Analysis, prevalence and impact of microplastics in ... · Smallest particle size considered (µm)...
Transcript of Analysis, prevalence and impact of microplastics in ... · Smallest particle size considered (µm)...
Analysis, prevalence and impact of
microplastics in freshwater and estuarine
environments: an evidence review.J Iwan Jones1, John Murphy1, Amanda Arnold1, James Pretty1, Kate Spencer2, Arjen Markus3, Dick
Vethaak3
1School of Biological and Chemical Sciences, Queen Mary University of London, London, E14NS, UK2School of Geography, Queen Mary University of London, London, E14NS, UK3Deltares, Delft, The Netherlands
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
Systematic review procedure to address three questions
• Are the current sampling and analytical methods scientifically robust and appropriate?
• What are the sources of the microplastics found in freshwater environments?
• What is/are the impact(s) of microplastics on freshwater and estuarine biota?[Microplastics = all plastic particles sizes ≤ 5 mm including nano-sized (≤ 0.1 μm) plastic particles?]
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
Systematic review procedure
Objective way of searching for, reviewing and summarising evidence to help
answer specific questions
Pre-defined protocol
Set of clearly defined questions
Set of pre-defined search terms
Consistent approach for evaluating the relevance of evidence to the questions Consistent approach for evaluating the robustness of evidence
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
PICO elements
Population
Intervention
Comparator
Outcome
Capturing the evidence base
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
Population
plastic* freshwater* wetland potable
micro* river* marsh reservoir
microplastic stream* swamp aquifer
nanoplastic brook wastewater* groundwater
*plastic lake* drinking water sewage
pool aquatic outfall
pond ecosystem* estuar*
transitional
An initial wide search to establish the population of evidence in
published and grey literature
with Boolean Operators© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
BioOne
COPAC
DART-Europe E-theses Portal
EBSCO Open dissertations
EThOS: Electronic Theses Online Service
European Commission Research Publications
European Sources Online
GoogleScholar
MedLine
Jstor
SciFinder
Open Access Theses and Dissertations
OpenGrey
PubMed
PLoS
Scopus
SciFinder
Web of Science
holdings of relevant environmental regulators
>3000 unique sources
(after removal of duplicates)
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
Stages of evidence gathering
Identification
Screening
Eligibility
Identification
Scoring
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
Are the current sampling and analytical
methods scientifically robust and appropriate?
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
A second set of pre-defined search terms relevant to the
question
Population Intervention Comparator Outcome
aggregate* spectroscop* count
colloid* raman quantif*
floc* particle analysis abundance
plankton* pyrolysis concentrat*
sediment* sampl* density
diet* separat* substance
content identif* state
*fibre flotat* morphology
*fiber floatat* dimension
*bead microscop* composition
fragment* digest*
pellet* centrifug*
flake* buoyan*
nurdle
dust
© J
I Jo
nes
, J M
urp
hy,
A A
rno
ld, J
Pre
tty,
K S
pen
cer,
A M
arku
s, D
Vet
haa
k.A
ll ri
ghts
res
erve
d
Map of evidence identified as relevant
[Cut-off date April 2019]
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019
(part)
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All
Freshwater
Estuarine
Other
Evid
ence
so
urc
es p
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ye
ar
Volume sampled
0.000001
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0.01
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1
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m3
Freshwater Estuary
a)
Volume sampled
0.00001
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0.1
1
Freshwater Estuary
m3
b)
Volume sampled[Note Log Scale]
Water Sediment
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
0.00001
0.0001
0.001
0.01
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1
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10
10
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10
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Smallest particle size considered (µm)
Vo
lum
e o
f sa
mp
le (
m3)
0.001
0.01
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Volume of sample (m3)
Me
an
ab
un
da
nce
of
mic
rop
lastics
(pa
rtic
les m
-3)
Smallest particle size considered (µm)
Me
an
ab
un
da
nce
of
mic
rop
lastics
(pa
rtic
les m
-3)
a) c)b)
R2 =0.324 R
2 =0.701 R
2 =0.358
0.00001
0.0001
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Smallest particle size considered (µm)
Vo
lum
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f sa
mp
le (
m3)
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1
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10
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R2 =0.630
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R2 =0.485
Volume of sample (m3)
Me
an
ab
un
da
nce
of
mic
rop
lastics
(pa
rtic
les m
-3)
Smallest particle size considered (µm)
Me
an
ab
un
da
nce
of
mic
rop
lastics
(pa
rtic
les m
-3)
f)e)d)
R2 =0.543
Relationships among particle size, volume of water
sampled and reported concentration
Fre
sh
wa
ter
Estu
arie
s
Particle Size – Sample Vol Sample Vol – Conc Particle Size – Conc
Poin
ts r
epre
sen
t m
ean
per
stu
dy
/ te
chn
iqu
e /
hab
itat
© J
I Jo
nes
, J M
urp
hy,
A A
rno
ld, J
Pre
tty,
K S
pen
cer,
A M
arku
s, D
Vet
haa
k.A
ll ri
ghts
res
erve
d
0.00001
0.0001
0.001
0.01
0.1
1
0.1 1 10 100 1000 10000
Smallest particle size considered (µm)
Vo
lum
e o
f sa
mp
le (
m3)
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10
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10000
100000
1000000
10000000
100000000
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Volume of sample (m3)
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Smallest particle size considered (µm)
a) c)b)
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0.0001
0.001
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0.1 1
Smallest particle size considered (µm)
Vo
lum
e o
f sa
mp
le (
m3)
Volume of sample (m3) Smallest particle size considered (µm)
d) f)e)
R2 =0.215
Me
an
ab
un
da
nce
of
mic
rop
lastics
(pa
rtic
les m
-3)
Me
an
ab
un
da
nce
of
mic
rop
lastics
(pa
rtic
les m
-3)
Me
an
ab
un
da
nce
of
mic
rop
lastics
(pa
rtic
les m
-3)
Me
an
ab
un
da
nce
of
mic
rop
lastics
(pa
rtic
les m
-3)
Relationships among particle size, volume of sediment
sampled and reported concentration
Fre
sh
wa
ter
Estu
arie
s
Particle Size – Sample Vol Sample Vol – Conc Particle Size – Conc
Poin
ts r
epre
sen
t m
ean
per
stu
dy
/ te
chn
iqu
e /
hab
itat
© J
I Jo
nes
, J M
urp
hy,
A A
rno
ld, J
Pre
tty,
K S
pen
cer,
A M
arku
s, D
Vet
haa
k.A
ll ri
ghts
res
erve
d
The size range of particles captured by the sampling and processing
method used influences the mean abundance of microplastic particles
reported.
Comparison among studies is not possible without consideration of
the size of particles considered.
A range of sample volumes may be necessary to quantify the
abundance of different sized particles adequately.
More research into appropriate sample volumes for sediment is
required.
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
Nake
d E
ye
Op
tica
l m
icro
sco
py
Op
tica
l m
icro
sco
py &
FT
IR
Op
tica
l m
icro
sco
py &
Ram
ma
n
Op
tica
l m
icro
sco
py &
SE
M
Op
tica
l m
icro
sco
py &
Pyr-
GC
/MS
Op
tica
l m
icro
sco
py &
FT
IR &
Ram
ma
n
Op
tica
l m
icro
sco
py &
FT
IR &
SE
M
Op
tica
l m
icro
sco
py &
FT
IR &
Pyr-
GC
/MS
Op
tica
l m
icro
sco
py &
Ram
ma
n
& S
EM
Op
tica
l m
icro
sco
py &
Ram
ma
n &
XR
F
TE
D-G
C-M
S
Th
erm
al a
na
lysis
Sh
ort
wa
ve
in
fra
red
sp
ectr
osco
py
To
F-S
IMS
Ma
ss
0
5
10
15
20
25
30
35
40
45
50
% o
f so
urc
es
Estuary
0
5
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20
25
30
35
40
45
% o
f so
urc
es
Water
Sediment
Biota
Freshwater
Techniques used to quantify and characterise
microplastic particles
A range of techniques have been used
to quantify and characterise particles:
Spectroscopic
(e.g. FTIR, Raman, near infrared)
Thermoanalytical
(e.g. Py-GC-MS, TED-GC-MS)
Chemical
(e.g. ICP-MS)
Each return information on different
characteristics of the microplastics
present in the sample
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
Due to the variety of techniques that have been used to quantify
and characterise microplastics, as well as variation in the volume
sampled and size of particles considered, it is not possible to
assess differences in the microplastic profile among studies using
the data currently available.
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
1. Sampling methods
2. Sample size
3. Sample processing and storage
4. Laboratory preparation
5. Clean air conditions
6. Negative control
7. Positive controls
8. Target component (for Biota only)
9. Sample treatment
10. Polymer identification
Scored 0 – 2 per criterion following
Hermsen et al. (2018) and Koelmans et al. (2019)
Reliability of Studies
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
0
2
4
6
8
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16
18
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8
6
4
2
0
2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020
To
tal A
ccu
mu
late
d S
co
reN
um
be
r o
f Z
ero
s
Date
Change in Reliability Scores over time
Two measures of reliability:
Total Accumulated Score (0 – 18)
Number of Zeros (9 – 0)
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
Reliability of studies of microplastics in freshwaters and estuaries has
increased over time
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
What is/are the impact(s) of microplastics on
freshwater and estuarine biota?
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
Map of evidence identified as relevant
[Cut-off date April 2019]
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019
0
5
10
15
20
25
30
35
40
All
Freshwater
Estuarine
Evid
en
ce
So
urc
es p
er
Ye
ar
1. Validity criteria
2. Adequate controls
3. Identity of test substance
4. Source of test substance
5. Identity of test organisms
6. Source of test organisms
7. Appropriate for test substance
8. Appropriate for test organism
9. Gradient of exposure
10. Exposure duration
11. Verification of exposure
12. Biomass loading
13. Adequate replication
14. Appropriate statistical methods
15. Raw data available
Reliability of Experimental
Studies
Scored 0 – 2 per criterion following
CRED (Criteria for reporting and
evaluating ecotoxicity data) method of Moermond et al. (2016)
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
0
5
10
15
20
25
30
15
13
11
9
7
5
3
1
Cu
mu
lative
Sco
re
Nu
mb
er
of
Ze
ros
Reliability of Experimental
Studies
Box indicates 25th and 75th percentiles, whiskers
minimum and maximum, and line median size of particles
(n = 103)
Total Cumulative Score (0 – 30) and
Number of Zero scored categories (15 – 0)
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
0
5
10
15
20
25
30
10
8
6
4
2
0
2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020
To
tal A
ccu
mu
late
d S
co
reN
um
be
r o
f Z
ero
s
Date
Change in Reliability Scores over time
Two measures of reliability:
Total Accumulated Score (0 – 30)
Number of Zeros (10 – 0)
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
The majority of studies of the impact of microplastics on freshwater
and estuarine biota were unreliable in several aspects.
Published studies have become less reliable over time.
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
110
1001000
10000100000
100000010000000
1000000001000000000
10000000000100000000000
100000000000010000000000000
1000000000000001000000000000000
10000000000000000100000000000000000
100000000000000000010000000000000000000
0.01 0.1 1 10 100 1000 0.01 0.1 1 10 100 1000 0.01 0.1 1 10 100 1000
110
1001000
10000100000
100000010000000
1000000001000000000
10000000000100000000000
100000000000010000000000000
1000000000000001000000000000000
10000000000000000100000000000000000
100000000000000000010000000000000000000
0.01 0.1 1 10 100 1000 0.01 0.1 1 10 100 1000
Feeding Growth
Reproduction Survival
a) b)
d) e)T
hre
sh
old
co
nce
ntr
atio
n
(pa
rtic
les m
-3)
Th
resh
old
co
nce
ntr
atio
n
(pa
rtic
les m
-3)
Mean particle size (m) Mean particle size (m)
Behaviour
Mean particle size (m)
c)
Relationships between particle size and reported
ecotoxicological threshold concentrations
Ecotoxicological
endpoints behaviour,
feeding, growth,
reproduction, survival
Lines fitted by least
squares regressionLess reliable studies (<median
score) shown (red symbols) but
excluded
P ≤ 0.0001 P = 0.0002 P ≤ 0.0001
P ≤ 0.0001P = 0.019
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
Under experimental conditions, high concentrations microplastics can
have a negative impact on the feeding, behaviour, growth,
reproduction and survival of freshwater and estuarine biota.
The concentration required to cause such impacts is related to the size of the particles of microplastic.
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
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1000000000000000000
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100000000000000000000
0.01 0.1 1 10 100 1000
Crustacea
Fish
Algae
Plants
Molluscs
Nematodes
Insects
Hyphomycetes
Mean particle size (m)
Th
resh
old
co
nce
ntr
atio
n
(pa
rtic
les m
-3
Effect of taxonomic group on size specific threshold
concentrations
Sufficient data to test effect of
taxonomic group on relationship
between particle size and
threshold concentration for
Crustacea, fish and algae using
ANCOVA
F value p
Particle Size 569.85 ≤ 0.0001
Particle Size * Endpoint 0.30 0.8778
Particle Size * TaxaGp 1.71 0.2109
No effect of taxonomic group or
ecotoxicological endpoint on
relationship with particle size
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
Effect of polymer on size specific threshold
concentrations
Sufficient data to test effect of
polymer on relationship between
particle size and threshold
concentration for polyethylene (PE),
polystyrene (PS), polyamide (PA)
using ANCOVA
F value pParticle Size 807.84 ≤ 0.0001
Particle Size* Endpoint 0.80 0.5360
Particle Size* Polymer 0.91 0.4106
No effect polymer or
ecotoxicological endpoint on
relationship with particle size1
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0.01 0.1 1 10 100 1000
PE
PP
PS
PA
PHB
Not given
Mean particle size (m)
Th
resh
old
co
nce
ntr
atio
n
(pa
rtic
les m
-3
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
Differences in reported thresholds could not be attributed to
differences in the taxonomic group of the test organism or to the polymer used.
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
Particles used
0.01
0.1
1
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10000
Pa
rtic
le s
ize
(
m)
Estuarine Freshwater
0.01
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10000
Sm
alle
st
pa
rtic
le s
ize
co
nsid
ere
d (
m)
a) b)
Size of particles used in ecotoxicological studies
Size of particles used in
ecotoxicological studies (n =
125), and smallest particles
considered in studies of
microplastics in estuaries and
freshwaters (n = 185).
Nanoparticles ≤0.1 μm.
Box indicates 25th and 75th percentiles,
whiskers minimum and maximum, and line
median size of particles.
Lab Studies Field monitoring
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
The majority of laboratory based toxicological studies have been
undertaken using plastic particles that do not reflect the size of the
microplastic particles that have been described from environmental
samples collected in estuaries and freshwaters.
This mismatch adds uncertainty to our understanding of risk from
microplastics.
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
0.01
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Freshwaters
Estuaries
Thresholds
Pa
rtic
les m
-3
[Minimum] Particle size (m)
Concentrations used in ecotoxicological studies
Threshold concentrations
reported from laboratory studies
Mean concentrations reported
from field collections of
microplastics in estuaries and
freshwaters
Lines fitted by least squares
regression
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
Laboratory based toxicological studies have been undertaken using
concentrations of microplastics that are many orders of magnitude
greater than the concentrations that have been reported from samples
collected from freshwater and estuarine environments.
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
Th
resh
old
co
nce
ntr
atio
n
(pa
rtic
les m
-3)
Mean particle size (m)
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Size specific threshold concentrations
Species Sensitivity
Distribution approach not
appropriate
Size Specific Thresholds
fitted to 10%ile by quantile
regression,
i.e. concentration that is
lower than 90% of reported
lethal (dashed line) and all
thresholds (red line) for that
specific particle size
Less reliable studies (<median score)
excluded
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
Establishing Risk Comparison of reported environmental concentrations and
size specific thresholds
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Freshwaters
Estuaries
Thresholds
10%ile All Endpoints
10%ile Survival
Part
icle
s m
-3
[Minimum] Particle size (m)
a)
b)
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10%ile All Endpoints
10%ile Survival
99%ile Environment
95%ile Environment
90%ile Environment
75%ile Environment
Part
icle
s m
-3
[Minimum] Particle size (m)
Size Specific Thresholds fitted
to 10%ile by quantile
regression,
i.e. concentration that is lower
than 90% of reported lethal and
all thresholds.
Concentrations reported from
field collections of microplastics
in estuaries and freshwaters
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
Establishing Risk Comparison of reported environmental concentrations and
size specific thresholds
Size Specific Thresholds fitted
to 10%ile by quantile
regression,
i.e. concentration that is lower
than 90% of reported lethal and
all thresholds.
Quantiles (99%, 95%, 90%,
75%) fitted to concentrations
reported from field collections of
microplastics in estuaries and
freshwaters
0.01
0.1
1
10
100
1000
10000
100000
1000000
10000000
100000000
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10000000000
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10000000000000
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10%ile Survival
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[Minimum] Particle size (m)
a)
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0.01 0.1 1 10 100 1000 10000
10%ile All Endpoints
10%ile Survival
99%ile Environment
95%ile Environment
90%ile Environment
75%ile Environment
Pa
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[Minimum] Particle size (m)© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
The calculated size specific threshold
concentration for lethal effects was higher than
99% of reported environmental concentrations,
suggesting that lethal effects of microplastics on
freshwater and estuarine biota are highly
unlikely.
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
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Freshwaters
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[Minimum] Particle size (m)
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10000000000000000
100000000000000000
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0.01 0.1 1 10 100 1000 10000
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10%ile Survival
99%ile Environment
95%ile Environment
90%ile Environment
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-3
[Minimum] Particle size (m)
Over certain size ranges the calculated size specific threshold concentration for
sublethal effects was exceeded by the highest 10% of concentrations reported from
environmental samples, suggesting that there may be a possible risk of some
sublethal effects in a small proportion of sites.
Three Reports to be available from Department for Environment, Food and Rural Affairs here
Evidence Reviews on Analysis, Prevalence & Impact of Microplasticsin Freshwater and Estuarine Environments Evidence Review 1 Are the current sampling and analytical methods scientifically robust and appropriate?
Evidence Reviews on Analysis, Prevalence & Impact of Microplasticsin Freshwater and Estuarine Environments Evidence Review 2 What are the sources of the microplastics found in freshwater environments?
Evidence Reviews on Analysis, Prevalence & Impact of Microplasticsin Freshwater and Estuarine Environments Evidence Review 3 What is/are the impact(s) of microplastics on freshwater and estuarine biota?
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
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Freshwaters
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[Minimum] Particle size (m)
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[Minimum] Particle size (m)
Acknowledgments
This work was funded by the UK Department for
Environment, Food and Rural Affairs through
project WT15112.
We acknowledge the experts who contributed their opinions to the reviews.
© JI Jones, J Murphy, A Arnold, J Pretty, K Spencer, A Markus, D Vethaak. All rights reserved
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Freshwaters
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[Minimum] Particle size (m)
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1000000000000000000
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90%ile Environment
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[Minimum] Particle size (m)