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Evolution at Multiple Loci: Quantitative Genetics

Evolution at Multiple Loci: Quantitative Genetics

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Page 1: Evolution at Multiple Loci: Quantitative Genetics

Evolution at Multiple Loci:Quantitative Genetics

Page 2: Evolution at Multiple Loci: Quantitative Genetics

I. Rediscovery of Mendel and Challenges to Natural Selection

• Do traits that exhibit continuous variation have a genetic basis?

• If the only traits which have genetic variation are controlled by one or two loci then natural selection not as important as mutation

• Darwin envisioned evolution to be a continuous process of selection acting on limitless genetic variation, with small changes occurring in any one generation, but large changes occurring over long periods.

Page 3: Evolution at Multiple Loci: Quantitative Genetics

Why the normal distribution: Central Limit Theorem

Page 4: Evolution at Multiple Loci: Quantitative Genetics

Mendelian genetics can explain quantitative traits

Ex. 1: NILSSON-EHLE: Red and White Kernel Color in Wheat (red dominant, white recessive)

Ex. 2:East’s workwith tobacco

Page 5: Evolution at Multiple Loci: Quantitative Genetics
Page 6: Evolution at Multiple Loci: Quantitative Genetics

Quantitative traits are influenced by the environment as well as genotype

Yarrow plant

Page 7: Evolution at Multiple Loci: Quantitative Genetics

1. Fisher’s prediction

Mutation Effect

Pro

bab

ility

of

Fix

atio

n

2. Kimura’s modification

3. Orr’s modification

II. Neo Darwinian SynthesisTheoretical models that support vs. contend the Darwinian model

Page 8: Evolution at Multiple Loci: Quantitative Genetics

Typical results

Corolla Width (mm)

F2

BC

F1

M. micranthus M. guttatus

F1

F2

Fenster & Ritland 1994

Testing the Models:

Page 9: Evolution at Multiple Loci: Quantitative Genetics
Page 10: Evolution at Multiple Loci: Quantitative Genetics
Page 11: Evolution at Multiple Loci: Quantitative Genetics
Page 12: Evolution at Multiple Loci: Quantitative Genetics

No filter

Filtered image—“bumblevision”

Page 13: Evolution at Multiple Loci: Quantitative Genetics

SegregationOf floral typesDemonstrateGenetic basisOf trait Differences

Page 14: Evolution at Multiple Loci: Quantitative Genetics

Convergent evolution??

Page 15: Evolution at Multiple Loci: Quantitative Genetics

Yosemite Sam thinks so

Page 16: Evolution at Multiple Loci: Quantitative Genetics
Page 17: Evolution at Multiple Loci: Quantitative Genetics

in the F2 generation

Page 18: Evolution at Multiple Loci: Quantitative Genetics

MC Qc

ML QL

ML QL

MC Qc

x

MC Qc

ML QL

If the map distance is 5 cm then there is a 95% chance that the marker will be associated with the QTL in the F2:

1- r(MQ)

Page 19: Evolution at Multiple Loci: Quantitative Genetics

MC1 Qc MC2

MC1 Qc MC2

x

If the map distance between markers and QTL are 5 cm then there is a 99.5% chance that one of the markers will be associated with the QTL in the F2:

1-2 r(M1Q)(QM2)

ML1 QL ML2

ML1 QL ML2

MC1 Qc MC2

ML1 QL ML2

xx

Page 20: Evolution at Multiple Loci: Quantitative Genetics
Page 21: Evolution at Multiple Loci: Quantitative Genetics
Page 22: Evolution at Multiple Loci: Quantitative Genetics

1. Fisher’s prediction

Mutation Effect

Pro

bab

ility

of

Fix

atio

n

2. Kimura’s modification

3. Orr’s modification

Theoretical models that support or contend with the Darwinian model

Alleles with a distribution of effect sizes contribute to adaptations

Page 23: Evolution at Multiple Loci: Quantitative Genetics

III. Measuring Selection and Response to Selection on Continuous Traits

Page 24: Evolution at Multiple Loci: Quantitative Genetics

A. Heritability

Page 25: Evolution at Multiple Loci: Quantitative Genetics

Song sparrows

Galapagos finches

Page 26: Evolution at Multiple Loci: Quantitative Genetics

58 60 62 64 66 68 70 72 74

Femal eHt

0

0. 05

0. 1D

e

n

s

i

t

y

90 105 120 135 150 165 180 195 210

Femal eWt

0

0. 005

0. 01

0. 015D

e

n

s

i

t

y

Class Data

Female Wt

Female HT

Page 27: Evolution at Multiple Loci: Quantitative Genetics

100 125 150 175 200 225 250 275

Mal eWt

0

0. 005

0. 01

0. 015D

e

n

s

i

t

y

62. 5 65. 0 67. 5 70. 0 72. 5 75. 0 77. 5

Mal eHt

0

0. 05

0. 1

0. 15

D

e

n

s

i

t

y

Male Wt

Male Ht

Page 28: Evolution at Multiple Loci: Quantitative Genetics

Model Equat i on

Femal eWt = 91. 1457 + 0. 2807 Mot her Wt

100 150 200 250

Mot her Wt

100

150

200

F

e

m

a

l

e

W

t

Heritability of Female Wt

Page 29: Evolution at Multiple Loci: Quantitative Genetics

Model Equat i on

Femal eWt = 75. 0179 + 0. 3094 Fat her Wt

150 200 250 300

Fat her Wt

100

150

200

F

e

m

a

l

e

W

t

Heritability of Female Wt

Page 30: Evolution at Multiple Loci: Quantitative Genetics

Model Equat i on

Femal eWt = 57. 2357 + 0. 4499 Mi dPar ent Wt

150 200 250

Mi dPar ent Wt

100

150

200

F

e

m

a

l

e

W

t

Heritability of Female Wt

Page 31: Evolution at Multiple Loci: Quantitative Genetics

Model Equat i on

Femal eHt = 48. 4108 + 0. 2592 Mot her Ht

55 60 65 70 75

Mot her Ht

60

65

70F

e

m

a

l

e

H

t

Heritability of Female Ht

Page 32: Evolution at Multiple Loci: Quantitative Genetics

Model Equat i on

Femal eHt = 26. 1514 + 0. 5575 Fat her Ht

65 70 75

Fat her Ht

60

65

70F

e

m

a

l

e

H

t

Heritability of Female Ht

Page 33: Evolution at Multiple Loci: Quantitative Genetics

Model Equat i on

Femal eHt = 23. 3220 + 0. 6198 Mi dpar ent Ht

62 64 66 68 70 72

Mi dpar ent Ht

60

65

70F

e

m

a

l

e

H

t

Heritability of Female Ht

Page 34: Evolution at Multiple Loci: Quantitative Genetics

Model Equat i on

Mal eWt = 137. 452 + 0. 1867 Mot her Wt

100 150 200

Mot her Wt

150

200

250

M

a

l

e

W

t

Heritability of Male Wt

Page 35: Evolution at Multiple Loci: Quantitative Genetics

Model Equat i on

Mal eWt = 107. 950 + 0. 2951 Fat her Wt

150 200 250 300

Fat her Wt

150

200

250

M

a

l

e

W

t

Heritability of Male Wt

Page 36: Evolution at Multiple Loci: Quantitative Genetics

Model Equat i on

Mal eWt = 99. 5721 + 0. 3870 Mi dPar ent Wt

150 200 250

Mi dPar ent Wt

150

200

250

M

a

l

e

W

t

Heritability of Male Wt

Page 37: Evolution at Multiple Loci: Quantitative Genetics

Model Equat i on

Mal eHt = 29. 1168 + 0. 6420 Mot her Ht

60 65 70

Mot her Ht

65

70

75

M

a

l

e

H

t

Heritability of Male Ht

Page 38: Evolution at Multiple Loci: Quantitative Genetics

Model Equat i on

Mal eHt = 31. 2457 + 0. 5623 Fat her Ht

65 70 75

Fat her Ht

65

70

75

M

a

l

e

H

t

Heritability of Male Ht

Page 39: Evolution at Multiple Loci: Quantitative Genetics

Model Equat i on

Mal eHt = 14. 7069 + 0. 8275 Mi dpar ent Ht

62 64 66 68 70 72

Mi dpar ent Ht

65

70

75

M

a

l

e

H

t

Heritability of Male Ht

Page 40: Evolution at Multiple Loci: Quantitative Genetics

Conclusions from class data:

Distributions of Wts and Hts are roughly normal

Distribution indicates that Wts and Hts are likely controlledby many loci, = many loci are segregating alleles that contribute to wt and ht differences among individuals

Heritabilities for Ht >> WT 50% >> 30%

Interpretation for other human traits??

Page 41: Evolution at Multiple Loci: Quantitative Genetics

Red

Red

Black

Page 42: Evolution at Multiple Loci: Quantitative Genetics

B. Selection

Functional significance of trait variation

S=

S= t* - t

t

t*

Page 43: Evolution at Multiple Loci: Quantitative Genetics

C. Response to Selection

The “2” term is meaningless, just an historical artifact of the derivation

Page 44: Evolution at Multiple Loci: Quantitative Genetics
Page 45: Evolution at Multiple Loci: Quantitative Genetics
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Page 47: Evolution at Multiple Loci: Quantitative Genetics

The slope of the best-fit line is 0.13

Page 48: Evolution at Multiple Loci: Quantitative Genetics
Page 49: Evolution at Multiple Loci: Quantitative Genetics
Page 50: Evolution at Multiple Loci: Quantitative Genetics
Page 51: Evolution at Multiple Loci: Quantitative Genetics
Page 52: Evolution at Multiple Loci: Quantitative Genetics

Stabilizing selection on a gall-making fly

Page 53: Evolution at Multiple Loci: Quantitative Genetics

Disruptive selection on bill size in the black-bellied seedcracker

Page 54: Evolution at Multiple Loci: Quantitative Genetics

IV. Phenotypic Plasticity

Inducible defenses in Daphnia

Page 55: Evolution at Multiple Loci: Quantitative Genetics

Genetic by Environment Interaction

in yarrow

Page 56: Evolution at Multiple Loci: Quantitative Genetics
Page 57: Evolution at Multiple Loci: Quantitative Genetics

Low Altitude Site (Stanford)

Page 58: Evolution at Multiple Loci: Quantitative Genetics

High Altitude Site, Mather California

Page 59: Evolution at Multiple Loci: Quantitative Genetics

Plasticity can evolve

Page 60: Evolution at Multiple Loci: Quantitative Genetics
Page 61: Evolution at Multiple Loci: Quantitative Genetics

Conclusion

• Continuous traits are common• Continuous traits can be heritable• Continuous traits can respond to

selection• Darwin’s notion of natural selection

acting on continuous variation is consistent with evidence

• Genetic x Environment interactions may be important

• G x E is a trait that can evolve