The Synergy of Machine Learning and Epidemiology in Addressing Carbapenem Resistance: A Comprehensive Review
Antibiotics,
Journal Year:
2024,
Volume and Issue:
13(10), P. 996 - 996
Published: Oct. 21, 2024
Carbapenem
resistance
poses
a
significant
threat
to
public
health
by
undermining
the
efficacy
of
one
last
lines
antibiotic
defense.
Addressing
this
challenge
requires
innovative
approaches
that
can
enhance
our
understanding
and
ability
combat
resistant
pathogens.
This
review
aims
explore
integration
machine
learning
(ML)
epidemiological
understand,
predict,
carbapenem-resistant
It
examines
how
leveraging
large
datasets
advanced
computational
techniques
identify
patterns,
predict
outbreaks,
inform
targeted
intervention
strategies.
Language: Английский
Utility of a TDM-Guided Expert Clinical Pharmacological Advice Program for Optimizing the Use of Novel Beta-Lactam/Beta-Lactamase Inhibitor Combinations and Cefiderocol in a Tertiary University Hospital: An Interim Analysis
Therapeutic Drug Monitoring,
Journal Year:
2025,
Volume and Issue:
unknown
Published: May 2, 2025
Background:
This
study
assessed
the
utility
of
a
therapeutic
drug
monitoring
(TDM)-guided
expert
clinical
pharmacological
advice
(ECPA)
program
to
optimize
aggressive
pharmacokinetic/pharmacodynamic
(PK/PD)
target
attainment
novel
beta-lactam/beta-lactamase
inhibitor
(BL/BLIc)
combinations
and
cefiderocol.
Methods:
All
hospitalized
patients
who
received
TDM-guided
ECPA
with
BL/BLIc
(ceftazidime–avibactam,
ceftolozane–tazobactam,
or
meropenem–vaborbactam)
cefiderocol
were
retrospectively.
Three
performance
indicators
identified:
average
number
ECPAs
delivered
per
month
availability
ratio
between
total
recommending
dosing
adjustment
ECPAs,
at
first
subsequent
TDM
assessments.
The
relationships
PK/PD
microbiological
outcomes
assessed.
Results:
A
595
administered
263
319
treatment
courses.
Novel
agents
mostly
used
for
targeted
therapy
(79.6%)
by
continuous
infusion
(CI;
82.8%).
In
assessment,
dose
increases
required
receiving
intermittent/extended
(II/EI)
(51.9%
vs.
6.4%;
P
<
0.0001),
whereas
decreases
recommended
CI
(60.3%
23.1%;
0.001).
assessments,
overall
proportion
adjustments
decreased
in
both
groups
(57.1%
39.3%
II/EI
groups,
respectively).
Aggressive
was
associated
highest
eradication
rate
ceftazidime–avibactam
(79.6%
out
86.0%;
0.001),
cure
(64.2%
78.1%;
0.001)
(50.0%
51.5%;
=
0.006).
Conclusions:
dedicated
may
be
helpful
optimizing
use
settings
high
prevalence
multidrug-resistant
pathogens.
Language: Английский
An innovative population pharmacokinetic/pharmacodynamic strategy for attaining aggressive joint PK/PD target of continuous infusion ceftazidime/avibactam against KPC- and OXA-48- producing Enterobacterales and preventing resistance development in critically ill patients
Journal of Antimicrobial Chemotherapy,
Journal Year:
2024,
Volume and Issue:
79(11), P. 2801 - 2808
Published: Aug. 19, 2024
Abstract
Objectives
Ceftazidime/avibactam
is
a
key
antibiotic
for
carbapenemase-producing
Enterobacterales
(CPE)
Gram-negative
infections,
but
current
dosing
may
be
suboptimal
to
grant
activity.
This
study
explores
the
population
pharmacokinetics/pharmacodynamics
(PK/PD)
of
continuous
infusion
(CI)
ceftazidime/avibactam
maximizing
treatment
efficacy
in
critically
ill
patients.
Methods
A
retrospective
analysis
adult
patients
receiving
CI
and
therapeutic
drug
monitoring
(TDM)
both
compounds
was
performed.
Population
PK/PD
modelling
identified
most
accurate
method
estimating
clearance
based
on
kidney
function
Monte
Carlo
simulations
investigated
relationship
between
various
regimens
aggressive
joint
target
attainment
ceftazidime/avibactam.
Results
The
European
Kidney
Function
Consortium
(EKFC)
equation
best
described
clearance.
findings
challenge
approach
only
reducing
dose
by
identifying
adjustments
with
augmented
function.
Our
strategies,
adjusted
TDM,
showed
promise
achieving
optimal
targets
potentially
improving
clinical/microbiological
outcomes
against
KPC-
OXA-48-producing
Enterobacterales.
risk
neurotoxicity
associated
these
strategies
appears
acceptable.
Conclusions
suggests
that
adjusting
regimen
solely
eCLcr
might
Higher
daily
doses
delivered
TDM
have
potential
improve
outcomes.
Further
investigations
are
warranted
confirm
establish
TDM-guided
clinical
practice.
Language: Английский