Species
identification
using
DNA
barcodes
has
revolutionized
biodiversity
sciences
and
society
at
large.
However,
conventional
barcoding
methods
do
not
reflect
genomic
complexity,
may
lack
sufficient
variation,
rely
on
limited
loci
that
are
universal
across
the
Tree
of
Life.
Here,
we
develop
a
novel
method
uses
exceptionally
low-coverage
genome
skim
data
to
create
“varKode”,
two-dimensional
image
representing
landscape
species.
Using
these
varKodes,
then
train
neural
networks
for
precise
taxonomic
identification.
Applying
an
expertly
annotated
dataset
including
hundreds
newly
sequenced
samples
from
plant
clade
Malpighiales,
demonstrate
>91%
precision
when
identifying
species
or
genera.
Remarkably,
high
accuracy
remains
despite
minimal
amounts
lead
failure
applying
alternative
methods.
We
further
illustrate
broad
utility
varKodes
several
focal
clades
eukaryotes
prokaryotes.
As
final
test,
classify
entire
NCBI
eukaryote
sequence-read
archive
identify
its
861
constituent
families
with
>95%
utilizing
less
than
10
Mbp
per
sample.
Enhanced
computational
efficiency
scalability,
inputs
robust
degraded
DNA,
modularity
development
make
varKoding
ideal
approach
science.
Journal of Systematics and Evolution,
Год журнала:
2018,
Номер
56(3), С. 175 - 193
Опубликована: Апрель 4, 2018
Abstract
Discoveries
from
collections‐based
science
change
the
way
we
perceive
ourselves,
our
environment,
and
place
in
universe.
The
18
th
Century
saw
beginning
of
formal
classification
with
Linnaeus
proposing
a
system
to
classify
all
life.
19
ushered
age
exploration
as
naturalists
undertook
large‐scale
collecting
expeditions
leading
major
scientific
advances
(the
founding
Physical
Geography,
Meteorology,
Ecology,
Biogeography,
Evolution)
challenging
long
held
beliefs
about
nature.
In
20
collections
were
central
paradigm
shifts,
including
theories
Continental
Drift
Phylogenetic
Systematics;
Molecular
Phylogenetics
added
testable
hypotheses,
computerized
specimen
records
gave
rise
field
Biodiversity.
first
15
years
21
st
have
seen
tree‐thinking
pervade
life
sciences,
emergence
Evolutionary
Medicine,
new
Food
Safety
methods.
More
are
on
way:
(i)
Open
access
large
amounts
data
&
images,
(ii)
Linking
climate
phylogenies
global
scale,
(iii)
Production
vast
quantities
genomic
allowing
us
address
big
evolutionary
questions.
As
result
people
see
themselves
not
center
things
but
rather
part
complex
It
is
essential
that
integrate
discoveries
knowledge
past
(e.g.,
collections)
order
understand
this
planet
inhabit.
To
ensure
health
must
come
together
plan
for
future.
Diversity,
Год журнала:
2022,
Номер
14(3), С. 213 - 213
Опубликована: Март 13, 2022
DNA
barcoding
has
transformed
the
fields
of
ecology,
evolution,
and
conservation
by
providing
a
rapid
effective
tool
for
species
identification.
The
growth
barcodes
as
resource
biologists
followed
advances
in
computational
sequencing
technology
that
have
enabled
high-throughput
applications.
global
barcode
database
is
expanding
to
represent
diversity
on
Earth
thanks
efforts
international
consortia
biological
collections.
Today,
instrumental
advancing
our
understanding
how
evolve,
they
interact,
we
can
slow
down
their
extirpation
extinction.
This
review
focuses
current
applications
sequences
address
fundamental
lines
research,
well
new
which
will
play
central
role.
Basic and Applied Ecology,
Год журнала:
2022,
Номер
59, С. 105 - 138
Опубликована: Янв. 7, 2022
Rapid
changes
of
the
biosphere
observed
in
recent
years
are
caused
by
both
small
and
large
scale
drivers,
like
shifts
temperature,
transformations
land-use,
or
energy
budget
systems.
While
latter
processes
easily
quantifiable,
documentation
loss
biodiversity
community
structure
is
more
difficult.
Changes
organismal
abundance
diversity
barely
documented.
Censuses
species
usually
fragmentary
inferred
often
spatially,
temporally
ecologically
unsatisfactory
simple
lists
for
individual
study
sites.
Thus,
detrimental
global
their
drivers
remain
unrevealed.
A
major
impediment
to
monitoring
lack
human
taxonomic
expertise
that
implicitly
required
large-scale
fine-grained
assessments.
Another
amount
personnel
associated
costs
needed
cover
scales,
inaccessibility
remote
but
nonetheless
affected
areas.
To
overcome
these
limitations
we
propose
a
network
Automated
Multisensor
stations
Monitoring
Diversity
(AMMODs)
pave
way
new
generation
assessment
centers.
This
combines
cutting-edge
technologies
with
informatics
expert
systems
conserve
knowledge.
Each
AMMOD
station
autonomous
samplers
insects,
pollen
spores,
audio
recorders
vocalizing
animals,
sensors
volatile
organic
compounds
emitted
plants
(pVOCs)
camera
traps
mammals
invertebrates.
AMMODs
largely
self-containing
have
ability
pre-process
data
(e.g.
noise
filtering)
prior
transmission
receiver
storage,
integration
analyses.
Installation
on
sites
difficult
access
require
sophisticated
challenging
system
design
optimum
balance
between
power
requirements,
bandwidth
transmission,
service,
operation
under
all
environmental
conditions
years.
An
important
prerequisite
automated
identification
databases
DNA
barcodes,
animal
sounds,
pVOCs,
images
used
as
training
identification.
thus
become
key
component
advance
field
research
policy
delivering
at
an
unprecedented
spatial
temporal
resolution.
Current Biology,
Год журнала:
2024,
Номер
34(4), С. R158 - R173
Опубликована: Фев. 1, 2024
Plants
have
been
an
essential
source
of
human
medicine
for
millennia.
In
this
review,
we
argue
that
a
holistic,
interdisciplinary
approach
to
the
study
medicinal
plants
combines
methods
and
insights
from
three
key
disciplines
-
evolutionary
ecology,
molecular
biology/biochemistry,
ethnopharmacology
is
poised
facilitate
new
breakthroughs
in
science,
including
pharmacological
discoveries
rapid
advancements
health
well-being.
Such
research
leverages
data
spanning
space,
time,
species
associated
with
plant
evolution,
genomics,
metabolomic
trait
diversity,
all
which
build
heavily
on
traditional
Indigenous
knowledge.
contrasts
sharply
most
well-funded
successful
during
last
half-century,
which,
despite
notable
advancements,
has
greatly
oversimplified
dynamic
relationships
between
humans,
kept
hidden
larger
narratives
about
these
relationships,
overlooked
potentially
important
into
life-saving
medicines.
We
suggest
people
should
be
viewed
as
partners
whose
relationship
involves
complicated
poorly
explored
set
(socio-)ecological
interactions
not
only
domestication
but
also
commensalisms
mutualisms.
short,
are
just
chemical
factories
extraction
exploitation.
Rather,
they
may
symbiotic
shaped
modern
societies,
improved
health,
extended
lifespans.
International Journal of Plant Biology,
Год журнала:
2024,
Номер
15(3), С. 607 - 640
Опубликована: Июль 8, 2024
The
plant
adaptation
response
to
a
changing
environment
depends
on
the
genetic
diversity
level
it
possesses.
Genetic
and
thorough
understanding
of
population
indices
are
pivotal
for
decoding
dynamic
environmental
stressors.
development
polymerase
chain
reaction
(PCR)-based
molecular
markers
enables
comprehensive
analyses
precise
detection
individuals
groups
with
unique
variations.
Various
have
been
employed
assess
diversity,
examine
structure,
delineate
cluster
patterns
within
among
populations.
DNA
revolutionize
studies
by
allowing
detailed
variations,
including
economically
significant
trait-influencing
genes.
Despite
their
simplicity,
they
offer
high
reproducibility,
ensuring
accurate
estimations
variation.
Integrating
multiple
marker
systems
advanced
high-throughput
sequencing
techniques
is
poised
enhance
management
depleting
resources
providing
picture
at
genome-wide
level.
This
review
explores
diverse
markers,
elucidating
advantages
limitations,
highlights
impact
evaluating
structure
plants.
Ecotoxicology and Environmental Safety,
Год журнала:
2020,
Номер
208, С. 111691 - 111691
Опубликована: Ноя. 28, 2020
DNA
barcoding
is
an
emerging
molecular
identification
and
classification
technology
that
has
been
applied
to
medicinal
plants
since
2008.
The
application
of
this
technique
greatly
ensured
the
safety
effectiveness
materials.
In
paper,
we
review
some
related
technologies
over
past
10
years
with
respect
improving
our
knowledge
plant
authentication.
From
single
locus-based
barcodes
combined
markers
genome-scale
levels,
contribute
more
genetic
information.
At
same
time,
other
technologies,
such
as
high-resolution
melting
(HRM),
have
barcoding.
With
development
next-generation
sequencing
(NGS),
metabarcoding
also
shown
identify
species
in
mixed
samples
successfully.
As
a
widely
used
effective
tool,
will
become
useful
time
field
plants.
Plants,
Год журнала:
2020,
Номер
9(4), С. 432 - 432
Опубликована: Апрель 1, 2020
Genome
skimming
has
the
potential
for
generating
large
data
sets
DNA
barcoding
and
wider
biodiversity
genomic
studies,
particularly
via
assembly
annotation
of
full
chloroplast
(cpDNA)
nuclear
ribosomal
(nrDNA)
sequences.
We
compare
success
genome
skims
2051
herbarium
specimens
from
Norway/Polar
regions
with
4604
freshly
collected,
silica
gel
dried
mainly
European
Alps
Carpathians.
Overall,
we
were
able
to
assemble
67%
samples
nrDNA
cluster
86%.
Average
insert
length,
cover
cpDNA
rDNA
considerably
higher
than
herbarium-preserved
material.
However,
complete
plastid
genomes
still
assembled
54%
compared
70%
samples.
Moreover,
there
was
comparable
recovery
coding
genes
both
tissue
sources
(121
118
material)
only
minor
differences
in
standard
barcodes
between
(89%
ITS2,
96%
matK
rbcL)
material
(87%
98%
rbcL).
The
rate
>
90%
all
three
markers
1034
1036
genera
160
families,
Boraginaceae
worked
poorly,
7
failing.
Our
study
shows
that
large-scale
are
feasible
work
well
across
most
land
plant
families
tested,
independently
type.
It
is
therefore
an
efficient
method
increasing
availability
support
a
multitude
downstream
applications.
Molecular Ecology Resources,
Год журнала:
2021,
Номер
22(1), С. 404 - 414
Опубликована: Июль 26, 2021
Standard
plant
DNA
barcodes
based
on
2-3
plastid
regions,
and
nrDNA
ITS
show
variable
levels
of
resolution,
fail
to
discriminate
among
species
in
many
groups.
Genome
skimming
recover
complete
genome
sequences
arrays
has
been
proposed
as
a
solution
address
these
resolution
limitations.
However,
few
studies
have
empirically
tested
what
gains
are
achieved
practice.
Of
particular
interest
is
whether
adding
substantially
more
characters
will
lead
an
increase
discriminatory
power,
or
the
limitations
standard
fundamentally
due
genomes
not
tracking
boundaries.
To
this,
we
used
near-complete
nuclear
ribosomal
from
Rhododendron
compared
discrimination
success
with
barcodes.
We
sampled
218
individuals
representing
145
this
species-rich
taxonomically
difficult
genus,
focusing
global
biodiversity
hotspots
Himalaya-Hengduan
Mountains.
Only
33%
were
distinguished
using
ITS+matK+rbcL+trnH-psbA.
In
contrast,
55%
sequences.
The
vast
majority
additional
characters.
Thus,
despite
previous
showing
asymptote
beyond
3-4
results
that
demonstrable
power
possible
extensive
data.
gains,
remain
unresolved,
also
reinforce
need
access
multiple
unlinked
loci
obtain
transformative
plants.
Plant Biotechnology Reports,
Год журнала:
2025,
Номер
unknown
Опубликована: Янв. 13, 2025
Abstract
The
genus
Calligonum
L.
Her
(
Polygonaceae
)
comprises
158
species
with
widespread
distribution
in
regions
such
as
India,
China,
North
Africa,
Pakistan,
Afghanistan,
Saudi
Arabia,
and
South
Europe.
is
a
prominent
shrubby
psammophyte
found
deserts,
known
for
its
traditional
medicinal
uses.
aim
of
this
study
to
use
Start
Codon
Target
(SCoT)
Inter-Retrotransposon
Amplified
Polymorphism
(IRAP)
markers
evaluate
the
genetic
diversity
comosum
tetrapterum
Arabia.
In
addition,
it
uses
raxmlHPC
algorithm
DNA
barcoding
techniques
(matK
rpoC1)
examine
phylogenetic
relationships.
SCoT
IRAP
revealed
distinct
patterns,
clustering
based
on
their
similarities.
matK
rpoC1
genes
provided
valuable
insights
into
evolutionary
relationships
within
species.
Phylogenetic
analyses
highlighted
well-supported
structures
outgroup
sequences
showing
early
divergence.
Conserved
motifs
analysis
confirmed
presence
shared
both
isolated
identified
genes,
validating
potential
biomarkers.
This
comprehensive
enhances
our
understanding
species’
relationships,
contributing
information
taxonomic
classification
molecular
marker
validation.
We
are
first
add
sequence
gene
Gen-Bank.
conserved
underscore
applications
various
fields,
including
medicine
biodiversity
conservation.