Science,
Journal Year:
2023,
Volume and Issue:
379(6638)
Published: March 23, 2023
The
use
of
alkaline
salt
lands
for
crop
production
is
hindered
by
a
scarcity
knowledge
and
breeding
efforts
plant
tolerance.
Through
genome
association
analysis
sorghum,
naturally
high-alkaline-tolerant
crop,
we
detected
major
locus,
Alkaline
Tolerance
1
(AT1),
specifically
related
to
alkaline-salinity
sensitivity.
An
at1
allele
with
carboxyl-terminal
truncation
increased
sensitivity,
whereas
knockout
AT1
tolerance
alkalinity
in
millet,
rice,
maize.
encodes
an
atypical
G
protein
γ
subunit
that
affects
the
phosphorylation
aquaporins
modulate
distribution
hydrogen
peroxide
(H2O2).
These
processes
appear
protect
plants
against
oxidative
stress
alkali.
Designing
knockouts
homologs
or
selecting
its
natural
nonfunctional
alleles
could
improve
productivity
sodic
lands.
PLoS ONE,
Journal Year:
2014,
Volume and Issue:
9(2), P. e90346 - e90346
Published: Feb. 28, 2014
Genotyping
by
sequencing
(GBS)
is
a
next
generation
based
method
that
takes
advantage
of
reduced
representation
to
enable
high
throughput
genotyping
large
numbers
individuals
at
number
SNP
markers.
The
relatively
straightforward,
robust,
and
cost-effective
GBS
protocol
currently
being
applied
in
numerous
species
researchers.
Herein
we
describe
bioinformatics
pipeline,
tassel-gbs,
designed
for
the
efficient
processing
raw
sequence
data
into
genotypes.
tassel-gbs
pipeline
successfully
fulfills
following
key
design
criteria:
(1)
Ability
run
on
modest
computing
resources
are
typically
available
small
breeding
or
ecological
research
programs,
including
desktop
laptop
machines
with
only
8–16
GB
RAM,
(2)
Scalability
from
extremely
studies,
where
hundreds
thousands
even
millions
SNPs
can
be
scored
up
100,000
(e.g.,
programs
genetic
surveys),
(3)
Applicability
an
accelerated
context,
requiring
rapid
turnover
tissue
collection
Although
reference
genome
required,
also
unfinished
"pseudo-reference"
consisting
contigs.
We
detail
benchmark
it
upon
scale,
wide
analysis
maize
(Zea
mays),
average
error
rate
was
0.0042
through
application
population
genetic-based
filters.
Overall,
assay
provide
robust
tools
studying
genomic
diversity.
Proceedings of the National Academy of Sciences,
Journal Year:
2013,
Volume and Issue:
110(20), P. 8057 - 8062
Published: April 29, 2013
Domesticated
crops
experience
strong
human-mediated
selection
aimed
at
developing
high-yielding
varieties
adapted
to
local
conditions.
To
detect
regions
of
the
wheat
genome
subject
during
improvement,
we
developed
a
high-throughput
array
interrogate
9,000
gene-associated
single-nucleotide
polymorphisms
(SNP)
in
worldwide
sample
2,994
accessions
hexaploid
including
landraces
and
modern
cultivars.
Using
SNP-based
diversity
map
characterized
impact
crop
improvement
on
genomic
geographic
patterns
genetic
diversity.
We
found
evidence
small
population
bottleneck
extensive
use
ancestral
variation
often
traceable
founders
cultivars
from
diverse
regions.
Analyzing
differentiation
among
populations
extent
haplotype
sharing,
identified
allelic
variants
subjected
improvement.
Selective
sweeps
were
around
genes
involved
regulation
flowering
time
phenology.
An
introgression
wild
relative-derived
gene
conferring
resistance
fungal
pathogen
was
detected
by
haplotype-based
analysis.
Comparing
selective
different
populations,
show
that
likely
acts
distinct
targets
or
multiple
functionally
equivalent
alleles
portions
range
wheat.
The
majority
selected
present
low
frequency
suggesting
either
weak
pressure
temporal
directional
breeding
probably
associated
with
changing
agricultural
practices
environmental
SNP
chip
provide
resource
for
advancing
supporting
future
genome-wide
association
studies
Annual Review of Plant Biology,
Journal Year:
2013,
Volume and Issue:
65(1), P. 531 - 551
Published: Nov. 26, 2013
Natural
variants
of
crops
are
generated
from
wild
progenitor
plants
under
both
natural
and
human
selection.
Diverse
that
able
to
adapt
various
environmental
conditions
valuable
resources
for
crop
improvements
meet
the
food
demands
increasing
population.
With
completion
reference
genome
sequences,
advent
high-throughput
sequencing
technology
now
enables
rapid
accurate
resequencing
a
large
number
genomes
detect
genetic
basis
phenotypic
variations
in
crops.
Comprehensive
maps
facilitate
genome-wide
association
studies
complex
traits
functional
investigations
evolutionary
changes
These
advances
will
greatly
accelerate
on
designs
via
genomics-assisted
breeding.
Here,
we
first
discuss
describe
development
sequencing-based
genotyping
We
then
review
domestication
offer
perspective
genomics-driven
designs.
Theoretical and Applied Genetics,
Journal Year:
2013,
Volume and Issue:
126(4), P. 867 - 887
Published: March 7, 2013
More
accurate
and
precise
phenotyping
strategies
are
necessary
to
empower
high-resolution
linkage
mapping
genome-wide
association
studies
for
training
genomic
selection
models
in
plant
improvement.
Within
this
framework,
the
objective
of
modern
is
increase
accuracy,
precision
throughput
phenotypic
estimation
at
all
levels
biological
organization
while
reducing
costs
minimizing
labor
through
automation,
remote
sensing,
improved
data
integration
experimental
design.
Much
like
efforts
optimize
genotyping
during
1980s
1990s,
designing
effective
initiatives
today
requires
multi-faceted
collaborations
between
biologists,
computer
scientists,
statisticians
engineers.
Robust
systems
needed
characterize
full
suite
genetic
factors
that
contribute
quantitative
variation
across
cells,
organs
tissues,
developmental
stages,
years,
environments,
species
research
programs.
Next-generation
generates
significantly
more
than
previously
novel
management,
access
storage
systems,
increased
use
ontologies
facilitate
integration,
new
statistical
tools
enhancing
design
extracting
biologically
meaningful
signal
from
environmental
noise.
To
ensure
relevance,
implementation
efficient
informative
experiments
also
familiarity
with
diverse
germplasm
resources,
population
structures,
target
populations
environments.
Today,
quickly
emerging
as
major
operational
bottleneck
limiting
power
analysis
prediction.
The
challenge
next
generation
geneticists
breeders
not
only
understand
basis
complex
trait
variation,
but
knowledge
efficiently
synthesize
twenty-first
century
crop
varieties.
The Plant Journal,
Journal Year:
2017,
Volume and Issue:
93(2), P. 338 - 354
Published: Nov. 21, 2017
Summary
Sorghum
bicolor
is
a
drought
tolerant
C4
grass
used
for
the
production
of
grain,
forage,
sugar,
and
lignocellulosic
biomass
genetic
model
grasses
due
to
its
relatively
small
genome
(approximately
800
Mbp),
diploid
genetics,
diverse
germplasm,
colinearity
with
other
genomes.
In
this
study,
deep
sequencing,
linkage
analysis,
transcriptome
data
were
produce
annotate
high‐quality
reference
sequence.
Reference
sequence
order
was
improved,
29.6
Mbp
additional
incorporated,
number
genes
annotated
increased
24%
34
211,
average
gene
length
N50
increased,
error
frequency
reduced
10‐fold
1
per
100
kbp.
Subtelomeric
repeats
characteristics
Tandem
Repeats
in
Miniature
(
TRIM
)
elements
identified
at
termini
most
chromosomes.
Nucleosome
occupancy
predictions
nucleosomes
positioned
immediately
downstream
transcription
start
sites
different
densities
across
Alignment
more
than
50
resequenced
genomes
from
sorghum
genotypes
approximately
7.4
M
single
nucleotide
polymorphisms
SNP
s)
1.9
indels.
Large‐scale
variant
features
euchromatin
periodicities
25
A
atlas
expression
constructed
47
RNA
‐seq
profiles
growing
developed
tissues
major
plant
organs
(roots,
leaves,
stems,
panicles,
seed)
collected
during
juvenile,
vegetative
reproductive
phases.
Analysis
indicated
that
tissue
type
protein
kinase
had
large
influences
on
transcriptional
profile
clustering.
The
updated
assembly,
annotation,
represent
resource
research
crop
improvement.
Nature Communications,
Journal Year:
2013,
Volume and Issue:
4(1)
Published: Aug. 27, 2013
Sorghum
is
a
food
and
feed
cereal
crop
adapted
to
heat
drought
staple
for
500
million
of
the
world's
poorest
people.
Its
small
diploid
genome
phenotypic
diversity
make
it
an
ideal
C4
grass
model
as
complement
C3
rice.
Here
we
present
high
coverage
(16–45
×
)
resequenced
genomes
44
sorghum
lines
representing
primary
gene
pool
spanning
dimensions
geographic
origin,
end-use
taxonomic
group.
We
also
report
first
S.
propinquum,
identifying
8
M
high-quality
SNPs,
1.9
indels
specific
loss
gain
events
in
bicolor.
observe
strong
racial
structure
complex
domestication
history
involving
at
least
two
distinct
events.
These
assembled
enable
leveraging
existing
functional
genomics
data
against
novel
available
sorghum,
providing
unmatched
resource
genetic
improvement
other
species.
drought-resistant
used
by
over
half
billion
authors
high-coverage
resequencing
varying
which
include
number
wild
relatives.
PLoS Biology,
Journal Year:
2014,
Volume and Issue:
12(6), P. e1001883 - e1001883
Published: June 10, 2014
Rajeev
Varshney,
Ryohei
Terauchi,
and
Susan
McCouch
summarize
the
current
future
uses
of
next-generation
sequencing
technologies,
both
for
developing
crops
with
improved
traits
increasing
efficiency
modern
plant
breeding,
as
a
step
towards
meeting
challenge
feeding
growing
world
population.