Harnessing artificial intelligence in sepsis care: advances in early detection, personalized treatment, and real-time monitoring
Frontiers in Medicine,
Journal Year:
2025,
Volume and Issue:
11
Published: Jan. 6, 2025
Sepsis
remains
a
leading
cause
of
morbidity
and
mortality
worldwide
due
to
its
rapid
progression
heterogeneous
nature.
This
review
explores
the
potential
Artificial
Intelligence
(AI)
transform
sepsis
management,
from
early
detection
personalized
treatment
real-time
monitoring.
AI,
particularly
through
machine
learning
(ML)
techniques
such
as
random
forest
models
deep
algorithms,
has
shown
promise
in
analyzing
electronic
health
record
(EHR)
data
identify
patterns
that
enable
detection.
For
instance,
have
demonstrated
high
accuracy
predicting
onset
intensive
care
unit
(ICU)
patients,
while
approaches
been
applied
recognize
complications
sepsis-associated
acute
respiratory
distress
syndrome
(ARDS).
Personalized
plans
developed
AI
algorithms
predict
patient-specific
responses
therapies,
optimizing
therapeutic
efficacy
minimizing
adverse
effects.
AI-driven
continuous
monitoring
systems,
including
wearable
devices,
provide
predictions
sepsis-related
complications,
enabling
timely
interventions.
Beyond
these
advancements,
enhances
diagnostic
accuracy,
predicts
long-term
outcomes,
supports
dynamic
risk
assessment
clinical
settings.
However,
ethical
challenges,
privacy
concerns
algorithmic
biases,
must
be
addressed
ensure
fair
effective
implementation.
The
significance
this
lies
addressing
current
limitations
management
highlighting
how
can
overcome
hurdles.
By
leveraging
healthcare
providers
significantly
enhance
optimize
protocols,
improve
overall
patient
outcomes.
Future
research
should
focus
on
refining
with
diverse
datasets,
integrating
emerging
technologies,
fostering
interdisciplinary
collaboration
address
challenges
realize
AI's
transformative
care.
Language: Английский
Neutrophil-derived heparin-binding protein increases endothelial permeability in acute lung injury by promoting TRIM21 and the ubiquitination of P65
Jian Zhang,
No information about this author
Yong Cao,
No information about this author
Wenqi Shu
No information about this author
et al.
Cell Biology and Toxicology,
Journal Year:
2025,
Volume and Issue:
41(1)
Published: March 5, 2025
Acute
lung
injury
(ALI),
which
poses
a
significant
public
health
threat,
is
commonly
caused
by
sepsis.
ALI
associated
with
permeability
and
glycolysis
changes
in
pulmonary
microvascular
endothelial
cells.
Our
study
demonstrates
that
heparin-binding
protein
(HBP),
released
from
neutrophils
during
sepsis,
exacerbates
glycolysis,
thereby
triggering
ALI.
Through
coimmunoprecipitation
mass
spectrometry,
TRIM21
was
identified
as
HBP
interaction
partner.
Notably,
enhances
the
stability
of
inhibiting
K48
ubiquitination.
binds
to
promotes
K63-linked
ubiquitination
P65,
facilitating
its
nuclear
translocation.
regulates
HPMEC
manner
dependent
on
P65
stabilizes
interactions
P65.
Rescue
experiments
conducted
vivo
vitro
demonstrate
modulation
predominantly
mediated
through
TRIM21-P65
axis.
results
suggest
targeting
HBP/TRIM21/P65
axis
novel
therapeutic
strategy
ameliorate
Language: Английский
Hospital Acquired Sepsis, Disease Prevalence, and Recent Advances in Sepsis Mitigation
Pathogens,
Journal Year:
2024,
Volume and Issue:
13(6), P. 461 - 461
Published: May 30, 2024
Sepsis
is
a
life-threatening
organ
dysfunction
caused
by
dysregulated
host
response
to
infection,
commonly
associated
with
nosocomial
transmission.
Gram-negative
bacterial
species
are
particularly
problematic
due
the
release
of
lipopolysaccharide
toxins
upon
cell
death.
The
toxin
E.
coli
has
greater
immunogenic
potential
than
that
other
bacteria.
resultant
dysregulation
immune
system
failure
and
mortality,
pregnant
women,
ICU
patients,
neonates
being
vulnerable.
Additionally,
sepsis
recovery
patients
have
an
increased
risk
re-hospitalisation,
chronic
illness,
co-morbidities,
damage/failure,
reduced
life
expectancy.
emergence
increasing
prevalence
antimicrobial
resistance
in
fungal
impacted
treatment
leading
mortality
rates.
Multidrug
resistant
pathogens
including
vancomycin-resistant
Enterococcus,
beta
lactam-resistant
Klebsiella,
carbapenem-resistant
Acinetobacter
mortality.
To
improve
prognosis
predominantly
high-risk
neonates,
advances
must
be
made
early
diagnosis,
triage,
control
sepsis.
identification
suitable
biomarkers
biomarker
combinations,
coupled
machine
learning
artificial
intelligence,
show
promise
detection
protocols.
Rapid
diagnosis
essential
inform
on
clinical
treatment,
especially
infectious
agents.
This
timely
review
aims
discuss
prevalence,
aetiology,
recent
towards
disease
mitigation
control.
Language: Английский
Distinct functional neutrophil phenotypes in sepsis patients correlate with disease severity
Frontiers in Immunology,
Journal Year:
2024,
Volume and Issue:
15
Published: March 8, 2024
Purpose
Sepsis
is
a
clinical
syndrome
defined
as
life-threatening
organ
dysfunction
caused
by
dysregulated
host
response
to
infection.
highly
heterogeneous
with
distinct
phenotypes
that
impact
immune
function
and
To
develop
targeted
therapeutics,
immunophenotyping
needed
identify
functional
of
cells.
In
this
study,
we
utilized
our
Organ-on-Chip
assay
categorize
sepsis
patients
into
using
patient
data,
neutrophil
analysis,
proteomics.
Methods
Following
informed
consent,
neutrophils
plasma
were
isolated
from
in
the
Temple
University
Hospital
ICU
(n=45)
healthy
control
donors
(n=7).
Human
lung
microvascular
endothelial
cells
(HLMVEC)
cultured
treated
buffer
or
cytomix
((TNF/IL-1β/IFNγ).
Neutrophil
adhesion
migration
across
HLMVEC
used
phenotypes.
Quantitative
label-free
global
proteomics
was
performed
on
differentially
expressed
proteins.
Plasma
levels
biomarkers
extracellular
traps
(NETs)
determined
ELISA.
Results
We
identified
three
critically
ill
based
ex
vivo
patterns.
The
classified
as:
Hyperimmune
characterized
enhanced
migration,
Hypoimmune
unresponsive
stimulation,
Hybrid
increased
but
blunted
migration.
These
associated
proteomic
signatures
differentiated
important
parameters
related
disease
severity.
group
demonstrated
higher
oxygen
requirements,
mechanical
ventilation,
longer
length
stay
compared
groups.
Patients
phenotype
had
significantly
circulating
elevated
NETs.
Conclusion
Neutrophils
NETs
play
critical
role
vascular
barrier
may
be
key
biomarker
identifying
group.
Our
results
establish
significant
associations
between
specific
severity
pathophysiology
provide
new
approach
classify
for
therapeutic
interventions.
Language: Английский
Neutrophils, Fast and Strong 2.0: Heterogeneity of Neutrophil Parameters in Health and in Disease
Biomedicines,
Journal Year:
2025,
Volume and Issue:
13(2), P. 436 - 436
Published: Feb. 11, 2025
Neutrophils
are
very
important
cells
of
the
immune
system,
and
every
year,
new
nuances
their
functional
activity
in
body
participation
various
pathological
processes
discovered
[...].
Language: Английский
Neutrophils: a Central Point of Interaction Between Immune Cells and Nonimmune Cells in Rheumatoid Arthritis
Zhaoran Wang,
No information about this author
Yi Jiao,
No information about this author
Wenya Diao
No information about this author
et al.
Clinical Reviews in Allergy & Immunology,
Journal Year:
2025,
Volume and Issue:
68(1)
Published: March 28, 2025
Language: Английский
Value of animal sepsis research in navigating the translational labyrinth
Frontiers in Immunology,
Journal Year:
2025,
Volume and Issue:
16
Published: April 15, 2025
Language: Английский
Identification of Potential Sepsis Therapeutic Drugs Using a Zebrafish Rapid Screening Approach
Mark W. Widder,
No information about this author
Chance Carbaugh,
No information about this author
William van der Schalie
No information about this author
et al.
Life,
Journal Year:
2024,
Volume and Issue:
14(12), P. 1689 - 1689
Published: Dec. 20, 2024
In
the
military,
combat
wound
infections
can
progress
rapidly
to
life-threatening
sepsis.
The
discovery
of
effective
small-molecule
drugs
prevent
and/or
treat
sepsis
is
a
priority.
To
identify
potential
drug
candidates,
we
used
an
optimized
larval
zebrafish
model
endotoxicity/sepsis
screen
commercial
libraries
approved
by
U.S.
Food
and
Drug
Administration
(FDA)
other
active
pharmaceutical
ingredients
(APIs)
known
affect
pathways
implicated
in
initiation
progression
humans
(i.e.,
inflammation,
mitochondrial
dysfunction,
coagulation,
apoptosis).
We
induced
endotoxicity
3-
5-day
post
fertilization
(characterized
mortality
tail
fin
edema
(vascular
leakage))
immersion
exposure
60
µg/mL
Pseudomonas
aeruginosa
lipopolysaccharide
(LPS)
for
24
h,
then
screened
rescue
644
selected
at
10
µM
through
simultaneous
LPS.
After
LPS
exposure,
neurobehavioral
assay
(light-dark
test)
further
evaluate
from
determine
possible
off-target
side
effects.
identified
29
with
>
60%
mortality.
Three
(Ketanserin,
Tegaserod,
Brexpiprazole)
produced
100%
did
not
differ
controls
light-dark
test,
suggesting
lack
Further
testing
these
three
nearly
lethal
concentration
Klebsiella
pneumoniae
(45
µg/mL)
showed
88–100%
mitigation
against
edema.
success
warrants
evaluation
mammalian
models.
Language: Английский