Essential Oils as Antimicrobials against Acinetobacter baumannii: Experimental and Literature Data to Definite Predictive Quantitative Composition–Activity Relationship Models Using Machine Learning Algorithms
Journal of Chemical Information and Modeling,
Год журнала:
2025,
Номер
unknown
Опубликована: Янв. 22, 2025
Essential
oils
(EOs)
exhibit
a
broad
spectrum
of
biological
activities;
however,
their
clinical
application
is
hindered
by
challenges,
such
as
variability
in
chemical
composition
and
chemical/physical
instability.
A
critical
limitation
the
lack
consistency
across
EO
samples,
which
impedes
standardization.
Despite
this,
evidence
suggests
that
EOs
with
differing
profiles
often
display
similar
(micro)biological
activities,
raising
possibility
standardizing
based
on
effects
rather
than
composition.
This
study
explored
relationship
between
antibacterial
activity
against
carbapenem-resistant
Acinetobacter
baumannii.
dataset
comprising
82
known
minimal
inhibitory
concentration
values
was
compiled
using
both
experimental
results
literature
data
sourced
from
AI4EssOil
database
(https://www.ai4essoil.com).
Machine
learning
classification
algorithms
including
Support
Vector
Machines,
Random
Forest,
Gradient
Boosting,
Decision
Trees,
K-Nearest
Neighbors
were
employed
to
generate
quantitative
composition–activity
models.
Model
performance
assessed
internal
external
prediction
accuracy
metrics
Matthews
correlation
coefficient
primary
evaluation
metrics.
Features
importance
analysis,
Skater
methodology,
identified
key
components
influencing
activity.
The
single
limonene,
eucalyptol,
alpha-pinene,
linalool,
beta-caryophyllene,
nerol,
beta-pinene,
neral,
carvacrol
highlighted
efficacy.
predictive
capacity
ML
models
validated
test
set
freshly
extracted
chemically
characterized
EOs.
demonstrated
91%
for
new
strong
observed
predicted
features
six
selected
pure
compounds
(limonene,
carvacrol,
thymol).
Additionally,
machine
approach
extended
cytotoxicity
3T3-Swiss
fibroblasts
61
analysis
revealed
potential
design
high
low
through
blending
or
selective
enrichment
components.
These
findings
pave
way
biologically
standardized
EOs,
enabling
rational
optimization
applications.
Язык: Английский
The insecticidal toxicity of thymol and carvacrol to brown planthopper and the novel control strategy based on their disruption of the cuticular hydrophobicity
Pesticide Biochemistry and Physiology,
Год журнала:
2025,
Номер
210, С. 106395 - 106395
Опубликована: Март 30, 2025
Язык: Английский
Hybrid structure combining essential oil derivatives and polydopamine for anti-bacterial coatings
Colloids and Surfaces B Biointerfaces,
Год журнала:
2025,
Номер
unknown, С. 114679 - 114679
Опубликована: Апрель 1, 2025
Язык: Английский
Antibacterial Effects of Bulgarian Oregano and Thyme Essential Oils Alone and in Combination with Antibiotics Against Klebsiella pneumoniae and Pseudomonas aeruginosa
Microorganisms,
Год журнала:
2025,
Номер
13(4), С. 843 - 843
Опубликована: Апрель 7, 2025
Antimicrobial
resistance
(AMR)
poses
a
global
health
threat,
with
multidrug-resistant
(MDR)
Klebsiella
pneumoniae
and
Pseudomonas
aeruginosa
contributing
to
the
burden,
especially
in
Bulgaria.
This
study
investigates
recent
trends
of
these
pathogens
Bulgaria
evaluates
antibacterial
effects
commercially
available
oregano
(Origanum
vulgare)
thyme
(Thymus
vulgaris)
essential
oils
(EOs),
both
alone
combination
conventional
antibiotics.
The
chemical
composition
EOs
was
analyzed
using
gas
chromatography–mass
spectrometry
(GC-MS),
revealing
carvacrol
(84.2%)
as
main
component
EO
thymol
(45.74%)
EO.
Minimum
inhibitory
concentration
(MIC)
minimum
bactericidal
(MBC)
values
were
determined
serial
dilution
method.
Oregano
exhibited
lower
MIC
MBC
(0.039–1.250%)
compared
(0.156–5.000%)
against
pathogens.
disk
diffusion
assay
showed
that
exhibits
more
potent
than
strains.
findings
highlight
potential
adjunctive
therapies
enhance
efficacy
antibiotics
MDR
strains
Язык: Английский
Total Synthesis of Auriculatin and Millexatin F and Discovery of Their Antibacterial Mechanism
ACS Omega,
Год журнала:
2025,
Номер
10(16), С. 16265 - 16276
Опубликована: Апрель 15, 2025
The
emergence
of
multidrug-resistant
(MDR)
bacteria
necessitates
the
urgent
development
novel
antibacterial
agents.
This
study
reported
first
total
synthesis
two
isoflavones,
auriculatin
(1)
and
millexatin
F
(2),
derived
from
tropical
medicinal
plant
Millettia
extensa.
Through
in
vitro
evaluations,
both
compounds
1
2
possessed
significant
activities
(MICs
=
0.5-4
μg/mL)
rapid
bactericidal
properties
against
Gram-positive
bacteria,
along
with
high
safety
for
mammalian
cells.
Mechanistic
studies
revealed
that
(2)
interact
bacterial
cell
membranes,
inducing
alterations
morphology
membrane
permeability
a
rise
leakage
intracellular
DNA
proteins,
thereby
leading
to
death.
In
addition,
our
indicated
could
phosphatidylethanolamine
(PE)
cardiolipin
(CL)
cytoplasmic
membranes
Gram-negative
bacteria.
Furthermore,
showed
increased
efficacy
when
combined
permeabilizer
(polymyxin
B
nonapeptide),
indicating
potential
broader
application.
These
findings
underscore
therapeutic
promise
as
lead
candidates
fight
infections.
Язык: Английский