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Office hours 3-4pm Wednesdays 304A Stanley Hall

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Office hours 3-4pm Wednesdays 304A Stanley Hall. Simulation/theory. Expect 0.09 of a locus to reach LOD=3 by chance. Not 1-locus dominant, or 1-locus incomplete dominance, or…. (F2’s). Doesn’t look like this…. C3H parent. SWR parent. Quantitative trait linkage test. - PowerPoint PPT Presentation

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Page 1: Office hours 3-4pm Wednesdays 304A Stanley Hall

Office hours3-4pm Wednesdays304A Stanley Hall

Page 2: Office hours 3-4pm Wednesdays 304A Stanley Hall

Simulation/theory

Expect 0.09 of a locus to reach LOD=3 by chance.

Page 3: Office hours 3-4pm Wednesdays 304A Stanley Hall

Not 1-locus dominant, or 1-locus incomplete dominance, or…

QuickTime™ and aTIFF (Uncompressed) decompressor

are needed to see this picture.

SWR parentC3H parent

(F2’s)

Doesn’t look like this…

Page 4: Office hours 3-4pm Wednesdays 304A Stanley Hall

Quantitative trait linkage test

QuickTime™ and aTIFF (Uncompressed) decompressor

are needed to see this picture.

(F2’s)

Not counting recombinants.Statistical test for goodness of fit.

Page 5: Office hours 3-4pm Wednesdays 304A Stanley Hall

>1 locus controlling trait

QuickTime™ and aTIFF (Uncompressed) decompressor

are needed to see this picture.

(One mouse family)

Just reporting significance of goodness of fit.QuickTime™ and a

TIFF (Uncompressed) decompressorare needed to see this picture.

Page 6: Office hours 3-4pm Wednesdays 304A Stanley Hall

What if…

C3Hparent

F2’s, C/C atmarker

F2’s, C/S atmarker

F2’s, S/S at

marker

SWRparent

Magnitude of spread within group has not changed.Locus effect is weaker.

Page 7: Office hours 3-4pm Wednesdays 304A Stanley Hall

Correct interpretation:

C3Hparent

F2’s, C/C atmarker

F2’s, C/S atmarker

F2’s, S/S at

marker

SWRparent

Difference between S and C at this locus has a causal role in blood pressure variation, but effect is modest.

Page 8: Office hours 3-4pm Wednesdays 304A Stanley Hall

Correct interpretation:

C3Hparent

F2’s, C/C atmarker

F2’s, C/S atmarker

F2’s, S/S at

marker

SWRparent

Difference between S and C at this locus has a causal role in blood pressure variation, but effect is modest.

“Effect of having an S allele”

Page 9: Office hours 3-4pm Wednesdays 304A Stanley Hall

Correct interpretation:

C3Hparent

F2’s, C/C atmarker

F2’s, C/S atmarker

F2’s, S/S at

marker

SWRparent

Most loci underlying human disease look like this.

“Effect of having an S allele”

Page 10: Office hours 3-4pm Wednesdays 304A Stanley Hall

Complex traits(one family, mouse model)

Page 11: Office hours 3-4pm Wednesdays 304A Stanley Hall

Complex traits(one family, mouse model)

Just reporting significance of goodness of fit.QuickTime™ and a

TIFF (Uncompressed) decompressorare needed to see this picture.

Page 12: Office hours 3-4pm Wednesdays 304A Stanley Hall

Complex traitsGenetic differences at both loci affect the trait

(one family, mouse model)

Page 13: Office hours 3-4pm Wednesdays 304A Stanley Hall

Complex traitsEach locus responsible for half?

(one family, mouse model)

Page 14: Office hours 3-4pm Wednesdays 304A Stanley Hall

Complex traitsEach locus responsible for half? Depends on the model.

(one family, mouse model)

Page 15: Office hours 3-4pm Wednesdays 304A Stanley Hall

Complex traits(one family, mouse model)

Page 16: Office hours 3-4pm Wednesdays 304A Stanley Hall

Complex traits(one family, mouse model)

Each locus responsible for a third?

Page 17: Office hours 3-4pm Wednesdays 304A Stanley Hall

Complex traits

If 5 loci, each responsible for a fifth? 10 loci? …

The more loci, the smaller the effects and the harder to detect.

Page 18: Office hours 3-4pm Wednesdays 304A Stanley Hall

Complex traits

Genetic complexity is the rule; simple 1- or 2-locus models are the exception

One common result of a linkage study is no significant linkage anywhere.

Page 19: Office hours 3-4pm Wednesdays 304A Stanley Hall

We haven’t talked about humans lately…

With model organisms, can always study a single cross/family with lots of progeny, so better statistical power to detect weak loci.

And less chance of locus heterogeneity.

Page 20: Office hours 3-4pm Wednesdays 304A Stanley Hall

Distributions

x

N

= mean

Page 21: Office hours 3-4pm Wednesdays 304A Stanley Hall

Distributions

Page 22: Office hours 3-4pm Wednesdays 304A Stanley Hall

Genetically identical

Genetically different

Heritability in exptal organisms

Page 23: Office hours 3-4pm Wednesdays 304A Stanley Hall

Genetically identical

Genetically different

Which population has the bigger variance?A. RedB. Green

Heritability in exptal organisms

Page 24: Office hours 3-4pm Wednesdays 304A Stanley Hall

Genetically identical

Genetically different

Why is the green curve taller?A. There are more mice in the green populationB. More mice in the green population have high blood pressureC. Fewer differences between mice in the green populationD. Less environmental error/noise in the green population

Heritability in exptal organisms

Page 25: Office hours 3-4pm Wednesdays 304A Stanley Hall

Genetically identical

Genetically different

Why is the green curve taller?A. There are more mice in the green populationB. More mice in the green population have high blood pressureC. Fewer differences between mice in the green populationD. Less environmental error/noise in the green population

(each curve adds to 100%)

Heritability in exptal organisms

Page 26: Office hours 3-4pm Wednesdays 304A Stanley Hall

Green = genetically identical, red = genetically different

Trait 1 Trait 2

Heritability in exptal organisms

(blood pressure) (blood cholesterol)

Page 27: Office hours 3-4pm Wednesdays 304A Stanley Hall

Green = genetically identical, red = genetically different

Trait 1 Trait 2

Which trait is more likely to be controlled by polymorphisms between the mice in the red population?

A. Trait 1B. Trait 2

Heritability in exptal organisms

Page 28: Office hours 3-4pm Wednesdays 304A Stanley Hall

Heritability in exptal organisms

Genetic variance = total var - “environmental var”

e

t

g = t

- e

Page 29: Office hours 3-4pm Wednesdays 304A Stanley Hall

Heritability in exptal organisms

Genetic variance = total var - “environmental var”

“How much of the trait difference between genetically different individuals is due to polymorphisms?”

e

t

g = t

- e

Page 30: Office hours 3-4pm Wednesdays 304A Stanley Hall

Heritability in exptal organisms

Genetic variance = total var - “environmental var”

Heritability H2 =

e

t

g = t

- e

g/t

Page 31: Office hours 3-4pm Wednesdays 304A Stanley Hall

Green = genetically identical, red = genetically different

Trait 1 Trait 2

Which trait has a higher heritability?A. Trait 1B. Trait 2

Heritability in exptal organisms

Page 32: Office hours 3-4pm Wednesdays 304A Stanley Hall

Fig. 21.13

Page 33: Office hours 3-4pm Wednesdays 304A Stanley Hall

???

What is (the square of) this quantity?A. Environmental varianceB. Total varianceC. Genetic varianceD. Population variance

Page 34: Office hours 3-4pm Wednesdays 304A Stanley Hall

Why h2?

“Are DNA differences controlling my trait?”

Otherwise, why bother with genetic mapping?

Page 35: Office hours 3-4pm Wednesdays 304A Stanley Hall

Heritability in humans: MZ twins

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Mean over all = z

Page 36: Office hours 3-4pm Wednesdays 304A Stanley Hall

Heritability in humans: MZ twins

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Mean each pair = zi

Page 37: Office hours 3-4pm Wednesdays 304A Stanley Hall

Heritability in humans: MZ twins

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Each individual = zij

Mean each pair = zi

Page 38: Office hours 3-4pm Wednesdays 304A Stanley Hall

Heritability in humans: MZ twins

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Each individual = zij

Mean each pair = zi

Total mean sq = (zij - z)2

T

Page 39: Office hours 3-4pm Wednesdays 304A Stanley Hall

Heritability in humans: MZ twins

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Each individual = zij

Mean each pair = zi

Total mean sq = (zij - z)2

T

Within pairs mean sq = (zij - zi)2

N

Page 40: Office hours 3-4pm Wednesdays 304A Stanley Hall

Heritability in humans: MZ twins

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Each individual = zij

Mean each pair = zi

“Environment” alone

Total mean sq = (zij - z)2

T

Within pairs mean sq = (zij - zi)2

N

Page 41: Office hours 3-4pm Wednesdays 304A Stanley Hall

Heritability in humans: MZ twins

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Each individual = zij

Mean each pair = zi

Between pairs mean sq = (zi - z)2

N-1

Total mean sq = (zij - z)2

T

Within pairs mean sq = (zij - zi)2

N

Page 42: Office hours 3-4pm Wednesdays 304A Stanley Hall

Heritability in humans: MZ twins

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Each individual = zij

Mean each pair = zi

“Environment” and genetics

Between pairs mean sq = (zi - z)2

N-1

Total mean sq = (zij - z)2

T

Within pairs mean sq = (zij - zi)2

N

Page 43: Office hours 3-4pm Wednesdays 304A Stanley Hall

Heritability in humans: MZ twins

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Each individual = zij

Mean each pair = zi

Between pairs mean sq = (zi - z)2

N-1

= b2 = g

2 + e2

Total mean sq = (zij - z)2

T

Within pairs mean sq = (zij - zi)2

N

Page 44: Office hours 3-4pm Wednesdays 304A Stanley Hall

Heritability in humans: MZ twins

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Each individual = zij

Mean each pair = zi

NBetween pairs mean sq = (zi - z)2

N-1

Total mean sq = (zij - z)2

T

Within pairs mean sq = (zij - zi)2 = w2

= b2

Page 45: Office hours 3-4pm Wednesdays 304A Stanley Hall

Heritability in humans: MZ twins

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Each individual = zij

Mean each pair = zi

Between pairs mean sq = (zi - z)2

N-1

Total mean sq = (zij - z)2

T

Within pairs mean sq = (zij - zi)2 = w2

= t2

= b2

Page 46: Office hours 3-4pm Wednesdays 304A Stanley Hall

Analysis of variance (ANOVA)

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Each individual = zij

Mean each pair = zi

Between pairs mean sq = (zi - z)2

N-1

= w2

= t2 =b

2 + w2Total mean sq = (zij - z)2

T

Within pairs mean sq = (zij - zi)2

= b2

Page 47: Office hours 3-4pm Wednesdays 304A Stanley Hall

Heritability in humans: MZ twins

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Each individual = zij

Total mean sq = (zij - z)2

T

Mean each pair = zi

Within pairs mean sq = (zij - zi)2

NBetween pairs mean sq = (zi - z)2

N-1

= b2

= w2

= t2 h2 =

b2w

2

t2

Page 48: Office hours 3-4pm Wednesdays 304A Stanley Hall

Heritability in humans: MZ twins

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h2 = b

2w2

t2

The fraction of the total variance that is attributable to differences between pairs (i.e. is genetic).

Page 49: Office hours 3-4pm Wednesdays 304A Stanley Hall

Another approach: MZ and DZ

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Within pairs mean sq = (zij - zi)2

N

= w2

Page 50: Office hours 3-4pm Wednesdays 304A Stanley Hall

Another approach: MZ and DZ

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Within pairs mean sq = (zij - zi)2

N

= w2

h2 = w2(DZ)w

2 (MZ)]

Page 51: Office hours 3-4pm Wednesdays 304A Stanley Hall

Another approach: MZ and DZ

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Within pairs mean sq = (zij - zi)2

N

= w2

h2 = w2(DZ)w

2 (MZ)]

environment only

Page 52: Office hours 3-4pm Wednesdays 304A Stanley Hall

Another approach: MZ and DZ

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Within pairs mean sq = (zij - zi)2

N

= w2

h2 = w2(DZ)w

2 (MZ)]

Genetic + environment

Page 53: Office hours 3-4pm Wednesdays 304A Stanley Hall

Another approach: MZ and DZ

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Within pairs mean sq = (zij - zi)2

N

= w2

h2 = w2(DZ)w

2 (MZ)]

DZ twins are half as dissimilar as two unrelated people

Page 54: Office hours 3-4pm Wednesdays 304A Stanley Hall

Heritability in humans: MZ and DZ

Page 55: Office hours 3-4pm Wednesdays 304A Stanley Hall

Heritability in humans: MZ and DZ

(A more sophisticated model-fitting

method)

Page 56: Office hours 3-4pm Wednesdays 304A Stanley Hall

Adoptee studies

Biological parent # in sample% adopted sons

alcoholic

Alcoholic mother 89 39.4

Alcoholic father 42 28.6

Non-alcoholic mother 723 13.6

Non-alcoholic father 1029 15.5

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Rates of alcoholism in adopted males

A qualitative argument for genetic contribution