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Qualitative population geneticsOutline of lecture:
I. Definition
II. Assumptions – genetic equilibrium
III. Hardy-Weinberg rule
IV. Importance of gene- and genotype frequency
V. Chi2-test (control of H-W proportions)
VI. Genic variation statistics
1
• 8. Principles and laws of Mendelian genetics
• 9. Exceptions in Mendelian genetics: allelic polymorphism, pleiotropy,
epistasis, superdominance, X-linked inheritance
• 10. Exceptions in Mendelian genetics: linkage, crossing over and
uniparental inheritance (genomic imprinting, maternal-mtDNA)
• 25. Polymorph systems (biochemical: blood groups, proteins, MHC;
and DNA: microsatellites, SNPs) and their use in animal breeding
• 26. Qualitative population genetics in animal breeding: features of
monogenic traits
• 27. Qualitative population genetics in animal breeding: Hardy-
Weinberg law
• 38. Breeding methods and mating systems, interspecies hybrids 2
0. Characteristics of a population
Base of comparison Qualitative traits Quantitative traits
number of genes: 1 (monogenic) or few
(oligogenic)
several or many
description: classified measured
unit of measurement: individual number cm, g, sec, etc.
characteristics: segregation ratio,
rel. gene-, genotype
frequencies
mean, variance,
standard deviation
relationship bw. loci: linkage correlation
number of categories: 1, 2, 3 many, continuous
distribution
phenotype → genotype: easily slightly
environmental influence: practically no extensively
inheritance: intermediate, dominant-
recessive
complex
(coeff. of inheritance, h2)
Threshold traits
(all-or-non traits, quasi quantitative traits)
3
Qualitative traits
• Blood type
• Enzyme-defect
• DNA-marker
• Eye color
• Coat type
• Fleece or coat color
• Horns
• Wattles
• Beards
4
• Entropion
– medical condition in which the eyelid folds
inward
• Spider lamb disease
– Hereditary chondrodysplasia, semilethal, reces.
• Cryptorchidism
– absence of one or both testes from the scrotum
• Myotonia congenita
– a disorder that affects muscles used for
movement (skeletal muscles) and that prevent
muscles from relaxing normally
Qualitative traits - Inherited defects
5
I. Definition
• Qualitative population genetics is the
study of the allele- and genotype
frequency distribution.
• four evolutionary forces:
– natural selection
– genetic drift
– mutation
– gene flow
– (artificial selection)6
1. Natural
selection
• Survival of the fittest! 7
• Favourable heritable traitsbecome more common.
• Acts on the phenotype.
• The phenotype’s geneticbasis will increase infrequency over thefollowing generations.
• Adaptation: specialiseorganisms for particularecological niches.
• Emergence of new species.
2. Genetic driftA change in population’s gene pool by chance
8
• Founder effect• A few individuals from a population
start a new population with a
different allele frequency than the
original population.
• Loss of genetic variation.
• It can lead in dom. animals to new
subpopulations or completely new
breeds!
• Bottleneck effect
9
2. Genetic driftA change in population’s gene pool by chance
• It is an evolutionary event in which a significant percentage of a pop. is killed or prevented fromreproducing.
• Very small pop. shows increasedsensitivity to genetic drift , and increase in inbreeding, and relativelly low genetic variation – e.g. European bison: the animals livingtoday are all descendent only from12 individuals.
• Not a rare phenomenon in domesticanimal breeds.
3. Mutation
- Mutation = any change in DNA.
- It have very subtle effect on allele frequencies.
- Germ line mutations: can be passed on to descendants.
- Somatic mutations: are not transmitted to descendants.
• They can be positive, negative or neutral in regard to
fitness.
•Mutations can happen randomly, as in this Scottish fold cat.
Cat enthusiasts bred these cats for a mutation of the ears.
10
4. Gene flow - migration
▪ Genetically links two or more population together.
▪ Allele frequencies will becomemore homogenous among thepopulations.
▪ Non-random mating - Wahlundeffect:
▪ artificial insemination(used for selective breedingof dom. animals especially)
▪ sires from other population(rare-male mating)
11
II. Assumptions
Genetic Equilibrium
A situation in which allele frequencies of a population
remain constant (V + F + M!).
Five conditions required to maintain genetic equilibrium:• Random mating (panmixis).
• Population must be very large.
• There can be no movement into or out of the population
(migration).
• No mutations.
• No natural selection.
When all 5 are met evolution not occur! 12
Polymorphic systems
in blood:
haemoglobin
HgA
HgB
Polymorphic systems invisible – codominant
13
Coat colour inheritance
Red(bb) Black(BB, Bb)
14
Red (RR) Roan (RW) White (WW)
Coat colour inheritance
15
Allele frequency derived from allele numbers
intermediate inheritance
pR = (2 x RR+ RW) / 2 x Σ = 0.304 → ≈ 0.3
qW = (2 x WW+ RW) / 2 x Σ = 0.696 → ≈ 0.7
genotype RR RW WW total
individual 756 3780 4169 8705
16
genotype RR RW WW total
No. individuals 756 3780 4169 8705
GT frequencies 0.087 0.434 0.479 1.000
pR = 0,087 + (0,434 / 2) = 0,304 → ≈ 0,3
qW = 0,479 + (0,434 / 2) = 0,696 → ≈ 0,7
Allele frequency derived from GT frequencies
- intermediate inheritance
17
• 891 white sheep (BB, Bb)
• 9 black sheep (bb)
• Total pop. = 900 sheep
Allele frequency derived from allele numbers
dominant-recessive inheritance
18
One of the basic principle of probability
theory
• The probability of common occurrence of
independents events is equal to the product of
the probability of individual events.
• P=0.5
• P=0.5 x 0.5=0.25
• P=0.5 x 0.5 x 0.5=0.125
19
„Weinberg-Hardy-Tsetverikov rule”(1908)
Wilhelm Weinberg
(1862-1937)
Godfrey Harold Hardy
(1877-1947)
Sergey Sergeyevits
Csetverikov (1880-1959)
20
III. Hardy-Weinberg rule(in two-allelic system, in genetic equilibrium)
dominant
homozygous
heterozygous recessive
homozygous
genotypes AA Aa aa
genotypefrequencies
p2 +2pq +q2 = 1 /*N
21
• The frequency of homozygous genotypes (AA%, aa%) is equal to the allele frequency squared (AA% = p2, aa% = q2).
• The frequency of heterozygous genotype (Aa%) is equal to twice the product of the allele frequencies (Aa% = 2pq).
• The sum of the genotype frequencies is equal to 1.
III. Hardy-Weinberg rule(in two-allelic system, in genetic equilibrium)
dominant
homozygous
heterozygous recessive
homozygous
genotypes AA Aa aa
genotypefrequencies
p2 + 2pq + q2 = 1 /*N
genotype numbers
p2N + 2pqN + q2N = N
22
• The sum of the genotype numbers is equal to the population size (N).
• If the observed frequencies do not show a significant difference fromthese expected frequencies, the population is said to be in Hardy-Weinberg equilibium (HWE).
• 891 white sheep (BB, Bb)
• 9 black sheep (bb)
• Total pop. = 900 sheep
Allele frequency derived from allele numbers
dominant-recessive inheritance
23
Not all genetic traits strictly follow the
laws discovered by Mendel
• Incomplete dominance
• Polygenic inheritance
• Sex-linked: on X or Y chromosome
– E.g.: hemophilia
• Sex-limited: all or none expressed by
sex
– E.g.: milk production
• Sex-influenced: genotype + sex
determines
– E.g.: horns in most sheep and beards in
goats 24
Sex-linked trait (to sex-chromosome-linked
inheritance)
female (XX):
XOXO: orange coat colour (patched tabby)
XOXo: mixed coat colour tortoise shell phenotype (Torby)
XoXo: no orange colour in coat
male (XY, hemizygote):
XOY: orange coat colour
XoY: no orange colour in coat
• [orange gene (O and o) in cat]
25
female (XX):
XOXO: orange coat colour
XOXo: mixed coat colour → tortoise shell phenotype (Torbie)
XoXo: no orange colour in coat
male (XY, hemizygote):
XOY: orange coat colour
XoY: no orange colour in coat
• In males the allele frequency is equal to genotype frequency
(p = A% = AA%, q = a% = aa%).
• In females the allele frequency is equal to the square root of the genotype frequency (p = , q = ).
• Sex-linked recessive genetic disease (XLGD; recessive homozygous genotype) occurs more frequent in males than in females.
Sex-linked trait - sex-chromosome-linked inheritanceorange gene (O and o) in cat
%AA %aa
26
Possible number of genotypes (GT) when there are
more allelic forms at a locus
number of allelic forms
(n)
number of genotypes
(GT)
1 1
2 3
3 6
4 10
5 15
10 55
20 210
50 390 27
Hardy-Weinberg proportions
in three-allelic system:
1 = p + q + r =
(p + q + r)2 =
p2 + q2 + r2 + 2pq + 2pr + 2qr
28
number of allelic forms
(n)
number of genotypes
(GT)
1 1
2 3
3 6
4 10
5 15
10 55
20 210
50 390
Calculation of gene frequency for more than two alleles
- of transferrin - using observed numbers of genotype
Transferrin is a blood plasma protein for iron ion delivery that is encoded by
the TF gene. Transferrin is a glycoprotein, which binds iron very tightly but
reversibly.29
Polymorph systems in blood: transferrin
TfA
TfB
TfD
30
allelic
form
allelic
frequencygenotypes and number of each total
TfA/TfA TfA/TfB TfA/TfD TfB/TfB TfB/TfD TfD/TfD
18 5 2 20 32 26 103
TfA pA --- ---
---
--- …. …. ….
TfB qB …. …. --- ---
---
….
TfD rD …. …. --- …. ---
pA = [(2 * 18) + (5 + 2)] / (2 * 103) = 0,209
qB = [(2 * 20) + (5 + 32)] / (2 * 103) = 0,374
rD = 1 - (p + q) = 0,417
Calculation of gene frequency for more than two alleles
- of transferrin - using observed numbers of genotype
31
Calculation of gene frequency for more than two alleles (of
REN124 microsatellite) using observed numbers of genotype
number of allelic forms
(n)
number of genotypes
(GT)
1 1
2 3
3 6
4 10
5 15
10 55
20 210
50 390
32
GT = n + [(n2 – n)/2]
• Description of population – e.g. genetic defects, genic diversity, carriers.
– Calculate the frequencies of particular alleles basedon the frequency of an autosomal recessive disease.
– Genotype frequency of the disease gene can be calculated.
– Carrier rate may be calculated
(e.g. stress disease in pigs,
DMD and MDR in dogs).
IV. Importance of gene- and genotype frequency
33
• Homozygous (mm) individuals:
→ solid black, brown, brown-black, fawn, …
• Heterozygous (Mm) mudis:
→ merle colour.
→ Eye colour: split or odd-eye (heterochromia iridis).
• Homozygous (MM) double merles:
→ separated merle patches divided by extensive white areas.
→ almost always fully blue eyes.
→ congenital auditory and ophthalmologic
disorders (e. g. deafness, microphthalmia).
Description of population – carrier rate – merle factor
34
• Practical observations: the colour is caused by a single, autosomal, not completely dominant gene.
• A retrotransposon insertion is responsible for the unique colouration.
• Detection: agarose-gel electrophoresis
Description of population – carrier rate
35
Description of population – carrier rate – merle factor
• Merle gene affects eumelanin pigment only.
• If their eumelanin pigment production is inhibited by other genes, it makes genetically merle individuals impossible to recognize (based on their phenotype).
• ‘Hidden merle’: genetically merle, but their coat colour hides their merle pattern.
?
36
Description of population – carrier rater – merle factor
• Hair or buccal swab samples collected from hidden merle Mudi dogs.
• PCR: exon 11 of the SILV gene
• Agarose gel electrophoresis
• We compared our genotype results with the dogs' phenotypic traits (colour of the eyes and the fur).
Results:
• Blue or partial blue eyes are solely caused by the merle gene in the Mudi breed.
• Eye colour is not always affected by the merle gene: in our research 4 of the 17 brown eyed dogs tested proved to be heterozygous Mm.
• https://www.youtube.com/watch?v=lIoxAyJ0SFo&app=desktop
?
37
• Control of genetic equilibrium
• Control of sameness – e.g. in endangered breeds
IV. Importance of gene- and genotype frequency
38
• Comparison of two populations – e.g. in researches
• Comparison of more populations – taxonomy
Dendrogram according to Nei’s genetic distances
IV. Importance of gene- and genotype frequency
39
IV. Importance of gene- and genotype frequency
• Information for a more complex evaluation of populations
40
Breed identification?..
• 85 breeds (n=414)
• 95 microsatellite markers
• 99% certainty
1. Ancient 2. Herding 3. Hunting 4. Guarding
Genetic Structure of the
Purebred Domestic DogParker et. al. (2004)
41
42
Testing the H-W Equilibrium
in two-allelic system
• If we have a population where we can distinguish all
three genotypes, we can use the chi-square test to see if
the population is in H-W equilibrium. The basic steps:
– Count the numbers of each genotype (observed GT) →
observed GT frequencies.
– Calculate the allele frequencies from the observed GT
frequencies.
– Calculate the expected GT frequencies based upon the
HW equation, then multiply by the total number of offspring
to get expected GT numbers.
– Calculate the chi-square value using the observed and
expected genotype numbers.
– Use 1 degree of freedom (because there are only two
alleles).43
Control of Hardy-Weinberg proportions by
Chi2-test
• The null hypothesis (H0) is the assumption that the difference between observed and expected numbers (or frequencies) is only due to chance in the sampling process.
• If our Chi2-value (χ2-value) is less than the Chi2-value in the table (at given probability and degree of freedom) H0 is not rejected:- no significant difference between observed and expected numbers
• Conclusion: the population is in H-W equilibrium (or there is no significant difference between the groups of animals).
44
Control of Hardy-Weinberg proportions by
Chi2-test
• The null hypothesis (H0) is the assumption that the difference between observed and expected numbers (or frequencies) is only due to chance in the sampling process.
• Chi2-value (χ2-value) is higher than the Chi2-value in the table H0 is rejected:– significant difference between observed and expected numbers.
• Conclusion: the population is not in HW equilibrium (or there is significant difference between the groups of animals).
45
VI. Genic variation statistics
• Sample size; twice the number of
individuals.
• Observed number of alleles; number of
alleles really found in the investigation.
46
VI. Genic variation statistics
Locus
(STR)
Sample size Observed
number of
alleles
CSRD247 84 19
HSC 80 11
INRA063 98 13
MAF214 84 9
OarAE129 96 7
OarCP49 94 15
OarFCB11 96 9
OarFCB304 90 18
Mean 90.25 12.6250
±Std. Dev 4.4058 47
The effective number of alleles
corresponds to the ideal situation where the
allele frequencies are equal, for the same
level of heterozygosity
AEP = 1 / Σ pi2
Alleles A a ä
pi 0.33 0.33 0.33
pi2 0.11 0 .11 0 .11
AEP 1/0.33 = 3.06
48
The effective number of alleles
corresponds to the ideal situation where the
allele frequencies are equal, for the same
level of heterozygosity
AEP = 1 / Σ pi2
Alleles A a ä
pi 0.1 0.1 0.8
pi2 0.01 0 .01 0 .64
AEP 1/0.66 = 1.52
49
Effective number of alleles
• Generally show lower values than the observed ones.
• It takes account of uneven allele frequencies: a rare neutral allele will most probably be lost in the next generation, and have a very low weight in the calculation of the effective allele number.
• The figures of effective number of alleles estimate the reciprocal of expected homozygosity (n = 1/Fexp).
50
Allele frequencies of WILMS-Microsatellite in
dogs
Allele
Fre
qu
en
cie
s
51
Locus Sample size Observed
number of
alleles
Effective
number of
alleles
CSRD247 84 19 9.8547
HSC 80 11 8.0605
INRA063 98 13 7.4312
MAF214 84 9 4.2050
OarAE129 96 7 3.9656
OarCP49 94 15 7.7782
OarFCB11 96 9 4.9870
OarFCB304 90 18 7.6271
Mean 90.25 12.6250 6.7387
±Std. Dev 4.4058 2.1039
52
Shannon’s information index (H)
• Shannon’s entropy value depends only on frequencies of alleles.• The values of entropy are especially important in maintenance
of rare domestic farm animals.• When the frequency of a certain allele variant decreases,
entropy decreases as well.
• When entropy is increased, the chance to keep this certain allele in population is also increased.
n
H = -Σ pi * log2 (pi)i
53
Shannon’s indices (entropy) in three-allelic system
Frequencies Entropy
A a ä
.1 .1 .8 .639
.1 .2 .7 .802
.1 .3 .6 .898
.1 .4 .5 .943
.2 .2 .6 .950
.2 .3 .5 1.030
.2 .4 .4 1.055
.3 .3 .4 1.089
.33 .33 .33 1.09954
Locus Sample size Observed
number of
alleles
Effective
number of
alleles
Shannon's
information
index
CSRD247 84 19 9.8547 2.5576
HSC 80 11 8.0605 2.1950
INRA063 98 13 7.4312 2.1762
MAF214 84 9 4.2050 1.6853
OarAE129 96 7 3.9656 1.6441
OarCP49 94 15 7.7782 2.2588
OarFCB11 96 9 4.9870 1.8529
OarFCB304 90 18 7.6271 2.4179
Mean 90.25 12.6250 6.7387 2.0985
±Std. Dev 4.4058 2.1039 0.3362
55
A fully satisfactory genetic and phenotypic description of
a population for all loci with their all allelic forms is
impossible.
But, when the animals differ in n gene-pairs (loci) from
each others, so we receive in F3 3n different
genotypes (with constant relative frequencies in the
next generations) and 2n + 1 phenotypes.
Description of a population
56
• Fatal degenerative disease that affects the nervous system of
sheeps and goats.
• It is one of several transmissible spongiform
encephalopathies (TSEs).
• Scrapie is caused by a prion.
• Variation in the ovine prion protein amino acid sequence
influences scrapie progression.
•Known since 1732, and does not appear to be transmissible
to humans.
• National Scrapie Plan (NSP)
• https://www.youtube.com/watch?v=WiUK7ftkauU
Scrapie
57
Genetics of scrapie susceptibilityRisk group Genotype Degree of resistance/susceptibility
NSP1 ARR/ARR most resistant
NSP2 ARR/AHQ
ARR/ARH
ARR/ARQ
most resistant, careful selection needed for further
breeding.
NSP3 AHQ/AHQ
AHQ/ARH
AHQ/ARQ
ARH/ARH
ARH/ARQ
ARQ/ARQ
little resistance, need careful selection when used for
further breeding
NSP4 ARR/VRQ Susceptible, controlled breeding program
NSP5 AHQ/VRQ
ARH/VRQ
ARQ/VRQ
VRQ/VRQ
highly susceptible, should not be used for breeding
58
Thank You For Your Attention!
59