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MODELKEY (511237-GOCE) is a research project funded by http://www.modelkey.org The MODELKEY project: Connections between chemical and ecological status in the Llobregat River Basin Girona, 3 rd December 2010 Isabel Muñoz Julio C. López-Doval Roberta Carafa (URS) Helena Guasch Marta Ricart Anna Romaní Sergi Sabater Damià Barceló Rikke Brix Antoni Ginebreda Miren López de Alda
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MODELKEY (511237-GOCE) is a research project funded by

http://www.modelkey.org

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

http://www.modelkey.org

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

http://www.modelkey.org

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

http://www.modelkey.org

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

http://www.modelkey.org

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

http://www.modelkey.org

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

http://www.modelkey.org

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

http://www.modelkey.org

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

http://www.modelkey.org

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

MODELKEY (511237-GOCE) is a research project funded by

http://www.modelkey.org

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

MODELKEY (511237-GOCE) is a research project funded by

http://www.modelkey.org

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

http://www.modelkey.org

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

http://www.modelkey.org

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

http://www.modelkey.org

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

MODELKEY (511237-GOCE) is a research project funded by

http://www.modelkey.org

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

http://www.modelkey.org

-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

http://www.modelkey.org

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 =

MODELKEY (511237-GOCE) is a research project funded by

http://www.modelkey.org

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

MODELKEY (511237-GOCE) is a research project funded by

http://www.modelkey.org

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

MODELKEY (511237-GOCE) is a research project funded by

http://www.modelkey.org

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

http://www.modelkey.org

(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

http://www.modelkey.org

(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

MODELKEY (511237-GOCE) is a research project funded by

http://www.modelkey.org

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

http://www.modelkey.organimal exposed to

1000ug/L (tegument)non exposed animal

(tegument)

Laboratory approachPesticide results-Inv.

Hypertrophy of secretory cells

MODELKEY (511237-GOCE) is a research project funded by

http://www.modelkey.org

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

MODELKEY (511237-GOCE) is a research project funded by

http://www.modelkey.org

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).

MODELKEY (511237-GOCE) is a research project funded by

http://www.modelkey.org

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

*

*

MODELKEY (511237-GOCE) is a research project funded by

http://www.modelkey.org

Indomethacine exposure1 week duration

Treatments:CONTROL, 0.5, 5, 50, 500 μg/L

Physella acuta (Gasteropoda, snail)

Laboratory approachPharmaceutical results-Inv.

MODELKEY (511237-GOCE) is a research project funded by

http://www.modelkey.org

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

MODELKEY (511237-GOCE) is a research project funded by

http://www.modelkey.org

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.

MODELKEY (511237-GOCE) is a research project funded by

http://www.modelkey.org

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.

MODELKEY (511237-GOCE) is a research project funded by

http://www.modelkey.org

Thank you for your attention


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