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Adaption to Climate Change: A Genetic Perspective from a Small Mammal in the Coast Mountains of BC. Philippe Henry & Michael Russello

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Page 1: Adaptation to climage change: a genetic perspective

Adaption to Climate Change: A Genetic Perspective from a Small Mammal in the Coast Mountains of BC.

Philippe Henry & Michael Russello

Page 2: Adaptation to climage change: a genetic perspective

Talk Outline

• Conservation Biology

• Population genetics

• Population genomics

• Application to American pikas

Page 3: Adaptation to climage change: a genetic perspective

Conservation Biology

• C

Intro

• Scientific study of the nature and status of the Earth’s biodiversity

• Aim to preserve ecosystems, species and evolutionary potential (genetics)

• Termed coined in 1978 at UCSD by Michael Soulé and others

Page 4: Adaptation to climage change: a genetic perspective

Conservation Biology

• C

Intro

• Scientific study of the nature and status of the Earth’s biodiversity

• Aim to preserve ecosystems, species and evolutionary potential (genetics)

• Termed coined in 1978 at UCSD by Michael Soulé and others

Page 5: Adaptation to climage change: a genetic perspective

Conservation Biology

• C

Intro

• Scientific study of the nature and status of the Earth’s biodiversity

• Aim to preserve ecosystems, species and evolutionary potential (genetics)

• Termed coined in 1978 at UCSD by Michael Soulé and others

Page 6: Adaptation to climage change: a genetic perspective

Why conservation ?

• C

Intro

• Habitat loss, degradation and fragmentation

• Invasive species

• Overexploitation of natural resources

• Pollution and diseases

• Climate change

Page 7: Adaptation to climage change: a genetic perspective

Why conservation ?

• C

Intro

• Habitat loss, degradation and fragmentation

• Invasive species

• Overexploitation of natural resources

• Pollution and diseases

• Climate change

Page 8: Adaptation to climage change: a genetic perspective

Why conservation ?

• C

Intro

• Habitat loss, degradation and fragmentation

• Invasive species

• Overexploitation of natural resources

• Pollution and diseases

• Climate change

Page 9: Adaptation to climage change: a genetic perspective

Why conservation ?

• C

Intro

• Habitat loss, degradation and fragmentation

• Invasive species

• Overexploitation of natural resources

• Pollution and diseases

• Climate change

Page 10: Adaptation to climage change: a genetic perspective

Why conservation ?

• C

Intro

• Habitat loss, degradation and fragmentation

• Invasive species

• Overexploitation of natural resources

• Pollution and diseases

• Climate change

Page 11: Adaptation to climage change: a genetic perspective

Why conservation ?

• C

Intro

• Sixth mass extinction crisis

- 1 in 4 mammal - 1 in 4 conifer- 1 in 3 amphibian- 1 in 8 birds are threatened

- extinction rates are 1000 times the norm

- at this pace, mass extinction will occur in 200 - 500 years

Page 12: Adaptation to climage change: a genetic perspective

Why conservation ?

• C

Intro

• Sixth mass extinction crisis

- 1 in 4 mammal - 1 in 4 conifer- 1 in 3 amphibian- 1 in 8 birds are threatened

- extinction rates are 1000 times the norm

- at this pace, mass extinction will occur in 200 - 500 years

Page 13: Adaptation to climage change: a genetic perspective

Why conservation ?

• C

Intro

• Sixth mass extinction crisis

- 1 in 4 mammal - 1 in 4 conifer- 1 in 3 amphibian- 1 in 8 birds are threatened

- extinction rates are 1000 times the norm

- at this pace, mass extinction will occur in 200 - 500 years

Page 14: Adaptation to climage change: a genetic perspective

Why conservation ?

• C

Intro

• Sixth mass extinction crisis

- 1 in 4 mammal - 1 in 4 conifer- 1 in 3 amphibian- 1 in 8 birds are threatened

- extinction rates are 1000 times the norm

- at this pace, mass extinction will occur in 200 - 500 years

Page 15: Adaptation to climage change: a genetic perspective

Why conservation ?

• C

Intro

• Sixth mass extinction crisis

- 1 in 4 mammal - 1 in 4 conifer- 1 in 3 amphibian- 1 in 8 birds are threatened

- extinction rates are 1000 times the norm

- at this pace, mass extinction will occur in 200 - 500 years

Page 16: Adaptation to climage change: a genetic perspective

Why conservation ?

• C

Intro

• Sixth mass extinction crisis

- 1 in 4 mammal - 1 in 4 conifer- 1 in 3 amphibian- 1 in 8 birds are threatened

- extinction rates are 1000 times the norm

- at this pace, mass extinction will occur in 200 - 500 years

Page 17: Adaptation to climage change: a genetic perspective

Why conservation ?

• C

Intro

• Sixth mass extinction crisis

- 1 in 4 mammal - 1 in 4 conifer- 1 in 3 amphibian- 1 in 8 birds are threatened

- extinction rates are 1000 times the norm

- at this pace, mass extinction will occur in 200 - 500 years (Barnosky et al 2011, Nature)

Page 18: Adaptation to climage change: a genetic perspective

Why conservation ?

• C

Intro

• Philosophical / Ethical

- Estetics- Biophilia

• Ecosystem services

- Clean water / air- Economical benefits

Page 19: Adaptation to climage change: a genetic perspective

Why conservation ?

• C

Intro

• Philosophical / Ethical

- Estetics- Biophilia

• Ecosystem services

- Clean water / air- Economical benefits

Page 20: Adaptation to climage change: a genetic perspective

Why conservation ?

• C

Intro

• Philosophical / Ethical

- Estetics- Biophilia

• Ecosystem services

- Clean water / air- Economical benefits

Page 21: Adaptation to climage change: a genetic perspective

Why conservation ?

• C

Intro

• Philosophical / Ethical

- Estetics- Biophilia

• Ecosystem services

- Clean water / air- Economical benefits

Page 22: Adaptation to climage change: a genetic perspective

Why conservation ?

• C

Intro

• Philosophical / Ethical

- Estetics- Biophilia

• Ecosystem services

- Clean water / air- Economical benefits

Page 23: Adaptation to climage change: a genetic perspective

Conservation Genetics

• Arose in the 1980’s as a crisis discipline

• With the aim to preserve species evolutionary potential (genetic variation)

• Under the central tenet that small, isolated populations are at risk of genetic erosion

Intro

Page 24: Adaptation to climage change: a genetic perspective

Conservation Genetics

• Arose in the 1980’s as a crisis discipline

• With the aim to preserve species evolutionary potential (genetic variation)

• Under the central tenet that small, isolated populations are at risk of genetic erosion

Intro

Page 25: Adaptation to climage change: a genetic perspective

Conservation Genetics

• Arose in the 1980’s as a crisis discipline

• With the aim to preserve species evolutionary potential (genetic variation)

• Under the central tenet that small, isolated populations are at risk of genetic erosion

Intro

Page 26: Adaptation to climage change: a genetic perspective

Conservation Genetics

• Small population size:

- Dominated by genetic drift and inbreeding

- Genetic drift: random fixation and loss of alleles, whether adaptive or deleterious

- Inbreeding: increasing homozygosity

Intro

Page 27: Adaptation to climage change: a genetic perspective

Conservation Genetics

• Small population size:

- Dominated by genetic drift and inbreeding

- Genetic drift: random fixation and loss of alleles, whether adaptive or deleterious

- Inbreeding: increasing homozygosity

Intro

Page 28: Adaptation to climage change: a genetic perspective

Conservation Genetics

• Small population size:

- Dominated by genetic drift and inbreeding

- Genetic drift: random fixation and loss of alleles, whether adaptive or deleterious

- Inbreeding: increasing homozygosity

Intro

Page 29: Adaptation to climage change: a genetic perspective

Conservation Genetics

• Small population size:

- Dominated by genetic drift and inbreeding

- Genetic drift: random fixation and loss of alleles, whether adaptive or deleterious

- Inbreeding: increasing homozygosity

Intro

Page 30: Adaptation to climage change: a genetic perspective

Conservation Genetics

• Genetic drift and inbreeding:

- Inbreeding depression

- Reduction in individual fitness

- Compromised evolutionary potential

Intro

Page 31: Adaptation to climage change: a genetic perspective

Conservation Genetics

• Genetic drift and inbreeding:

- Inbreeding depression

- Reduction in individual fitness

- Compromised evolutionary potential

Intro

Page 32: Adaptation to climage change: a genetic perspective

Conservation Genetics

• Genetic drift and inbreeding:

- Inbreeding depression

- Reduction in individual fitness

- Compromised evolutionary potential

Intro

Page 33: Adaptation to climage change: a genetic perspective

Conservation Genetics

• Genetic drift and inbreeding:

- Inbreeding depression

- Reduction in individual fitness

- Compromised evolutionary potential

Intro

Page 34: Adaptation to climage change: a genetic perspective

Conservation Genetics

• Genetic variation = evolutionary potential of populations or species

• There are two principal types of genetic variation:- Neutral (reflects demographic patterns)- Adaptive (reflects variation under natural

selection)

Intro

Page 35: Adaptation to climage change: a genetic perspective

Conservation Genetics

• Genetic variation = evolutionary potential of populations or species

• There are two principal types of genetic variation:- Neutral (reflects demographic patterns)- Adaptive (reflects variation under natural

selection)

Intro

Page 36: Adaptation to climage change: a genetic perspective

Conservation Genetics

• Genetic variation = evolutionary potential of populations or species

• There are two principal types of genetic variation:- Neutral (reflects demographic patterns)- Adaptive (reflects variation under natural

selection)

Intro

Page 37: Adaptation to climage change: a genetic perspective

Conservation Genetics

• Genetic variation = evolutionary potential of populations or species

• There are two principal types of genetic variation:- Neutral (reflects demographic patterns)- Adaptive (reflects variation under natural

selection)

Intro

Page 38: Adaptation to climage change: a genetic perspective

• Neutral genetic variation: - population genetic structure - demographic events, (bottlenecks and population

expansions) - migration and gene flow

Valuable information to help prioritize populations for conservation efforts

X. Does not generally inform on long term evolutionary potential of populations

Conservation GeneticsIntro

Page 39: Adaptation to climage change: a genetic perspective

• Neutral genetic variation: - population genetic structure - demographic events, (bottlenecks and population

expansions) - migration and gene flow

Valuable information to help prioritize populations for conservation efforts

X. Does not generally inform on long term evolutionary potential of populations

Conservation GeneticsIntro

Page 40: Adaptation to climage change: a genetic perspective

• Neutral genetic variation: - population genetic structure - demographic events, (bottlenecks and population

expansions) - migration and gene flow

Valuable information to help prioritize populations for conservation efforts

X. Does not generally inform on long term evolutionary potential of populations

Conservation GeneticsIntro

Page 41: Adaptation to climage change: a genetic perspective

• Neutral genetic variation: - population genetic structure - demographic events, (bottlenecks and population

expansions) - migration and gene flow

Valuable information to help prioritize populations for conservation efforts

X. Does not generally inform on long term evolutionary potential of populations

Conservation GeneticsIntro

Page 42: Adaptation to climage change: a genetic perspective

• Neutral genetic variation: - population genetic structure - demographic events, (bottlenecks and population

expansions) - migration and gene flow

Valuable information to help prioritize populations for conservation efforts

X. Does not generally inform on long term evolutionary potential of populations

Conservation GeneticsIntro

Page 43: Adaptation to climage change: a genetic perspective

• Neutral genetic variation: - population genetic structure - demographic events, (bottlenecks and population

expansions) - migration and gene flow

Valuable information to help prioritize populations for conservation efforts

X. Does not generally inform on long term evolutionary potential of populations

Conservation GeneticsIntro

Page 44: Adaptation to climage change: a genetic perspective

Genetics -> GenomicsIntro

Page 45: Adaptation to climage change: a genetic perspective

• Complement conservation genetics with the use of a large number of molecular markers

• Concerned with the characterization of adaptive genetic variation

- shed light on the evolutionary potential of populations

- assist management decisions, especially with regard to adaptation to environmental changes

Conservation GenomicsIntro

Page 46: Adaptation to climage change: a genetic perspective

• Complement conservation genetics with the use of a large number of molecular markers

• Concerned with the characterization of adaptive genetic variation

- shed light on the evolutionary potential of populations

- assist management decisions, especially with regard to adaptation to environmental changes

Conservation GenomicsIntro

Page 47: Adaptation to climage change: a genetic perspective

• Complement conservation genetics with the use of a large number of molecular markers

• Concerned with the characterization of adaptive genetic variation

- shed light on the evolutionary potential of populations

- assist management decisions, especially with regard to adaptation to environmental changes

Conservation GenomicsIntro

Page 48: Adaptation to climage change: a genetic perspective

• Complement conservation genetics with the use of a large number of molecular markers

• Concerned with the characterization of adaptive genetic variation

- shed light on the evolutionary potential of populations

- assist management decisions, especially with regard to adaptation to environmental changes

Conservation GenomicsIntro

Page 49: Adaptation to climage change: a genetic perspective

• Impact of habitat fragmentation or climate change on selectively important variation

• Mechanisms underlying inbreeding depression

• Role of gene-environment interaction

• Gene expression

Conservation GenomicsIntro

Page 50: Adaptation to climage change: a genetic perspective

• Impact of habitat fragmentation or climate change on selectively important variation

• Mechanisms underlying inbreeding depression

• Role of gene-environment interaction

• Gene expression

Conservation GenomicsIntro

Page 51: Adaptation to climage change: a genetic perspective

• Impact of habitat fragmentation or climate change on selectively important variation

• Mechanisms underlying inbreeding depression

• Role of gene-environment interaction

• Gene expression

Conservation GenomicsIntro

Page 52: Adaptation to climage change: a genetic perspective

• Impact of habitat fragmentation or climate change on selectively important variation

• Mechanisms underlying inbreeding depression

• Role of gene-environment interaction

• Gene expression

Conservation GenomicsIntro

Page 53: Adaptation to climage change: a genetic perspective

Climate change and the American pika

• Species sensitive to high ambient temperatures

• Contemporary climate warming may be partly responsible for extirpation of its southern populations

• Good candidate to study the genetic basis of local adaptation since it is distributed along altitudinal gradients in BC

Page 54: Adaptation to climage change: a genetic perspective

Climate change and the American pika

• Species sensitive to high ambient temperatures

• Contemporary climate warming may be partly responsible for extirpation of its southern populations

• Good candidate to study the genetic basis of local adaptation since it is distributed along altitudinal gradients in BC

Page 55: Adaptation to climage change: a genetic perspective

Climate change and the American pika

• Species sensitive to high ambient temperatures

• Contemporary climate warming may be partly responsible for extirpation of its southern populations

• Good candidate to study the genetic basis of local adaptation since it is distributed along altitudinal gradients in BC

Page 56: Adaptation to climage change: a genetic perspective

Study species

Page 57: Adaptation to climage change: a genetic perspective

Study species

Taxonomy

• American Pika: Ochotona princeps

• 5 ssp found throughout western NA

• 2 ssp described in BC

• Taxonomy based on morphology, mitochondrial DNA lineage and call dialects (Hafner & Smith, 2010)

Page 58: Adaptation to climage change: a genetic perspective

Study species

Taxonomy

• American Pika: Ochotona princeps

• 5 ssp found throughout western NA

• 2 ssp described in BC

• Taxonomy based on morphology, mitochondrial DNA lineage and call dialects (Hafner & Smith, 2010)

Page 59: Adaptation to climage change: a genetic perspective

Study species

Taxonomy

• American Pika: Ochotona princeps

• 5 ssp found throughout western NA

• 2 ssp described in BC

• Taxonomy based on morphology, mitochondrial DNA lineage and call dialects (Hafner & Smith, 2010)

Page 60: Adaptation to climage change: a genetic perspective

Study species

Taxonomy

• American Pika: Ochotona princeps

• 5 ssp found throughout western NA

• 2 ssp described in BC

• Taxonomy based on morphology, mitochondrial DNA lineage and call dialects (Hafner & Smith, 2010)

Page 61: Adaptation to climage change: a genetic perspective

Study species

Distribution

Page 62: Adaptation to climage change: a genetic perspective

Study species

Life History

• Habitat specific to Talus slopes

• Do not hibernate and make hay-piles

• Defend individual territories

• 2-3 young successfully weaned per year

• Relatively long-lived (5-7 years)

Page 63: Adaptation to climage change: a genetic perspective

Study species

Life History

• Habitat specific to Talus slopes

• Do not hibernate and make hay-piles

• Defend individual territories

• 2-3 young successfully weaned per year

• Relatively long-lived (5-7 years)

Page 64: Adaptation to climage change: a genetic perspective

Study species

Life History

• Habitat specific to Talus slopes

• Do not hibernate and make hay-piles

• Defend individual territories

• 2-3 young successfully weaned per year

• Relatively long-lived (5-7 years)

Page 65: Adaptation to climage change: a genetic perspective

Study species

Life History

• Habitat specific to Talus slopes

• Do not hibernate and make hay-piles

• Defend individual territories

• 2-3 young successfully weaned per year

• Relatively long-lived (5-7 years)

Page 66: Adaptation to climage change: a genetic perspective

Study species

Life History

• Habitat specific to Talus slopes

• Do not hibernate and make hay-piles

• Defend individual territories

• 2-3 young successfully weaned per year

• Relatively long-lived (5-7 years)

Page 67: Adaptation to climage change: a genetic perspective

Study species

Dispersal

• Young are generally philopatric

• If no territories are available, young will disperse

• Mortality during dispersal is high

• Evidence for gene-flow up to 3km

Page 68: Adaptation to climage change: a genetic perspective

Study species

Dispersal

• Young are generally philopatric

• If no territories are available, young will disperse

• Mortality during dispersal is high

• Evidence for gene-flow up to 3km

Page 69: Adaptation to climage change: a genetic perspective

Study species

Dispersal

• Young are generally philopatric

• If no territories are available, young will disperse

• Mortality during dispersal is high

• Evidence for gene-flow up to 3km

Page 70: Adaptation to climage change: a genetic perspective

Study species

Dispersal

• Young are generally philopatric

• If no territories are available, young will disperse

• Mortality during dispersal is high

• Evidence for gene-flow up to 3km

Page 71: Adaptation to climage change: a genetic perspective

Study species

Susceptibility to climate change

• Widespread distribution during Pleistocene

• Contemporary climate warming may be responsible for the extirpation of one quarter of Pika

populations in the Great Basin USA

• Their distribution has shifted 100m upslope per decade

Page 72: Adaptation to climage change: a genetic perspective

Study species

Susceptibility to climate change

• Widespread distribution during Pleistocene

• Contemporary climate warming may be responsible for the extirpation of one quarter of Pika

populations in the Great Basin USA

• Their distribution has shifted 100m upslope per decade

Page 73: Adaptation to climage change: a genetic perspective

Study species

Susceptibility to climate change

• Widespread distribution during Pleistocene

• Contemporary climate warming may be responsible for the extirpation of one quarter of Pika

populations in the Great Basin USA

• Their distribution has shifted 100m upslope per decade

Page 74: Adaptation to climage change: a genetic perspective

Objectives

• Shed light on population genetic structure and demographic history

• Identify genomic region under selection

Page 75: Adaptation to climage change: a genetic perspective

Objectives

• Shed light on population genetic structure and demographic history

• Identify genomic region under selection

Page 76: Adaptation to climage change: a genetic perspective

Study siteMethods

Page 77: Adaptation to climage change: a genetic perspective

Study site

10 KM

Page 78: Adaptation to climage change: a genetic perspective

The Hill~ 1500 m

~ 800 m

~ 300 m

2 km

Methods

Page 79: Adaptation to climage change: a genetic perspective

Nusatsum~ 1500 m

~ 800 m

2 km

Methods

Page 80: Adaptation to climage change: a genetic perspective

Clayton Falls – M. Gurr~ 1500 m

~ 0 m

2 km

Methods

Page 81: Adaptation to climage change: a genetic perspective

Sampling design

25 m25 m

Methods

Page 82: Adaptation to climage change: a genetic perspective

Sampling design

25 m25 m

- 15 - 30 hair snares set up at each site

- Collected 300 individual hair samples

- 270 high quality DNA samples

Methods

Page 83: Adaptation to climage change: a genetic perspective

Sampling

Page 84: Adaptation to climage change: a genetic perspective

Sampling

Page 85: Adaptation to climage change: a genetic perspective

Sampling

Page 86: Adaptation to climage change: a genetic perspective

Labwork

• DNA extracted from 300 hair samples collected in the summers 2008, 2009 and 2010

• 2 types of genetic markers amplified by PCR: - microsatellites- AFLP

Page 87: Adaptation to climage change: a genetic perspective

Microsatellite genotypingMethods

- Popular marker in population genetics

- Neutral

- Highly variable

Page 88: Adaptation to climage change: a genetic perspective

Microsatellite genotyping

-10 microsatellite loci amplified in our 270 DNA samples

- Resulting in a probability of identity of 0.00029

Methods

Page 89: Adaptation to climage change: a genetic perspective

AFLP genotyping

- Markers distributed throughout the genome (genome scan)

- Anonymous bands

Methods

Page 90: Adaptation to climage change: a genetic perspective

AFLP genotyping

- 20 selective primer pairs

- 1509 bands amplified in our 270 DNA samples

Methods

Page 91: Adaptation to climage change: a genetic perspective

Analyses

• Identify individuals based on multilocus genotypes = DNA fingerprint

• Assessment of population genetic structure

• Calculations of genetic diversity indices

• Estimates of demographic history

Methods

Microsatellites

Page 92: Adaptation to climage change: a genetic perspective

Analyses

• Identification of “outlier” loci (under selection)

• Identification of main driving force through which selection acts

Methods

AFLP

Page 93: Adaptation to climage change: a genetic perspective

Natural History

25 m

- Up to 7 different individuals sampled in the same hair snare

Results

Page 94: Adaptation to climage change: a genetic perspective

Natural History

25 m

- Up to 7 different individuals sampled In the same hair snare

- Neighboring hair snares recovered the same individuals in 4 cases

Results

Page 95: Adaptation to climage change: a genetic perspective

Natural History

25 m

- Up to 4 different individuals sampled in the same hair snare

- Neighboring hair snares recovered the same individuals in 4 cases

- In one case, the same individual was sampled 155m apart

Results

155 m

Page 96: Adaptation to climage change: a genetic perspective

Population StructureResults

Page 97: Adaptation to climage change: a genetic perspective

Population StructureResults

Page 98: Adaptation to climage change: a genetic perspective

Genetic variabilityResults

* * *

Page 99: Adaptation to climage change: a genetic perspective

InbreedingResults

Page 100: Adaptation to climage change: a genetic perspective

Bottleneck

Test High 1+2 Mid Low 1 Low 2

Wilcoxon * * * NS

Mode Shift * NS NS NS

M-ratio NS NS NS NS

Results

No evidence for reduction in population size

Page 101: Adaptation to climage change: a genetic perspective

~ 1500 m

~ 800 m

~ 300 m

2 km

Outliers HillResults

Page 102: Adaptation to climage change: a genetic perspective

~ 1500 m

~ 800 m

~ 300 m

2 km

Outliers HillResults

Page 103: Adaptation to climage change: a genetic perspective

Outliers Nusatsum

~ 1500 m

~ 800 m

2 km

Methods

Page 104: Adaptation to climage change: a genetic perspective

Outliers Nusatsum

~ 1500 m

~ 800 m

2 km

Methods

Page 105: Adaptation to climage change: a genetic perspective

Outliers Clayton – M. Gurr~ 1500 m

~ 0 m

2 km

Methods

Page 106: Adaptation to climage change: a genetic perspective

Outliers Clayton – M. Gurr~ 1500 m

~ 0 m

2 km

Methods

Page 107: Adaptation to climage change: a genetic perspective

Summary OutliersMethods

TTC________E33T37_58_________ACT

TCG________E38T37_289_______ACT

Page 108: Adaptation to climage change: a genetic perspective

Summary OutliersMethods

6.4°C2183mm

2.2°C2863mm

2.4°C2889mm

3.8°C2571mm

4.7°C711mm

2.7°C706mm

0.3°C848mm

Page 109: Adaptation to climage change: a genetic perspective

Next step

• Cloning of outlier AFLP fragments

• BLAST against rabbit genome to identify genomic region under selection

• Next generation transcriptome sequencing

- SNP discovery

Page 110: Adaptation to climage change: a genetic perspective

Next step

• Cloning of outlier AFLP fragments

• BLAST against rabbit genome to identify genomic region under selection

• Next generation transcriptome sequencing

- SNP discovery

Page 111: Adaptation to climage change: a genetic perspective

Next step

• Cloning of outlier AFLP fragments

• BLAST against rabbit genome to identify genomic region under selection

• Next generation transcriptome sequencing

- SNP discovery

Page 112: Adaptation to climage change: a genetic perspective

Overall significance

• Hill and Nusatsum / Clayton- M.Gurr represent two different “populations”

• Lowest genetic variability found at Clayton- M.Gurr -> Priority population

• Different outliers found in the different transects. Need to investigate the effect of environmental variables on genes

Page 113: Adaptation to climage change: a genetic perspective

Overall significance

• Hill and Nusatsum / Clayton- M.Gurr represent two different “populations”

• Lowest genetic variability found at Clayton- M.Gurr -> Priority population

• Different outliers found in the different transects. Need to investigate the effect of environmental variables on genes

Page 114: Adaptation to climage change: a genetic perspective

Overall significance

• Hill and Nusatsum / Clayton- M.Gurr represent two different “populations”

• Lowest genetic variability found at Clayton- M.Gurr -> Priority population

• Different outliers found in the different transects. Need to investigate the effect of environmental variables on genes

Page 115: Adaptation to climage change: a genetic perspective

Acknowledgements

- Russello Lab

- Mary Peacock

- Kurt Galbreath

- Tweedsmuir Provincial Park