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Quantitative Genetics Up until now, we have dealt with characters (actually genotypes) controlled by a single locus, with only two alleles: Discrete Variation
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Quantitative Genetics Up until now, we have dealt with characters (actually genotypes) controlled by a single locus, with only two alleles: Discrete Variation.

Dec 18, 2015

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Page 1: Quantitative Genetics Up until now, we have dealt with characters (actually genotypes) controlled by a single locus, with only two alleles: Discrete Variation.

Quantitative Genetics

• Up until now, we have dealt with characters (actually genotypes) controlled by a single locus, with only two alleles:

Discrete Variation

Page 2: Quantitative Genetics Up until now, we have dealt with characters (actually genotypes) controlled by a single locus, with only two alleles: Discrete Variation.

Many Traits are Polygenic

• continuous and quantitative refer to variation, polygenic refers to the mode of inheritance, ("many genes")

Quantitative Variationor Continuous variation

Page 3: Quantitative Genetics Up until now, we have dealt with characters (actually genotypes) controlled by a single locus, with only two alleles: Discrete Variation.

Studying Quantitative Traits

• It would be impossibly difficult to use the same approach as population genetics to consider inheritance at many many loci, especially if the number of loci is unknown

• We need to look at DISTRIBUTIONS of characters rather than frequencies of alleles

Page 4: Quantitative Genetics Up until now, we have dealt with characters (actually genotypes) controlled by a single locus, with only two alleles: Discrete Variation.

Characterizing a Quantitative Trait#

of i

nd

ivid

ua

ls

Z

Mean (average)

( )2

iz z

N

Σ −=

z=

Variance in Phenotype (VP) (mean squared deviation from mean)

(Phenotype)

Page 5: Quantitative Genetics Up until now, we have dealt with characters (actually genotypes) controlled by a single locus, with only two alleles: Discrete Variation.

What Causes Phenotypic Variation Among Individuals

Z

# o

f in

div

idu

als Genetics?

Environment?

Both?

P G E G x EV V V V= + +

Page 6: Quantitative Genetics Up until now, we have dealt with characters (actually genotypes) controlled by a single locus, with only two alleles: Discrete Variation.

Partitioning Variance

P G E G x EV V V V= + +

Total Phenotypic Variance (VP)

VG VE VG x E

Page 7: Quantitative Genetics Up until now, we have dealt with characters (actually genotypes) controlled by a single locus, with only two alleles: Discrete Variation.

Fig 8.26

Unspecified source population

Page 8: Quantitative Genetics Up until now, we have dealt with characters (actually genotypes) controlled by a single locus, with only two alleles: Discrete Variation.

Partitioning Variance

Total Phenotypic Variance (VP)

VG VE VG x E

VADDVEPI

Genetic Variance can be subdivided:

VADD= phenotypic variation due to the additive effects of alleles

VDOM = phenotypic variation due to dominance effects (when the effect of the allele depends on the identity of the other allele at that locus)

VEPI = phenotypic variation due to epistatic effects (when the effect of the allele depends on the identity of alleles at different loci)

VDOM

Page 9: Quantitative Genetics Up until now, we have dealt with characters (actually genotypes) controlled by a single locus, with only two alleles: Discrete Variation.

Dominance and Epistasis

BbEE

bbEE

BBee

bbee

BBEE

BBEe

BbEe

Bbee

bbEe

Page 10: Quantitative Genetics Up until now, we have dealt with characters (actually genotypes) controlled by a single locus, with only two alleles: Discrete Variation.

Additive Genetic Variation

VADD= phenotypic variation due to the additive effects of alleles

Consider a gene with 2 alleles, A1 and A2:

A1 A1 A1 A2 A2 A2 a d

Additive effects only

10 8 6

W/ dominance 10 10 6

How much does each additional copy of A1 add to phenotype?

Which of these can be passed on to offspring?

Page 11: Quantitative Genetics Up until now, we have dealt with characters (actually genotypes) controlled by a single locus, with only two alleles: Discrete Variation.

Partitioning Variance

Total Phenotypic Variance (VP)

VG VE VG x E

Environmental Variance can be subdivided:

VEN V= phenotypic variation due to random environmental influences

VCOM = phenotypic variation due to common family influences

VMAT = phenotypic variation due to maternal influences

VENV VCOM VMAT

Page 12: Quantitative Genetics Up until now, we have dealt with characters (actually genotypes) controlled by a single locus, with only two alleles: Discrete Variation.

Maternal Environment Effect in Guppy Offspring Size

Food stressed mothers produce larger offspring

0.9

1

1.1

1.2

1.3

1.4

Low High

Maternal Food Level

Offspring Size (mg)

Reznick and Yang 1993

Page 13: Quantitative Genetics Up until now, we have dealt with characters (actually genotypes) controlled by a single locus, with only two alleles: Discrete Variation.

Breaking the Stick of Variation

• By breaking the stick of variation, we can determine how much of the phenotypic variation is due to each component.

• Selection acts on phenotypic variation, but can only cause evolution if the variation is heritable

• Broad-sense heritability: H2 = VG/VP

• Narrow-sense heritability: h2 = VA/VP

Page 14: Quantitative Genetics Up until now, we have dealt with characters (actually genotypes) controlled by a single locus, with only two alleles: Discrete Variation.

Partitioning Variance

Total Phenotypic Variance (VP)

VG VE VG x E

VDOM VEPIVADDVENV VCOM VMAT VG x E

heritability (h2) = the proportion of phenotypic variation that is due to the additive effects of alleles [how much of VP is made up by VADD]

Total Phenotypic Variance (VP)VADD

Page 15: Quantitative Genetics Up until now, we have dealt with characters (actually genotypes) controlled by a single locus, with only two alleles: Discrete Variation.

Why only Additive Genetic Variance?The additive effects of alleles are responsible for the

degree of similarity between parents and offspring

Additive effects

a = the effect of substituting an A1 or A2 allele

Why is there spread around the phenotypic values of 6, 8, and 10 for each genotype?

VE

Dominant A2

  A2A2 A1A2 A1A1 a dADD only 10 8 6 2 0w/ DOM 10 10 6 2 2

Page 16: Quantitative Genetics Up until now, we have dealt with characters (actually genotypes) controlled by a single locus, with only two alleles: Discrete Variation.

Why only Additive Genetic Variance?The additive effects of alleles are responsible for the

degree of similarity between parents and offspring

Additive effects Dominant A2

A1A2 x A1A2

Parents = 8 Parents = 10

Offspring = .25(6)+.5(8)+.25(10) = 8 Offspring = .25(6)+.5(10)+.25(10) = 9

Dominance causes offspring phenotype to deviate from parental phenotype!

Page 17: Quantitative Genetics Up until now, we have dealt with characters (actually genotypes) controlled by a single locus, with only two alleles: Discrete Variation.

So, What is Heritability?Heritability describes the proportion of variation in trait

that can respond to selection

Broad-sense Heritability (H2 = h2B = VG/VP)

– could include dominance and epistatic variation

Narrow-sense Heritability (h2= VA/VP)– proportion of phenotypic variance that is due to

additive genetic causes

Page 18: Quantitative Genetics Up until now, we have dealt with characters (actually genotypes) controlled by a single locus, with only two alleles: Discrete Variation.

Measuring Heritability

Heritability is the slope of the regression between offspring and mid-parent phenotype

Mid-parent phenotypic trait value

Off

sprin

g ph

enot

ypic

tra

it va

lue

Slope = 0.89

h2= 0.89

covariance between parent & offspringvariance of parentsslope =

Can look at other relatives too!

Slope(mom,daughter) = ½ h2

Slope(half-sibs) = ¼ h2

Page 19: Quantitative Genetics Up until now, we have dealt with characters (actually genotypes) controlled by a single locus, with only two alleles: Discrete Variation.

Meaning of Heritability

• Evolution by natural selection can only occur in pops A & B• h2=0 in pop C--> none of the variation is due to VA

• h2 is undefined, there is no variation

Page 20: Quantitative Genetics Up until now, we have dealt with characters (actually genotypes) controlled by a single locus, with only two alleles: Discrete Variation.

Notes about h2

1) Heritability is NOT THE PROBABILITY A TRAIT IS INHERITED OR THE PROBABILITY A TRAIT HAS A GENETIC BASIS

2) Estimates of heritability are specific to the population in which they are measured.

3) heritabilities are statements about variance, not means (e.g., the number of eyes in humans has a 0 heritability, but this doesn't mean that eye number is not under genetic control)

4) high heritability doesn't mean environment doesn't matter or, vice versa, low heritability doesn't mean genes aren't important.

Total Phenotypic Variance (VP)VADD

Total Phenotypic Variance (VP)VADD