Evolutionary dynamics and fitness in wild populations

Loeske Kruuk

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . Charles Darwin, Origin of Species 1859

“ No one supposes that all the individuals of the same species are cast in the same actual mould. These individual differences are of the highest importance for us, 2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited. for they are often inherited …and they thus afford materials for natural selection to act on. ”

evolutionary change: genetics and selection

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Results from wild populations – genetic variance and selection – predicting evolutionary dynamics – fitness

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . 2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited. “ Evolutionary biology has the most elaborate and beautiful mathematical theories in all of biology ”

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . ‘Price equation’ (G. Price, 1972) Change = response to selection + change due to other causes e.g.

‘Robertson equation’ (A. Robertson, 1966) response to selection = genetic association between trait and fitness

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited.‘Fundamental theorem of ‘Breeder’s equation’ (J. Lush, 1937) natural selection’ (R.A.Fisher, 1930) response to selection rate of adaptation = = heritability x selection additive genetic variance in fitness

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . Quantitative genetics of wild species

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . Quantitative genetics of wild species

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . Long-term, individual-based studies of wild animal populations

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+ phenotype data → genetic variance and selection

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . Reminder: variance and heritability of a quantitative trait

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited. Variance Heritability = +

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . + phenotype data → genetic variance and selection

‘animal

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modernfarmer.com

(Kruuk et al. 2000, 2004; Milner2018 et© II Joint al. Congress 2000; on Evolutionary R éBiologyale 2018.et All rights al. reserved 1999) - Any reproduction even in part is prohibited. 2018 © 48th European Contact Lens Society Of Ophthalmologists. All rights reserved - Any reproduction even in part is prohibited] .

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . Another reminder: covariance

selection trait 2 fitness trait 1

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trait 1

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . We have many estimates of heritability and selection in the wild

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→ abundant genetic variance and directional selection

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . ‘Price equation’ Change = response to selection + change due to other causes

‘Robertson equation’ response to selection = genetic association between trait and fitness

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited.Fisher’s ‘fundamental theorem ‘Breeder’s equation’ of natural selection’ (1930) response to selection rate of adaptation = = heritability x selection genetic variance in fitness

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . ‘Price equation’ Change = response to selection + change due to other causes

‘Robertson equation’ response to selection = genetic association between trait and fitness

…doesn’t work in the wild:

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproductionMerilä even in part is prohibited., Sheldon & Kruuk, Genetica 2001 ‘Breeder’s equation’ response to selection = heritability x selection

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . ‘Price equation’ Change = response to selection + change due to other causes

‘Robertson equation’ response to selection = genetic association between trait and fitness

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited. ‘Breeder’s equation’ response to selection = heritability x selection

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . ‘Price equation’ Change = response to selection + change due to other causes

‘Robertson equation’ response to selection = genetic covariance between trait and fitness

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited.Why doesn’t it work? Test this! ‘Breeder’s equation’ Morrissey, Kruuk & Wilson, response to selection J. Evolutionary Biology 2010 = heritability x selection

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . Does a trait cause variation in fitness?

Yes No something else

trait fitness trait fitness

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Evolutionary Yes No response?

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G. Dabb

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . Superb fairy-wrens (Malurus cyaneus)

Andrew Cockburn

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30 years (1988 –), 9683 individuals, 2401 breeding events, 15 generations

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . Superb fairy-wrens (Malurus cyaneus)

G. Dabb

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John Gould 2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited. 2018 © 48th European Contact Lens Society Of Ophthalmologists. All rights reserved - Any reproduction even in part is prohibited] .

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . How big is a fairy-wren nestling?

Average Time of year Nestling’s age mass = 7g

Number of helpers Mother’s age

Inbreeding depression Sex 2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited.

Brood size heritability = 19% (13-25%, 95% CI) Weather

(Kruuk et al. Global Change Biology 2015;2018 © II Joint Hajduk Congress on Evolutionaryet al.Biology Evolution 2018. All rights reserved - 2018)Any reproduction even in part is prohibited. 2018 © 48th European Contact Lens Society Of Ophthalmologists. All rights reserved - Any reproduction even in part is prohibited] .

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . Selection on nestling size

Females Males

0,4 0,35 0,3 0,25 0,2 0,15 0,1 0,05

Early SurvivalEarly 0 [4,6] (6,6.7] (6.7,7.1] (7.1,7.6] (7.6,8.1] (8.1,10.7] Gabi Hajduk Mass (g) 2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited. Heavier nestlings have higher survival: CovP = 0.06 (0.04 - 0.09 95% CI)

→ genetic variance and directional selection

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . There is also genetic variance for early survival BUT no genetic covariance: -0.02 (-0.09 - 0.05, 95% CI)

Survival~size associations are driven by timing :

Gabi Hajduk

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited. Early survival Early Mean chick mass (g) chick Mean

Time in season (fortnight) Time in season (fortnight)

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . Does a trait cause variation in fitness?

No No trend in mean size Something else

trait fitness Mean mass (g)

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited. Year Evolutionary response? No

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . Males vary in the date of moult into breeding plumage.

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited. G. Dabb

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . Sexual selection on plumage phenology

heritability 23% (18 – 28%, 95% CI)

G. Dabb

The early bird gets the girls:

→ 2018 © II Jointannual Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited. genetic variance and breeding directional selection success

date of moult (log scale) 2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited. 2018 © 48th European Contact Lens Society Of Ophthalmologists. All rights reserved - Any reproduction even in part is prohibited] .

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . Routes to breeding success for a male fairy-wren

extra-pair within-pair

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . Routes to breeding success for a male fairy-wren

extra-pair within-pair

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited. No genetic covariance of WPS There is genetic with plumage: covariance of EPS +0.03 (-0.03, 0.04) with plumage: +0.11 (0.05-0.17) 2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited. 2018 © 48th European Contact Lens Society Of Ophthalmologists. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . What about total breeding success?

extra-pair breeding success total adult within-pair breeding breeding success success

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited. Genetic covariance of longevity total breeding success and plumage: +0.01 (-0.05 - 0.06) 2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited. 2018 © 48th European Contact Lens Society Of Ophthalmologists. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . Dynamics of plumage and male breeding success

genetic variance for extra-pair success, and genetic covariance with plumage phenology

but extra-pair success isn’t everything!

no genetic covariance with total breeding success

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…and no change over time in plumage phenology: Mean (SE), days Mean (SE),

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . The theory of evolutionary dynamics

Results from wild populations – genetic variance and selection – predicting evolutionary dynamics – fitness

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . ‘Price equation’ (G. Price, 1972) Change = response to selection + change due to other causes

‘Robertson equation’, secondary theorem (A. Robertson, 1966) response to selection = genetic association between trait and fitness

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited. ‘Fundamental theorem of ‘Breeder’s equation’ (J. Lush, 1937) natural selection’ (R.A.Fisher, 1930) response to selection rate of adaptation = = heritability x selection additive genetic variance in fitness

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . Fisher’s “fundamental theorem of natural selection” (1930/1941/1958)

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited. Change in mean fitness = additive genetic variance in fitness But this is very difficult to estimate ! (Hendry et al. AREES 2018 in press) 2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited. 2018 © 48th European Contact Lens Society Of Ophthalmologists. All rights reserved - Any reproduction even in part is prohibited] .

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . Survey of heritability of fitness

Canada UK Netherlands Switzerland

M. Festa-Bianchet A. Ozgul J. Visser T. Bonnet France

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S. Morris

H. Kruuk G. Dabb Ten data-sets, ~350 years’ pedigree data S. Losdat

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . Marco Festa-Bianchet Jane Reid Dave Coltman Lukas Keller Fanie Pelletier Matthew Wolak Peter Arcese Michael Morrissey Anne Charmantier Timothée Dan Nussey Céline Teplitsky Bonnet Chris de Franceschi Josephine Pemberton Loeske Kruuk Tim Clutton-Brock Simon Evans

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reservedErik - Any reproductionPostma even in part is prohibited. Timothée Bonnet Marcel Visser Michael Glauco Camenisch Morrissey Andrew McAdam Andrew Cockburn Stan Boutin Loeske Kruuk

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . How do we measure “fitness”?

How many babies did an individual have across its entire lifetime? - for every individual

“Lifetime Breeding Success” 2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited.

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited. 2018 © 48th European Contact Lens Society Of Ophthalmologists. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . Distribution of Lifetime Breeding Success Bighorn sheep Song sparrow

Soay sheep Blue tit

Red Great tit deer (UK)

Snow Great tit vole2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited. (NL)

Red Superb squirrel fairy-wren

Lifetime Breeding Success Lifetime Breeding Success 2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited. 2018 © 48th European Contact Lens Society Of Ophthalmologists. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . Analyses of Lifetime Breeding Success

Distributions like this are challenging : combine additional 0’s with (overdispersed) Poisson process → “zero-inflated Poisson”

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Model: additive genetic variance, maternal effects and cohort effects

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . early Ten models of lifetime breeding success results

Bighorn sheep Song sparrow Heritability Soay sheep Maternal Blue tit Cohort

Red deer Great tit (UK)

Snow vole Great tit (NL) 2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited.

Superb Red squirrel fairy-wren

Proportion of variance (on data scale, with 95% CI) 2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited. 2018 © 48th European Contact Lens Society Of Ophthalmologists. All rights reserved - Any reproduction even in part is prohibited] .

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . Ten estimates of the heritability of fitness

Heritability of fitness: 0.01 - 7.5%, median 2.5% Additive genetic variance for relative fitness: 0.004 – 0.61, median 0.056

2018 © II Joint CongressMore on Evolutionary Biology details 2018. All rights reserved in Tim- Any reproduction Bonnet’s even in part is prohibited. poster! How much are wild vertebrate populations evolving right now? Symposium 64, poster P-0260, this evening

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . Evolutionary dynamics will The theory of evolutionary dynamics be shaped by quantitative genetic parameters Results from wild populations – genetic variance and selection Heritability and selection – predicting evolutionary dynamics alone may not generate – fitness an evolutionary response

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited. There is additive genetic variance for fitness in the wild

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . Where next?

1. More taxa!

2. Wild genomics

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited. 3. Genotype x Environment interactions

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . Long-term studies are invaluable resources

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IPCC

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited. 2018 © 48th European Contact Lens Society Of Ophthalmologists. All rights reserved - Any reproduction even in part is prohibited] .

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2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] .

2018 © II Joint Congress on Evolutionary Biology 2018. All rights reserved - Any reproduction even in part is prohibited] . Thank you to many people, especially….

Andrew Cockburn Adam Hayward Ben Sheldon Arild Husby Helen Osmond Jarrod Hadfield Juha Merilä Matt Robinson Gabi Hajduk Alison Morris Anne Charmantier Jon Slate Timothée Bonnet Sean Morris Dany Garant Mick Crawley Michael Morrissey Jill Pilkington Alastair Wilson Steve Albon Josephine Pemberton Michael Jennions Dan Nussey Sue Brotherstone Tim Clutton-Brock Megan Head Tim Coulson Jeff Lane Regina Vega-Trejo Kathi Foerster Patrick Meir Bill Hill Janet Gardner Michelle Clements My family and Craig Walling Marco Festa-Bianchet Hannah Froy other animals Katie Stopher2018 © II Joint Congress on Evolutionary BiologyWendy 2018. All rights King reserved - Any reproduction even in part is prohibited.Ian Stevenson

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