Title: Chapter 9 Quantitative Genetics
1Chapter 9 Quantitative Genetics
- Traits such as cystic fibrosis or flower color in
peas produce distinct phenotypes that are readily
distinguished. - Such discrete traits, which are determined by a
single gene, are the minority in nature. - Most traits are determined by the effects of
multiple genes.
2Continuous Variation
- Traits determined by many genes show continuous
variation. - Examples in humans include height, intelligence,
athletic ability, skin color. - Beak depth in Darwins finches and beak length in
soapberry bugs also show continuous variation.
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4Quantitative Traits
- For continuous traits we cannot assign
individuals to discrete categories. Instead we
must measure them. - Therefore, characters with continuously
distributed phenotypes are called quantitative
traits.
5Quantitative Traits
- Quantitative traits determined by influence of
(1) genes and (2) environment.
6Easts 1916 work on quantitative traits
- In early 20th century debate over whether
Mendelian genetics could explain continuous
traits. - Edward East (1916) showed it could.
- Studied longflower tobacco (Nicotiana longiflora)
7Easts 1916 work on quantitative traits
- East studied corolla length (petal part of
flower) in tobacco. - Crossed pure breeding short and long corolla
individuals to produce F1 generation. Crossed
F1s to create F2 generation.
8Easts 1916 work on quantitative traits
- Using Mendelian genetics we can predict expected
character distributions if character determined
by one gene, two genes, or more etc. - (You need to understand how to do Punnett
Squares)
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11Easts 1916 work on quantitative traits
- Depending on number of genes, models predict
different numbers of phenotypes. - One gene 3 phenotypes
- Two genes 5 phenotypes
- Six genes 13 phenotypes. Continuous
distribution.
12Easts 1916 work on quantitative traits
- How do we decide if a quantitative trait is under
the control of many genes? - In one- and two-locus models many F2 plants have
phenotypes like the parental strains. - Not so with 6-locus model. Just 1 in 4,096
individuals will have the genotype aabbccddeeff.
13Easts 1916 work on quantitative traits
- But, if Mendelian model works you should be able
to recover the parental phenotypes through
selective breeding. - East selectively bred for both short and long
corollas. By generation 5 most plants had
corolla lengths within the range of the original
parents.
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15Easts 1916 work on quantitative traits
- Plants in F5 generation of course were not
exactly the same size as their ancestors even
though they were genetically identical. - Why?
16Easts 1916 work on quantitative traits
- Environmental effects.
- Because of environmental differences genetically
identical organisms may differ greatly in
phenotype.
17Genetically identical plants grown at different
elevations differ enormously (Clausen et al.
1948)
18- Skip section 9.2 QTL mapping
19Measuring Heritable Variation
- People differ in many traits e.g. height.
- Is height heritable?
20Measuring Heritable Variation
- A persons height is determined by their genes
operating within their environment. - A woman who is 5 feet tall did not get four feet
of her height from her genes and a foot of height
from her environment. - It is important to realize that her height
resulted from her genes operating within her
environment.
21Measuring Heritable Variation
- How can we disentangle the effects of genes and
environment? - We cant do it by looking at one individual. But
we can ask for example is the smallest woman in
our distribution shorter than the tallest woman
because they have - (i) different genes
- (ii) grew up in different environments or
- (iii) both
22Measuring Heritable Variation
- In practice what population geneticists try to do
is to figure out what fraction of variation in a
trait is due to variation in genes and what
fraction is due to variation in environmental
conditions. - The fraction of total variation in a trait that
is due to variation in genes is called the
heritability of a trait.
23Measuring Heritable Variation
- Heritability is often misinterpreted as the
extent to which the phenotype is determined by
the genotype or by the genes inherited from the
parent. - This is not correct because many loci are fixed
and so do not contribute to variation. A locus
can affect a trait even if it is not variable. - The fact that humans have two eyes is genetically
determined, but heritability of eye number is
zero.
24Measuring Heritable Variation
- Definition Heritability measures what fraction
of variation in a trait (e.g. height) is due to
variation in genes and what fraction is due to
variation in environment. - Heritability estimates are based on population
data.
25Measuring Heritable Variation
- Total variation in trait is phenotypic variation
Vp. - Variation among individuals due to their genes is
genetic variation Vg - Variation among individuals due to their
environment is environmental variation Ve.
26Measuring Heritable Variation
- Heritability symbolized by H2 Vg/Vp
- H2 Vg/Vp
- Because VpVgVe
- H2 Vg/VgVe
- H2 is broad-sense heritability. Heritability
always a number between 0 and 1.
27Estimating heritability from parents and offspring
- If variation among individuals is due at least in
part to variation in genes then offspring will
resemble their parents. - Can assess this relationship using scatter plots.
28Estimating heritability from parents and offspring
- The midparent value (average of the two parents)
is regressed against offspring value and a best
fit line is determined. - The slope of the relationship is the change in
the y variable per unit change in the x variable.
29Estimating heritability from parents and offspring
- If offspring dont resemble parents then best fit
line has a slope of approximately zero. - Slope of zero indicates most variation in
individuals due to variation in environments.
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31Estimating heritability from parents and offspring
- If offspring strongly resemble parents then best
fit line slope will be close to 1.
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33Estimating heritability from parents and offspring
- Most traits in most populations fall somewhere in
the middle with offspring showing moderate
resemblance to parents.
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36Estimating heritability from parents and offspring
- Slope of best fit line is between 0 and 1.
- Slope of a regression line represents
narrow-sense heritability (h2).
37Narrow-sense heritability
- Narrow-sense heritability distinguishes between
two components of genetic variation - Va additive genetic variation variation due to
additive effects of genes. - Vd dominance genetic variation variation due to
gene interactions such as dominance and
epistasis.
38Narrow-sense heritability
39Narrow-sense heritability
- When estimating heritability important to
remember parents and offspring share environment. - To make sure there is no correlation between
environments experienced by parents and offspring
requires cross-fostering experiments.
40Smith and Dhondt (1980)
- Smith and Dhondt (1980) studied heritability of
beak size in Song Sparrows. - Moved eggs and young to nests of foster parents.
Compared chicks beak dimensions to parents and
foster parents.
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43Smith and Dhondt (1980)
- Smith and Dhondt estimated heritability of bill
depth about 0.98.
44Estimating heritability from twins
- Monozygotic twins are genetically identical
dizygotic are not. - Studies of twins can be used to assess relative
contributions of genes and environment to traits.
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46McClearn et al.s (1997) twin study
- McClearn et al. (1997) used twin study to assess
heritability of general cognitive ability. - Studied 110 pairs of monozygotic identical
twins i.e. derived from splitting of one egg and
130 pairs of dizygotic twins in Sweden.
47McClearn et al.s (1997) twin study
- All twins at least 80 years old, so plenty of
time for environment to exert its influence. - However, monozygotic twins resembled each other
much more than dizygotic. - Estimated heritability of trait at about 0.62.
48Measuring differences in survival and reproduction
- Heritable variation in quantitative traits is
essential to Darwinian natural selection. - Also essential is that there are differences in
survival and reproductive success among
individuals. Need to be able to measure this.
49Measuring differences in survival and reproduction
- Need to be able to quantify difference between
winners and losers in trait of interest. This is
strength of selection.
50Measuring differences in survival and reproduction
- If some animals in a population breed and others
dont and you compare mean values of some trait
(say mass) for the breeders and the whole
population, the difference between them (and one
measure of the strength of selection) is the
selection differential (S). - This term is derived from selective breeding
trials.
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53Measuring differences in survival and reproduction
- Another way to assess selection differential is
to use linear regression. - To do this we can regress fitness against the
value of a phenotypic trait. - Slope of best-fit line is the selection
differential.
54Evolutionary response to selection
- Knowing heritability and selection differential
we can predict evolutionary response to selection
(R). - This is how much of a change in a trait value we
expect to see from one generation to the next. - Given by formula Rh2S
- R is predicted response to selection, h2 is
heritability, S is selection differential.
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56Alpine skypilots and bumble bees
- Alpine skypilot perennial wildflower found in the
Rocky Mountains. - Populations at timberline and tundra differed in
size. Tundra flowers about 12 larger in
diameter. - Timberline flowers pollinated by many insects,
but tundra only by bees. Bees known to be more
attracted to larger flowers.
57Alpine skypilots and bumble bees
- Candace Galen (1996) wanted to know if selection
by bumblebees was responsible for larger size
flowers in tundra and, if so, how long it would
take flowers to increase in size by 12.
58Alpine skypilots and bumble bees
- First, Galen estimated heritability of flower
size. Measured plants flowers, planted their
seeds and (seven years later!) measured flowers
of offspring. - Concluded 20-100 of variation in flower size was
heritable (h2).
59Alpine skypilots and bumble bees
- Next, she estimated strength of selection by
bumblebees by allowing bumblebees to pollinate a
caged population of plants, collected seeds and
grew plants from seed. - Correlated number of surviving young with flower
size of parent. Estimated selection gradient at
0.13 and the selection differential (S) at 5
(successfully pollinated plants 5 larger than
population average).
60Alpine skypilots and bumble bees
- Using her data Galen predicted response to
selection R. - Rh2S
- R0.20.05 0.01 (low end estimate)
- R1.00.05 0.05 (high end estimate)
61Alpine skypilots and bumble bees
- Thus, expect 1-5 increase in flower size per
generation. - Difference between populations in flower size
plausibly due to bumblebee selection pressure.
62Modes of selection
- Three majors modes of selection recognized.
- Directional
- Stabilizing
- Disruptive
63Directional selection
- In directional selection fitness increases or
decreases with the value of a trait.
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65Directional selection
- E.g bumblebees and Alpine skypilots. Flower size
increases under bumble bee selection. - Darwins finches beak size increased during
drought
66Stabilizing Selection
- In stabilizing selection individuals with
intermediate values of a trait are favored.
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68Stabilizing Selection
- Weis and Abrahamson (1986) studied fly Eurosta
solidaginis. - Female lays eggs on goldenrod and larva forms a
gall for protection. - Two dangers for larva. 1. Galls parasitized by
wasps and 2. birds open galls and eat larva.
69Stabilizing selection
- Parasitoid wasps impose strong directional
selection on wasps favoring larger gall size.
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71Stabilizing selection
- Birds impose strong directional selection
favoring smaller gall size
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73Stabilizing selection
- Net result of selection by birds and wasps
operating in opposite directions is stabilizing
selection.
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75Disruptive selection
- In disruptive selection individuals with extreme
values of a trait are favored.
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77Disruptive selection
- Bates Smith (1993) studied black-bellied
seedcrackers. - Birds in population have one of two distinct bill
sizes.
78Disruptive selection
- Bates Smith found that among juveniles,
individuals with beaks of intermediate size did
not survive.
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