AI‐Guided Design of Antimicrobial Peptide Hydrogels for Precise Treatment of Drug‐resistant Bacterial Infections
Zhihui Jiang,
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Jianwen Feng,
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Fan Wang
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et al.
Advanced Materials,
Journal Year:
2025,
Volume and Issue:
unknown
Published: March 30, 2025
Abstract
Traditional
biomaterial
development
lacks
systematicity
and
predictability,
posing
significant
challenges
in
addressing
the
intricate
engineering
issues
related
to
infections
with
drug‐resistant
bacteria.
The
unprecedented
ability
of
artificial
intelligence
(AI)
manage
complex
systems
offers
a
novel
paradigm
for
materials
development.
However,
no
AI
model
currently
guides
antibacterial
biomaterials
based
on
an
in‐depth
understanding
interplay
between
In
this
study,
AI‐guided
design
platform
(AMP‐hydrogel‐Designer)
is
developed
generate
biomaterials.
This
utilizes
generative
multi‐objective
constrained
optimization
thiol‐containing
high‐efficiency
antimicrobial
peptide
(AMP),
that
functionally
coupled
hydrogel
form
network
structure.
Additionally,
Cu‐modified
barium
titanate
(Cu‐BTO)
incorporated
facilitate
further
cross–linking
via
Cu
2+
/SH
coordination
produce
AI‐AMP‐hydrogel.
vitro,
AI‐AMP‐hydrogel
exhibits
>
99.99%
bactericidal
efficacy
against
Methicillin‐resistant
Staphylococcus
aureus
(MRSA)
Escherichia
coli
(
E.
coli)
.
Furthermore,
Cu‐BTO
converts
mechanical
stimulation
into
electrical
signals,
thereby
promoting
expression
growth
factors
angiogenesis.
rat
dynamic
wounds,
AI‐AMP
significantly
reduces
MRSA
load
markedly
accelerates
wound
healing.
Therefore,
strategy
innovative
solution
precisely
treat
bacterial
infections.
Language: Английский
Nature-Inspired Healing: Biomimetic Nanomaterials for Advanced Wound Management
Elnaz Sarrami-Foroushani,
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Maryam Yavari,
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Atefeh Zarepour
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et al.
Materials Today Sustainability,
Journal Year:
2024,
Volume and Issue:
28, P. 100975 - 100975
Published: Sept. 6, 2024
Language: Английский
Bioadhesive supramolecular polymer/hyaluronic acid hydrogel with zinc ion and dexamethasone slow release for diabetic wound healing
Fang Yang,
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Daoqiang Lu,
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Yiqing Chen
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et al.
International Journal of Biological Macromolecules,
Journal Year:
2024,
Volume and Issue:
unknown, P. 137752 - 137752
Published: Nov. 1, 2024
Language: Английский
Facile fabrication of chitosan/hyaluronic acid hydrogel-based wound closure material Co-loaded with gold nanoparticles and fibroblast growth factor to improve anti-microbial and healing efficiency in diabetic wound healing and nursing care
Xin Liu,
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Shengwei Peng,
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Pei Yan
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et al.
Regenerative Therapy,
Journal Year:
2024,
Volume and Issue:
26, P. 1018 - 1029
Published: June 1, 2024
Generally,
diabetic
wounds
heal
very
slowly
and
inefficiently
with
an
increasing
risk
of
infections.
Recent
nanotechnology
biomaterial
advances
elaborate
developed
multi-functional
hydrogels
nanoparticles
offer
promising
solutions
to
accelerate
wound
healing
for
patients.
This
research
work
demonstrates
use
solvent
diffusion
method
develop
hydrogel
nanocomposites
composed
chitosan
(CS),
hyaluronic
acid
(HA),
gold
(Au),
fibroblast
growth
factors
(FGF).
The
biological
analysis
exhibited
enhanced
efficiency
by
incorporating
bioactive
molecules
like
FGF
Au
nanoparticles.
Language: Английский