Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie...

35
Aurélie COHAS Christophe BONENFANT Dominique ALLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre 1918 69622 Villeurbanne France EFFECTS OF SUMMER ENVIRONMENTAL FLUCTUATIONS ON SURVIVAL OF ALPINE MARMOT

Transcript of Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie...

Page 1: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

Aurélie COHAS

Christophe BONENFANT

Dominique ALLAINE

Laboratoire Biométrie et Biologie évolutiveUniversité Claude Bernard Lyon 1

43 Bd du 11 novembre 1918 69622 Villeurbanne France

EFFECTS OF SUMMER ENVIRONMENTAL FLUCTUATIONS

ON SURVIVAL OF ALPINE MARMOT

Page 2: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

Climate effects on demography

Climate change => how climate acts on demography = necessity to assess the trajectory of species

Environmental conditions affect individuals’ performance through:

- direct effects

- indirect effects via primary productivity

=> Assess impact of summer climate on marmots survival, using long-term data on individually identified marmots

Page 3: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

Field site

40 ha of alpine meadow located in the Grande Sassière national reserve(French Alps, 2340 m above see level)

Page 4: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

Field protocol

From 1990 to 2007: 20 families studied 798 marked individuals 1621 encounters

For each family: numberagesex social status

of individuals known

Page 5: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

Environmental variables

- Climate

- 2 local variables:

Summer temperature (STemp)

Page 6: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

-10

-5

0

5

10

2 4 6 8 10 12

Tem

pera

ture

Month

-10

-5

0

5

10

2 4 6 8 10 12

Tem

pera

ture

Month

Climatic variables: Local variables

- Temperature

=> Summer temperature (STemp)

May October

5

6

7

8

9

10

1990 1995 2000 2005

Sum

mer

mea

n te

mpe

ratu

re C

°

Year

-10

-5

0

5

10

2 4 6 8 10 12

Tem

pera

ture

Month

Page 7: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

Environmental variables

- Climate

- 2 local variables:

Summer temperature (STemp)

Summer rainfall (SRain)

Page 8: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

0

50

100

150

200

0

50

100

150

200

2 4 6 8 10 12

Cum

ulat

ive

rain

fall

mm

Month

0

50

100

150

200

0

50

100

150

200

2 4 6 8 10 12

Cum

ulat

ive

rain

fall

mm

Month

0

50

100

150

200

0

50

100

150

200

2 4 6 8 10 12

Cum

ulat

ive

rain

fall

mm

Month

0

50

100

150

200

0

50

100

150

200

2 4 6 8 10 12

Cum

ulat

ive

rain

fall

mm

Month

300

400

500

600

700

800

900

1990 1995 2000 2005

Sum

mer

cum

ulat

ive

prec

ipita

tion

mm

Year

Climatic variables: Local variables

- Rainfall

=> Summer rainfall (SRain)

May October

Page 9: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

Environmental variables

- Climate

- 2 local variables:

Summer temperature (STemp)

Summer rainfall (SRain)

- Vegetation

Vegetation availability in spring (sNDVI)

Page 10: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

Vegetation index

Normalized Difference Vegetation Index (NDVI)

difference from the visible and near-infrared light reflected by vegetation

Abundant vegetation

absorbs visible lightreflects near-infrared light

=> HIGH NDVI

Sparse vegetation

reflects visible lightabsorbs near-infrared light

=> LOW NDVI

near infraredvisible

50% 8%

near infraredvisible

40% 30%

72.008.050.0

08.050.0

14.030.040.0

30.040.0

Page 11: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

0.00

0.05

0.10

0.15

0.20

0.25

0.30

1 2 3 4 5 6 7 8 9 10 12

ND

VI

Month

0.00

0.05

0.10

0.15

0.20

0.25

0.30

1 2 3 4 5 6 7 8 9 10 12

ND

VI

Month

0.00

0.05

0.10

0.15

0.20

0.25

0.30

1 2 3 4 5 6 7 8 9 10 12

ND

VI

Month

0.00

0.05

0.10

0.15

0.20

1990 1995 2000 2005

ND

VI

in s

prin

g

Year

Vegetation index

- Normalized Difference Vegetation Index (NDVI)

=> vegetation availability in spring (sNDVI)

15th of April

Page 12: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

PredictionsPredictions

Prediction 1Positive effect of proxys of primary productivity on survival

higher temperature => less vegetation => lower survivalmore rain => more vegetation => higher survivalearly vegetation availability => higher survival

BUT possible thermoregulation cost in marmotsmore rain => low survival

Prediction 2Higher environmental effects for young than for adults

Prediction 3 Presence of helpers buffers environmental effects on juvenile survival

Page 13: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

Estimating survival

Page 14: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

Model and Explanatory variables

Capture Survival Transition from subordinate to

dominant status

agesex

agesex

Agesex

periodsocial status

yearsocial status

presence of helpers at birth

year

Capture history: 1001101220 => capture probability not 1

=> Multistate capture-recapture model to take into account capture probability and social status

Page 15: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

Survival

0.0

0.2

0.4

0.6

0.8

1.0

Juv. Yearl. Two > 2

Ann

ual s

urvi

val

Age class

Average survival

Age effect

=> survival increase with age

Apparent survival

Page 16: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

Survival

0.0

0.2

0.4

0.6

0.8

1.0

Juv. Yearl. Two > 2

Ann

ual s

urvi

val

Age class

Average survival

Social status effect

=> dominant show higher survival than subordinates due to dispersal effect

Dominant

Subordinate

Page 17: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

Survival

Helpers effect

=> Juveniles show higher survival in presence of helpers

0.0

0.2

0.4

0.6

0.8

1.0

Juv. Yearl. Two > 2

Ann

ual s

urvi

val

Age class

Average survival

Helpers

No helpers

Page 18: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

Survival

Marked temporal variation0.3

0.4

0.5

0.6

0.7

0.8

0.9

1.0

1990 1995 2000 2005

Juveniles

Ann

ual s

urvi

val

Year

with helperswithout helpers

Page 19: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

Effects of summer environmental fluctuations on survival

Page 20: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

De-trend of the environmental variables

Environmental variables show tendency

=> Necessity to de-trend variables = use of residuals of linear regression between variable and year

Example of de-trending with STemp

Increasing trend

5

6

7

8

9

10

1990 1995 2000 2005

Sum

mer

mea

n te

mpe

ratu

re C

°

Year

-2

-1

0

1

2

1990 1995 2000 2005DE

-TR

EN

DE

D s

umm

er m

ean

tem

pera

ture

Year

Page 21: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

Correlation coefficient between de-trended variables

No significant correlation

De-trend of the environmental variables

Environmental variables show tendency

=> Necessity to de-trend variables = use of residuals of linear regression between variable and year

SRain sNDVI

STemp -0.24 -0.20

SRain 0.25

Page 22: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

Effects of the environmental variables

For each age class separately,

Test whether fluctuations of each environmental variable correlates with survival variations

Page 23: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

Juveniles

-0.4

-0.2

0.0

0.2

0.4

0.6

-2 -1 0 1

Res

idua

l ann

ual s

urvi

val

sNDVI

Juvenile marmots with helpers

=> Positive effect of availability of vegetation in spring on juvenile survival

=> Positive effect more important in absence of helpers (with: 0.06±0.16, without: 0.74±0.23, p=0.02)

-0.4

-0.2

0.0

0.2

0.4

0.6

-2 -1 0 1R

esid

ual a

nnua

l sur

viva

l

sNDVI

Juvenile marmots without helpers

Page 24: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

Juveniles

=> Negative effect of summer precipitation on juvenile survival(-0.23±0.11, p=0.06)

26.4% of deviance explained by environmental variables

0.0

0.2

0.4

0.6

0.8

1.0

-2 -1 0 1 2

Ann

ual s

urvi

val

SRain

Juvenile marmots

Page 25: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

Yearlings

No effect of any of the summer environmental variables

Two year olds and subordinate adults

No effect of any of the summer environmental variables

Page 26: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

33.8% of deviance explained by environmental variables

-0.4

-0.2

0.0

0.2

0.4

-2 -1 0 1 2

Res

idua

l ann

ual s

urvi

val

SRain

Dominant marmots

0.0

0.2

0.4

0.6

0.8

1.0

-2 -1 0 1 2

Ann

ual s

urvi

val

STemp

Dominant marmots

=> Negative effect of summer temperature on dominant marmots survival (-0.33±0.17, p=0.02)

=> Positive effect of summer rainon dominant marmots survival(0.40±0.21, p=0.06)

Dominant adults

Page 27: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

Back to predictionsBack to predictions

Prediction 1 PARTIALLY SUPPORTED

Positive effect of proxys of primary productivity on survivalhigher temperature => less vegetation => lower survival in

dominantsmore rain => more vegetation => higher survival in

dominantsearly vegetation availability => higher survival in juveniles

BUT possible thermoregulation cost in marmotsmore rain => low survival in juveniles

Page 28: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

PARTIALLY SUPPORTED

Climate = > Food availability

Food availability seems a limiting factor

for dominant adults through food availability during summer

for juveniles through food availability early in spring=> mother condition + match plant phenology / emergence

BUT for juveniles evidence of direct costheavy rain => thermoregulation costs => behavioral

thermoregulation => no access to food => lower survival

Prediction 1Prediction 1Positive effects of proxys of primary productivity on survival

Page 29: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

Back to predictionsBack to predictions

Prediction 1 PARTIALLY SUPPORTED

Positive effect of proxys of primary productivity on survivalhigher temperature => less vegetation => lower survival in

dominantsmore rain => more vegetation => higher survival in

dominantsearly vegetation availability => higher survival in juveniles

BUT possible thermoregulation cost in marmotsmore rain => low survival in juveniles

Prediction 2 PARTIALLY SUPPORTED

Higher environmental effects for young than for adults

Page 30: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

PATIALLY SUPPORTED

Juveniles SENSIBLE to environmental fluctuationsYearlings NOT SENSIBLE to environmental fluctuationsTwo year olds NOT SENSIBLE to environmental fluctuationsSubordinate adults NOT SENSIBLE to environmental fluctuations

=> Theory for long lived species: sensibility to environmental fluctuations decreases with age

BUT dominant adults SENSIBLE to environmental fluctuations

=> Possible cost of dominance and reproduction

Prediction 2Prediction 2Higher environmental effects for young than for adults

Page 31: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

Back to predictionsBack to predictions

Prediction 1 PARTIALLY SUPPORTED

Positive effect of proxys of primary productivity on survivalhigher temperature => less vegetation => lower survival in

dominantsmore rain => more vegetation => higher survival in

dominantsearly vegetation availability => higher survival in juveniles

BUT possible thermoregulation cost in marmotsmore rain => low survival in juveniles

Prediction 2 PARTIALLY SUPPORTED

Higher environmental effects for young than for adults

Prediction 3 SUPPORTED

Presence of helpers buffers environmental effects on juvenile survival

Page 32: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

Prediction 3 Prediction 3 Presence of helpers buffers environmental effects on juvenile survival

SUPPORTED

Juveniles

with helpers LOW SENSIBILITY to environmental fluctuations

without helpers HIGH SENSIBILITY to environmental fluctuations

=> Weight at entry in hibernation is driven by food availability but being fat is more critical for juveniles without helpers than for juveniles with helpers

Page 33: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

Age specific and complex effects of environment on survival

- climate impacts survival via primary productivity

- but effects modulated by social factors

=>Next step:

- taking into account winter conditions

- quantifying impact of these effects on marmot population growth rate

Conclusions

Page 34: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

to all students involved in marmots trapping and observations

AcknowledgementsAcknowledgements

to the authorities of the Vanoise National Park

Page 35: Aurélie C OHAS Christophe B ONENFANT Dominique A LLAINE Laboratoire Biométrie et Biologie évolutive Université Claude Bernard Lyon 1 43 Bd du 11 novembre.

Many thanks for your attention