Upload
rengachen
View
218
Download
0
Embed Size (px)
Citation preview
8/3/2019 1.the Early History of Population Genetics
1/20
Copyright: Gilean McVean, 2001 1
An introduction to populationgenetics
JPMedical applications of population genetics13th MarchGMPopulation structure6th March
PFRecombination27th Feb
MPHuman population genetics20th Feb
GMNatural selection13th Feb
GMThe coalescent6th Feb
GMNeutral mutations in populations30th Jan
GMAn introduction to population genetics23rd Jan
TopicDate
GM Gil McVean MP Molly Prseworski
PF Paul Fernhead JP Jon Pritchard
Crow JF &Kimura M. 1970. An introduction to population genetics theory.
Harper and Row, New York.
Gillespie JH. 1998. Populations genetics: a concise guide. The Johns Hopkins
University Press, Baltimore.
Hartl DL & Clark AG (1989). Principles of population genetics. Sinauer
Associates, Sunderland, Mass.
Books
8/3/2019 1.the Early History of Population Genetics
2/20
Copyright: Gilean McVean, 2001 2
The early history of population genetics
Morgans experiments on Drosophila1915
Fishers paper on phenotypiccorrelations between relatives1918
Sturtevants artificial selection
experiments on Drosophila
1918
Fishers The Genetical Theory ofNatural Selection(Fundamentaltheorem)
1930
Wrights Evolution in Mendelianpopulations
1931
Haldanes The Causes of Evolution1932
Kimura diffusion equation solution to
the distribution of allele frequencies
1955
Pearl, Jennings and Wrights work on
inbreeding
1912-1920
Nilsson-Ehles experiments on wheat1909
Rediscovery of Mendels laws1900
Mendels experiments on peas1856-63
Darwins Origin of Species1859
EventDate
8/3/2019 1.the Early History of Population Genetics
3/20
Copyright: Gilean McVean, 2001 3
Definitions
Gene or locus
Molecular: Open reading frame and associated
regulatory elements.
Classical genetic: Chromosomal region to which aphenotypic mutation can be mapped.
Evolutionary: A stretch of hereditary material sufficiently
small such that it is not broken up by recombination, and
which can be acted on by natural selection (the unit of
selection).
Allele
One of two or more possible forms of gene (locus).
Polymorphism
The presence of multiple forms in natural populations
8/3/2019 1.the Early History of Population Genetics
4/20
Copyright: Gilean McVean, 2001 4
Mendels peas
Nilsson Ehles wheat
x
x
AA x aa
Aa x aa
21
21
Aa & aa
bb
Bb
BB
aaAaAAGenotype
8/3/2019 1.the Early History of Population Genetics
5/20
Copyright: Gilean McVean, 2001 5
Quantitative trait variation
Three types of quantitative trait
Continuous (weight, height, milk yield)
Meristic (bristle number in Drosophila)
Discrete with continuous liability (diseasesusceptibility)
Trait value
FrequencyMean = =
i
iNx1
Variance = = 2P i
iNx
21 )(
22222
EIDAP +++=
Phenotypic Additive
genetic
Dominance Epistatic Environmental
Genetic
8/3/2019 1.the Early History of Population Genetics
6/20
Copyright: Gilean McVean, 2001 6
Estimating the genetic component of
quantitative traits
XX
XX
X
X
X
X
XX
X
X
Mid-parent value (x)
Offspring
value (y)y = a + b x
Cov(x, y)Var(x)
b = = h2 = 2
2
P
A
S
Trait value
= h2
(S - )
Trait value
Selection response
8/3/2019 1.the Early History of Population Genetics
7/20
Copyright: Gilean McVean, 2001 7
Heritabilities of human traits
1.0
0.8
0.6
0.4
0.2
0
Height
Weight
Fertility
IQ
Extrovertism
Handedness
Twin concordance in human disease
0.53-0.6515.337.2Tuberculosis
1.04-1.055.067.0Manic-depressive psychosis
0.53-0.626.625.0Arterial hypertension
0.23-0.332.66.8Cancer
MZDZDisease
Genetic
Determinism
Concordance
From Cavalli-Sforza & Bodmer (1971)
8/3/2019 1.the Early History of Population Genetics
8/20
Copyright: Gilean McVean, 2001 8
Fisher, Haldane, and Wright
RA Fisher
The Genetical Theory of Natural Selection(1930)
Fishers fundamental theory
Geometric model of adaptation
The concept of likelihood in statistical analysis Experimental design
JBS Haldane
The Causes of Evolution(1932)
Fixation probabilities of advantageous alleles
Theory of sex-linked loci
Eloquent exponent of the theory of evolution by natural
selection
Sewall Wright Evolution in Mendelian populations (1931)
Developed the use of diffusion theory in populationgenetics
Importance of genetic drift
Selection at multiple-loci
Shifting-balance theory of evolution
Four volume Evolution and the genetics of populations(1968-1978)
8/3/2019 1.the Early History of Population Genetics
9/20
Copyright: Gilean McVean, 2001 9
Serological techniques for detecting
variation
Human
Rabbit
A
A B AB O
Polymorphic blood groups in the
white English population (no. types)
ABO (4) Kidd (3)
Rh (7) Dombrock (2)MNS (6) Auberger (2)
P (3) Xg (2)
Secretor (2) Sd (2)
Duffy (3) Lewis (2)
Pr{2 people same blood type} 3 in 10,000
8/3/2019 1.the Early History of Population Genetics
10/20
Copyright: Gilean McVean, 2001 10
HLA diversity at the MHC locus
DP DQ DR C4 C2 TNFa,b HLA-B HLA-C HLA-A
HLA-D
Class II Class III Class I
6p21.34 Mbp c. 127 genes
(18 genes)
0.00
0.05
0.10
0.15
0.20
0.25
0.30
A2
A1
A3
A24
Aw29 A
11A26
A28
Aw30
Aw32 A
23A25
Aw31 N
ull
Aw33
Aw43
HLA-AEuropean Caucasoids
African Blacks
8/3/2019 1.the Early History of Population Genetics
11/20
Copyright: Gilean McVean, 2001 11
Protein electrophoresis
++
+
--
- --
-
++
--
- --
--
Starch or agar gel
Direction of travel
Polymorphism = 0.75
Heterozygosity = 0.30
PGM 6PGD
GPDGPI
8/3/2019 1.the Early History of Population Genetics
12/20
Copyright: Gilean McVean, 2001 12
The phylogenetic distribution of
allozyme variation
Plants
Drosophila
Other insects
Land snails
FishesAmphibians
Reptiles
Birds
Other mammals
Humans
0 1.0
Polymorphism
Humans Polymorphism = 0.31
Heterozygosity = 0.06
Two haploid genomes are expected to differ at c. 6,000 loci
8/3/2019 1.the Early History of Population Genetics
13/20
Copyright: Gilean McVean, 2001 13
The rise of the neutral theory
Observations
Constancy of rate of molecular evolution(the molecular clock)
More important regions of proteins evolve at aslower rate than less important domains
High levels of protein polymorphism
High rates of molecular evolution (about 1.5x10-9
changes per amino acid per year)
Theoretical considerations
Haldanes cost of natural selection
Segregation load of balanced polymorphisms
Some population genetic terminology
Population = set of inter-mating/competing individuals
N= Number of individuals in a population
x = allele frequency =N(x)/NasN
s = selective advantage
8/3/2019 1.the Early History of Population Genetics
14/20
Copyright: Gilean McVean, 2001 14
Genetic load
wFitness
Frequency
optw
Load =
opt
opt
w
ww
Haldanes cost of natural selection
Fitness (w)
= Expected number of offspring given genotype
N N* N
Nsx selective deaths occur
every generation
To fix there must be a
total of 4.6Nselective deaths
if it has a 1% advantage
w( ) = 1
w( ) = 1+s
8/3/2019 1.the Early History of Population Genetics
15/20
Copyright: Gilean McVean, 2001 15
Segregation load due to balanced
polymorphisms
Genotype AA Aa aa
Fitness 1 - s 1 1 - s
Frequency x2 2x(1-x) (1-x)2
)1(2 xsxw
ww
opt
opt=
2,5.0if
sLx ==
To maintain 30,000 polymorphisms, each of which has a
heterozygote advantage of 1% creates a load of
66000,30 1051995.01 ==L
Frequency
15,000 99.5%0.5%
450 loci
Variation
01.0)01.01( 450
5.0
5.99 ==w
w
8/3/2019 1.the Early History of Population Genetics
16/20
Copyright: Gilean McVean, 2001 16
Features of the neutral theory
The majority of changes in proteins and at the level
DNA which are fixed between species, or segregate
within species, are of no selective importance
The rate of substitution is equal to the rate ofneutral mutation
The level of polymorphism in a population is a
function of the effective population size and the
neutral mutation rate
Polymorphisms are transient rather than balanced
fk neutral =
N
N
e
e
41
4
+=
Time
Frequency Frequency
Balanced Transient
8/3/2019 1.the Early History of Population Genetics
17/20
Copyright: Gilean McVean, 2001 17
RFLPs
Probe
+
-
PCR analysis of microsatellites
.....CAGCAGCAGCAGCAG.....
.....CAGCAGCAGCAGCAGCAGCAG.....
Full sequence analysis
ATGTGAATGCTAATG
...A..T........
.C.A.......G...
.C......--.G...
...A..T.--.....
8/3/2019 1.the Early History of Population Genetics
18/20
Copyright: Gilean McVean, 2001 18
No. segregating sites (S) = 4
Average pairwise differences () = 2.4= 0.16 per site
No. haplotypes = 4
SNPs ATGTGAATGCTAATG...A..T........
.C.A.......G...
.C......--.G...
...A..T.--.....
44
313
0432
22321
5432Seq
Statistics of polymorphism
Segregating site Indel
8/3/2019 1.the Early History of Population Genetics
19/20
Copyright: Gilean McVean, 2001 19
Patterns of variation at the DNA level
Synonymous & nonsynonymous mutations
Nucleotide variation v. protein variation?
Arg Gln Val
AGA CAA GTA
AGA CAG GTA
Arg Gln Val
Arg Gln Val
AGA CAA GTA
CAG CGA GTA
Arg Arg Val
D. simulans total = 0.010 per site
silent = 0.038noncoding = 0.023
1%0.1%Nucleotide
14%6%Allozyme
D. melanogasterHumans
8/3/2019 1.the Early History of Population Genetics
20/20
Copyright: Gilean McVean, 2001 20
Current issues in population genetics
Medical applications
Disease gene identification by association mapping
Understanding genetic basis of quantitative variation
Statistical issues
Methods for detecting natural selection
Full likelihood methods for estimating evolutionary
parameters from sequence data
The design of population genetic experiments
Theoretical and empirical issues
The maintenance of quantitative genetic variation
Interactions between alleles at selected loci
The molecular clock
Reproductive isolation and speciation