Discovery of plasma proteins and metabolites associated with left ventricular cardiac dysfunction in pan-cancer patients
Cardio-Oncology,
Journal Year:
2025,
Volume and Issue:
11(1)
Published: Feb. 13, 2025
Abstract
Background
Cancer-therapy
related
cardiac
dysfunction
(CTRCD)
remains
a
significant
cause
of
morbidity
and
mortality
in
cancer
survivors.
In
this
study,
we
aimed
to
identify
differential
plasma
proteins
metabolites
associated
with
left
ventricular
(LVD)
patients.
Methods
We
analyzed
data
from
50
patients
referred
the
Cleveland
Clinic
Cardio-Oncology
Center
for
echocardiograph
assessment,
integrating
electronic
health
records,
proteomic,
metabolomic
profiles.
LVD
was
defined
as
an
ejection
fraction
≤
55%
based
on
echocardiographic
evaluation.
Classification-based
machine
learning
models
were
used
predict
using
input
features.
Results
identified
13
(
P
<
0.05)
14
LVD.
Key
included
markers
inflammation
(ST2,
TNFRSF14,
OPN,
AXL)
chemotaxis
(RARRES2,
MMP-2,
MEPE,
OPN).
Notably,
sex-specific
associations
observed,
such
uridine
=
0.003)
males.
Furthermore,
features
significantly
1-Methyl-4-imidazoleacetic
acid
0.015),
COL1A1
0.009),
MMP-2
0.016),
pointing
metabolic
shifts
heightened
Conclusion
Our
findings
suggest
that
circulating
may
non-invasively
detect
clinical
molecular
differences
LVD,
providing
insights
into
underlying
disease
pathways
potential
therapeutic
targets.
Language: Английский
Identification of noval diagnostic biomarker for HFpEF based on proteomics and machine learning
Muyashaer Abudurexiti,
No information about this author
Salamaiti Aimaier,
No information about this author
Nuerdun Wupuer
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et al.
Proteome Science,
Journal Year:
2025,
Volume and Issue:
23(1)
Published: April 8, 2025
Language: Английский
Cardio-oncological dialogue: Understanding the mechanistic correlation between heart failure and cancer
Faisal Ashraf Bhat,
No information about this author
Shujhat Khan,
No information about this author
Aiysha Siddiq Khan
No information about this author
et al.
Life Sciences,
Journal Year:
2024,
Volume and Issue:
358, P. 123170 - 123170
Published: Oct. 28, 2024
Language: Английский
Discovery of Plasma Proteins and Metabolites for Left Ventricular Cardiac Dysfunction in Pan-Cancer Patients
Jessica C. Lal,
No information about this author
Michelle Fang,
No information about this author
Muzna Hussein
No information about this author
et al.
Published: Jan. 1, 2024
Cancer-therapy
related
cardiac
dysfunction
remains
a
significant
cause
of
morbidity
and
mortality
in
cancer
survivors.
Here,
we
integrated
electronic
health
record
data,
proteomic,
metabolomic
profiles
from
50
patients
referred
to
the
Cleveland
Clinic
Cardio-Oncology
Center
for
echocardiograph
assessment.
Left
ventricular
(LVD)
was
defined
by
ejection
fraction
£
55%
echocardiograph.
We
identified
12
differential
plasma
proteins
(P<0.05)
14
metabolites
associated
with
LVD,
including
markers
inflammation
(ST2,
TNFRSF14,
OPN,
AXL)
chemotaxis
(RARRES2,
MMP-2,
MEPE,
OPN).
also
observed
sex-specific
LVD
(male-
Uridine,
P=0.003;
female-
Kyn/Trp,
P=0.175
respectively)
suggesting
distinct
disease
etiologies.
Furthermore,
utilized
classification
machine
learning
models
predict
using
differentially
expressed
proteins.
Features
significantly
included
uridine
(P=0.0002),
1-Methyl-4-imidazoleacetic
acid
(P=0.015),
COL1A1
(P=0.009),
MMP-2
(P=0.016).
Our
findings
suggest
that
circulating
may
non-invasively
detect
clinical
molecular
differences
LVD.
Language: Английский