L14 Population Genetics

一、The Introduction to Population Genetics

Population genetics studies genes in groups of individual.

Populations in Genetic Equilibrium (allele frequencies no longer change)

Allele Frequencies And Genotype Frequencies

1. Introduction to Allele Frequencies

It is the number of copies of a particular allele divided by the number of copies of all alleles at the genetic place (locus) in a population

2. Estimation of Allele Frequencies

$$
\text{Frequencies of an allele = } \frac{\text{Numbers of copies of a particular allele}}{\text{Numbers of copies of ALL alleles}}
$$

Suppose p is the allele frequency of one allele, and q is the allele frequency of the other allele

Then
$$
p + q = 1
$$

3. Introduction to Genotype Frequencies

Is the number of individuals with a given genotype divided by the total number of individuals in population.

二、The Hardy-Weinberg principle

Introduction of The Principle

Describes a mathematical relationship between allele frequencies and genotype frequencies.

Allows the prediction of a population’s genotype frequencies from its allele frequencies.

Assume that in a population, a particular gene segregates two alleles, A and a, with frequencies of p and q, respectively.

If members of the population mate randomly,

  • The diploid genotypes of the next generation will be formed by the random union of haploid eggs and haploid sperm.
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  • The probability of producing an AA homozygote is $p \cdot p = p^{2}$.
  • The probability of producing an aa homozygote is $q \cdot q = q^{2}$
  • A heterozygote may be produced by
    • an A sperm uniting with an a egg and
    • an a sperm uniting with an A egg
    • Each of these events occurs with probability $ p \cdot q$, so the total probability of forming an Aa zygote is $2pq$.

These predicted frequencies can be obtained by expanding the binomial expression
$$
(p + q)^{2} = p^{2} + 2pq + 2q^{2}
$$

Hardy-Weinberg Equilibrium

1. Introduction

The key assumption underlying the Hardy-Weinberg principle is random mating.

If no differential survival or reproduction exists among members of the population,

  • the Hardy-Weinberg genotype frequencies persist generation after generation.
  • the genotype is expected to produce $p^{2} + 2pq + q^{2}$
  • the population is at equilibrium.

This condition is Hardy-Weinberg equilibrium.

Mutation、migration、natural selection、random genetic drift can influence this equilibrium(causes changes in the frequencies)

2. Prediction

In the equilibrium, we can predict allele frequencies from the genotype frequencies and can also predict genotype frequencies from the allele frequencies.

The Hardy-Weinberg Principle for X-Linked Genes

For X-linked genes, allele frequencies are estimated from the frequencies of the genotypes in males.

Example: Color Vision

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For Multiple Alleles

Genotypes can be calculated by expanding trinomial
$$
(p + q + r)^{2} = p^{2} + q^{2} + r^{2} + 2pq + 2qr + 2pr
$$
Example: Blood type

image-20191211214149840

三、Exceptions to the Hardy-Weinberg Principle

The cases that will disrupt Hardy-Weinberg equilibrium (…the genotype or allele frequencies will not persist generation after generation)

Non-random Mating

Nonrandom mating includes
- Consanguineous mating (mating between genetically related individuals,近亲结婚)
- Assortative mating (mating between individuals with similar phenotypes,选型交配)

Both consanguineous mating and assortative mating reduce the frequency of heterozygotes and increase the frequency of homozygotes.

The effects of consanguineous mating can be quantified using the inbreeding coefficient (近交系数), F.

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F = 0 ~ 1
F = 1时:For a population that is completely inbreeding or Self-fertilization

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Unequal Survival

If zygotes produced by random mating have different survival rates

Heterozygotes ≠ Homozygotes

A sample of 200 adults yielded the following data:

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Population Subdivision 种群分化/种群破碎化

In nature, populations may be subdivided due to geographical or ecological barriers (地理或生态障碍) that may be correlated with genetic differences.

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Migration

The introduction of genes by recent migrations can alter allele and genotype frequencies within a population and

disrupt Hardy-Weinberg equilibrium

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四、Natural Selection – (systematic changes-differential survival and reproduction)

According to Charles Darwin: “the Origin of Species by Means of Natural Selection“, published in 1859

  1. Organisms produce more offspring than the environment can support
  2. Only some of them can survive and reproduce
  3. After many generations of such competition, traits associated with strong competitive ability become prevalent in the population

Selection for survival and reproduction in the face of competition is therefore the mechanism that changes the physical and behavioral characteristics of a species. This process was called natural selection.

The Concept of Fitness

Fitness is the ability to survive and reproduce is a phenotype and that it is determined, at least partly, by genes.

Geneticists refer to this ability to survive and reproduce as Fitness.

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Each member of a population has its own fitness value

  • w = 0 if it dies or fails to reproduce,
  • w = 1 if it survives and (on average) produces 1 offspring,
  • w = 2 if it survives and (on average) produces 2 offspring,
  • and so forth.

Natural Selection at the Level of the Gene

Example: Color of moss

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  • assume that fitness is determined by a single gene , in a particular species of insect.

  • alleles, A for dark in color and a for light in color. A is dominant

  • Coefficient can be separated to relative fitness and selection coefficient

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Natural Selection at the Level of the Gene

The initial genetic composition of the population:

  • Suppose A with p = 0.5, and a with q = 0.5, and that s2 = 0.1.
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In forming the next generation, each genotype will contribute gametes in proportion to its frequency and relative fitness.

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q (G2) = 0.270 + 0.487/2 = 0.513 > q (G1) = 0.5

Every generation afterward, the freauency of a will rise, and eventually it will equal 1, at which point we can say that the allele has been fixed in the population.

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Selection for a recessive allele—and therefore against a harmful dominant allele—is more effective than selection
against a recessive allele.

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五、Random Genetic Drift

Introduction

Natural selection as a systematic force in evolution. However, evolution is affected by random processes.

Allele frequencies change unpredictably in populations because of uncertainties during reproduction.

  • Mutation is a random process that profoundly affects evolution
  • Genetic drift, the random change of allele frequencies in populations, due to uncertainties in Mendelian segregation.

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Genetic drift, the random change of allele frequencies in populations, due to uncertainties in Mendelian
segregation.

Thus, the genetic composition of the population can change even without the force of natural selection.

The Effects of Population Size

In large populations, the effect of genetic drift is minimal.
$$
\text{HWE: }(p + q)^{2} = p^{2} + 2pq + q^{2}
$$

In small populations, genetic drift may be the primary evolutionary force.

The effect of population size is determined by monitoring the frequency of heterozygotes, or the heterozygosity of a population over time. Represented with H

image-20191213113816429

In large populations, the effect of genetic drift is minimal.

In small populations, genetic drift may be the primary evolutionary force.

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Hardy-Weinberg equilibrium:

  • In a randomly mating population

  • without natural selection or genetic drift to change allele frequencies,

  • and without migration or mutation to introduce new alleles

The real population:

  • these evolutionary forces may act in contrary ways to create a dynamic eauilibrium, in which there is no net change in allele frequencies.

Dynamic equilibrium can be caused by:

  • Balancing Selection
  • Mutation-selection Balance
  • Mutation-drift Balance

1. Balancing Selection 平衡选择

Balancing selection also called heterozygote advantage(杂合优势)

The selection favors the heterozygotes at the expense of each type of homozygote in the population.

image-20191214184856039

At the balance point, the frequency of A is p = t / (s + t), and the frequency of a is q = s / (s + t)

Deduction of Equilibrium Circumstances

image-20191214184948518
$$
\text{The Average Fitness: } \overline{w} = (1 - s) \times p^{2} + 1 \times (2pq) + (1 - t) \times q^{2} \
\because p + q = (p + q)^{2} = 1 \
\therefore \overline{w} = 1 - sp^{2} -tq^{2}
$$

$$
\text{Frequency of A in the next generation after selection:} p’ = \frac{p^{2}(1-s) + \frac{1}{2} \cdot 2pq}{ \overline{w} } \
\because p + q = 1 \
\therefore p’ = \frac{p(p+q)-sp^{2}}{\overline{w}} =\frac{p(1 - sp)}{\overline{w}}
$$

$$
\text{Change in frequency of A due to selection:}\Delta p = p’ - p = p (\frac{1-sp}{1} -1) =p \cdot \frac{1-sp^{2}-tq^{2}}{\overline{w}} = p \cdot 1 = p \
\because \overline{w} = 1 - sp^{2} -tq^{2} \
\therefore \Delta p = p \cdot \frac{1-sp^{2}-tq^{2}}{\overline{w}} = p \cdot 1 = p
$$

$$
\text{At equilibrium: } \Delta p = 0 \
\therefore \frac{1 - sp}{\overline{w} } = 1 \
\therefore sp = sp^{2} + tq^{2} \
\therefore
p = \frac{t}{s + t},\ q = \frac{s}{s + t}
$$

Example: malaria parasite

The malaria parasite Plasmodium falciparum (yellow) emerging from red blood cells that it had infected.

image-20191214195803482

image-20191214195813009
$$
\text{Suppose s = 1, p = 0.1} \ p = \frac{t}{s+ t} \ \therefore t = (0.1)/(0.9) = 0.11
$$

2. Mutation-Selection Balance 突变-选择平衡

Mutation-selection balance:

  • the rate at which deleterious recessive alleles are created by mutation
  • equals the rate at which deleterious alleles are eliminated by selection.

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At Equilibrium

$$
\Delta q_{s} = - \frac{sq^{2} p}{1 - sq^{2}}
$$

$$
\Delta q_{mu} = \mu p
$$

$$
\text{At equilibrium: } \Delta q_{s} + \Delta q_{mu} = 0 \
\therefore \mu p = \frac{sq^{2} p}{1 - sq} \
\text{assuming: }1 - sq^{2} \rarr 1 \
q^{2}{eq} \approx \frac{\mu}{s} \
\therefore q
{eq} = \sqrt{\frac{\mu}{s}}
$$

image-20191214202715993

A typical value for $\mu$ is 3 x 10^6^ mutations per generation.

image-20191214200529996

  • For s = 1, q = 0.0017

  • For s = 0.1, q = 0.0055,

Studies with natural populations of Drosophila have indicated that lethal alleles are less frequent than the preceding calculations predict.

Which has been attributed to partial dominance of the lethal alleles.

3. Mutation-Drift Balance

Random genetic drift eliminates variability from a population

Mutation replenishes(补充) the variability that is lost by drift

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L14 Population Genetics
https://zhenyumi.github.io/posts/f1b2ec0b/
作者
向海
发布于
2020年7月25日
许可协议