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Lecture 22:
Quantitativegenetics
Estimating broad
(H2)and narrow sense
(h2)heritabilities
(1)Problems for
next week are on the
Moodle site
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A
B
C
D
D
F
G
1
2
3
4
5
6
7
8
Additive effectsat
some or all loci
coding for
enzymes A-G
where there are:
Partial loss of function
mutations
or, enzyme over expression,
or some net expression
of a pathway - a
character variant
in a population
andEnvironmental effects
(temperature,
nutrients, ph) on
the rate of pigment
production
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Variance Components
V = variance: variancesare squared, so they maybe added (s2or 2).
VG- genetic variance
VE- environmentalvariance
VP- phenotypic variance
H2 = VG
(VG+V
E)= VG
(VP)
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Broad sense heritability(H2) indicates the influence (%) ofinherited variation,
variation transmitted from parents to offspring,
variation segregating in a populationsharing a defined environment.
Broad-sense heritability(H2) measures what proportion of phenotype ( a
character e.g. height) variationis due to differences in genotype (all sources of
transmitted genetic variance: (1) ancestry; (2)number and kind of interacting genes
and ; (3) for each of these, the effects of different alleles, of substituting alleles one for
another )
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Generation Mean
height (in)
Phenotypic
variance
(in height)
P1Ramona
Strain
13.0 11.0
P2Baart
Strain
27.6 10.0
F1 18.5 5.0
F2 21.2 40.0
There are 2 pure-breeding varieties or strains of
wheat that a farmer wants to cross, trying to breed a
mid-sized strain of grain with low size variation.
Broad sense heritability H2?
VP= VG+ VE
VE=
VP
=
VG= (VP- VE)=
H2=5
(1) Variance Components
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Expected and observed H2, based on familial relationships:
There is an expected positivegenetic correlationamong individuals in
a family (relatives) due to their (high) proportion of shared alleles
(100%, 50%, 25% etc.).
TRC is one of several fingerprint characters.
6
Method 2
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Genetic Contribution to Variation in IQ tests
IQ tests , score word use, number problems, memory processes, spatial configuration
matrices and reaction times and are thought to measure both cognitive abilities and a
general inherited intelligence.
IQ heritability is estimated using sib data, preferred estimates use monozygotic
estimates, assuming they represent minimize environmental differences:
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Different kinds of twin and other familial studies find that IQ heritability estimates
center on 0.75 (Nessier et al. 1996.American Psychologist 51: 77 - 101), although the
range is from 0.4 to 0.9. This suggests that variation due to environmental differences
(education) has less influence on IQ than inheritance.
The problem with this argument is the progressive gains in IQ scores, about 6 IQ points
per decade(Flynn, J.R. 1999 Am. Psychologist 54 5-20). How would you explain this ?
Note: the differences
between countries indicate
how the tests were
standardized, gain can be
compared among nations
but IQ score cannot.
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There are other influences some which are genetic but are not directly
inherited: dominance (VD);genotype/ environment interaction (VGE);
epistatic variation or inter-locus interaction (VEp).
All of these variance components are in the numerator of broad
sense heritability (H2) of monozygotic twins, clones or inbred strains,
or they inflate the size of H2compared to h2.
h2 =VA
VE + (VA +VEp +VGxE +VD )
H2=
VG
(VG+V
E)
=
VG
(VP)
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Broad sense heritability (H2) isestimated from:1) Partitioning components of variancein breeding designs
2) expected genetic correlationsamong relatives,3) In particular, monozygotic and dizygotic twin studies.
Broad-sense twin heritability estimates make assumptions :
(a)
Ignoring treatments that decrease the environmentalvariance of a group - maternal effects, socially treating twinsthe same.
(b) Ignoring differences between monozygotic and dizygotictwins (dizygotic differences in sex, monozygotic same).
(c) dominance effects are unimportant.
(d) genotype - environment interaction is insignificant.11
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h2 =VA
VE + (VA +VEp +VGxE +VD )
H2=
VG
(VG+V
E)=
VG
(VP)
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Dominance varianceis the variance that is due to interactions betweenalleles: effects due to two alleles interacting to make the trait greater (or lesser)than the sum of the two alleles acting alone (non-additive), and it is nottransmitted, because gametes are haploid.
Interactions between different genes, is called epistasis variance, by
definition it is also non additive and it depends on genotype which is partlyrecombined each generation
GE interactions depend on genotype and environment which are nottransmitted directly.
VD Dominance varianceEpistatic varianceVEp
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H2indicates the proportion of phenotype variation attributable to
genotype differences in a population, but it does not tell us how
estimate or predict the fraction of inherited resemblance
transmitted between generations, unless VG= VA.
Narrow sense heritability (VA/VP= h2) is a measurement of the extent
to which variation in phenotypesis determined by the sum of allelic
differences of genes with additive effects, segregating in the parental
generation, transmitted to offspring in a population.
In other words, h2represents the reliability of the phenotypic value of
the parents as an index of the phenotypic value of the offspring
(breeding value).
3 ways of estimating VA :(1) regression of the offspring average on
the mid-parental average
: (2) selection
(3) variance components in a breeding design.
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A regression line expresses the general lineartrend ofywith increasingx (y = mx + b)
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(1) The first method for estimating narrow heritability, h2, using
Parent - offspring regressions. The regression of breeding value
(offspring average) on phenotypic value (parental mean)
h2represents the
reliability of the
phenotypic value of the
parents as an index of
offspring phenotypic
expression .
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Narrow sense heritability (VA/VP= h2
) is a measurement of theextent to which variation in phenotypesis determined by genes
with additive effects, transmitted by parents to offspring in a
population.
In other words, h2
represents the reliability of the parentalphenotypic value as a predictor of offspring value or expression.
2 ways of estimating VA:(1) regression of the offspring average on
the mid-parental average
(2) selection
Both estimates assume you have approximately normally-distributed
character measurements.
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S=Selection differential(differencebetween the meanof the original
parental population, and the meanof the parental population subset
selected to breed) .
R=Response to selection or the differencebetween the meanof theparentalpopulation overall and the averageof their offspring)
R= h2 * S
Method of estimating h2(2)
How the average character expression of selected individualsare related to the average size of their offspringis measured by
the heritability (h2) of the character being selected.
R=h2*S
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Parentals
Offspring
S= difference betweenthe mean of the
selected and the
whole parental
population
R= difference between
the mean of the
offspring and parental
generations
R= 0 ? R=1.0 ?
h2= R/S = 0.71 18
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h2represents the reliability
of the phenotypic value ofthe parents as a guide to the
phenotypic value of their
offspring, it tells you how
much of the phenotypic
variation is governed byinheritance but it does not
tell you anything about
specific genes or alleles
h2= R/S
If R= S, h2= 1.0
If R= 0, h2= 0
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h2= ?
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If h2=0.64, S=5,
What do you predict will be corolla length
in the next generation (i.e. R)?
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Long - term selection for increased oil content in corn (left)
altered bristle number inDrosophila (right)
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Sometimes you select on one character and affect another,
because they share the same genes, they are negatively
genetically correlated or are in a tradeoff.
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Alternatively they may be positively correlatedbecause of
non-random assortment of genesor pleiotropic effectsof
genes on more than one character
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Flight muscle (DLM) and the number of eggs in
cricket ovaries (ovary weight) have a negative
genetic correlation, wing muscle size (DLM) and
mobile energy reserves (acylglycerol)are
positively correlated.
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Narrow sense heritability (h2), an estimate of
response to selection in populations of non-inbred,sexually-reproducing families.
h2=
VA
VE + (VA +VGxE +VD )
VA= additive genetic variation
VGxE
= genotype by environment interaction
VD= dominance variance
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Genotype (or Family) by Environment Interaction, VGxE,
different families or cloneshave different responses to a
change in environment.
"P
2="
G
2+"
E
2+"
GxE
2
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Sometimes, different genotypes have the same (a) or (b) different
responses to a change in environment.
Figure 18-10
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Fig. 15.10.Genotype-by-
environment
interaction in maize.
[Data from W. A.Russell. 1974.
Annual Corn &
Sorghum Research
Conference29: 81]
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How do you recognize GXE ?
Relations between
environment andcharacter state of
different inbred fly lines
(colors). Each line
connecting the character
states expressed at each
temperature is called a
norm of reaction
.
Note that different strains
in this population havedifferent norms of
reaction,although in
general, the population
optimum is at 21 degrees. 28
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Our understanding of Genetics, summarized by the authors of your text book,pre-eminant geneticist of our generation, is.. Genes cannot generate or evendictate the structure of an organism by themselves. The environment
(internal or external) has a crucial ongoing effect and sometimes it is acontrolling component of expression.
Ch 1, Griffiths et al 9thedition.
Model I:genetic determination- a set of instructions for turningundifferentiated environmental materials into a specific organism.
Model II:environmental determinism- genes determine proteins , but aspecific environmentdetermines the actual course of development.
Model III:genotype - environment interaction - the trajectory ofdevelopment depends on genes an individual inherits from its parents, and the
sequence of specific environmentsan individual encounters.
Model IV:genetic noise- the random element of expression that cannotbe attributed to specific genotype or environmental differences.
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E1
E2
size
small
large
? VP=VG, VE, or VGxE
1
E1
E2
size
small
large2
E1 E2
s
ize
small
large
3
E1 E2
size
small
large
4
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