Theoretical and Applied Genetics,
Journal Year:
2022,
Volume and Issue:
135(12), P. 4351 - 4370
Published: Sept. 21, 2022
Abstract
Key
message
Genome-wide
association
study
(GWAS)
demonstrated
that
multiple
genomic
regions
influence
grain
quality
traits
under
nitrogen-starved
soils.
Using
prediction,
genetic
gains
can
be
improved
through
selection
for
traits.
Soils
in
sub-Saharan
Africa
are
nitrogen
deficient
due
to
low
fertilizer
use
and
inadequate
soil
fertility
management
practices.
This
has
resulted
a
significant
yield
gap
the
major
staple
crop
maize,
which
is
undermining
nutritional
security
livelihood
sustainability
across
region.
Dissecting
basis
of
protein,
starch
oil
content
soils
increase
our
understanding
governing
systems
improve
efficacy
future
breeding
schemes.
An
mapping
panel
410
inbred
lines
four
bi-parental
populations
were
evaluated
field
trials
Kenya
South
optimum
conditions
genotyped
with
259,798
SNP
markers.
Genetic
correlations
these
may
utilized
select
higher
performing
stress.
Furthermore,
genotypic,
environmental
GxE
variations
found
content.
Broad
sense
heritabilities
ranged
from
moderate
(0.18)
high
(0.86).
Under
stress,
GWAS
identified
42
SNPs
linked
These
associated
51
putative
candidate
genes.
Linkage
QTLs
conditions,
average
prediction
accuracies
studied
genotypes
(0.78)
lower
(0.08).
Our
findings
indicate
polygenic
using
maize
gain.
markers
Food Security,
Journal Year:
2022,
Volume and Issue:
14(5), P. 1295 - 1319
Published: May 17, 2022
Abstract
Since
its
domestication
some
9,000
years
ago,
maize
(
Zea
mays
L.;
corn)
has
played
an
increasing
and
diverse
role
in
global
agri-food
systems.
Global
production
surged
the
past
few
decades,
propelled
by
rising
demand
a
combination
of
technological
advances,
yield
increases
area
expansion.
Maize
is
already
leading
cereal
terms
volume
set
to
become
most
widely
grown
traded
crop
coming
decade.
It
versatile
multi-purpose
crop,
primarily
used
as
feed
globally,
but
also
important
food
especially
sub-Saharan
Africa
Latin
America,
besides
other
non-food
uses.
This
paper
reviews
production,
consumption,
international
trade
examine
changing
trends
supply
conditions
over
quarter
century
implications
for
research
development
(R&D),
particularly
South.
The
inclusiveness
sustainability
ongoing
transformation
systems
South
merit
particular
attention.
There
need
further
investments
R&D,
enhance
maize’s
livelihood
security
roles
sustainably
intensify
while
staying
within
planetary
boundaries.
The Plant Cell,
Journal Year:
2022,
Volume and Issue:
35(1), P. 162 - 186
Published: Nov. 12, 2022
Abstract
Breeding
climate-resilient
crops
with
improved
levels
of
abiotic
and
biotic
stress
resistance
as
a
response
to
climate
change
presents
both
opportunities
challenges.
Applying
the
framework
“breeder’s
equation,”
which
is
used
predict
selection
for
breeding
program
cycle,
we
review
methodologies
strategies
that
have
been
successfully
breed
drought
resistance,
where
target
population
environments
(TPEs)
spatially
temporally
heterogeneous
mixture
drought-affected
favorable
(water-sufficient)
environments.
Long-term
improvement
temperate
maize
US
corn
belt
case
study
compared
progress
other
geographies.
Integration
trait
information
across
scales,
from
genomes
ecosystems,
needed
accurately
yield
outcomes
genotypes
within
current
future
TPEs.
This
will
require
transdisciplinary
teams
explore,
identify,
exploit
novel
accelerate
outcomes;
germplasm
resources
products
(cultivars,
hybrids,
clones,
populations)
outperform
replace
in
use
by
farmers,
combination
modified
agronomic
management
suited
their
local
Journal of Agriculture and Food Research,
Journal Year:
2024,
Volume and Issue:
15, P. 100985 - 100985
Published: Jan. 19, 2024
Climate
change
poses
significant
challenges
to
the
agrifood
sector,
affecting
producers'
incomes
and
food
security.
This
review
explores
recent
climate-smart
innovations
in
that
enhance
while
promoting
sustainable
solutions.
The
importance
of
addressing
climate
sector
its
impact
on
are
introduced.
Climate-Smart
Agriculture
core
principles
defined.
significance
adopting
practices
for
industry
is
discussed,
emphasizing
potential
benefits
terms
productivity,
resilience,
income
generation
producers.
Key
innovations,
including
precision
agriculture
techniques,
farming
practices,
role
digital
platforms
data
analytics,
highlighted.
Real-world
examples
businesses
organizations
implementing
presented,
outlining
limitations
their
approaches.
faced
such
as
financial
barriers,
technological
limitations,
knowledge
gaps,
discussed.
Future
directions
adoption
technologies,
backchain
robotics,
3D
printing,
virtual/augmented
reality.
Overcoming
related
cost,
accessibility,
technical
expertise,
resistance
crucial
successful
implementation.
In
conclusion,
embracing
essential
enhancing
incomes,
sustainability,
ensuring
security
despite
evolving
market
demands.
Sensors,
Journal Year:
2025,
Volume and Issue:
25(3), P. 782 - 782
Published: Jan. 28, 2025
Accurately
estimating
soil
moisture
at
multiple
depths
is
essential
for
sustainable
farming
practices,
as
it
supports
efficient
irrigation
management,
optimizes
crop
yields,
and
conserves
water
resources.
This
study
integrates
a
drone-mounted
hyperspectral
sensor
with
machine
learning
techniques
to
enhance
estimation
10
cm
30
in
cornfield.
The
primary
aim
was
understand
the
relationship
between
root
zone
content
canopy
reflectance,
pinpoint
where
this
most
significant,
identify
informative
wavelengths,
train
model
using
those
wavelengths
estimate
moisture.
Our
results
demonstrate
that
PCA
effectively
detected
critical
variables
estimation,
ANN
outperforming
other
algorithms,
including
Random
Forest
(RF),
Support
Vector
Regression
(SVR),
Gradient
Boosting
(XGBoost).
Model
comparisons
irrigated
non-irrigated
treatments
showed
plots
could
be
estimated
greater
accuracy
across
various
dates.
finding
indicates
plants
experiencing
high
stress
exhibit
more
significant
spectral
variability
their
canopy,
enhancing
correlation
zone.
Moreover,
over
growing
season,
when
corn
exhibits
chlorophyll
increased
resilience
environmental
stressors,
spectrum
weakens.
Error
analysis
revealed
lowest
relative
errors
depth,
aligning
periods
of
elevated
shallower
levels,
which
drove
deeper
growth
strengthened
reflectance
relationship.
corresponded
lower
RMSE
values,
highlighting
improved
accuracy.
Theoretical and Applied Genetics,
Journal Year:
2021,
Volume and Issue:
134(6), P. 1625 - 1644
Published: March 18, 2021
Abstract
Key
message
Climate
change
and
Genotype-by-Environment-by-Management
interactions
together
challenge
our
strategies
for
crop
improvement.
Research
to
advance
prediction
methods
breeding
agronomy
is
opening
new
opportunities
tackle
these
challenges
overcome
on-farm
productivity
yield-gaps
through
design
of
responsive
improvement
strategies.
(G
×
E
M)
underpin
many
aspects
productivity.
An
important
question
“How
can
breeders
agronomists
effectively
explore
the
diverse
within
high
dimensionality
complex
G
M
factorial
achieve
sustainable
improvements
in
productivity?”
Whenever
make
contributions
attainment
productivity,
we
should
consider
how
that
potential
space
possibilities,
reveal
interesting
Genotype–Management
(G–M)
technology
Target
Population
Environments
(TPE),
enable
practical
exploitation
associated
improved
levels
under
conditions.
adds
additional
layers
complexity
uncertainty
this
challenge,
by
introducing
directional
changes
environmental
dimension
factorial.
These
have
create
further
conditional
genetic
management
dimensions
future
Therefore,
presence
climate
change,
both
co-design
G–M
technologies
a
non-stationary
TPE.
Understanding
relevant
sciences
each
dimension,
Genotype,
Environment,
Management,
creates
predict
novel
combinations
suitable
global
food
security
targets
likely
scenarios.
Here
critical
foundations
required
any
framework
aims
move
us
from
current
unprepared
state
describing
outcomes
equipped
consequences
range
conditions
expected
complex,
TPE
influences
change.
International Journal of Molecular Sciences,
Journal Year:
2022,
Volume and Issue:
23(19), P. 12053 - 12053
Published: Oct. 10, 2022
The
major
challenges
that
agriculture
is
facing
in
the
twenty-first
century
are
increasing
droughts,
water
scarcity,
flooding,
poorer
soils,
and
extreme
temperatures
due
to
climate
change.
However,
most
crops
not
tolerant
climatic
environments.
aim
near
future,
a
world
with
hunger
an
population,
breed
and/or
engineer
tolerate
abiotic
stress
higher
yield.
Some
crop
varieties
display
certain
degree
of
tolerance,
which
has
been
exploited
by
plant
breeders
develop
thrive
under
conditions.
Moreover,
long
list
genes
involved
tolerance
have
identified
characterized
molecular
techniques
overexpressed
individually
transformation
experiments.
Nevertheless,
phenotypes
polygenetic
traits,
current
genomic
tools
dissecting
exploit
their
use
accelerating
genetic
introgression
using
markers
or
site-directed
mutagenesis
such
as
CRISPR-Cas9.
In
this
review,
we
describe
mechanisms
sense
adverse
conditions
examine
discuss
classic
new
select
improve
crops.
Frontiers in Plant Science,
Journal Year:
2023,
Volume and Issue:
14
Published: March 3, 2023
Unpredictable
weather
vagaries
in
the
Asian
tropics
often
increase
risk
of
a
series
abiotic
stresses
maize-growing
areas,
hindering
efforts
to
reach
projected
demands.
Breeding
climate-resilient
maize
hybrids
with
cross-tolerance
drought
and
waterlogging
is
necessary
yet
challenging
because
presence
genotype-by-environment
interaction
(GEI)
lack
an
efficient
multi-trait-based
selection
technique.
The
present
study
aimed
at
estimating
variance
components,
genetic
parameters,
inter-trait
relations,
expected
gains
(SGs)
across
soil
moisture
regimes
through
genotype
obtained
based
on
novel
multi-trait
genotype–ideotype
distance
index
(MGIDI)
for
set
75
tropical
pre-released
hybrids.
Twelve
traits
including
grain
yield
other
secondary
characteristics
experimental
were
studied
two
locations.
Positive
negative
SGs
estimated
regimes,
drought,
waterlogging,
optimal
conditions.
Hybrid,
condition,
hybrid-by-moisture
condition
effects
significant
(
p
≤
0.001)
most
studied.
Eleven
genotypes
selected
each
MGIDI
by
assuming
15%
intensity
where
hybrids,
viz.,
ZH161289
ZH161303,
found
be
common
all
indicating
their
stress
resilience,
unique
potential
broader
adaptation
rainfed
stress-vulnerable
ecologies.
showed
desired
such
as
positive
(almost
11%
drought;
22%
waterlogging)
flowering
traits.
view
strengths
weaknesses
depicted
assists
breeders
develop
traits,
contributors
under
specific
would
robust
easy-to-handle
process
various
test
environments
minimal
multicollinearity
issues.
It
was
powerful
tool
developing
better
strategies
optimizing
breeding
scheme,
thus
contributing
development