Quantitative Genetics
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Goal of genetics - analysis of the
genotype of organisms
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Identified through its phenotypic effects
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Phenotypes of their carries are different
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DNA sequences - read off the genotype
directly from phenotypes
Goals:
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Find a uniquely distinguishable phenotype
for each genotype
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Find a simple genotype for each phenotype
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Allelic substitutions that cause qualitative differences
in phenotype usually studied
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Actual variation between organisms is usually quantitative,
not qualitative.
Behaviour:
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Varies more or less continuously over a range
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Generally does not assort in a simple way in crosses
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Mendelian mechanisms still apply
Continuity of phenotype the result
of two phenomena
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Genotype does not have a single phenotypic expression but
a norm of reaction that covers a wide phenotypic range
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Many segregating loci have alleles that make a difference
to the phenotype being observed
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Impossible to separate environmental from genetic effects
in an organism that cannot be experimented
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Difficult to answer even the question of the presence of
genetic influence on behaviour in humans
Common tools needed in the study of
quantitative genetics
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distribution
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mode
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mean
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variance
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correlation
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covariance
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regression
Sample vs. Population
population - entire group
of objects or people about which information is wanted
units - individual members
of the population
sample - group of units
examined in order to gather information.
Genotypes and Phenotypic Distribution
Quantitative character -
average phenotypic differences between genotypes are small compared to
variation between individuals within genotypes
Griffiths et al., 1997.
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Population consists of three genotypes affecting behaviour
(aa:Aa:AA)
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Environmental variation contributes to variation within each
phenotype
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Ratio of genotype (aa:Aa:AA) = 1:2:3
Two noteworthy features of the total
distribution
1. Single mode
2. Character range may come
from any of the three genotypes
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Quantitative characters can be converted into qualitative
characters (Griffiths et al., 1997 Figure 27-10)
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Units raised in identical environments = enhanced trait differences
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Population separated into three non-overlapping phenotypic
distributions
Multiple-factor hypothesis -
large number of genes, each with a small effect, are segregating to produce
quantitative variation
Polygenes - hypothetical
factors with small-but-equal effect as opposed to the genes of simple Mendelian
analysis.
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One-gene/two-allele system can result in continuous character
variation when the difference between genotypic means is small compared
with environmental variance
Norm of Reaction and Phenotypic
Distribution
Griffiths et al., 1997
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Environment will result in expression of phenotype for a
given genotype
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Distribution of environments reflected biologically as a
distribution of phenotypes
Norm of reaction - way in which
the environmental distribution is transformed into the phenotypic distribution
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Population consisting of two genotypes with different norms
of reaction will result in a variety of phenotypic expression if raised
in different environmental conditions
Griffiths et al., 1997
Heritability
Heritability - role that
gene differences play in the phenotypic differences between individuals
or groups
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In principle, easy to determine whether genetic variation
influences the phenotypic variation among organisms for a particular trait
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Involvement of genes - biological relatives should resemble
one another more than unrelated individuals do
Famial traits - traits that
are shared between family members
Heritable traits - shared
traits that arise due to shared genotypes
Two general methods for establishing
the heritability of a trait
1. Phenotypic similarity
2. Marker-gene segregation
Phenotypic similarity
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Easy in experimental organisms - Offspring from two extreme
lines can be raised in the same environment (Griffiths et al., 1997 Figure
27-13)
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Difficult in natural populations- Family members share genes
and environment. Adoption studies using identical twins raised apart
Marker-gene segregation
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Depends upon showing that genotypes carrying different alleles
of marker genes also differ in their average phenotype for the quantitative
character (will be discussed in detail later)
Quantifying Heritability
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Variation between phenotypes in a population arises from
two sources
1. Average differences between
the genotypes
2. Genotype exhibits phenotypic
variance because of environmental variation
Griffiths et al., 1997
Phenotypic variance (sp2)
in the population can be broken into two portions
1. Genetic variance (sg2)
- variance between genotypic means
2. Environmental variance
(se2)
- remaining phenotypic variance
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possible to quantify the degree of heritability
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degree of heritability defined as the portion of the total
variance that is due to genetic variance
H2
= sg2
/ sp2
= sg2
/ (sg2
+ se2)
Broad heritability (H2)
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measure of "genetic influence"
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tells what portion of the population's variation in phenotype
assigned to variation in genotype
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does not tell what portions of an individual's phenotype
ascribable to heredity and environment.
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framed in terms of the proportion of variance ascribable
to genotype (application of ANOVA technique)
Methods of Estimating H2
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estimate se2
(inappropriate in human studies)
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make a number of homozygous lines
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cross them in pairs - reconstituting individual
heterozygotes
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measure phenotypic variance within heterozygous
genotype
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consider the genetic similarities between relatives
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Mendelian principles - differences in
sibling phenotype
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1/2 the genes of full-siblings will on
average be identical
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1/4 the genes of half-siblings will on
average be identical
H2
= 4(correlation of full-siblings - correlation
of half-siblings)
The Meaning of H2
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used as a measure of how "important" genes are in influencing
a trait - appropriate?
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H2 has a special and limited
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non-zero heritability - genetic differences
matter to the trait
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limited prediction of the effect of environmental
modification under particular
circumstances.
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separation of variance into genetic and environmental components
sg2
and se2
does not really separate the genetic and environmental causes of variation
(Griffiths et al, 1997 Figure 27-14).
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high heritability does not mean that a trait is unaffected
by its environment.
Example: IQ scores in adopted
children, and their parents
| Children |
Biological paents |
Adoptive parents |
| 110 |
90 |
118 |
| 112 |
92 |
114 |
| 114 |
94 |
110 |
| 116 |
96 |
120 |
| 118 |
98 |
112 |
| 120 |
100 |
116 |
| Mean = 115 |
Mean = 95 |
Mean = 115 |
Summary of Key Concepts
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In natural populations, variation is in most characters takes
the form of a continuous phenotypic range rather than discrete phenotypic
classes. In other words, the variation is quantitative, not qualitative.
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Mendelian genetic analysis is extremely difficult to apply
to such continuous phenotypic distributions, so statistical techniques
are employed instead.
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A major task of quantitative genetics is to determine the
ways in which genes interact with the environment to contribute to the
formation of a given quantitative trait distribution.
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The genetic variation underlying a continuous character distribution
can be the result of segregation at a single genetic locus or at numerous
interacting loci that produce cumulative effects on the phenotype.
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The estimated ratio of genetic to environmental variation
is not a measure of the relative contribution of genes and environment
to phenotype.
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Estimates of genetic and environmental variance are specific
to the single population and the particular set of environments in which
the estimates are made.