals.
Methods
We
utilized
retrospective,
real-world
data
from
the
OneFlorida
+
Clinical
Research
Consortium.
Our
focused
on
two
primary
endpoints:
ischemic
bleeding
events,
with
windows
1,
2,
3,
6,
12
months
post-DES
implantation.
first
an
auto-encoder
compress
patient
features
into
more
manageable,
condensed
representation.
Following
this,
we
integrated
Transformer
architecture
multi-head
attention
mechanisms
focus
amplify
most
salient
features,
optimizing
representation
better
accuracy.
Then,
applied
learning
enable
model
further
refine
its
capabilities
by
maximizing
intra-class
similarities
distinguishing
inter-class
differences.
Meanwhile,
was
holistically
optimized
using
loss
functions,
ensure
predicted
results
closely
align
ground-truth
values
various
perspectives.
benchmarked
performance
against
three
cutting-edge
deep
survival
models,
i.e.,
DeepSurv,
DeepHit,
SurvTrace.
Results
The
final
cohort
comprised
19,713
adult
patients
who
underwent
DES
than
1
month
records
after
coronary
stenting.
demonstrated
superior
both
events
across
months,
time-dependent
concordance
(C
td
)
index
ranging
0.88
0.80
0.82
0.77,
respectively.
It
consistently
outperformed
baseline
including
SurvTrace,
statistically
significant
improvement
in
C
-index
evaluated
scenarios.
Conclusion
robust
our
underscores
potential
DAPT
significantly.
By
delivering
precise
insights
at
points,
method
meets
current
need
adaptive,
personalized
therapeutic
strategies
cardiology,
thereby
offering
substantial
value
improving
outcomes.
Language: Английский
Antiplatelet Therapy in Low-Platelet-Count Patients After Percutaneous Coronary Intervention for Acute Coronary Syndromes
Journal of Clinical Medicine,
Journal Year:
2025,
Volume and Issue:
14(3), P. 838 - 838
Published: Jan. 27, 2025
The
risk
of
cardiovascular
events
increases
considerably
after
an
acute
coronary
syndrome
(ACS),
particularly
in
the
first
few
months.
Dual
antiplatelet
therapy
represents
mainstay
secondary
prevention
during
this
period,
but
is
associated
with
a
not-negligible
bleeding
which,
among
other
factors,
influenced
by
platelet
count.
Thrombocytopenic
patients
may
experience
ACS,
and
several
ACSs
develop
thrombocytopenia
hospitalization:
management
antithrombotic
setting
challenge.
Here,
we
review
available
evidence
on
use
low
counts
ACS.
Language: Английский
Understanding Drug Interactions in Antiplatelet Therapy for Atherosclerotic Vascular Disease: A Systematic Review
Xiangqian Huang,
No information about this author
Jiahao Song,
No information about this author
Xiaoming Zhang
No information about this author
et al.
CNS Neuroscience & Therapeutics,
Journal Year:
2025,
Volume and Issue:
31(2)
Published: Feb. 1, 2025
Antiplatelet
drugs
are
a
cornerstone
in
managing
atherosclerotic
vascular
disease
(ASVD).
However,
their
interactions
with
other
medications
present
significant
challenges
to
treatment
efficacy
and
safety.
Patients
ASVD
often
require
multiple
regimens
due
complex
comorbidities,
which
increases
the
risk
of
drug-drug
(DDIs).
These
can
lead
drug
resistance,
reduced
therapeutic
outcomes,
or
adverse
effects.
A
thorough
understanding
DDIs
is
crucial
for
optimizing
patient
care.
This
review
aims
explore
clinical
significance.
mechanisms,
implications
antiplatelet
therapy
Additionally,
it
seeks
identify
future
research
directions
advance
personalized
strategies
improve
outcomes.
systematic
literature
was
conducted
using
key
databases,
focusing
on
studies,
mechanistic
research,
guidelines
related
DDIs.
Findings
were
analyzed
common
interaction
patterns,
associated
risks,
management
strategies.
The
identifies
involving
drugs,
particularly
anticoagulants,
nonsteroidal
anti-inflammatory
proton
pump
inhibitors.
primarily
occur
through
pharmacokinetic
such
as
alterations
metabolism
via
cytochrome
P450
enzymes,
pharmacodynamic
including
synergistic
antagonistic
effects
platelet
inhibition.
Clinically,
increase
bleeding
risk,
reduce
efficacy,
contribute
cardiovascular
Strategies
mitigate
these
risks
include
individualized
selection,
dose
adjustments,
genetic
testing,
monitoring.
Effective
essential
patient-specific
approach,
considering
predispositions,
concurrent
medications,
crucial.
categorizes
based
settings
underscores
need
further
predictive
biomarkers,
pharmacogenomics,
advanced
monitoring
techniques.
significantly
impact
effectiveness
safety
therapy,
necessitating
comprehensive
mechanisms
implications.
Future
should
focus
developing
approaches,
integrating
pharmacological
minimize
provides
foundation
advancing
practice
enhancing
patients
ASVD.
Language: Английский
Clopidogrel Monotherapy for Double-Risk Acute Coronary Syndrome
JAMA Cardiology,
Journal Year:
2024,
Volume and Issue:
9(6), P. 532 - 532
Published: April 17, 2024
Our
website
uses
cookies
to
enhance
your
experience.
By
continuing
use
our
site,
or
clicking
"Continue,"
you
are
agreeing
Cookie
Policy
|
Continue
JAMA
Cardiology
HomeNew
OnlineCurrent
IssueFor
Authors
Podcast
Journals
Network
Open
Dermatology
Health
Forum
Internal
Medicine
Neurology
Oncology
Ophthalmology
Otolaryngology–Head
&
Neck
Surgery
Pediatrics
Psychiatry
Archives
of
(1919-1959)
JN
Learning
/
CMESubscribeJobsInstitutions
LibrariansReprints
Permissions
Terms
Use
Privacy
Accessibility
Statement
2024
American
Medical
Association.
All
Rights
Reserved
Search
Archive
Input
Term
Sign
In
Individual
inCreate
an
Account
Access
through
institution
Purchase
Options:
Buy
this
article
Rent
Subscribe
the
journal
Language: Английский
Comparison Between Mono VS Dual VS Triple Antiplatelet Therapy In Patients With Ischemic Heart Disease Undergoing PCI, A Network Meta-Analysis
Current Problems in Cardiology,
Journal Year:
2024,
Volume and Issue:
49(11), P. 102755 - 102755
Published: July 28, 2024
Language: Английский
The metabolic activation of and platelet response to vicagrel vary with P-glycoprotein deficiency, rather than P-glycoprotein inhibition, in mice
Xue‐Mei Li,
No information about this author
Hao-Dong Li,
No information about this author
Yuan-Yuan Shao
No information about this author
et al.
Xenobiotica,
Journal Year:
2024,
Volume and Issue:
54(9), P. 759 - 769
Published: Aug. 10, 2024
This
study
aimed
to
determine
changes
in
the
hydrolysis
of
vicagrel,
a
substrate
drug
arylacetamide
deacetylase
(Aadac)
and
carboxylesterase
2
(Ces2),
P-glycoprotein
(P-gp)-deficient
or
P-gp-inhibited
mice
elucidate
mechanisms
involved.
Language: Английский
State-of-the-Art Review: Percutaneous Coronary Intervention in Acute Coronary Syndrome
Current Treatment Options in Cardiovascular Medicine,
Journal Year:
2024,
Volume and Issue:
27(1)
Published: Dec. 30, 2024
Abstract
Purpose
of
the
Review
This
summarizes
major
trials
from
past
year
examining
percutaneous
coronary
intervention
(PCI)
strategies
and
adjunct
therapies
in
myocardial
infarction.
Recent
Findings
Significant
progress
has
been
made
four
areas:
(1)
mechanical
circulatory
support
acute
infarction
with
cardiogenic
shock
–
demonstrate
that
a
left
ventricular
assist
device
provides
significant
mortality
benefit
select
patients.
(2)
Timing
choice
complete
revascularization
patients
MI
without
earlier
during
index
procedure
or
hospitalization.
(3)
Intravascular
imaging
highlight
using
optical
coherence
tomography
intravascular
ultrasound
yields
superior
outcomes
compared
to
angiographic
guidance
alone.
(4)
Dual
Antiplatelet
Therapy
(DAPT)
timing
findings
indicate
stopping
DAPT
(within
1–3
months
post-PCI)
transitioning
P2Y12
inhibitors
is
generally
safe
effective.
Summary
underscore
evolving
role
advanced
technologies
optimized
improving
for
patients,
focus
on
individualized
evidence-based
care
strategies.
Language: Английский