MODELKEY (511237-GOCE) is a research project funded by
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The MODELKEY project: Connections between chemical and ecological status in the Llobregat
River Basin
Girona, 3rd December 2010
Isabel Muñoz Julio C. López-DovalRoberta Carafa (URS)
Helena GuaschMarta Ricart Anna RomaníSergi Sabater
Damià BarcelóRikke BrixAntoni GinebredaMiren López de Alda
MODELKEY (511237-GOCE) is a research project funded by
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1. General data and previous knowledge of the Llobregat basin.
2. The Llobregat study in the framework of Modelkey
3. Design of a work plan: multiple approach. Strategies at two levels: community/ecosystem level, population/individual level.
Field approach: extensive and intensive field monitoring, multivariate analysis.
Laboratory approach: biofilm and invertebrate bioassays
4. Conclusions
MODELKEY (511237-GOCE) is a research project funded by
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General data
The main channel is 170 km long.
The drainage basin has an area of 5100km2
Two main tributaries: Cardener, Anoia.
Geology: mainly calcareous materials. Salt deposits (chloride, sodium, potassium) at Cardener tributary
More than 5 million people live at the Llobregat basin
Industrial, agricultural land uses
MODELKEY (511237-GOCE) is a research project funded by
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General data
Mean monthly discharge
JanuaryFebruary
March April May June JulyAugust
SeptemberOctober
NovemberDecember
m3
s-1
0
10
20
30
40
Hydrological regime: discharge fluctuations reflect Mediterranean climate. Very low summer discharge and storms in spring and autumn may cause important floods.
MODELKEY (511237-GOCE) is a research project funded by
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Previous evidences of the presence of emergent contaminants and estrogenic activity
EDCs and estrogenic activity(vitellogenin synthesis in feral carps and RYA) in the Llobregat river (2000)
Chemical analysis:- alkylphenol ethoxylates- alkylphenols- carboxylate derivatives- estrogens- progestogens
Environ. Sci. Technol. 34, 5076-5083, 2000.
Environ. Toxicol. Chem. 20(6), 1152-1158, 2001.
Environ. Toxicol. Chem. 21(10), 2146-2156, 2002.
Analyst 127, 1299-1304, 2002.
Int. J. Environ. Anal. Chem. 81(4) 295-313, 2001
General data
MODELKEY (511237-GOCE) is a research project funded by
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More: Carafa et al. Emerging tools for risk assessment
of key toxicants
multi substance Potentially Affected Fraction (msPAF)
MODELKEY (511237-GOCE) is a research project funded by
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Models for Assessing and Forecasting theImpact of Environmental Key Pollutants onMarine and Freshwater Ecosystems andBiodiversity
Three case studies: Scheldt, Elbe, Llobregat
Modelkey project
MODELKEY (511237-GOCE) is a research project funded by
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Chemical status
External concentration
Ecological status
Community Structure and function
Chemical analysis
Field
Sediment Water
Community parameters
EC
OLO
GY
CH
EM
ISTR
Y
Internal response
Individual, population,community
effect LaboratoryBiota
In-vivo biomarkers
In-vivo bioassaysTO
XIC
OLO
GY
Exposure - effect chain
+
Tools Matrix
MODELKEY (511237-GOCE) is a research project funded by
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Analytical parameters:• Physico-chemical parameters (pH, O2,
TSS, nutrients, OM, ionic composition,etc.)• Pesticides• Pharmaceuticals
Characterization of the geographical and temporal distribution of these pollution sources.
Relationships with the biological community structure and function.
Multivariate Analysis
Work plan: Multivariate exploratory data analysis
Biological parameters:• Biomass, density, species composition
•Chl, in-vivo fluorescence measurements,
extracellular polysaccharide content) and
heterotrophic measurements (extracellular
enzyme activities)
BIOFILM: ALGAE, BACTERIAINVERTEBRATES
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A1A2
A3
LL2
LL3
LL4
LL1A1
A2
A3
LL2
LL3
LL4
LL1
Spring 2005
Autumn 2005
Spring 2006
Autumn 2006
EXTENSIVE SAMPLING
Sites distributed in a wide extension of the basin
Different hydrological periods
Field approach
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Water (ng/L)
Triazines
Organophosphates
Phenylureas
AcidicChloroacetanilideThiocarbamate Sediment ng/g
Chloroacetanilides
Phenylureas
Acidic
Anilide
OrganophosphatesTriazines
Field approachPesticide results
Proportional composition of the different pesticide families was not equivalent in water and sediment
MODELKEY (511237-GOCE) is a research project funded by
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Concentration increase downstream.
Higher concentrations with low discharge.
June 2006
A1 A2 A3 LL1 LL2 LL3 LL40
10
20
30
40
50
60
June 2005
0
10
20
30
40
50
60
70analgesics and antinflam m atorieslip id regulatorsCarbam azepineantih istam inicsantib ioticsB blockers
October 2006
0
5
10
15
20
25
30
35
Pha
rmac
eutic
al c
once
ntra
tion
(μg/
L)
Field approachPharmaceutical results
MODELKEY (511237-GOCE) is a research project funded by
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Field approachPesticide results
Redundancy analysis (RDA): Variance explained 14.6 %
J. Hydrology (DOI: 10.1016/j.jhydrol.2009.08.014)
MODELKEY (511237-GOCE) is a research project funded by
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Biofilm metricPhysical and
chemical variablesPesticides
Chl-a 8.43 91.57
EPS 46.55 53.45
Ymax 22.25 77.75
Yeff 39.06 60.94
F1/F3 44.97 55.03
Glucosidase 91.15 8.85
Peptidase 97.43 2.57
Phosphatase 88.14 11.86
Phenylureas
Organophosphates
Biofilm metrics
Multivariate statistical analysis: Variance partitioning technique
J. Hydrology (2010) 363: 52-61
Field approachPesticide results
Fraction of explained covariance: 50%Temperature
SO4
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Field approachPesticide results
Trac, 28 (5): 592-602 (2009)
Relationships between conventional diversity indices with the waterborne concentration of the herbicide Diuron.r = Pearson correlation.
Significant decrease of diatom diversity with Diuron in the river.
MODELKEY (511237-GOCE) is a research project funded by
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-0.4 1.0-0
.60.
8
TubificidaeEnchytraeidae Naididae
Other Ephemeroptera
Baetis
Caenis
Chironomus spp
Cricotopus sp
Cryptochironomus
Nanocladius
Orthocladiinae
Polypedilum Rheocricotopus
Stictochironomus
Tanytarsus
Tanypodinae-0.4 1.2
-0.6
1.0
Ibuprofen
Indomethacine
Propranolol
Temperature
A1A
A2A
A3A
LL1A
LL2A
LL3A LL4A
A1B
A2B
A3B
LL1B
LL2B
LL3B
LL4B
A1C
A2CA3C
LL1C
LL2C
LL3C
LL4C
Redundancy analysis (RDA). Variance explained 71%
Field approachPharmaceutical results
Env.Tox.Chem., 28 (12): 2706-2714 (2009)
MODELKEY (511237-GOCE) is a research project funded by
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100050 j
j
ECPNEC =
Hazard quotient where cij is the concentration of compound j in sample i and PNECj the ‘Predicted Non Effect Concentration’for compound j, as described above:
Field approachPharmaceutical results
Env. Int. 36:153-162 (2010)
y = -0,5183x + 1,7784R2 = 0,4946
0,000
0,500
1,000
1,500
2,000
2,500
-1,500 -1,000 -0,500 0,000 0,500 1,000 1,500log(HQ)
Shan
non
dens
ity (b
its)
y = -0,4701x + 1,6986R2 = 0,8625
0,000
0,500
1,000
1,500
2,000
2,500
-2,000 -1,500 -1,000 -0,500 0,000 0,500 1,000 1,500 2,000
log(HQ)
Shan
non
dens
ity (b
its)
y = -0,8119x + 1,9626R2 = 0,841
0,000
0,500
1,000
1,500
2,000
2,500
3,000
-0,800 -0,600 -0,400 -0,200 0,000 0,200 0,400 0,600 0,800 1,000 1,200 1,400
log(HQ)
Sha
nnon
den
sity
(bits
)
Fish toxicity vs. Shannon diversity
Daphnia toxicity vs. Shannon diversity
Algae toxicity vs. Shannon diversity
Correlations between log transformed total hazard indexes log(HQ) and invertebrate diversity index.
j
ijij PNEC
chq =
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PESTICIDES PHARMACEUTICALS
FIELD Algae(Biofilm)
Effects on biofilmmetrics and diatomcommunity structure (spp composition, diversity).
No relationship
Invertebrates No relationship Higher invertebratedensity and biomass. Lower diversity.
Field approach
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Biofilm experiments– Long term toxicity test Diuron – Short term toxicity test Diuron – Short term toxicity test estrone (not seen an effect (20mg/L)– Short term toxicity test b-blockers (effects at high concentrations
9mg/L)
End points and biomarkers:
diatom composition, chlorophyll a, photosynthetic activity, extracellular polymeric substances, bacterial mortality, enzymatic activities, antioxidant enzymes (catalases, peroxidases).
Laboratory approach
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Laboratory approach
Invertebrate experiments– In vivo toxicity test with Diuron (Physella acuta)– In vivo toxicity test with Indomethacine and Propranolol (Chironomus
riparius) (10 days)– In vivo toxicity test with Indomethacine and Propranolol (Physella acuta)
End points and biomarkers:
Survival, growth, number of clutches, eggs development, lipid, protein and C N content, oxygen respiration rates, histological effects.
MODELKEY (511237-GOCE) is a research project funded by
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(a)
Diuron concentration (μg L-1)
0,0001 0,001 0,01 0,1 1 10
Bio
volu
me
(μm
3 cm
- 2)
5e+8
1e+9
2e+9
2e+9
3e+9
3e+9
4e+9
4e+9(b)
Diuron concentration (μg L-1)
0,0001 0,001 0,01 0,1 1 10
Bio
volu
me
(μm
3 cm
- 2)
5e+8
1e+9
2e+9
2e+9
3e+9
3e+9
4e+9
4e+9
EC50 (day 8) = 0.087 μg/L EC50 (day 29) = 0.054 μg/L
Community level EC50 (biovolume of diatoms) = 0.05 µg/L
Laboratory approachPesticide results-Biofilm
Chemosphere,17: 1392-1401 (2009)
MODELKEY (511237-GOCE) is a research project funded by
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(a)
Diuron concentration (μg L-1)
0,0001 0,001 0,01 0,1 1 10Pho
tosy
nthe
tic e
ffici
ency
at P
SII
(% o
f con
trol)
40
60
80
100
120
(b)
Diuron concentration (μg L-1)
0,0001 0,001 0,01 0,1 1 10
Chl
-a (%
of c
ontro
l)
60
80
100
120
140
160
180
200
(c)
Diuron concentration (μg L-1)
0,0001 0,001 0,01 0,1 1 10
Pep
tidas
e ac
tivity
(% o
f con
trol)
0
200
400
900
1200
(d)
Diuron concentration (μg L-1)
0,0001 0,001 0,01 0,1 1 10
Live
bac
teria
(% c
ontro
l)
0
50
100
150
200
250
300
Day 1Day 8Day 22Day 29
-Photosynthetic efficiency decreased- Chl content increased-Composition of the diatom community changed
- Number of live bacteria decreased by 50%- Change Bacteria capacity to process organic matter
Laboratory approachPesticide results-Biofilm
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0
2
4
6
8
10
12
initial final
mg
DW
per
ind
initial pop. C 5 50 500 1000
biomass
0
20
40
60
80
100
120
C 5 50 500 1000
num
ber o
f egg
s/eg
g sa
c
10
15
20
25
30
35
40
C 5 50 500 1000
num
ber o
f egg
sac
s
fertility
Laboratory approachPesticide results-Invertebrates
No significant effects of Diuron on growth and reproduction
Physella acuta
Diuron concentration (μg L-1)
μg/L
MODELKEY (511237-GOCE) is a research project funded by
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1000ug/L (tegument)non exposed animal
(tegument)
Laboratory approachPesticide results-Inv.
Hypertrophy of secretory cells
MODELKEY (511237-GOCE) is a research project funded by
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Laboratory approachPharmaceutical results-Biofilm
0
50
100
150
200
0 0,9 90 900 9000
Propranolol μg L-1
Bio
mar
ker r
espo
nse
in p
erce
ntag
e o
cont
rol
Peptidase
PhotosyntheticYield
PhotosyntheticYield max
Catalase
life/deadbacteria ratio
Bonnineau et al. Aquat. Tox, 100:346 (2010)
Effects only at high concentrations, but lower EC50 described
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Laboratory approachPharmaceutical results-Inv.
Control, 0.4, 2, 20, 120, 400 μg/g sediment
pH=4.6 and 8.6
Two experiments: indomethacine and propranolol
Endpoints: mortality, biomass.
Chironomus riparius (insect larvae).
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0
0,02
0,04
0,06
0,08
0,1
0,12
0,14
mg
DW
Biomass C. riparius Propranololtreatment
control
0,4 ug/g
2 ug/g
20 ug/g
120 ug/g
400 ug/g
10% 20%
Laboratory approachPharmaceutical results-Inv.
0
0,05
0,1
0,15
0,2
0,25
mg
DW
Biomass C. riparius Indomethacinetreatment
control
0,4 ug/g
2 ug/g
20 ug/g
120 ug/g
400 ug/g
0
1,515
90
0
0,05
0,1
0,15
0,2
0,25
0,3
0,35
0,4
0,45mg DW
pH= 4.6
pH= 8.6
*
*
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Indomethacine exposure1 week duration
Treatments:CONTROL, 0.5, 5, 50, 500 μg/L
Physella acuta (Gasteropoda, snail)
Laboratory approachPharmaceutical results-Inv.
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No significant differences in biomass.
No effects on reproduction were observed.
Field approachPharmaceutical results
INDMT
0
2
4
6
8
10m
g D
W0 ug/L 0,5 ug/L5 ug/L 50 ug/L500 ug/L
no significant differences
INDMT
0
2
4
6
8
10m
g D
W0 ug/L 0,5 ug/L5 ug/L 50 ug/L500 ug/L
INDMT
0
2
4
6
8
10m
g D
W0 ug/L 0,5 ug/L5 ug/L 50 ug/L500 ug/L
no significant differences
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PESTICIDES PHARMACEUTICALS
LABORATORY Algae(Biofilm)
Direct and indirect effects of Diuron
No effects
Invertebrates Histological sub-lethal effects
Sub-lethal effects. Increase of Chironomus sp. biomass with the anti-inflammatory indomethacine.
Laboratory approach
Laboratory assays confirm the relationships, found in the field,between pesticides and pharmaceuticals and biological community.
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Simultaneous chemical and biological sampling allowed to use multivariate statistical techniques and to find preliminary and potential causal links.
The approach done in the Llobregat basin confirmed different causal relationships in the different biological communities (biofilm, invertebrates) under a multiple chemical stress.
Combination of field and laboratory approaches could be a desirable way to go on in future risk management decisions, mainly with the emerging substances.
Procedures that identify causality allow corrective action measures for habitat recovery and control.