Frontiers in Plant Science,
Journal Year:
2022,
Volume and Issue:
13
Published: Nov. 17, 2022
Global
agricultural
industries
are
under
pressure
to
meet
the
future
food
demand;
however,
existing
crop
genetic
diversity
might
not
be
sufficient
this
expectation.
Advances
in
genome
sequencing
technologies
and
availability
of
reference
genomes
for
over
300
plant
species
reveals
hidden
wild
relatives
(CWRs),
which
could
have
significant
impacts
improvement.
There
many
ex-situ
in-situ
resources
around
world
holding
rare
valuable
species,
carry
agronomically
important
traits
it
is
crucial
users
aware
their
availability.
Here
we
aim
explore
available
ex-/in-
situ
such
as
genebanks,
botanical
gardens,
national
parks,
conservation
hotspots
inventories
CWR
accessions.
In
addition
highlight
advances
use
genomic
resources,
contribution
pangenome
construction
introducing
novel
genes
into
crops.
We
also
discuss
potential
challenges
modern
breeding
experimental
approaches
(e.g.
de
novo
domestication,
editing
speed
breeding)
used
CWRs
computational
machine
learning)
that
up
utilization
programs
towards
adaptability
yield
Frontiers in Plant Science,
Journal Year:
2021,
Volume and Issue:
12
Published: Sept. 10, 2021
The
diverse
consequences
of
genotype-by-environment
(GxE)
interactions
determine
trait
phenotypes
across
levels
biological
organization
for
crops,
challenging
our
ambition
to
predict
from
genomic
information
alone.
GxE
have
many
implications
optimizing
both
genetic
gain
through
plant
breeding
and
crop
productivity
on-farm
agronomic
management.
Advances
in
genomics
technologies
provided
suitable
predictors
the
genotype
dimension
interactions.
Emerging
advances
high-throughput
proximal
remote
sensor
stimulated
development
“enviromics”
as
a
community
practice,
which
has
potential
provide
environment
Recently,
several
bespoke
examples
emerged
demonstrating
nascent
enhancing
prediction
yield
other
complex
plants
including
effects
within
models.
These
encouraging
results
motivate
new
methods
accelerate
improvement.
If
we
can
automate
identify
harness
sets
coordinated
genotypic
environmental
predictors,
this
will
open
opportunities
upscale
operationalize
This
would
foundation
accelerating
improvement
integrating
contributions
agronomy.
Here
draw
on
experience
maize
range
water-driven
environments
US
corn-belt.
We
perspectives
case
study
prioritize
promising
further
develop
methodologies
integrated
approaches
wider
crops
targets.
Journal of Experimental Botany,
Journal Year:
2021,
Volume and Issue:
73(3), P. 646 - 664
Published: Oct. 11, 2021
Abstract
Sorghum
[Sorghum
bicolor
(L.)
Moench]
is
the
fifth
most
important
cereal
crop
globally
by
harvested
area
and
production.
Its
drought
heat
tolerance
allow
high
yields
with
minimal
input.
It
a
promising
biomass
for
production
of
biofuels
bioproducts.
In
addition,
as
an
annual
diploid
relatively
small
genome
compared
other
C4
grasses,
excellent
germplasm
diversity,
sorghum
research
species
crops
such
maize.
As
result,
increasing
number
researchers
are
looking
to
test
transferability
findings
from
organisms
Arabidopsis
thaliana
Brachypodium
distachyon
sorghum,
well
engineer
new
varieties.
Here,
we
provide
overview
multipurpose
feedstock
which
can
support
growing
bioeconomy,
monocot
model
system.
We
review
what
makes
successful
identify
some
key
traits
future
improvement.
assess
recent
progress
in
transformation
highlight
how
limitations
still
restrict
its
widespread
adoption.
Finally,
summarize
available
genetic,
genomic,
bioinformatics
resources.
This
intended
research,
those
wishing
include
non-food
forage
applications
their
research.
Frontiers in Plant Science,
Journal Year:
2021,
Volume and Issue:
12
Published: Dec. 1, 2021
Novel
crop
improvement
approaches,
including
those
that
facilitate
for
the
exploitation
of
wild
relatives
and
underutilized
species
harboring
much-needed
natural
allelic
variation
are
indispensable
if
we
to
develop
climate-smart
crops
with
enhanced
abiotic
biotic
stress
tolerance,
higher
nutritive
value,
superior
traits
agronomic
importance.
Top
among
these
approaches
“omics”
technologies,
genomics,
transcriptomics,
proteomics,
metabolomics,
phenomics,
their
integration,
whose
deployment
has
been
vital
in
revealing
several
key
genes,
proteins
metabolic
pathways
underlying
numerous
importance,
aiding
marker-assisted
breeding
major
species.
Here,
citing
relevant
examples,
appraise
our
understanding
on
recent
developments
omics
technologies
how
they
driving
quest
breed
climate
resilient
crops.
Large-scale
genome
resequencing,
pan-genomes
genome-wide
association
studies
identification
analysis
species-level
variations,
whilst
RNA-sequencing
driven
transcriptomics
provided
unprecedented
opportunities
conducting
response
studies.
Meanwhile,
single
cell
is
slowly
becoming
an
tool
decoding
cell-specific
responses,
although
technical
experimental
design
challenges
still
need
be
resolved.
Additionally,
refinement
conventional
techniques
advent
modern,
high-resolution
proteomics
necessitated
a
gradual
shift
from
general
descriptive
plant
protein
abundances
large
scale
protein-metabolite
interactions.
Especially,
metabolomics
currently
receiving
special
attention,
owing
role
metabolites
play
as
intermediates
close
links
phenotypic
expression.
Further,
high
throughput
phenomics
applications
targeting
new
research
domains
such
root
system
architecture
analysis,
exploration
root-associated
microbes
improved
health
resilience.
Overall,
coupling
multi-omics
modern
genetic
engineering
methods
ensures
all-encompassing
approach
developing
nutritionally-rich
productivity
can
sustainably
sufficiently
meet
current
future
food,
nutrition
energy
demands.
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.
Frontiers in Plant Science,
Journal Year:
2022,
Volume and Issue:
13
Published: Nov. 17, 2022
Global
agricultural
industries
are
under
pressure
to
meet
the
future
food
demand;
however,
existing
crop
genetic
diversity
might
not
be
sufficient
this
expectation.
Advances
in
genome
sequencing
technologies
and
availability
of
reference
genomes
for
over
300
plant
species
reveals
hidden
wild
relatives
(CWRs),
which
could
have
significant
impacts
improvement.
There
many
ex-situ
in-situ
resources
around
world
holding
rare
valuable
species,
carry
agronomically
important
traits
it
is
crucial
users
aware
their
availability.
Here
we
aim
explore
available
ex-/in-
situ
such
as
genebanks,
botanical
gardens,
national
parks,
conservation
hotspots
inventories
CWR
accessions.
In
addition
highlight
advances
use
genomic
resources,
contribution
pangenome
construction
introducing
novel
genes
into
crops.
We
also
discuss
potential
challenges
modern
breeding
experimental
approaches
(e.g.
de
novo
domestication,
editing
speed
breeding)
used
CWRs
computational
machine
learning)
that
up
utilization
programs
towards
adaptability
yield