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MarFISH - workshop on Ecosystem functioning relevant to fish biodiversity and fisherieslfremerlfremer
Anik Brind’Amour
IFREMER, Ecologie et Modèles pour l'Halieutique (EMH)Nantes, France ([email protected])
On the assessment of functional diversity incoastal nurseries: the Bay of Biscay case study
© Ifremer.fr
MarFISH - workshop on Ecosystem functioning relevant to fish biodiversity and fisherieslfremerlfremer
© Wikipedia
Bay of Biscay
Gironde
Pertuis Antioche
Pertuis Breton
BourgneufLoire
Vilaine
Gironde
Pertuis Antioche
Pertuis Breton
BourgneufLoire
Vilaine
Diverse and highly productive habitats: Estuaries, bays, exposed coasts
Coastal habitats: Numerous studies (e.g. flatfish recruitment)
Le Pape 2005
MarFISH - workshop on Ecosystem functioning relevant to fish biodiversity and fisherieslfremerlfremer
Coastal nursery habitats
Juveniles
inshore
Spawning
offshore
Planktonic
larvae
Typical life-cycle of species using coastal nurseries
Juveniles
inshore
Spawning
offshore
Planktonic
larvae
Typical life-cycle of species using coastal nurseries
Important ecological functions: Nursery habitats for many commercial fish stocks:
Flatfish (common sole, wedge sole, plaice, flounder), sea bass, whiting, pouting…
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Loss of habitat quality and quantity Change in biodiversity
↓Community structure
Changes in resource use patterns between species
↓Ecosystem processes
Functional relationships
MarFISH - workshop on Ecosystem functioning relevant to fish biodiversity and fisherieslfremerlfremer
Identify indicators of anthropogenic pressures on coastal communities using functional approach (e.g. functional diversity)
Functional approach : Why ?
• Simplify species-rich communities and thus allow the transferabilityof habitat models among ecosystems (Angermeier and Winston 1998)
• Groups of traits form operational units that respond to environmentalchanges in a more predictable way than individual species (Austen et al. 1994)
• Analytical way (first approach) of assessing the groups traits relevant to ecosystem functioning
MarFISH - workshop on Ecosystem functioning relevant to fish biodiversity and fisherieslfremerlfremer
Figure from Petchey et Gaston (2006)Figure from Petchey et Gaston (2006)
Functional diversity : Which DF measure ?
Common question: Which traits should be included ?
Response traitsEffect traits
All traits important for the function of interest
All traits associated with the forcing of interest (e.g. fishing impact)
MarFISH - workshop on Ecosystem functioning relevant to fish biodiversity and fisherieslfremerlfremer
Main goals
Verify if we can detect anthropogenic pressures on coastal communities and if functional diversity is a good indicator of bottom
perturbation by trawls and dredges
1) What are the important groups of traits structuring the nursery communities? … Which traits are correlated with bottom trawl/dredge activities ?
2) Do they vary among nurseries ?
3) Do the measures of functional diversity display among-nursery variation ?
Questions
MarFISH - workshop on Ecosystem functioning relevant to fish biodiversity and fisherieslfremerlfremer
Sampling in 2000-2003 (September)
Six bays/estuaries
3 m beam trawl (n=176 hauls)
Depth range : 3 to 37 m
Biological data (45 species)Fish (25), molluscs (9), arthropods (5), echinoderms (3), annelids (3)
Sampling procedure
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Vilaine
LoireBourgneuf
Gironde
Pert Antioche
Pert Breton
MarFISH - workshop on Ecosystem functioning relevant to fish biodiversity and fisherieslfremerlfremer
List of species
Species included in the analyses
Acanthocardia echinata Dicologlossa cuneata Phrynorhombus norvegicus
Alloteuthis Gobius niger Platichthys flesus
Amphiura brachiata Hippocampus hippocampus Pleuronectes platessa
Amphiura filiformis Liocarcinus Pomatoschistus minutus
Aphrodita aculeata Loligo vulgaris Psammechinus miliaris
Arnoglossus laterna Merlangius merlangus Raja clavata
Asterias rubens Merluccius merluccius Scyliorhinus canicula
Buglossidium luteum Mullus surmuletus Sepia officinalis
Callionymus lyra Necora puber Solea solea
Carcinus maenas Ophiura ophiura Sparus auratus
Cerastoderma edule Owenia fusiformis Spondyliosoma cantharus
Chelidonichthys gurnardus Paguridae Trachurus trachurus
Chelidonichthys lucernus Palaemon serratus Trisopterus luscus
Ciliata mustela Pectinaria koreni Trisopterus minutus
Crangon crangon Philine aperta Turritella communis
Dicentrarchus labrax
MarFISH - workshop on Ecosystem functioning relevant to fish biodiversity and fisherieslfremerlfremer
Sampling in 2000-2003 (September)
Six bays/estuaries
3 m beam trawl (n=176 hauls)
Depth range : 3 to 37 m
Biological data (45 species)Fish (25), molluscs (9), arthropods (5), echinoderms (3), annelids (3)
Functional traitsFeeding, reproductive, ecological guilds, biogeo,substrate, commercial
Environmental variables Temperature, bathymetry,substrate, pressure index
Sampling procedure
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Vilaine
LoireBourgneuf
Gironde
Pert Antioche
Pert Breton
MarFISH - workshop on Ecosystem functioning relevant to fish biodiversity and fisherieslfremerlfremer
Methodological framework Part I: Selection of functional traits
Matrix of environmental forcingMatrix species-functional traits
List of natural and anthropogenic stresses
LiteratureDatabaseExperts
X 6 nurseries
Traits
Spe
cies
Sites
Env
ironm
ent
SamplingCalculated
MarFISH - workshop on Ecosystem functioning relevant to fish biodiversity and fisherieslfremerlfremer
Anthropogenic pressure Potential impact Functional trait
Dredging Habitat modification Substrate preferenceReproductive guildVertical distributionTolerance to anoxia
Fisheries DirectBiomass/abundance Body size
Vertical distributionFeeding guildLife-history strategyCommercial (for bycatches)
IndirectHabitat modification Ecological guild
Feeding guildReproductive guildMobility
List of species functional traits
Functional category Attribute Code
Feeding guilds Phytoplankton PLZooplankton ZPInvertebrate (mollusc, crustacean) ISFish FSPlants VSDeposit feeder DSSPlankton + Deposit feeder PDDetritivore DSOmnivore OM
Reproductive guild Pelagic eggs OpEggs guarded OgEggs protected (shed, pouch, case) Os
Ecological guild Marine migrant MAMarine seasonal migrant MSMarine juvenile migrant MJEstuarine resident ERCatadromous CAT
Mobility Swimmer SRCrawler CRBurrower BRPermanent attachment PA+ Substrate pref
+ Commercial+ Biogeography
MarFISH - workshop on Ecosystem functioning relevant to fish biodiversity and fisherieslfremerlfremer
Estimation of fishing impact
Coastal fisheries surveys
Fishing fleet surveys
Monthly from 11/2000 to 11/2001
Inside the 12 miles
Census of fishing boat (+ type of fisheries)
Bottom trawls and dredges
Others (gillnets, potters, longlines)
Geographical positions
© mar.dfo-mpo.gc.ca© mar.dfo-mpo.gc.ca
From Léauté (2007)
MarFISH - workshop on Ecosystem functioning relevant to fish biodiversity and fisherieslfremerlfremer
Spatially-based index of bottom perturbation
-1.28 -1.26 -1.24 -1.22 -1.20 -1.18 -1.16
45.9
645
.98
46.0
046
.02
46.0
446
.06
46.0
8
survol.pant$Xlong
surv
ol.p
ant$
Yla
t
density(pant.ppp)
-1.30 -1.25 -1.20 -1.15 -1.10
45.9
546
.00
46.0
546
.10
010
0020
0030
0040
0050
00
0 0 1 2 5 4
0 1 5 3 3 1
0 4 3 4 0 1
density(pant.ppp)
-1.30 -1.25 -1.20 -1.15 -1.10
45.9
546
.00
46.0
546
.10
010
0020
0030
0040
0050
00
0 0 1 2 5 4
0 1 5 3 3 1
0 4 3 4 0 1
Grid size ~16 km2 / sector
Index: Number of observations / cell
0
50
100
150
200
250
vil bou loi pbre pant gir
Tot
al n
umbe
r of
boa
t
0
10
20
30
40
50
60
70
80
90
100
Rat
io (
boat
cel
l/tot
al c
ell*
100)
NbBoat
Ratio
MarFISH - workshop on Ecosystem functioning relevant to fish biodiversity and fisherieslfremerlfremer
Methodological framework Part I: Selection of functional traits
Fourth-corner analysisSelection of functional traits structuring
each nursery community
X 6 nurseries
Matrices of environmental factorsMatrices functional traits
List of natural and anthropogenic stresses
LiteratureDatabaseExperts
X 6 nurseries
TraitsS
peci
es
Sites
Env
ironm
ent
Sampling
Matrices of environmental factorsMatrices functional traits
List of natural and anthropogenic stressesList of natural and anthropogenic stresses
LiteratureDatabaseExperts
X 6 nurseries
TraitsS
peci
esTraits
Spe
cies
Sites
Env
ironm
ent
Sampling
MarFISH - workshop on Ecosystem functioning relevant to fish biodiversity and fisherieslfremerlfremer
Fourth-corner analysisSelection of functional traits structuring nursery communitiesE
nviro
nmen
tal f
acto
rs
Quantitative
C: pxm
Env
ironm
enta
l fac
tors
Quantitative
C: pxm
Correlations
D: pxn
(D = CA’B )
Correlations
D: pxn
(D = CA’B )
(Legendre et al. 1997, Dray et Legendre submitted)
Functional traits
Quantitative/qualitative
B: kxn
Functional traits
Quantitative/qualitative
B: kxn
Sampling sites
Spe
cies
Quantitative
A: kxm
Sampling sites
Spe
cies
Quantitative
A: kxm
Spe
cies
Quantitative
A: kxm
Env
ironm
enta
l fac
tors
Quantitative
C: pxm
Env
ironm
enta
l fac
tors
Quantitative
C: pxm
Correlations
D: pxn
(D = CA’B )
Correlations
D: pxn
(D = CA’B )
(Legendre et al. 1997, Dray et Legendre submitted)
Functional traits
Quantitative/qualitative
B: kxn
Functional traits
Quantitative/qualitative
B: kxn
Sampling sites
Spe
cies
Quantitative
A: kxm
Sampling sites
Spe
cies
Quantitative
A: kxm
Spe
cies
Quantitative
A: kxm
Env
ironm
enta
l fac
tors
Quantitative
C: pxm
Env
ironm
enta
l fac
tors
Quantitative
C: pxm
Correlations
D: pxn
(D = CA’B )
Correlations
D: pxn
(D = CA’B )
(Legendre et al. 1997, Dray et Legendre submitted)
Functional traits
Quantitative/qualitative
B: kxn
Functional traits
Quantitative/qualitative
B: kxn
Sampling sites
Spe
cies
Quantitative
A: kxm
Sampling sites
Spe
cies
Quantitative
A: kxm
Spe
cies
Quantitative
A: kxm
Select functional traits displaying significant correlations with
environmental factors
Functional traits
Quantitative/qualitative
B: kxn
Spe
cies
Functional traits
Quantitative/qualitative
B: kxn
Spe
cies
Functional traits
Quantitative/qualitative
B: kxn
Spe
cies
Functional traits
Quantitative/qualitative
B: kxn
Spe
cies
Functional traits
Quantitative/qualitative
B: kxn
Spe
cies
Functional traits
Quantitative/qualitative
B: kxn
Spe
cies
X 6 nurseries
Loire Gironde …
MarFISH - workshop on Ecosystem functioning relevant to fish biodiversity and fisherieslfremerlfremer
New matrices of species-traits … X6
Traits
Spe
cies
Traits
Spe
cies
Traits
Spe
cies
Traits
Spe
cies
Traits
Spe
cies
Traits
Spe
cies
Methodological framework Part II: Computation of functional diversity
• Weight=0 if trait is not significant
• FD is weighted by the forcings and only the significant traits associated with those forcings (eg fishing impact) are influencing the DF estimate
MarFISH - workshop on Ecosystem functioning relevant to fish biodiversity and fisherieslfremerlfremer
New matrices of species-traits … X6
Traits
Spe
cies
Traits
Spe
cies
Traits
Spe
cies
Traits
Spe
cies
Traits
Spe
cies
Traits
Spe
cies
Tree-based approach FD = branches length
Functional Diversity … X6
FD = 6 FD = 4
Methodological framework Part II: Computation of functional diversity
MarFISH - workshop on Ecosystem functioning relevant to fish biodiversity and fisherieslfremerlfremer
Natural variability and fishing impact
Vil loi BouPL sed bathy temp index sed bathy temp index sed bathy temp indexZPISFSVSDSSPDDSOMOpOgOsMAMSMJERCATSRCRBRPATeBoStCOMSFRMVeg
Pbre Pant girsed bathy temp index sed bathy temp index sed bathy temp index
PLZPISFSVSDSSPDDSOMOpOgOsMAMSMJERCATSRCRBRPATeBoStCOMSFRMVeg
MarFISH - workshop on Ecosystem functioning relevant to fish biodiversity and fisherieslfremerlfremer
Natural variability and fishing impact
Based on PCA/Cluster analyses
Loire and Bourgneuf: Sediment and bathymetry � feeding guild (detritivores and omnivores)
Bourneuf/Antioche/Breton : Fishing index � ecological guild(juvenile migrant and estuarine resident)
Gironde: Low correlations… (burrowers)
MarFISH - workshop on Ecosystem functioning relevant to fish biodiversity and fisherieslfremerlfremer
5.8
5.0
7.2
6.3
7.3
6.3
If so, do the measures of functional diversity display among-nursery variation ?
•Small differences between nurseries
MarFISH - workshop on Ecosystem functioning relevant to fish biodiversity and fisherieslfremerlfremer
Conclusions
Methodological framework
Selection of functional traits constrained by species abundance and environmental factors
Evenness and environmental forcings (natural and/or anthropogenic)
Statistical testing of the functional traits structuring the communitiesKey decision in many FD measures
Assessment of the FD using tree-based approachSpecies are not treated binary (continuous measure)
Differences between nurseries
Nurseries seem structured by different factors, but similarities in nearby sectors
Bottom perturbation by bottom trawlers seems to be more important in 3 nurseries and affects mostly ecological guilds
MarFISH - workshop on Ecosystem functioning relevant to fish biodiversity and fisherieslfremerlfremer
density(vil.ppp)
-2.75 -2.70 -2.65 -2.60 -2.55 -2.50 -2.4547.3
047
.35
47.4
047
.45
47.5
047
.55
050
010
0015
0020
0025
00
density(loi.ppp)
-2.40 -2.35 -2.30 -2.25 -2.20
47.0
647
.10
47.1
447
.18
47.2
2
010
0020
0030
0040
0050
00
density(bou.ppp)
-2.25 -2.20 -2.15 -2.10 -2.05
47.0
047
.02
47.0
447
.06
47.0
847
.10
47.1
2
010
0030
0050
00
Sector comparison