G3 Genes Genomes Genetics,
Journal Year:
2019,
Volume and Issue:
9(12), P. 4045 - 4057
Published: Oct. 15, 2019
Dissecting
the
genetic
architecture
of
stress
tolerance
in
crops
is
critical
to
understand
and
improve
adaptation.
In
temperate
climates,
early
planting
chilling-tolerant
varieties
could
provide
longer
growing
seasons
drought
escape,
but
chilling
(<15°)
generally
lacking
tropical-origin
crops.
Here
we
developed
a
nested
association
mapping
(NAM)
population
dissect
early-season
cereal
sorghum
(Sorghum
bicolor
[L.]
Moench).
The
NAM
resource,
from
reference
line
BTx623
three
Chinese
lines,
comprised
771
recombinant
inbred
lines
genotyped
by
sequencing
at
43,320
single
nucleotide
polymorphisms.
We
phenotyped
for
emergence,
seedling
vigor,
agronomic
traits
(>75,000
data
points
∼16,000
plots)
multi-environment
field
trials
Kansas
under
natural
(sown
30-45
days
early)
normal
conditions.
Joint
linkage
with
early-planted
phenotypes
revealed
an
oligogenic
architecture,
5-10
loci
explaining
20-41%
variation.
Surprisingly,
several
major
co-localize
precisely
classical
grain
tannin
(Tan1
Tan2)
dwarfing
genes
(Dw1
Dw3)
that
were
strong
directional
selection
US
during
20th
century.
These
findings
suggest
sensitivity
was
inadvertently
selected
due
coinheritance
desired
nontannin
alleles.
characterization
reveals
why
past
breeding
stymied
provides
path
genomics-enabled
tolerance.
Physiologia Plantarum,
Journal Year:
2020,
Volume and Issue:
172(2), P. 645 - 668
Published: Oct. 2, 2020
Abstract
Drought
has
been
highly
prevalent
around
the
world
especially
in
Sub‐Saharan
Africa
and
South‐East
Asian
countries.
Consistent
climatic
instabilities
unpredictable
rainfall
patterns
are
further
worsening
situation.
Rice
is
a
C
3
staple
cereal
an
important
food
crop
for
majority
of
world's
population
drought
stress
one
major
growth
retarding
threats
rice
that
slashes
down
grain
quality
yield.
deteriorates
productivity
induces
various
acclimation
responses
aids
mitigation.
However,
complexity
traits
associated
with
tolerance
made
understanding
stress‐induced
challenging
process.
An
integrative
based
on
physiological
adaptations,
omics,
transgenic
molecular
breeding
approaches
successively
backed
up
to
developing
stress‐tolerant
rice.
The
review
represents
step
forward
develop
drought‐resilient
plants
by
exploiting
knowledge
collaborates
omics‐based
developments
efforts
ensure
compilation
all
possible
strategies
undertaken
Frontiers in Genetics,
Journal Year:
2021,
Volume and Issue:
11
Published: Jan. 21, 2021
Cassava
is
crucial
for
food
security
of
millions
people
in
sub-Saharan
Africa.
The
crop
has
great
potential
to
contribute
African
development
and
increasing
its
income-earning
small-scale
farmers
related
value
chains
on
the
continent.
Therefore,
it
critical
increase
cassava
production,
as
well
quality
attributes.
Technological
innovations
offer
drive
this
envisioned
change.
This
paper
highlights
genomic
tools
resources
available
cassava.
also
provides
a
glimpse
how
these
have
been
used
screen
understand
pattern
genetic
diversity
Here,
we
reviewed
approaches
currently
phenotyping
traits,
highlighting
methodologies
link
genotypic
phenotypic
information,
dissect
genetics
architecture
key
identify
quantitative
trait
loci/markers
significantly
associated
with
those
traits.
Additionally,
examined
knowledge
acquired
utilized
improvement.
We
explored
major
applied
field
molecular
breeding
cassava,
their
promises,
limitations.
role
national
agricultural
research
systems
partners
sustainable
production.
The Plant Genome,
Journal Year:
2025,
Volume and Issue:
18(1)
Published: March 1, 2025
Fusarium
wilt
(FW)
significantly
affects
the
growth
and
development
of
chickpea
(Cicer
arietinum
L.),
leading
to
substantial
economic
losses.
FW
resistance
is
a
quantitative
trait
that
controlled
by
multiple
genomic
regions.
In
this
study,
meta-analysis
was
conducted
on
32
loci
(QTLs)
associated
with
resistance,
identification
seven
meta-QTL
(MQTL)
regions
distributed
across
CaLG2,
CaLG4,
CaLG5,
CaLG6
linkage
groups.
The
integrated
analysis
revealed
several
candidate
genes
potentially
important
for
including
sensing
(e.g.,
LRR-RLK),
signaling
mitogen-activated
protein
kinase
[MAPK1]),
transcription
regulation
NAC,
WRKY,
bZIP).
Subsequently,
marker-assisted
backcrossing
(MABC)
trial
executed
leveraging
MQTL
outcomes
introgress
from
an
FW-resistant
cultivar
(Ana)
into
superior
high-yielding
Kabuli
(Hashem).
breeding
process
extended
over
5
years
(2018-2023)
resulted
in
BC3F2
genotypes.
Consequently,
12
genotypes
carrying
homozygous
alleles
were
chosen,
three
showing
genetic
backgrounds
matching
90%-96%
recurrent
parent.
findings
study
have
significant
implications
upcoming
programs,
encompassing
fine-mapping,
breeding,
engineering,
consequently
contributing
effective
control
improved
production
chickpea.
Plants,
Journal Year:
2019,
Volume and Issue:
9(1), P. 34 - 34
Published: Dec. 25, 2019
Crops
are
the
major
source
of
food
supply
and
raw
materials
for
processing
industry.
A
balance
between
crop
production
consumption
is
continually
threatened
by
plant
diseases
adverse
environmental
conditions.
This
leads
to
serious
losses
every
year
results
in
shortages,
particularly
developing
countries.
Presently,
cutting-edge
technologies
genome
sequencing
phenotyping
crops
combined
with
progress
computational
sciences
leading
a
revolution
breeding,
boosting
identification
genetic
basis
traits
at
precision
never
reached
before.
In
this
frame,
machine
learning
(ML)
plays
pivotal
role
data-mining
analysis,
providing
relevant
information
decision-making
towards
achieving
breeding
targets.
To
end,
we
summarize
recent
next-generation
genomics-assisted
toward
exploitation
natural
variation
target
genes.
We
also
explore
application
ML
managing
big
data
predictive
models,
reporting
case
study
using
microRNAs
(miRNAs)
identify
genes
related
stress
Environmental Sciences Europe,
Journal Year:
2020,
Volume and Issue:
32(1)
Published: Aug. 11, 2020
Abstract
Genome
editing
techniques,
especially
the
CRISPR/Cas
technology,
increase
possibilities
and
speed
of
altering
genetic
material
in
organisms.
So-called
genome
is
increasingly
being
used
to
achieve
agriculturally
relevant
novel
traits
and/or
combinations
both
plants
animals,
although
predominantly
as
proof
concept
studies,
with
commercial
growing
or
rearing
so
far
limited
U.S.
Canada.
However,
there
are
numerous
reports
unintended
effects
such
off-target
effects,
on-target
other
consequences
arising
from
editing,
summarised
under
term
genomic
irregularities.
Despite
this,
searching
for
irregularities
routine
these
studies
protocols
vary
widely,
particularly
leading
differences
efficacy
detection
effects.
Here,
we
describe
range
specific
associated
editing.
We
examine
considerable
change
animals
SDN-1
SDN-2
(i.e.
without
insertion
genes
conferring
trait)
show
that
techniques
able
produce
a
broad
spectrum
that,
thus
far,
were
not
possible
be
obtained
using
conventional
breeding
techniques.
consider
current
EU
risk
assessment
guidance
GMOs
requires
revision
broadening
capture
all
potential
suggest
additional
tools
assist
genome-edited
environment
food/animal
feed
EU.
International Journal of Molecular Sciences,
Journal Year:
2020,
Volume and Issue:
21(4), P. 1281 - 1281
Published: Feb. 14, 2020
Tainung82
(TNG82)
is
one
of
the
most
popular
japonica
varieties
in
Taiwan
due
to
its
relatively
high
yield
and
grain
quality,
however,
TNG82
susceptible
bacterial
blight
(BB)
disease.
The
economical
eco-friendly
way
control
BB
disease
through
utilization
that
are
resistant
In
order
improve
TNG82's
resistance
disease,
five
genes
(Xa4,
xa5,
Xa7,
xa13
Xa21)
were
derived
from
a
donor
parent,
IRBB66
transferred
into
via
marker-assisted
backcrossing
breeding.
Five
BB-resistant
gene-linked
markers
integrated
backcross
breeding
program
identify
individuals
possessing
identified
Xa21).
polymorphic
between
recurrent
parent
used
for
background
selection.
Plants
having
maximum
contribution
genome
selected
each
generation
crossed
with
recipient
parent.
Selected
BC3F1
plants
selfed
generate
homozygous
BC3F2
plants.
Nine
pyramided
plants,
all
genes,
obtained.
These
displayed
level
against
strain,
XF89-b.
Different
gene
pyramiding
lines
also
inoculated
pathogen,
resulting
more
than
three
exhibited
levels
resistance.
other
desirable
agronomic
traits,
including
quality
palatability,
consistent
TNG82.
Bacterial
blight-resistant
not
only
higher
but
greater
quality.
Pyramiding
multiple
potential
characteristics
single
genotype
selection
can
efficiency
generating
new
crop
exhibiting
resistance,
as
well
traits.
International Journal of Molecular Sciences,
Journal Year:
2021,
Volume and Issue:
22(19), P. 10583 - 10583
Published: Sept. 30, 2021
Forest
tree
breeding
efforts
have
focused
mainly
on
improving
traits
of
economic
importance,
selecting
trees
suited
to
new
environments
or
generating
that
are
more
resilient
biotic
and
abiotic
stressors.
This
review
describes
various
methods
forest
selection
assisted
by
genomics
the
main
technological
challenges
achievements
in
research
at
genomic
level.
Due
long
rotation
time
a
plantation
resulting
generation
times
necessary
complete
cycle,
use
advanced
techniques
with
traditional
been
necessary,
allowing
precise
for
determining
genetic
architecture
interest,
such
as
genome-wide
association
studies
(GWASs)
(GS).
In
this
sense,
factors
determine
accuracy
prediction
models
also
addressed.
turn,
introduction
genome
editing
opens
door
possibilities
especially
clustered
regularly
interspaced
short
palindromic
repeats
CRISPR-associated
protein
9
(CRISPR/Cas9).
It
is
highly
efficient
effective
technique
has
used
effectively
implement
targetable
changes
specific
places
tree.
still
lack
transformation
method
an
inefficient
number
genotypes
CRISPR/Cas9.
challenge
could
be
addressed
newly
developing
GRF-GIF
speed
breeding.
International Journal of Molecular Sciences,
Journal Year:
2021,
Volume and Issue:
22(6), P. 2887 - 2887
Published: March 12, 2021
Plant
specialized
metabolites
(SMs)
play
an
important
role
in
the
interaction
with
environment
and
are
part
of
plant
defense
response.
These
natural
products
volatile,
semi-volatile
non-volatile
compounds
produced
from
common
building
blocks
deriving
primary
metabolic
pathways
rapidly
evolved
to
allow
a
better
adaptation
plants
environmental
cues.
Specialized
include
terpenes,
flavonoids,
alkaloids,
glucosinolates,
tannins,
resins,
etc.
that
can
be
used
as
phytochemicals,
food
additives,
flavoring
agents
pharmaceutical
compounds.
This
review
will
focused
on
Mediterranean
crop
source
SMs,
special
attention
strategies
modulate
their
production,
including
abiotic
stresses,
beneficial
soil
microorganisms
novel
genetic
approaches.
Frontiers in Genetics,
Journal Year:
2022,
Volume and Issue:
13
Published: Jan. 31, 2022
Soft
white
wheat
is
a
class
used
in
foreign
and
domestic
markets
to
make
various
end
products
requiring
specific
quality
attributes.
Due
associated
cost,
time,
amount
of
seed
needed,
phenotyping
for
the
end-use
trait
delayed
until
later
generations.
Previously,
we
explored
potential
using
genomic
selection
(GS)
selecting
superior
genotypes
earlier
breeding
program.
Breeders
typically
measure
multiple
traits
across
locations,
it
opens
up
avenue
exploring
multi-trait–based
GS
models.
This
study’s
main
objective
was
explore
multi-trait
models
predicting
seven
different
cross-validation,
independent
prediction,
across-location
predictions
The
population
consisted
666
soft
planted
5
years
at
two
locations
Washington,
United
States.
We
optimized
compared
performances
four
uni-trait–
models,
namely,
Bayes
B,
best
linear
unbiased
prediction
(GBLUP),
multilayer
perceptron
(MLP),
random
forests.
accuracies
were
5.5
7.9%
uni-trait
within-environment
predictions.
Multi-trait
machine
deep
learning
performed
GBLUP
B
predictions,
but
their
advantages
diminished
when
genotype
by
environment
component
included
model.
highest
improvement
accuracy,
that
is,
35%
obtained
flour
protein
content
with
MLP
study
showed
enhance
accuracy
information
from
previously
phenotyped
traits.
It
would
assist
speeding
cycle
time
cost-friendly
manner.