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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Seaweed in the light of global climate change
Alexander Jueterbock
Alexander-Jueterbock@web.de
Marine Ecology Research Group
Faculty of Biosciences and Aquaculture
University of Nordland
Norway
53rd NEAS Symposium
Algae as Model Systems
27.04.2014
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Contributors
Galice Hoarau
Irina Smolina
Jorge Fernandes
James A. Coyer
Spyros Kollias
Jeanine L. Olsen
Heroen Verbruggen Lennert Tyberghein
Havkyst projects: 196505, 203839, 216484
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
CO2 increase since the industrial revolution
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Recent land and ocean warming
Christiansen, J.; Scientific American (2013)
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Climate change responses
..
Temperature
rise
.
Heat waves
.
Seasonality
shi
.
Ocean
acidifica on
.
Migra on
.
Acclima on
.
Adapta on
.
Species
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
High sensitivity of intertidal species
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Seaweeds as model systems
to investigate climate change
Seaweeds provide an excellent system to investigate climate change
impact
Intertidal key species
Distribution directly limited by temperature tolerance
7 / 60
Introduction Distributional changes Acclimation Adaptation Overall conclusions
Seaweeds are key species in temperate
North Atlantic regions
© Hoarau, G., 2010
8 / 60
Introduction Distributional changes Acclimation Adaptation Overall conclusions
Seaweeds are key species in temperate
North Atlantic regions
8 / 60
Introduction Distributional changes Acclimation Adaptation Overall conclusions
Seaweeds as model systems
to investigate climate change
Seaweeds provide an excellent system to investigate climate change
impact
Intertidal key species
Distribution directly limited by temperature tolerance
9 / 60
Introduction Distributional changes Acclimation Adaptation Overall conclusions
Temperate seaweed distribution limited by the
10 summer and the 20 winter isotherm
10 / 60
Introduction Distributional changes Acclimation Adaptation Overall conclusions
Seaweeds as model systems
to investigate climate change
Seaweeds provide an excellent system to investigate climate change
impact
Intertidal key species
Distribution directly limited by temperature tolerance
Range shifts of seaweeds in response to SST-shifts can
trigger major ecological changes
11 / 60
Introduction Distributional changes Acclimation Adaptation Overall conclusions
Recent warming in the North Atlantic
Shift of the 15°C isotherm
330 km north
1985 2000
[McMahon & Hays, 2006; Global Change Biol.]
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Predicted northward shift of SST isotherms
Poleward migration of SST isotherms under
IPCC scenario A2 until 2100:
30-90 km/decade along North Atlantic shores
[Hansen et al., 2006; PNAS]
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Predicting seaweed range shifts under climate change
..
Migra on
.
Acclima on
.
Adapta on
.Inter dal
seaweed
Predominant seaweeds in the North-Atlantic
Fucus serratus Fucus
vesiculosus
Ascophyllum
nodosum
Shores with biggest ecological change?
Assemblage shift?
14 / 60
Introduction Distributional changes Acclimation Adaptation Overall conclusions
Ecological Niche Modeling
Present-day conditions
Bio-ORACLE database
[Tyberghein et al., 2011; Global Ecol. Biogeogr.].
Georeferenced Occurrences
DA (m−1)
SST ( )
SAT ( )
Ecological Niche Model (Maxent [Phillips et al., 2006; Ecol. Model.])
2000 2100 ? 2200 ?
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Ecological Niche Modeling
Present-day conditions
Bio-ORACLE database
[Tyberghein et al., 2011; Global Ecol. Biogeogr.].
Georeferenced Occurrences
DA (m−1)
SST ( )
SAT ( )
Ecological Niche Model (Maxent [Phillips et al., 2006; Ecol. Model.])
2000 2100 ? 2200 ?
CO2 emission scenario changes
SST ( )
SAT ( )
SST ( )
SAT ( )
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Predicted Niche Shifts
Based on the intermediate IPCC scenario A1B
[Jueterbock et al., 2013; Ecol. Evol.]
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Predicted Niche Shifts
Based on the intermediate IPCC scenario A1B
Habitat gain in the Arctic
[Jueterbock et al., 2013; Ecol. Evol.]
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Predicted Niche Shifts
Based on the intermediate IPCC scenario A1B
Habitat loss in warm temperate areas
[Jueterbock et al., 2013; Ecol. Evol.]
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Predominant seaweeds shift northward as an
assemblage
West-Atlantic East-Atlantic
F. serratus F. vesiculosus A. nodosum
[Jueterbock et al., 2013; Ecol. Evol.]
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Conclusions from prediced niche shifts
..
Migra on
.
Acclima on
.
Adapta on
.Inter dal
seaweed
Biggest ecological change in
warm temperate and Arctic areas
Assemblage shift
18 / 60
Introduction Distributional changes Acclimation Adaptation Overall conclusions
Conclusions from prediced niche shifts
..
Migra on
.
Acclima on
.
Adapta on
.Inter dal
seaweed
Biggest ecological change in
warm temperate and Arctic areas
Assemblage shift
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Colonization of Arctic shores
The poleward shift of temperate intertidal seaweeds depends on
three key factors
Dispersal and invasive potential
Dark period
Competitive interactions
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Colonization of Arctic shores
The poleward shift of temperate intertidal seaweeds depends on
three key factors
Dispersal and invasive potential
Dark period
Competitive interactions
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Dispersal and invasive potential
Low dispersal of juvenile stages in fucoid algae
[Braune, 2008; Meeresalgen]
♂ ♀ dioecious
zygote dispersal: <10m
20 / 60
Introduction Distributional changes Acclimation Adaptation Overall conclusions
Dispersal and invasive potential
Flotation vesicles
Fucus vesiculosus
Ascophyllum nodosum
low invasive potential
Shipping transport
Fucus serratus
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Dispersal and invasive potential
Shipping transport introduced F. serratus to Canada
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Colonization of Arctic shores
The poleward shift of temperate intertidal seaweeds depends on
three key factors
Dispersal and invasive potential
Dark period
Competitive interactions
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Dark period
Poleward shift of Laminaria hyperborea in progress
[Müller et al., 2009; Bot. Mar.]
Recent records
Hiscock, K.
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Colonization of Arctic shores
The poleward shift of temperate intertidal seaweeds depends on
three key factors
Dispersal and invasive potential
Dark period
Competitive interactions
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Competitive interactions
Fucus distichus predominates the Arctic intertidal
Habitat suitability of
F. distichus
based on ENM [Smolina, I., 2012]
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Competitive interactions
[Smolina, I., 2012]
Increase of sympatry
zones/hybridization
Competition
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Conclusions from prediced niche shifts
..
Migra on
.
Acclima on
.
Adapta on
.Inter dal
seaweed
Biggest ecological change in
warm temperate and Arctic areas
Assemblage shift
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Climate change impact also on subtidal kelp
[Raybaud et al., 2013; PLOS ONE]
Percentage of models forecasting a
disappearance of Laminaria digitata
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Ecological Niche Models neglect biotic interactions
Ecological Niche Models do not take
biotic interactions into account
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Biotic interactions
Increasing mussel recruitment due to rising sea temperatures
replaces rockweed (A. nodosum) beds in Canada
[Ugarte, 2009; J. Appl. Phycol.]
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Biotic interactions
Grazing pressure
[Harley et al., 2012; J. Phycol]
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Biotic interactions
Grazing pressure
[Harley et al., 2012; J. Phycol]
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Ecological Niche Models neglect species responses
Ecological Niche Models do not take
the plastic or adaptive potential
of species into account
..
Migra on
.
Acclima on
.
Adapta on
.Inter dal
seaweed
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Acclimation potential of Fucus serratus
..
Migra on
.
Acclima on
.
Adapta on
.Fucus
serratus
Local thermal adaptation?
Areas under highest extinction risk?
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Common-garden heat stress experiments
Norway
Denmark
Brittany
Spain
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Common-garden heat stress experiments
Norway
Denmark
Brittany
Spain
Bodø
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Common-garden heat stress experiments
Norway
Denmark
Brittany
Spain
Bodø
Acclimation at 9
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Common garden heat stress experiments
Heat stress, 6 ind./pop
Measurements
Photosynthetic performance
hsp gene expression (hsp70, hsp90, shsp)
1h Stress 24h Recovery
9
20
24
28
32
36
T (°C)
Time
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Photosynthetic performance
0 4 8 12 16 20 24 28 32 36
Measured response
[Jueterbock et al., 2014; Mar. Genomics]
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Photosynthetic performance
0 4 8 12 16 20 24 28 32 36
Measured response
1
[Jueterbock et al., 2014; Mar. Genomics]
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Photosynthetic performance
0 4 8 12 16 20 24 28 32 36
Norway
Denmark
Brittany
Spain
Thermal range in year 2200
Measured response
1
[Jueterbock et al., 2014; Mar. Genomics]
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Photosynthetic performance
0 4 8 12 16 20 24 28 32 36
Norway
Denmark
Brittany
Spain
Thermal range in year 2200
Measured response
1
1. Performance
in 2200
[Jueterbock et al., 2014; Mar. Genomics]
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Photosynthetic performance
0 4 8 12 16 20 24 28 32 36
Norway
Denmark
Brittany
Spain
Thermal range in year 2200
Measured response
1
1. Performance
in 2200
2
2. Resilience
[Jueterbock et al., 2014; Mar. Genomics]
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Heat shock response
Constitutive shsp gene expression before heat shock
23 weeks acclimation
7 weeks acclimation
Normalizedexpression
High constitutive
stress
Norway
Denmark
Brittany
Spain
[Jueterbock et al., 2014; Mar. Genomics]
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Heat shock response
Constitutive shsp gene expression before heat shock
23 weeks acclimation
7 weeks acclimation
Normalizedexpression
High constitutive
stress
Norway
Denmark
Brittany
Spain
Heat shock response of shsp gene expression after 24h recovery
Foldchange
Reduced
responsiveness
Norway
Denmark
Brittany
Spain
[Jueterbock et al., 2014; Mar. Genomics]
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Conclusions
Acclimation
..
Migra on
.
Acclima on
.
Adapta on
.Fucus
serratus
Local thermal adaptation
Areas under highest extinction risk?
Brittany and Spain
Confirms predicted habitat loss
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Ribadeo, Spain © Coyer, J.A., 1999
[Jueterbock et al., 2013; Ecol. Evol., Fig. S6]
1999: extensive F. serratus meadows
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Ribadeo, Spain © Jueterbock, A., 2010
[Jueterbock et al., 2013; Ecol. Evol., Fig. S6]
90% abundance decline in 11 years
[Viejo et al., 2011; Ecography]
Dwarf forms with
reduced reproductive
capacity in Spain
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Threatened refugial populations
Ice cover during the Last Glacial Maximum (18-20 kya)
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Genetically diverse refugia under threat
Fucus serratus
Glacial refugia identified by mtDNA haplotype diversity
[Hoarau et al., 2007; Mol. Ecol.]
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Genetically diverse refugia under threat
Fucus serratus
[Hoarau et al., 2007; Mol. Ecol.]
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Genetically diverse refugia under threat
Chondrus crispus
Based on mitochondrial SNPs
[Provan & Maggs, 2012; Proc. R. Soc. London, Ser. B]
180 km retreat since 1971
from a Portuguese refugium
Interglacial distribution
Glacial distribution
Stable refugium
under threat
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Remaining key question
Can ancient refugial populations
adapt to climate change
or
will temperate seaweeds
lose their centers of genetic diversity?
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Adaptation
..
Migra on
.
Acclima on
.
Adapta on
.Fucus
serratus
Effective population size Ne? Genetic changes (past 10 yrs)?
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Sampling scheme (50–75 ind./pop)
∼ 2000 ∼ 2010
Spatial(environmental)effects
Temporal changes
1 decade
of selection
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Methods and analysis
∼ 2000 ∼ 2010
Spatial(environmental)effects
Temporal changes
1 decade
of selection
Genotyping
31 microsatellite markers (20 EST-linked)
Analysis
Effective population size (Ne)
Allelic richness (α)
Temporal outlier loci
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Methods and analysis
∼ 2000 ∼ 2010
Spatial(environmental)effects
Temporal changes
1 decade
of selection
Genotyping
31 microsatellite markers (20 EST-linked)
Analysis
Effective population size (Ne)
Allelic richness (α)
Temporal outlier loci
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Effective population size Ne
Reflecting adaptive capacity
∼ 2000 ∼ 2010
18
63
207
23
Norway
Denmark
Brittany
Spain
32
61
210
26
Estimates excluding outlier loci
[Jueterbock, 2013; PhD Thesis]
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Methods
∼ 2000 ∼ 2010
Spatial(environmental)effects
Temporal changes
1 decade
of selection
Genotyping
31 microsatellite markers (20 EST-linked)
Analysis
Effective population size (Ne)
Allelic richness (α)
Temporal outlier loci
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Changes in allelic richness
∼ 2000 ∼ 2010
3.1
4.6
8.0
4.0
Norway
Denmark
Brittany
Spain
3.3
4.8
7.9
4.6
Significant
decline
[Jueterbock, 2013; PhD Thesis]
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Methods
∼ 2000 ∼ 2010
Spatial(environmental)effects
Temporal changes
1 decade
of selection
Genotyping
31 microsatellite markers (20 EST-linked)
Analysis
Effective population size (Ne)
Allelic richness (α)
Genetic differentiation (Dest)
Temporal outlier loci
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Temporal outlier loci indicate selective sweeps
Before Selection After Selection
Selective Sweep
based on [Vitti et al., 2012; Trends in Genetics]
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Outlier loci
Temporal outlier loci
0%
6%
23%
13%
Norway
Denmark
Brittany
Spain
Strongest selection pressure in the South
Adaptive to climate change?
[Jueterbock, 2013; PhD Thesis]
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Conclusions
Adaptation
..
Migra on
.
Acclima on
.
Adapta on
.Fucus
serratus
Adaptive responsiveness
highest in Brittany
and likely insufficient in Spain
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Fucus in the tree of life
distantly related to other taxa
The genome of Ectocarpus siliculosus is sequenced but Fucales
and Ectocarpales diverged in the Cretaceous (ca. 125 Ma)
[Cock et al., 2010; Nature]
De novo Fucus vesiculosus genome until 2017, part of IMAGO
Marine Genome project (University of Gothenburg, Sweden)
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Summary
..
Migra on
.
Acclima on
.
Adapta on
.Fucus
serratus
Highest responsiveness
in Brittany
Adaptive value re-
mains unknown
Seaweed meadows:
Loss in warm-
temperate regions
Arctic invasion?
Ancient refugia
under threat:
stress in Brittany
Extinction risk in Spain
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Integrative niche modeling
Future
distribution
Niche modeling
Phenotypic
plasticity
Adaptation
Dispersal
Biotic
interactions
Eco- evolutionary responding potential
Present-day occurrence
Heat shock response Outlier loci
Occurrence records Environmental conditions
Stable realized niche
Niche shift/evolution
Mitigation of habitat-loss
Increased invasive potential
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
Overall conclusion
Seaweeds as model systems to investigate climate change
Seaweeds provide an excellent system to investigate climate change
impact on North Atlantic rocky shores
Intertidal key species
Distribution directly limited by temperature tolerance
Annotated genome of Fucus sp. needed (IMAGO)
Remaining key question: Adaptation or extinction in genetically
diverse ancient glacial refugia?
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Introduction Distributional changes Acclimation Adaptation Overall conclusions
60 / 60
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Assessment Report of the Intergovernmental Panel on Climate Change Eds: Solomon S. et al.
Müller, R.; Laepple, T.; Bartsch, I.; Wiencke, C. (2009)
Impact of oceanic warming on the distribution of seaweeds in polar and cold-temperate waters.
Botanica Marina 52:617–638.
Neiva, J; Pearson, G.,A.; Valero, M.; Serrão, E. A. (2010): Surfing the wave on a borrowed board: range
expansion and spread of introgressed organellar genomes in the seaweed Fucus ceranoides L.
Molecular Ecology 19(21):4812–4822.
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Nicastro, K.R.; Zardi, G.I.; Teixeira, S.; Neiva, J.; Serrao, E.A.; Pearson, G.A. (2013)
Shift happens: trailing edge contraction associated with recent warming trends threatens a distinct genetic
lineage in the marine macroalga Fucus vesiculosus.
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Pearson, G.A.; Lago-Leston, A.; Mota, C. (2009)
Frayed at the edges: selective pressure and adaptive response to abiotic stressors are mismatched in low
diversity edge populations.
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Pereyra, R. T.; Bergström, L.; Kautsky, L. & Johannesson, K. (????): Rapid speciation in a newly opened
postglacial marine environment, the Baltic Sea.
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Evolutionary change during experimental ocean acidification
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Smolina S. (2012)
Climate change in the Arctic intertidal: Response of the seaweed Fucus distichus to rising temperature
Master Thesis Faculty of Biosciences and Aquaculture, University of Nordland, Norway
Smolina I., Coyer J.A., Jueterbock A., Hoarau, G.
The fate of arctic Fucus distichus under climate change: an ecological niche modeling approach.
Smolina I., Coyer J.A., Kollias S., Jueterbock A., Hoarau, G.
Variation in heat stress response in two populations of the seaweed, Fucus distichus, from the arctic and
subarctic intertidal: implication for climate change.
Phillips, S.J.; Anderson, R.P.; Schapire, R.E. (2006)
Maximum entropy modeling of species geographic distributions.
Ecological Modelling 190(3-4):231–259.
Pounds, J. A.; Bustamante, M.R.; Coloma, L.A.; Consuegra, J.A.; Fogden, M.P.L.; Foster, P.N.; La Marca,
E.; Masters, K.L.; Merino-Viteri, A.; Puschendorf, R.; Ron, S.R.; Sanchez-Azofeifa, G.A.; Still, C.J.; Young,
B.E. (2006)
Widespread amphibian extinctions from epidemic disease driven by global warming
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Provan, J. & Maggs, C. A. (2012): Unique genetic variation at a species’ rear edge is under threat from
global climate change.
Proc. R. Soc. London, Ser. B 279(1726):39–47.
Provan, J.; Beatty, G. E.; Keating, S. L.; Maggs, C. A.; Savidge, G. (2009): High dispersal potential has
maintained long-term population stability in the North Atlantic copepod Calanus finmarchicus
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Raybaud, V.; Beaugrand, G.; Goberville, E.; Delebecq, G.; Destombe, C.; Valero, M.; Davoult, D.; Morin,
P.; Gevaert, F. (2013)
Decline in Kelp in West Europe and Climate
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Reusch, T.; Ehlers, A.; Hammerli, A. & Worm, B. (2005): Ecosystem recovery after climatic extremes
enhanced by genotypic diversity.
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Sturm, M.; Schimel, J.; Michaelson, G.; Welker, J.M.; Oberbauer, S.F.; Liston, G.E.; Fahnestock, J.;
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Winter biological processes could help convert Arctic tundra to shrubland.
Bioscience55(1):17–26.
Tyberghein, L.; Verbruggen, H.; Pauly, K.; Troupin, C.; Mineur, F.; De Clerck, O. (2011)
Bio-ORACLE: a global environmental dataset for marine species distribution modelling.
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Ugarte, R.A.; Critchley, A.; Serdynska, A.R.; Deveau, J.P (2009)
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temperature in Eastern Canada.
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van Asch, M.; Salis, L.; Holleman, L.J.M.; van Lith, B.; Visser, M.E. (2013)
Evolutionary response of the egg hatching date of a herbivorous insect under climate change.
Ecography 3:244–248.
9 / 11
References X
Verbruggen, H. (2012)
Occurrence Thinner version 1.04.
http://www.phycoweb.net/software.
Verbruggen, H. (2012)
Maxent Model Surveyor v1.01.
http://www.phycoweb.net/software.
Viejo, R.M.; Martínez, B.; Arrontes, J.; Astudillo, C.; Hernández, L. (2011)
Reproductive patterns in central and marginal populations of a large brown seaweed: drastic changes at the
southern range limit.
Ecography 34(1):75–84.
Vitti, J.J.; Cho, M.K.; Tishkoff, S.A.; Sabeti, P.C. (2012)
Human evolutionary genomics: ethical and interpretive issues
Trends in Genetics 28(3):137–145.
Walther, G.-R.; Post, E.; Convey, P.; Menzel, A.; Parmesan, C.; Beebee, T.J.C.; Fromentin, J.-M.;
Hoegh-Guldberg, O.; Bairlein, F. (2002)
Ecological responses to recent climate change.
Nature 416(6879):389–395.
Warren, D. L.; Seifert, S. N. (2011)
Ecological niche modeling in Maxent: the importance of model complexity and the performance of model
selection criteria
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10 / 11
References XI
Wernberg, T.; Russell, B.D.; Thomsen, M.S.; Gurgel, F.D.; Bradshaw, C.J.A.; Poloczanska, E.S., Connell,
S.D. (2011)
Seaweed Communities in Retreat from Ocean Warming.
Current Biology 21(21):1828–1832.
11 / 11

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Seaweed meadows in the light of global climate change

  • 1. Introduction Distributional changes Acclimation Adaptation Overall conclusions Seaweed in the light of global climate change Alexander Jueterbock Alexander-Jueterbock@web.de Marine Ecology Research Group Faculty of Biosciences and Aquaculture University of Nordland Norway 53rd NEAS Symposium Algae as Model Systems 27.04.2014 1 / 60
  • 2. Introduction Distributional changes Acclimation Adaptation Overall conclusions Contributors Galice Hoarau Irina Smolina Jorge Fernandes James A. Coyer Spyros Kollias Jeanine L. Olsen Heroen Verbruggen Lennert Tyberghein Havkyst projects: 196505, 203839, 216484 2 / 60
  • 3. Introduction Distributional changes Acclimation Adaptation Overall conclusions CO2 increase since the industrial revolution 3 / 60
  • 4. Introduction Distributional changes Acclimation Adaptation Overall conclusions Recent land and ocean warming Christiansen, J.; Scientific American (2013) 4 / 60
  • 5. Introduction Distributional changes Acclimation Adaptation Overall conclusions Climate change responses .. Temperature rise . Heat waves . Seasonality shi . Ocean acidifica on . Migra on . Acclima on . Adapta on . Species 5 / 60
  • 6. Introduction Distributional changes Acclimation Adaptation Overall conclusions High sensitivity of intertidal species 6 / 60
  • 7. Introduction Distributional changes Acclimation Adaptation Overall conclusions Seaweeds as model systems to investigate climate change Seaweeds provide an excellent system to investigate climate change impact Intertidal key species Distribution directly limited by temperature tolerance 7 / 60
  • 8. Introduction Distributional changes Acclimation Adaptation Overall conclusions Seaweeds are key species in temperate North Atlantic regions © Hoarau, G., 2010 8 / 60
  • 9. Introduction Distributional changes Acclimation Adaptation Overall conclusions Seaweeds are key species in temperate North Atlantic regions 8 / 60
  • 10. Introduction Distributional changes Acclimation Adaptation Overall conclusions Seaweeds as model systems to investigate climate change Seaweeds provide an excellent system to investigate climate change impact Intertidal key species Distribution directly limited by temperature tolerance 9 / 60
  • 11. Introduction Distributional changes Acclimation Adaptation Overall conclusions Temperate seaweed distribution limited by the 10 summer and the 20 winter isotherm 10 / 60
  • 12. Introduction Distributional changes Acclimation Adaptation Overall conclusions Seaweeds as model systems to investigate climate change Seaweeds provide an excellent system to investigate climate change impact Intertidal key species Distribution directly limited by temperature tolerance Range shifts of seaweeds in response to SST-shifts can trigger major ecological changes 11 / 60
  • 13. Introduction Distributional changes Acclimation Adaptation Overall conclusions Recent warming in the North Atlantic Shift of the 15°C isotherm 330 km north 1985 2000 [McMahon & Hays, 2006; Global Change Biol.] 12 / 60
  • 14. Introduction Distributional changes Acclimation Adaptation Overall conclusions Predicted northward shift of SST isotherms Poleward migration of SST isotherms under IPCC scenario A2 until 2100: 30-90 km/decade along North Atlantic shores [Hansen et al., 2006; PNAS] 13 / 60
  • 15. Introduction Distributional changes Acclimation Adaptation Overall conclusions Predicting seaweed range shifts under climate change .. Migra on . Acclima on . Adapta on .Inter dal seaweed Predominant seaweeds in the North-Atlantic Fucus serratus Fucus vesiculosus Ascophyllum nodosum Shores with biggest ecological change? Assemblage shift? 14 / 60
  • 16. Introduction Distributional changes Acclimation Adaptation Overall conclusions Ecological Niche Modeling Present-day conditions Bio-ORACLE database [Tyberghein et al., 2011; Global Ecol. Biogeogr.]. Georeferenced Occurrences DA (m−1) SST ( ) SAT ( ) Ecological Niche Model (Maxent [Phillips et al., 2006; Ecol. Model.]) 2000 2100 ? 2200 ? 15 / 60
  • 17. Introduction Distributional changes Acclimation Adaptation Overall conclusions Ecological Niche Modeling Present-day conditions Bio-ORACLE database [Tyberghein et al., 2011; Global Ecol. Biogeogr.]. Georeferenced Occurrences DA (m−1) SST ( ) SAT ( ) Ecological Niche Model (Maxent [Phillips et al., 2006; Ecol. Model.]) 2000 2100 ? 2200 ? CO2 emission scenario changes SST ( ) SAT ( ) SST ( ) SAT ( ) 15 / 60
  • 18. Introduction Distributional changes Acclimation Adaptation Overall conclusions Predicted Niche Shifts Based on the intermediate IPCC scenario A1B [Jueterbock et al., 2013; Ecol. Evol.] 16 / 60
  • 19. Introduction Distributional changes Acclimation Adaptation Overall conclusions Predicted Niche Shifts Based on the intermediate IPCC scenario A1B Habitat gain in the Arctic [Jueterbock et al., 2013; Ecol. Evol.] 16 / 60
  • 20. Introduction Distributional changes Acclimation Adaptation Overall conclusions Predicted Niche Shifts Based on the intermediate IPCC scenario A1B Habitat loss in warm temperate areas [Jueterbock et al., 2013; Ecol. Evol.] 16 / 60
  • 21. Introduction Distributional changes Acclimation Adaptation Overall conclusions Predominant seaweeds shift northward as an assemblage West-Atlantic East-Atlantic F. serratus F. vesiculosus A. nodosum [Jueterbock et al., 2013; Ecol. Evol.] 17 / 60
  • 22. Introduction Distributional changes Acclimation Adaptation Overall conclusions Conclusions from prediced niche shifts .. Migra on . Acclima on . Adapta on .Inter dal seaweed Biggest ecological change in warm temperate and Arctic areas Assemblage shift 18 / 60
  • 23. Introduction Distributional changes Acclimation Adaptation Overall conclusions Conclusions from prediced niche shifts .. Migra on . Acclima on . Adapta on .Inter dal seaweed Biggest ecological change in warm temperate and Arctic areas Assemblage shift 18 / 60
  • 24. Introduction Distributional changes Acclimation Adaptation Overall conclusions Colonization of Arctic shores The poleward shift of temperate intertidal seaweeds depends on three key factors Dispersal and invasive potential Dark period Competitive interactions 19 / 60
  • 25. Introduction Distributional changes Acclimation Adaptation Overall conclusions Colonization of Arctic shores The poleward shift of temperate intertidal seaweeds depends on three key factors Dispersal and invasive potential Dark period Competitive interactions 19 / 60
  • 26. Introduction Distributional changes Acclimation Adaptation Overall conclusions Dispersal and invasive potential Low dispersal of juvenile stages in fucoid algae [Braune, 2008; Meeresalgen] ♂ ♀ dioecious zygote dispersal: <10m 20 / 60
  • 27. Introduction Distributional changes Acclimation Adaptation Overall conclusions Dispersal and invasive potential Flotation vesicles Fucus vesiculosus Ascophyllum nodosum low invasive potential Shipping transport Fucus serratus 21 / 60
  • 28. Introduction Distributional changes Acclimation Adaptation Overall conclusions Dispersal and invasive potential Shipping transport introduced F. serratus to Canada 22 / 60
  • 29. Introduction Distributional changes Acclimation Adaptation Overall conclusions Colonization of Arctic shores The poleward shift of temperate intertidal seaweeds depends on three key factors Dispersal and invasive potential Dark period Competitive interactions 23 / 60
  • 30. Introduction Distributional changes Acclimation Adaptation Overall conclusions Dark period Poleward shift of Laminaria hyperborea in progress [Müller et al., 2009; Bot. Mar.] Recent records Hiscock, K. 24 / 60
  • 31. Introduction Distributional changes Acclimation Adaptation Overall conclusions Colonization of Arctic shores The poleward shift of temperate intertidal seaweeds depends on three key factors Dispersal and invasive potential Dark period Competitive interactions 25 / 60
  • 32. Introduction Distributional changes Acclimation Adaptation Overall conclusions Competitive interactions Fucus distichus predominates the Arctic intertidal Habitat suitability of F. distichus based on ENM [Smolina, I., 2012] 26 / 60
  • 33. Introduction Distributional changes Acclimation Adaptation Overall conclusions Competitive interactions [Smolina, I., 2012] Increase of sympatry zones/hybridization Competition 26 / 60
  • 34. Introduction Distributional changes Acclimation Adaptation Overall conclusions Conclusions from prediced niche shifts .. Migra on . Acclima on . Adapta on .Inter dal seaweed Biggest ecological change in warm temperate and Arctic areas Assemblage shift 27 / 60
  • 35. Introduction Distributional changes Acclimation Adaptation Overall conclusions Climate change impact also on subtidal kelp [Raybaud et al., 2013; PLOS ONE] Percentage of models forecasting a disappearance of Laminaria digitata 28 / 60
  • 36. Introduction Distributional changes Acclimation Adaptation Overall conclusions Ecological Niche Models neglect biotic interactions Ecological Niche Models do not take biotic interactions into account 29 / 60
  • 37. Introduction Distributional changes Acclimation Adaptation Overall conclusions Biotic interactions Increasing mussel recruitment due to rising sea temperatures replaces rockweed (A. nodosum) beds in Canada [Ugarte, 2009; J. Appl. Phycol.] 30 / 60
  • 38. Introduction Distributional changes Acclimation Adaptation Overall conclusions Biotic interactions Grazing pressure [Harley et al., 2012; J. Phycol] 31 / 60
  • 39. Introduction Distributional changes Acclimation Adaptation Overall conclusions Biotic interactions Grazing pressure [Harley et al., 2012; J. Phycol] 31 / 60
  • 40. Introduction Distributional changes Acclimation Adaptation Overall conclusions Ecological Niche Models neglect species responses Ecological Niche Models do not take the plastic or adaptive potential of species into account .. Migra on . Acclima on . Adapta on .Inter dal seaweed 32 / 60
  • 41. Introduction Distributional changes Acclimation Adaptation Overall conclusions Acclimation potential of Fucus serratus .. Migra on . Acclima on . Adapta on .Fucus serratus Local thermal adaptation? Areas under highest extinction risk? 33 / 60
  • 42. Introduction Distributional changes Acclimation Adaptation Overall conclusions Common-garden heat stress experiments Norway Denmark Brittany Spain 34 / 60
  • 43. Introduction Distributional changes Acclimation Adaptation Overall conclusions Common-garden heat stress experiments Norway Denmark Brittany Spain Bodø 34 / 60
  • 44. Introduction Distributional changes Acclimation Adaptation Overall conclusions Common-garden heat stress experiments Norway Denmark Brittany Spain Bodø Acclimation at 9 34 / 60
  • 45. Introduction Distributional changes Acclimation Adaptation Overall conclusions Common garden heat stress experiments Heat stress, 6 ind./pop Measurements Photosynthetic performance hsp gene expression (hsp70, hsp90, shsp) 1h Stress 24h Recovery 9 20 24 28 32 36 T (°C) Time 35 / 60
  • 46. Introduction Distributional changes Acclimation Adaptation Overall conclusions Photosynthetic performance 0 4 8 12 16 20 24 28 32 36 Measured response [Jueterbock et al., 2014; Mar. Genomics] 36 / 60
  • 47. Introduction Distributional changes Acclimation Adaptation Overall conclusions Photosynthetic performance 0 4 8 12 16 20 24 28 32 36 Measured response 1 [Jueterbock et al., 2014; Mar. Genomics] 36 / 60
  • 48. Introduction Distributional changes Acclimation Adaptation Overall conclusions Photosynthetic performance 0 4 8 12 16 20 24 28 32 36 Norway Denmark Brittany Spain Thermal range in year 2200 Measured response 1 [Jueterbock et al., 2014; Mar. Genomics] 36 / 60
  • 49. Introduction Distributional changes Acclimation Adaptation Overall conclusions Photosynthetic performance 0 4 8 12 16 20 24 28 32 36 Norway Denmark Brittany Spain Thermal range in year 2200 Measured response 1 1. Performance in 2200 [Jueterbock et al., 2014; Mar. Genomics] 36 / 60
  • 50. Introduction Distributional changes Acclimation Adaptation Overall conclusions Photosynthetic performance 0 4 8 12 16 20 24 28 32 36 Norway Denmark Brittany Spain Thermal range in year 2200 Measured response 1 1. Performance in 2200 2 2. Resilience [Jueterbock et al., 2014; Mar. Genomics] 36 / 60
  • 51. Introduction Distributional changes Acclimation Adaptation Overall conclusions Heat shock response Constitutive shsp gene expression before heat shock 23 weeks acclimation 7 weeks acclimation Normalizedexpression High constitutive stress Norway Denmark Brittany Spain [Jueterbock et al., 2014; Mar. Genomics] 37 / 60
  • 52. Introduction Distributional changes Acclimation Adaptation Overall conclusions Heat shock response Constitutive shsp gene expression before heat shock 23 weeks acclimation 7 weeks acclimation Normalizedexpression High constitutive stress Norway Denmark Brittany Spain Heat shock response of shsp gene expression after 24h recovery Foldchange Reduced responsiveness Norway Denmark Brittany Spain [Jueterbock et al., 2014; Mar. Genomics] 37 / 60
  • 53. Introduction Distributional changes Acclimation Adaptation Overall conclusions Conclusions Acclimation .. Migra on . Acclima on . Adapta on .Fucus serratus Local thermal adaptation Areas under highest extinction risk? Brittany and Spain Confirms predicted habitat loss 38 / 60
  • 54. Introduction Distributional changes Acclimation Adaptation Overall conclusions Ribadeo, Spain © Coyer, J.A., 1999 [Jueterbock et al., 2013; Ecol. Evol., Fig. S6] 1999: extensive F. serratus meadows 39 / 60
  • 55. Introduction Distributional changes Acclimation Adaptation Overall conclusions Ribadeo, Spain © Jueterbock, A., 2010 [Jueterbock et al., 2013; Ecol. Evol., Fig. S6] 90% abundance decline in 11 years [Viejo et al., 2011; Ecography] Dwarf forms with reduced reproductive capacity in Spain 39 / 60
  • 56. Introduction Distributional changes Acclimation Adaptation Overall conclusions Threatened refugial populations Ice cover during the Last Glacial Maximum (18-20 kya) 40 / 60
  • 57. Introduction Distributional changes Acclimation Adaptation Overall conclusions Genetically diverse refugia under threat Fucus serratus Glacial refugia identified by mtDNA haplotype diversity [Hoarau et al., 2007; Mol. Ecol.] 41 / 60
  • 58. Introduction Distributional changes Acclimation Adaptation Overall conclusions Genetically diverse refugia under threat Fucus serratus [Hoarau et al., 2007; Mol. Ecol.] 42 / 60
  • 59. Introduction Distributional changes Acclimation Adaptation Overall conclusions Genetically diverse refugia under threat Chondrus crispus Based on mitochondrial SNPs [Provan & Maggs, 2012; Proc. R. Soc. London, Ser. B] 180 km retreat since 1971 from a Portuguese refugium Interglacial distribution Glacial distribution Stable refugium under threat 43 / 60
  • 60. Introduction Distributional changes Acclimation Adaptation Overall conclusions Remaining key question Can ancient refugial populations adapt to climate change or will temperate seaweeds lose their centers of genetic diversity? 44 / 60
  • 61. Introduction Distributional changes Acclimation Adaptation Overall conclusions Adaptation .. Migra on . Acclima on . Adapta on .Fucus serratus Effective population size Ne? Genetic changes (past 10 yrs)? 45 / 60
  • 62. Introduction Distributional changes Acclimation Adaptation Overall conclusions Sampling scheme (50–75 ind./pop) ∼ 2000 ∼ 2010 Spatial(environmental)effects Temporal changes 1 decade of selection 46 / 60
  • 63. Introduction Distributional changes Acclimation Adaptation Overall conclusions Methods and analysis ∼ 2000 ∼ 2010 Spatial(environmental)effects Temporal changes 1 decade of selection Genotyping 31 microsatellite markers (20 EST-linked) Analysis Effective population size (Ne) Allelic richness (α) Temporal outlier loci 47 / 60
  • 64. Introduction Distributional changes Acclimation Adaptation Overall conclusions Methods and analysis ∼ 2000 ∼ 2010 Spatial(environmental)effects Temporal changes 1 decade of selection Genotyping 31 microsatellite markers (20 EST-linked) Analysis Effective population size (Ne) Allelic richness (α) Temporal outlier loci 48 / 60
  • 65. Introduction Distributional changes Acclimation Adaptation Overall conclusions Effective population size Ne Reflecting adaptive capacity ∼ 2000 ∼ 2010 18 63 207 23 Norway Denmark Brittany Spain 32 61 210 26 Estimates excluding outlier loci [Jueterbock, 2013; PhD Thesis] 49 / 60
  • 66. Introduction Distributional changes Acclimation Adaptation Overall conclusions Methods ∼ 2000 ∼ 2010 Spatial(environmental)effects Temporal changes 1 decade of selection Genotyping 31 microsatellite markers (20 EST-linked) Analysis Effective population size (Ne) Allelic richness (α) Temporal outlier loci 50 / 60
  • 67. Introduction Distributional changes Acclimation Adaptation Overall conclusions Changes in allelic richness ∼ 2000 ∼ 2010 3.1 4.6 8.0 4.0 Norway Denmark Brittany Spain 3.3 4.8 7.9 4.6 Significant decline [Jueterbock, 2013; PhD Thesis] 51 / 60
  • 68. Introduction Distributional changes Acclimation Adaptation Overall conclusions Methods ∼ 2000 ∼ 2010 Spatial(environmental)effects Temporal changes 1 decade of selection Genotyping 31 microsatellite markers (20 EST-linked) Analysis Effective population size (Ne) Allelic richness (α) Genetic differentiation (Dest) Temporal outlier loci 52 / 60
  • 69. Introduction Distributional changes Acclimation Adaptation Overall conclusions Temporal outlier loci indicate selective sweeps Before Selection After Selection Selective Sweep based on [Vitti et al., 2012; Trends in Genetics] 53 / 60
  • 70. Introduction Distributional changes Acclimation Adaptation Overall conclusions Outlier loci Temporal outlier loci 0% 6% 23% 13% Norway Denmark Brittany Spain Strongest selection pressure in the South Adaptive to climate change? [Jueterbock, 2013; PhD Thesis] 54 / 60
  • 71. Introduction Distributional changes Acclimation Adaptation Overall conclusions Conclusions Adaptation .. Migra on . Acclima on . Adapta on .Fucus serratus Adaptive responsiveness highest in Brittany and likely insufficient in Spain 55 / 60
  • 72. Introduction Distributional changes Acclimation Adaptation Overall conclusions Fucus in the tree of life distantly related to other taxa The genome of Ectocarpus siliculosus is sequenced but Fucales and Ectocarpales diverged in the Cretaceous (ca. 125 Ma) [Cock et al., 2010; Nature] De novo Fucus vesiculosus genome until 2017, part of IMAGO Marine Genome project (University of Gothenburg, Sweden) 56 / 60
  • 73. Introduction Distributional changes Acclimation Adaptation Overall conclusions Summary .. Migra on . Acclima on . Adapta on .Fucus serratus Highest responsiveness in Brittany Adaptive value re- mains unknown Seaweed meadows: Loss in warm- temperate regions Arctic invasion? Ancient refugia under threat: stress in Brittany Extinction risk in Spain 57 / 60
  • 74. Introduction Distributional changes Acclimation Adaptation Overall conclusions Integrative niche modeling Future distribution Niche modeling Phenotypic plasticity Adaptation Dispersal Biotic interactions Eco- evolutionary responding potential Present-day occurrence Heat shock response Outlier loci Occurrence records Environmental conditions Stable realized niche Niche shift/evolution Mitigation of habitat-loss Increased invasive potential 58 / 60
  • 75. Introduction Distributional changes Acclimation Adaptation Overall conclusions Overall conclusion Seaweeds as model systems to investigate climate change Seaweeds provide an excellent system to investigate climate change impact on North Atlantic rocky shores Intertidal key species Distribution directly limited by temperature tolerance Annotated genome of Fucus sp. needed (IMAGO) Remaining key question: Adaptation or extinction in genetically diverse ancient glacial refugia? 59 / 60
  • 76. Introduction Distributional changes Acclimation Adaptation Overall conclusions 60 / 60
  • 77. References I Balanya, J.; Oller, J.M.; Huey, R.B.; Gilchrist, G.W.; Serra, L. (2006) Global genetic change tracks global climate warming in Drosophila subobscura. Science 313(5794):1173–1175. Berteaux, D.; Reale, D.; McAdam, A.G.; Boutin, S. (2004) Keeping pace with fast climate change: can arctic life count on evolution? Integrative and Comparative Biology 44(2):140–151. Bierne, N. (2010) The distinctive footprints of local hitchhiking in a varied environment and global hitchhiking in a subdivided population Evolution 64(11):3254–3272. Bierne, N.; Welch, J.; Loire E.; Bonhomme, F.; David, P. (2011) The coupling hypothesis: why genome scans may fail to map local adaptation genes Molecular Ecology 20(10):2044–2072. Bierne, N.; Roze, D.; Welch, J. (2013) Pervasive selection or is itâĂę? why are FST outliers sometimes so frequent? Molecular Ecology 22(8):2061–2064. Bradshaw, W. E. and Holzapfel, C. M. (2006) Climate change - Evolutionary response to rapid climate change Science 312(5779):1477–1478. 1 / 11
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  • 79. References III Cock, J.M.; Sterck, L.; Rouzé, P. et al. (2010) The Ectocarpus genome and the independent evolution of multicellularity in brown algae Nature 465(3):617–621. Duarte L.; Viejo R.M.; Martínez B.; deCastro M.; Gómez-Gesteira M.; Gallardo T.(2013) Recent and historical range shifts of two canopy-forming seaweeds in North Spain and the link with trends in sea surface temperature Acta Oecologica 51:1–10. Ehlers, A.; Worm, B. & Reusch, T. B. H. (2008): Importance of genetic diversity in eelgrass Zostera marina for its resilience to global warming. Mar. Ecol. Prog. Ser. 355:1–7. Excoffier, L.; Foll, M.; Petit, R.J. (2009) Genetic Consequences of Range Expansions Annual Review of Ecology, Evolution, and Systematics 40:481–501. Excoffier, L.; Lischer, H.E.L. (2010) Arlequin suite ver 3. 5: a new series of programs to perform population genetics analyses under Linux and Windows Molecular Ecology Resources 10(3):564–567. Fredriksen, S.; Christie, H.; Saethre, B.A. (2005) Species richness in macroalgae and macrofauna assemblages on Fucus serratus L. (Phaeophyceae) and Zostera marina L. (Angiospermae) in Skagerrak, Norway. Marine Biology Research 1(1):2–19. 3 / 11
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  • 84. References VIII Smolina S. (2012) Climate change in the Arctic intertidal: Response of the seaweed Fucus distichus to rising temperature Master Thesis Faculty of Biosciences and Aquaculture, University of Nordland, Norway Smolina I., Coyer J.A., Jueterbock A., Hoarau, G. The fate of arctic Fucus distichus under climate change: an ecological niche modeling approach. Smolina I., Coyer J.A., Kollias S., Jueterbock A., Hoarau, G. Variation in heat stress response in two populations of the seaweed, Fucus distichus, from the arctic and subarctic intertidal: implication for climate change. Phillips, S.J.; Anderson, R.P.; Schapire, R.E. (2006) Maximum entropy modeling of species geographic distributions. Ecological Modelling 190(3-4):231–259. Pounds, J. A.; Bustamante, M.R.; Coloma, L.A.; Consuegra, J.A.; Fogden, M.P.L.; Foster, P.N.; La Marca, E.; Masters, K.L.; Merino-Viteri, A.; Puschendorf, R.; Ron, S.R.; Sanchez-Azofeifa, G.A.; Still, C.J.; Young, B.E. (2006) Widespread amphibian extinctions from epidemic disease driven by global warming Nature 7073:161–167. Provan, J. & Maggs, C. A. (2012): Unique genetic variation at a species’ rear edge is under threat from global climate change. Proc. R. Soc. London, Ser. B 279(1726):39–47. Provan, J.; Beatty, G. E.; Keating, S. L.; Maggs, C. A.; Savidge, G. (2009): High dispersal potential has maintained long-term population stability in the North Atlantic copepod Calanus finmarchicus Proc. R. Soc. London, Ser. B 276(1655):301–307. 8 / 11
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  • 87. References XI Wernberg, T.; Russell, B.D.; Thomsen, M.S.; Gurgel, F.D.; Bradshaw, C.J.A.; Poloczanska, E.S., Connell, S.D. (2011) Seaweed Communities in Retreat from Ocean Warming. Current Biology 21(21):1828–1832. 11 / 11