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Extended Pedigrees HGEN619 class 2007

Extended Pedigrees

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Extended Pedigrees. HGEN619 class 2007. Classic Twin Design. ACE / ADE heterogeneity multivariate developmental Issues generalizibility>Additional Siblings. Example Data. Study: Virginia 30,000: twins, parents, sibs, spouses, children Data: church attendance - PowerPoint PPT Presentation

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Page 1: Extended Pedigrees

Extended PedigreesHGEN619 class 2007

Page 2: Extended Pedigrees

Classic Twin Design

ACE / ADEheterogeneitymultivariate developmental

Issuesgeneralizibility >Additional Siblings

Page 3: Extended Pedigrees

Example Data

Study: Virginia 30,000: twins, parents, sibs, spouses, children

Data: church attendance Variable: categorical, 6 ordered categories

> 5 thresholds Analysis: 2 groups, males

Page 4: Extended Pedigrees

ACE Model Results

Parameter Estimatesa: 0.44 c: 0.59 e: 0.680

Standardized Estimates + Confidence Intervals a2: 0.20 c2: 0.34 e2: 0.46

CI 0.01-0.20 0.18-0.49 0.42-0.48

Fit Statistics Estimated parameters: 23 Observed statistics: 2807, 1 constraint -2 times log-likelihood of data: 9364.528 Degrees of freedom: 2784

Page 5: Extended Pedigrees

CTD Assumptions

Random mating Assortment will increase MZ and DZ correlations When fitting ACE model, with assortment present, C

will be overestimated When fitting AE model, with assortment present, A will

be overestimated

No Age Moderation When fitting ACE model, with G x age interaction

present, C will be overestimated

Page 6: Extended Pedigrees

Correlations

Mm Ff Mf Fm

MZ .64 .63 _ _

DZ .49 .53 .41 _

Sibs .41 .47 .39 _

P-O .49 .49 .49 .46

Spouse _ _ .74 _

Page 7: Extended Pedigrees

Genetic Factors

Decreasing correlations with a decreasing genetic relatedness: MZ twins > first-degree relatives (DZ twins, siblings, parent-child pairs) > second-degree relatives (grandparents, half-siblings, avuncular pairs) > more distant relatives such as cousins >> additive genetic factors

Sibling and DZ correlations less than half MZ correlations (expectation is DZ=1/4MZ) and zero correlations for other pairs of relatives >> dominance

MZ correlations less than 1 >> specific environmental factors

Page 8: Extended Pedigrees

Environmental Factors

Similar sibling, DZ, parent-offspring correlations >> shared environmental factors: increase similarity between people living or having grown up in the same home (first-degree relatives and MZs)

Sibling > parent-offspring correlations >> non-parental environmental factors: in common for siblings, such as school environment, peers, friends

Twin > sibling correlations >> special twin environment: additional similarity due to greater sharing of aspects of the environment

Siblings = parent-offspring correlations > half MZ twins >> cultural transmission

Page 9: Extended Pedigrees

Other Factors

If cultural transmission based on phenotype of parents for a trait which also has a genetic component >> GE covariance

Non-random mating: source of similarity which may have both genetic and environmental implications effects of assortative mating depend on mechanism by which

people chose spouses if selection is based on phenotype of partner > correlations

between sources of variance in one spouse with those of other spouse induced, genetic and/or environmental covariance between parent-offspring and sibling pairs increased

Page 10: Extended Pedigrees

Path Diagram Twins & Parents

PM

P1 P2

PF

E

e

1

E

e

1

E

e

1

E

e

1

PF : Phenotype Father

PM : Phenotype Mother

P1 : Phenotype Twin 1

P2 : Phenotype Twin 2

Page 11: Extended Pedigrees

Covariance Matrices MZ/DZFa T2T1Mo

Fa

T2

T1

Mo

P

O

O

W P

P

O

O

V P

W'

V'

O'O'

O' O'

Fa T2T1Mo

Fa

T2

T1

Mo

P

O

O

W P

P

O

O

U P

W'

U'

O'O'

O' O'

Variance [P] MZ Covariance [U] DZ Covariance [V]

Spousal Covariance [W] Parent-offspring

Covariance [O]

Page 12: Extended Pedigrees

Genetic Transmission Model

Genetic transmission Fixed at .5

Residual Genetic Variance Fixed at .5 Equilibrium of

variances across generations

PM

Pm Pf

A

A A

A

a a

a a

.5 .5.5.5PF

1

.5

1

.5

E

e

1

E

e

1

E

e

1

E

e

1

Page 13: Extended Pedigrees

Genetic Transmission Expectations W= 0; ! covariance spouse O= .5a2; ! covariance parent-offspring U= a2; ! covariance MZ twins V= .5a2; ! covariance DZ twins P= a2+e2; ! variance twins Q= a2+e2; ! variance parents

Page 14: Extended Pedigrees

Common Environment Model

Common environment Same for all family

members

Assortment Function of common

environment

PM

Pm Pf

A

A A

A C

a a

a

c c

c c

.5 .5.5.5PF

1

.5

11

.5

E

e

1

E

e

1

E

e

1

E1

ae

Page 15: Extended Pedigrees

Common Environment Expectations W= c2; ! covariance spouse O= .5a2 +c2; ! covariance parent-offspring U= a2+c2; ! covariance MZ twins V= .5a2+c2; ! covariance DZ twins P= a2+c2+e2; ! variance twins Q= a2+c2+e2; ! variance parents

Page 16: Extended Pedigrees

Common Environment Results

Parameter Estimatesa: 0.26 c: 0.66 e: 0.700

Standardized Estimates + Confidence Intervals a2: 0.07c2: 0.44e2: 0.49

CI 0.00-0.18 0.35-0.52 0.44-0.55

Fit Statistics Estimated parameters: 43 Observed statistics: 3351, 1 constraint -2 times log-likelihood of data: 10999.249 Degrees of freedom: 3308

Page 17: Extended Pedigrees

Social Homogamy Model

Assortment Social

Cultural Transmission From C to C

Non-parental Shared Environment Residual

PM

Pm Pf

A

A A

C

C

A C

a a

a a

c c

c c

.5 .5.5.5PF

1

r .5

111

.5

E

e

1

E

e

1

E

e

1

E

e

1

f f

d

Page 18: Extended Pedigrees

Social Homogamy Expectations W= dc2; ! covariance spouse O= (f+df)c2+.5a2; ! covariance parent-child x= 2f2+2df2+r; ! common environment

variance twins U= a2+xc2; ! covariance MZ twins V= .5a2+xc2; ! covariance DZ twins P= a2+xc2+e2; ! variance twins Q= a2+c2+e2; ! variance parents

Constrain x=1

Page 19: Extended Pedigrees

Social Homogamy Results

Parameter Estimatesa: 0.20 c: 0.69 e: 0.69 d: 1.00 f: 0.43 r: 0.26 p: 1.00 q: 1.00 x: 1.00

Standardized Estimates + Confidence Intervalsa2: 0.04 r2: 0.13 t2: 0.38 e2: 0.48

CI 0.04-0.05 0.12-0.14 0.23-0.47 0.44-0.49 r2: non-parental shared environment, t2: cultural transmission t2 + r2 =c2

Fit Statistics Estimated parameters:46, Obs statistics: 3352, 2 constraints -2 times log-likelihood of data: 10994.427, df: 3306

Page 20: Extended Pedigrees

Phenotypic Assortment Model

Assortment Phenotypic

Cultural Transmission From P to C

Non-parental Shared Environment Residual

Genotype-Environment Covariance

PM

Pm Pf

A

A A

C

C

A C

a a

a a

c c

c c

.5 .5.5.5PF

g

r .5

gxx

.5

E

e

1

E

e

1

E

e

1

E

e

1

f f

d

s s

Page 21: Extended Pedigrees

Phenotypic Assortment Expectations W= pdp; ! covariance spouse T= ga+sc; ! covariance G-phenotype O= (pf+wf)c+.5a(1+pd)t;

! covariance parent-child J= asc+csa; ! covariance GE U= ga2+xc2+j; ! covariance MZ twin Y= g+.5(t(d+d)t); ! assortment V= .5ya2+xc2+j; ! covariance DZ twin

Page 22: Extended Pedigrees

Constraints K= .5(g+.5(t(d+d)t')+1);

! genetic variance constraint L= .5t(2f+ 2dpf);

! A-C constraint M= 2fpf+2fwf+ r;

! common environment variance constraint Z= ga2+xc2+e2+2asc;

! phenotypic variance constraint

Page 23: Extended Pedigrees

Phenotypic Assortment Results

Parameter Estimatesa: 0.46 c: 0.31 e: 0.67 d: 0.58 f: 0.36g: 1.32 p: 1.00 s: 0.42 x: 1.41

Standardized Estimates + Confidence Intervalsa2: 0.28 c2: 0.14 e2: 0.46 s2: 0.12

CI 0.04-0.60 0.00-0.41 0.41-0.51 -0.02-0.16g2: 0.21 d2: 0.00 t2: 0.04 r2: 0.10

CI 0.04-0.39 0.00-0.21 0.00-0.20 0.00-0.23s2: genotype-environment covariance, g2: genetic variance, d2: genetic variance through assortment, d2 + g2 = a2

Fit Statistics Estimated parameters:48, Obs statistics: 3354, 4 constraints -2 times log-likelihood of data: 10987.365, df: 3306

Page 24: Extended Pedigrees

Model Comparisons

0% 20% 40% 60% 80% 100%

tw

ce

sh

pa

actcgee

Page 25: Extended Pedigrees

Heritability

0

10

20

30

40

50

60

twins CE SH PA

lower CI

point

upper CI

Page 26: Extended Pedigrees

Shared Environment

0

10

20

30

40

50

60

twins CE SH PA*

lower CI

point c^2

upper CI

lower CI

point t^2

upper CI

*GE Covariance: lower CI:-2; point:12; upper CI:16

Page 27: Extended Pedigrees

Limitations

Cultural Transmission versus Dominance versus Reduced Genetic Transmission

Sex Differences in magnitude or nature of effects

Age Regression and Moderation

Page 28: Extended Pedigrees

Dominance

PM

Pm Pf

A A

C

C

A

a a

a a

c

c c

.5 .5.5.5PF

1

1

g

11

g

E

e

1

E

e

1

E

e

1

E

e

1

d

Dn

1

D

n

D

n

1

Dn

1

1

.25

C1

c

A

Page 29: Extended Pedigrees

Sex Differences

Pm Pf

A

A A

CA C

am af

am af

cm cf

.5 .5.5.5

q

.5

qxfxm

.5

B

bm

uB

u

B.5

B

bm

.5

i

sm sf

EE1 1

efem

E1

ef

E1

em

C

cm cf

1

p m

C1

o n

rvfvmr

.5 .5.5.5PF PM

rc

Page 30: Extended Pedigrees

Summary Common Environment

Assortment function of C Social Homogamy

Social AssortmentCultural Transmission C->C

Phenotypic AssortmentPhenotypic AssortmentCultural Transmission P->C