Substantial
functional
metabolic
diversity
exists
within
species
of
cultivated
grain
crops
that
directly
or
indirectly
provide
more
than
half
all
calories
consumed
by
humans
around
the
globe.
While
such
is
molecular
currency
used
for
improving
agronomic
traits,
poorly
characterized
its
effects
on
human
nutrition
and
utilization
gut
microbes.
Moreover,
we
know
little
about
traits'
potential
tradeoffs
pleiotropic
nutritional
traits.
Here,
applied
a
quantitative
genetics
approach
using
meta-analysis
parallel
genome-wide
association
studies
Sorghum
bicolor
traits
describing
changes
in
composition
function
microbe
communities,
any
200
sorghum
seed
across
diverse
population
to
identify
associated
genetic
variants.
A
total
15
multiple-effect
loci
(MEL)
were
initially
found
where
different
alleles
genome
produced
affected
abundance
multiple
bacterial
taxa
2
microbiomes
automated
vitro
fermentations.
Next,
conducted
seed,
biochemical,
same
identified
significant
associations
boundaries
13/15
MEL
microbiome
In
several
instances,
colocalization
variation
affecting
provided
hypotheses
causal
mechanisms
through
which
could
affect
both
This
work
demonstrates
factors
can
also
drive
microbes,
particularly
considered
beneficial.
Understanding
these
relationships
will
inform
future
strategies
crop
improvement
toward
yield,
sustainability,
health.
The Plant Journal,
Journal Year:
2022,
Volume and Issue:
111(3), P. 888 - 904
Published: June 2, 2022
Association
mapping
panels
represent
foundational
resources
for
understanding
the
genetic
basis
of
phenotypic
diversity
and
serve
to
advance
plant
breeding
by
exploring
variation
across
diverse
accessions.
We
report
whole-genome
sequencing
(WGS)
400
sorghum
(Sorghum
bicolor
(L.)
Moench)
accessions
from
Sorghum
Panel
(SAP)
at
an
average
coverage
38×
(25-72×),
enabling
development
a
high-density
genomic
marker
set
43
983
694
variants
including
single-nucleotide
polymorphisms
(approximately
38
million),
insertions/deletions
(indels)
5
copy
number
(CNVs)
170
000).
observe
slightly
more
deletions
among
indels
much
higher
prevalence
CNVs
compared
insertions.
This
new
enabled
identification
several
novel
putative
associations
height
tannin
content,
which
were
not
identified
when
using
previous
lower-density
sets.
WGS
scored
in
5-kb
bins
where
available
genotyping-by-sequencing
(GBS)
data
captured
no
variants,
with
half
all
genome
falling
into
this
category.
The
predictive
ability
best
unbiased
linear
predictor
(GBLUP)
models
was
increased
30%
markers
rather
than
GBS
markers.
18
selection
peaks
subpopulations
that
formed
due
evolutionary
divergence
during
domestication,
we
found
six
Fst
resulting
comparisons
between
converted
lines
within
SAP
distinct
associated
historic
selection.
population
has
served
continues
as
significant
public
resource
research
demonstrates
value
improving
upon
existing
resources.
Theoretical and Applied Genetics,
Journal Year:
2023,
Volume and Issue:
136(4)
Published: March 23, 2023
Seventy-three
QTL
related
to
grain
color
and
tannin
content
were
identified
in
Chinese
sorghum
accessions,
a
new
recessive
allelic
variant
of
TAN2
gene
was
discovered.
Sorghum
is
mainly
used
for
brewing
distilled
liquors
China.
Since
tannins
play
an
important
role
liquor
brewing,
accurately
understanding
the
relationship
between
can
provide
basis
selection
standards
sorghum.
We
resequenced
panel
242
accessions
performed
population
structure
genome-wide
association
study
(GWAS)
identify
quantitative
trait
locus
(QTL)
affecting
pericarp
color,
testa
pigment,
content.
Phylogenetic
analysis,
principal
component
analysis
(PCA),
admixture
model
infer
structure.
Two
distinct
genetic
sub-populations
according
their
corresponding
northern
southern
geographic
origin.
To
investigate
natural
variation
GWAS
with
2,760,264
SNPs
conducted
four
environments
using
multiple
models
(Blink,
FarmCPU,
GLM,
MLM).
be
associated
exocarp,
mesocarp,
testa,
on
all
chromosomes
except
chromosome
5,
which
47
might
novel
QTL.
Some
found
colocalize
orthologous
genes
flavonoid
biosynthetic
pathway
from
other
plants,
including
Arabidopsis
(Arabidopsis
thaliana)
TT2,
TT7,
TT12,
TT16
AT5G41220
(GST),
as
well
rice
(Oryza
sativa)
MYB61
OsbHLH025.
Our
investigation
germplasm
may
help
guide
future
breeding
brewing.
The Crop Journal,
Journal Year:
2024,
Volume and Issue:
12(2), P. 635 - 640
Published: March 29, 2024
Sorghum
(Sorghum
bicolor
(L.)
Moench)
is
a
world
cereal
crop
used
in
China
for
producing
Baijiu,
distilled
spirit.
We
report
telomere-to-telomere
genome
assembly
of
the
Baijiu
cultivar
Hongyingzi,
HYZ-T2T,
using
ultralong
reads.
The
10
chromosome
pairs
contained
33,462
genes,
which
93%
were
functionally
annotated.
20
telomeres
and
centromeric
regions
on
HYZ-T2T
chromosomes
predicted
two
consecutive
large
inversions
2
characterized.
A
65-gene
reconstruction
metabolic
pathway
tannins,
flavor
substances
was
performed
may
advance
breeding
sorghum
cultivars
production.
Proceedings of the National Academy of Sciences,
Journal Year:
2025,
Volume and Issue:
122(5)
Published: Jan. 30, 2025
Seed
color
is
a
critical
quality
trait
in
numerous
plant
species.
In
oilseed
Brassica
crops,
including
rapeseed
and
mustard,
yellow
seeds
are
distinguished
by
their
significantly
higher
oil
content
faster
germination
rates
compared
to
black
or
brown
counterparts.
Despite
the
agronomic
significance
of
being
prime
breeding
target,
mechanisms
underlying
elevated
remain
obscure.
this
study,
we
assembled
first
telomere-to-telomere
(T2T)
genome
B.
juncea
further
investigated
genetic
regulation,
molecular
mechanism,
evolutionary
history
juncea.
Through
an
analysis
allelic
variation
TRANSPARENT
TESTA
8
(
TT8
)
genes
across
1,002
worldwide
B
.
accessions,
traced
single
origin
approximately
2,300
y
ago
Southwestern
China.
Furthermore,
discovered
MADS-box
gene
SEEDSTICK
STK
coevolved
with
,
they
coordinately
regulated
seed
size,
accumulation,
coat
proportion
These
findings
open
broad
avenues
for
targeted
yellow-seeded
crops
content.
Planta,
Journal Year:
2021,
Volume and Issue:
254(6)
Published: Nov. 5, 2021
Sorghum
research
has
entered
an
exciting
and
fruitful
era
due
to
the
genetic,
genomic,
breeding
resources
that
are
now
available
researchers
plant
breeders.
As
world
faces
challenges
of
a
rising
population
changing
global
climate,
new
agricultural
solutions
will
need
be
developed
address
food
fiber
needs
future.
To
end,
sorghum
invaluable
crop
species
as
it
is
stress-resistant
C4
well
adapted
for
semi-arid
arid
regions.
already
remained
staple
in
many
parts
Africa
Asia
critically
important
animal
feed
niche
culinary
applications
other
regions,
such
United
States.
In
addition,
begun
into
promising
feedstock
forage
bioenergy
production.
Due
this
increasing
demand
its
potential
these
needs,
continuous
development
powerful
community
required.
These
include
vast
collections
germplasm,
high-quality
reference
genome
sequences,
association
panels
genome-wide
studies
traits
involved
production,
mutant
populations
rapid
discovery
causative
genes
phenotypes
relevant
improvement,
gene
expression
atlas,
online
databases
integrate
all
provide
with
tools
can
used
genomic
studies.
Used
tandem,
valuable
ensure
rate,
quality,
collaborative
ongoing
improvement
efforts
able
rival
major
crops.
Nature Communications,
Journal Year:
2022,
Volume and Issue:
13(1)
Published: Feb. 25, 2022
Abstract
One
of
the
most
critical
steps
in
cereal
threshing
is
ease
with
which
seeds
are
detached
from
sticky
glumes.
Naked
grains
low
glume
coverage
have
dramatically
increased
efficiency
and
seed
quality.
Here,
we
demonstrate
that
GC1
(
Glume
Coverage
1
),
encoding
an
atypical
G
protein
γ
subunit,
negatively
regulates
sorghum
coverage.
Naturally
truncated
variations
C-terminus
accumulate
at
higher
levels
affect
stability
a
patatin-related
phospholipase
SbpPLAII-1.
A
strong
positive
selection
signature
around
genic
region
found
naked
cultivars.
Our
findings
reveal
crucial
event
during
domestication
through
subtle
regulation
development
by
variation,
establish
strategy
for
future
breeding
grains.