Integrative Approaches to Abiotic Stress Management in Crops: Combining Bioinformatics Educational Tools and Artificial Intelligence Applications
Sustainability,
Год журнала:
2024,
Номер
16(17), С. 7651 - 7651
Опубликована: Сен. 3, 2024
Abiotic
stresses,
including
drought,
salinity,
extreme
temperatures
and
nutrient
deficiencies,
pose
significant
challenges
to
crop
production
global
food
security.
To
combat
these
challenges,
the
integration
of
bioinformatics
educational
tools
AI
applications
provide
a
synergistic
approach
identify
analyze
stress-responsive
genes,
regulatory
networks
molecular
markers
associated
with
stress
tolerance.
Bioinformatics
offer
robust
framework
for
data
collection,
storage
initial
analysis,
while
enhance
pattern
recognition,
predictive
modeling
real-time
processing
capabilities.
This
review
uniquely
integrates
applications,
highlighting
their
combined
role
in
managing
abiotic
plants
crops.
The
novelty
is
demonstrated
by
multiomics
algorithms,
providing
deeper
insights
into
response
pathways,
biomarker
discovery
recognition.
Key
include
resistance
gene
network
inference,
omics
plant
monitoring
through
fusion
remote
sensing
AI-assisted
phenomics.
Challenges
such
as
handling
big
data,
model
interpretability,
overfitting
experimental
validation
remain
there,
but
future
prospects
involve
developing
user-friendly
platforms,
establishing
common
standards,
interdisciplinary
collaboration
harnessing
mitigation
strategies
Educational
initiatives,
collaborations
trainings
are
essential
equip
next
generation
researchers
required
skills
utilize
advanced
effectively.
convergence
holds
vast
accelerating
development
stress-resilient
crops,
optimizing
agricultural
practices
ensuring
security
under
increasing
environmental
pressures.
Moreover,
this
integrated
crucial
advancing
sustainable
agriculture
amidst
growing
challenges.
Язык: Английский
Nanotechnology for climate change mitigation: Enhancing plant resilience under stress environments
Journal of Plant Nutrition and Soil Science,
Год журнала:
2024,
Номер
187(5), С. 604 - 620
Опубликована: Июль 27, 2024
Abstract
Background
Nanotechnology,
utilizing
nanoparticles
(NPs)
with
unique
physicochemical
properties,
has
significant
potential
in
enhancing
sustainable
agriculture
through
innovations
plant
nutrition,
growth,
and
protection.
Aims
This
review
aims
to
assess
how
nanotechnology,
particularly
NPs,
contributes
by
improving
nutrition
stress
resistance,
offering
solutions
for
phytoremediation
agricultural
efficiency.
Methods
We
examine
studies
showcasing
the
application
of
NPs
agriculture,
focusing
on
their
effects
nutrient
delivery,
mitigation,
pollutant
removal,
enhancement
food
shelf
life
nano‐encapsulated
fertilizers
nano‐sensors.
Results
have
demonstrated
promising
results
slow‐release
targeted
improved
germination
physiological
activity
under
stress,
enhanced
efficiency
aiding
removal
pollutants.
Nano‐sensors
packaging
detect
deterioration
extend
life,
whereas
nano‐encapsulation
agrochemicals
offers
environment‐friendly
pest
management
solutions.
Conclusions
Nanotechnology
presents
a
forward‐looking
approach
crop
productivity,
resource
use
efficiency,
environmental
Continued
research
is
essential
unlock
full
emphasizing
safe
efficient
methods
mitigate
abiotic
biotic
stresses
promote
sustainability.
Язык: Английский