Open
science
is
a
global
movement
happening
across
all
research
fields.
It
builds
on
years
of
efforts
by
individual
researchers
and
broad
array
institutions,
agencies,
grassroots
organizations.
Enabled
technology
the
open
web,
goal
to
share
knowledge
broaden
participation
in
science,
from
team
formation
early
ideation
making
intermediate
final
outputs
openly
accessible
(“open
access”).
Because
its
emphasis
transparency
collaboration,
dovetails
with
increase
diversity,
equity,
inclusion,
belonging
society.
The
Year
Science
(2023),
as
declared
US
Biden-Harris
Administration
many
other
government
great
opportunity
boost
for
oceans.
For
day-to-day,
critical
piece
modern
workflows
analyze,
collaborate,
communicate
increasing
amounts
data.
Therefore,
we
focus
this
data
–
tooling
people
enabling
reproducible,
transparent,
inclusive
practices
data-intensive
intersection
marine
sciences.
We
discuss
state
various
technical
dimensions
such
open-source
programming
academic
publishing
argue
that
advancements
have
outpaced
our
field’s
culture
change
adopt
incorporate
them.
believe
inclusivity
skill
building
are
interlinked
must
be
prioritized
within
community
find
collaborative
solutions
mitigating
adapting
climate
threats
food
sources,
biodiversity,
habitats,
As
scientists
whose
careers
been
profoundly
influenced
continue
benefit
provide
examples
social
transformation
needed
field
become
truly
“open”.
Environmental DNA,
Journal Year:
2024,
Volume and Issue:
6(5)
Published: Sept. 1, 2024
ABSTRACT
The
marine
aquaculture
industry
and
regulators
are
in
the
process
of
implementing
environmental
DNA
(eDNA)
metabarcoding
microbial
communities
for
compliance
monitoring.
This
requires
standardization
sampling,
laboratory,
data
analysis
protocols.
Towards
this
goal,
we
study
completed
two
further
milestones
using
samples
collected
from
Scottish
salmon
farms:
(i)
We
tested
effect
different
PCR
protocols
(i.e.,
polymerases,
master
mixes,
annealing
temperatures),
which
frequently
being
used
eDNA
biomonitoring
installations,
amplification
taxonomic
marker
gene
(V3‐V4
hypervariable
region
bacterial
16S
rRNA
gene).
(ii)
quantified
sampling
background
noise
obtained
statistically
compared
results
with
bias
observed
macrofaunal
same
source
sediments.
detected
differences
community
structures
resulting
performance
protocols,
profoundly
influencing
interpretation
results.
Furthermore,
found
that
sampling‐induced
errors
were
similar
to
according
monitoring
protocol
(~25%
variability
both
cases).
Finally,
showed
within‐grab
variances
order
magnitude
(less
than
10×
difference
all
cases)
as
one
replicate
grabs
locale
(impact
category).
Based
on
our
findings,
suggest
a
consistent
efforts
improve
comparability
results,
especially
when
service
providers
conducting
biomonitoring.
propose
scheme
be
considered
includes
taking
three
at
each
locale,
sample
grab.
minimizes
makes
upcoming
eDNA‐based
comparable
previous
data.
bioRxiv (Cold Spring Harbor Laboratory),
Journal Year:
2023,
Volume and Issue:
unknown
Published: June 3, 2023
Key
to
making
accurate
taxonomic
assignments
are
curated,
comprehensive
reference
barcode
databases.
However,
the
generation
and
curation
of
such
databases
has
remained
challenging
given
large
continuously
growing
volumes
DNA
sequence
data
novel
targets.
Monitoring
research
applications
require
a
greater
diversity
specialized
gene
regions
targeted
taxa
meet
classification
goals
then
currently
curated
by
professional
staff.
Thus,
there
is
need
for
an
easy
implement
tool
that
can
generate
metabarcoding
libraries
any
bespoke
locus.
We
address
this
reimagining
CRUX
from
Anacapa
Toolkit
present
rCRUX
package
in
R.
The
typical
workflow
involves
searching
plausible
seed
amplicons
(
Characterising
biodiversity
using
environmental
DNA
(eDNA)
represents
a
paradigm
shift
in
our
capacity
for
biomonitoring
complex
aquatic
environments.
However,
eDNA
is
limited
by
biases
towards
certain
species
and
low
taxonomic
resolution
of
current
metabarcoding-based
approaches.
Shotgun
metagenomics
enables
the
collection
whole
ecosystem
data
sequencing
all
molecules
present
sample,
allowing
them
to
be
characterised
identified.
Ongoing
enhancements
genome
reference
databases
are
improving
shotgun
metagenomics,
reducing
database
related
limitations
individual
identification
metagenomic
studies.
metagenomics-based
insights
constrained
preferential
sequencing,
favouring
more
abundant
organisms
water
column
like
bacteria
viruses
over
less
target
vertebrates.
To
improve
probability
detecting
organisms,
methods
such
as
enrichment
or
removal
non-target
prior
can
employed.
Clustered
Regularly
Interspaced
Short
Palindromic
Repeats
(CRISPR)
CRISPR-associated
proteins
(Cas)
have
recently
emerged
novel
technology
that
achieve
both
depletion.
CRISPR-Cas-based
potential
efficiency
simplify
analysis
filtration
steps,
however,
they
not
been
widely
implemented
due
lack
interest
support
past,
well
number
studies
demonstrating
applied
robust
cost-effective
manner.
Here,
we
review
approaches
CRISPR-Cas
study
underrepresented
taxa.
We
advocate
further
optimization
depletion
holds
great
promise
rapidly
evolving
field
through
refining
monitoring
approaches,
overcoming
PCR
bias,
enabling
efficient
high-throughput
applications.
The CRISPR Journal,
Journal Year:
2024,
Volume and Issue:
unknown
Published: Dec. 30, 2024
Characterizing
biodiversity
using
environmental
DNA
(eDNA)
represents
a
paradigm
shift
in
our
capacity
for
biomonitoring
complex
environments,
both
aquatic
and
terrestrial.
However,
eDNA
is
limited
by
biases
toward
certain
species
the
low
taxonomic
resolution
of
current
metabarcoding
approaches.
Shotgun
metagenomics
enables
collection
whole
ecosystem
data
sequencing
all
molecules
present,
allowing
characterization
identification.
Clustered
regularly
interspaced
short
palindromic
repeats
(CRISPR)
CRISPR-associated
proteins
(Cas)-based
methods
have
potential
to
improve
efficiency
metagenomic
low-abundant
target
organisms
simplify
analysis
enrichment
or
nontarget
depletion
before
sequencing.
Implementation
CRISPR-Cas
has
been
due
lack
interest
support
past.
This
perspective
synthesizes
approaches
study
underrepresented
taxa
advocate
further
application
optimization
CRISPR-Cas,
holding
promise
biomonitoring.
Open
science
is
a
global
movement
happening
across
all
research
fields.
It
builds
on
years
of
efforts
by
individual
researchers
and
broad
array
institutions,
agencies,
grassroots
organizations.
Enabled
technology
the
open
web,
goal
to
share
knowledge
broaden
participation
in
science,
from
team
formation
early
ideation
making
intermediate
final
outputs
openly
accessible
(“open
access”).
Because
its
emphasis
transparency
collaboration,
dovetails
with
increase
diversity,
equity,
inclusion,
belonging
society.
The
Year
Science
(2023),
as
declared
US
Biden-Harris
Administration
many
other
government
great
opportunity
boost
for
oceans.
For
day-to-day,
critical
piece
modern
workflows
analyze,
collaborate,
communicate
increasing
amounts
data.
Therefore,
we
focus
this
data
–
tooling
people
enabling
reproducible,
transparent,
inclusive
practices
data-intensive
intersection
marine
sciences.
We
discuss
state
various
technical
dimensions
such
open-source
programming
academic
publishing
argue
that
advancements
have
outpaced
our
field’s
culture
change
adopt
incorporate
them.
believe
inclusivity
skill
building
are
interlinked
must
be
prioritized
within
community
find
collaborative
solutions
mitigating
adapting
climate
threats
food
sources,
biodiversity,
habitats,
As
scientists
whose
careers
been
profoundly
influenced
continue
benefit
provide
examples
social
transformation
needed
field
become
truly
“open”.