Title: Molecular Markers
1Molecular Markers
- DNA PROTEINS
- mtDNA often used in systematics in general, no
recombination uniparental inheritance - cpDNA often used in systematics in general, no
recombination uniparental inheritance - Microsatellites tandem repeats genotyping
population structure - Allozymes variations of proteins population
structure - RAPDs short segments of arbitrary sequences
genotyping - RFLPs variants in DNA exposed by cutting with
restriction enzymes genotyping, population
structure - AFLPs after digest with restriction enzymes, a
subset of DNA fragments are selected for PCR
amplification genotyping
2Genetic analysis requires variation at loci,
variation of markers (polymorphisms)
- How the variation is structured will tell us
- Does the microbe reproduce sexually or clonally
- Is infection primary or secondary
- Is contagion caused by local infectious spreaders
or by a long-disance moving spreaders - How far can individuals move how large are
populations - Is there inbreeding or are individuals freely
outcrossing
3CASE STUDY
A stand of adjacent trees is infected by a
disease How can we determine the way trees are
infected?
4CASE STUDY
A stand of adjacent trees is infected by a
disease How can we determine the way trees are
infected? BY ANALYSING THE GENOTYPE OF THE
MICROBES if the genotype is the same then we
have local secondary tree-to-tree contagion. If
all genotypes are different then primary
infection caused by airborne spores is the
likely cause of Contagion.
5CASE STUDY
WE HAVE DETERMINED AIRBORNE SPORES (PRIMARY
INFECTION ) IS THE MOST COMMON FORM OF
INFECTION QUESTION Are the infectious spores
produced by a local spreader, or is there a
general airborne population of spores that may
come from far away ? HOW CAN WE ANSWER THIS
QUESTION?
6If spores are produced by a local spreader..
- Even if each tree is infected by different
genotypes (each representing the result of
meiosis like us here in this class).these
genotypes will be related - HOW CAN WE DETERMINE IF THEY ARE RELATED?
7HOW CAN WE DETERMINE IF THEY ARE RELATED?
- By using random genetic markers we find out the
genetic similarity among these genotypes
infecting adjacent trees is high - If all spores are generated by one individual
- They should have the same mitochondrial genome
- They should have one of two mating alleles
8WE DETERMINE INFECTIOUS SPORES ARE NOT RELATED
- QUESTION HOW FAR ARE THEY COMING FROM? .or
- HOW LARGE IS A POPULATION?
- Very important question if we decide we want to
wipe out an infectious disease we need to wipe
out at least the areas corresponding to the
population size, otherwise we will achieve no
result.
9HOW TO DETERMINE WHETHER DIFFERENT SITES BELONG
TO THE SAME POP OR NOT?
- Sample the sites and run the genetic markers
- If sites are very different
- All individuals from each site will be in their
own exclusive clade, if two sites are in the same
clade maybe those two populations actually are
linked (within reach) - In AMOVA analysis, amount of genetic variance
among populations will be significant (if
organism is sexual portion of variance among
individuals will also be significant) - F statistics Fst will be over ) 0.10 (suggesting
stongt structuring) - There will be isolation by distance
10Levels of Analyses
- Individual
- identifying parents offspring very important
in zoological circles identify patterns of
mating between individuals (polyandry, etc.) - In fungi, it is important to identify the
"individual" -- determining clonal individuals
from unique individuals that resulted from a
single mating event.
11Levels of Analyses cont
- Families looking at relatedness within colonies
(ants, bees, etc.) - Population level of variation within a
population. - Dispersal indirectly estimate by calculating
migration - Conservation Management looking for founder
effects (little allelic variation), bottlenecks
(reduction in population size leads to little
allelic variation) - Species variation among species what are the
relationship between species. - Family, Order, ETC. higher level phylogenies
12What is Population Genetics?
- About microevolution (evolution of species)
- The study of the change of allele frequencies,
genotype frequencies, and phenotype frequencies
13Goals of population genetics
Natural selection (adaptation) Chance (random
events) Mutations Climatic changes
(population expansions and contractions) To
provide an explanatory framework to describe the
evolution of species, organisms, and their
genome, due to Assumes that the same
evolutionary forces acting within
species (populations) should enable us to explain
the differences we see between species
evolution leads to change in gene frequencies
within populations
14Pathogen Population Genetics
- must constantly adapt to changing environmental
conditions to survive - High genetic diversity easily adapted
- Low genetic diversity difficult to adapt to
changing environmental conditions - important for determining evolutionary potential
of a pathogen - If we are to control a disease, must target a
population rather than individual - Exhibit a diverse array of reproductive
strategies that impact population biology
15Analytical Techniques
- Hardy-Weinberg Equilibrium
- p2 2pq q2 1
- Departures from non-random mating
- F-Statistics
- measures of genetic differentiation in
populations - Genetic Distances degree of similarity between
OTUs - Neis
- Reynolds
- Jaccards
- Cavalli-Sforza
- Tree Algorithms visualization of similarity
- UPGMA
- Neighbor Joining
16Allele Frequencies
- Allele frequencies (gene frequencies)
proportion of all alleles in an all individuals
in the group in question which are a particular
type - Allele frequencies
- p q 1
- Expected genotype frequencies
- p2 2pq q2
17Evolutionary principles Factors causing changes
in genotype frequency
- Selection variation in fitness heritable
- Mutation change in DNA of genes
- Migration movement of genes across populations
- Vectors Pollen, Spores
- Recombination exchange of gene segments
- Non-random Mating mating between neighbors
rather than by chance - Random Genetic Drift if populations are small
enough, by chance, sampling will result in a
different allele frequency from one generation to
the next.
18The smaller the sample, the greater the chance of
deviation from an ideal population. Genetic
drift at small population sizes often occurs as a
result of two situations the bottleneck effect
or the founder effect.
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20Founder Effects typical of exotic diseases
- Establishment of a population by a few
individuals can profoundly affect genetic
variation - Consequences of Founder effects
- Fewer alleles
- Fixed alleles
- Modified allele frequencies compared to source
pop - GREATER THAN EXPECTED DIFFERENCES AMONG
POPULATIONS BECAUSE POPULATIONS NOT IN
EQUILIBRIUM (IF A BLONDE FOUNDS TOWN A AND A
BRUNETTE FOUND TOWN B ANDF THERE IS NO MOVEMENT
BETWEEN TOWNS, WE WILL ISTANTANEOUSLY OBSERVE
POPULATION DIFFERENTIATION)
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22Bottleneck Effect
- The bottleneck effect occurs when the numbers of
individuals in a larger population are
drastically reduced - By chance, some alleles may be overrepresented
and others underrepresented among the survivors - Some alleles may be eliminated altogether
- Genetic drift will continue to impact the gene
pool until the population is large enough
23Founder vs Bottleneck
24Northern Elephant Seal Example of Bottleneck
Hunted down to 20 individuals in
1890s Population has recovered to over
30,000 No genetic diversity at 20 loci
25Hardy Weinberg Equilibriumand F-Stats
- In general, requires co-dominant marker system
- Codominant expression of heterozygote
phenotypes that differ from either homozygote
phenotype. - AA, Aa, aa
26Hardy-Weinberg Equilibrium
- Null Model population is in HW Equilibrium
- Useful
- Often predicts genotype frequencies well
27Hardy-Weinberg Theorem
if only random mating occurs, then allele
frequencies remain unchanged over time. After one
generation of random-mating, genotype frequencies
are given by AA Aa aa p2 2pq q2 p freq
(A) q freq (a)
28Expected Genotype Frequencies
- The possible range for an allele frequency or
genotype frequency therefore lies between ( 0
1) - with 0 meaning complete absence of that allele
or genotype from the population (no individual in
the population carries that allele or genotype) - 1 means complete fixation of the allele or
genotype (fixation means that every individual in
the population is homozygous for the allele --
i.e., has the same genotype at that locus).
29ASSUMPTIONS
1) diploid organism 2) sexual reproduction 3)
Discrete generations (no overlap) 4) mating
occurs at random 5) large population size
(infinite) 6) No migration (closed population) 7)
Mutations can be ignored 8) No selection on
alleles
30IMPORTANCE OF HW THEOREM
If the only force acting on the population is
random mating, allele frequencies remain
unchanged and genotypic frequencies are
constant. Mendelian genetics implies that
genetic variability can persist indefinitely,
unless other evolutionary forces act to remove it
31Departures from HW Equilibrium
- Check Gene Diversity Heterozygosity
- If high gene diversity different genetic
sources due to high levels of migration - Inbreeding - mating system leaky or breaks down
allowing mating between siblings - Asexual reproduction check for clones
- Risk of over emphasizing particular individuals
- Restricted dispersal local differentiation
leads to non-random mating
32Pop 3
Pop 2
Pop 1
Pop 4
FST 0.30
FST 0.02
33Pop1 Pop2 Pop3
Sample size 20 20 20
AA 10 5 0
Aa 4 10 8
aa 6 5 12
34Pop1 Pop2 Pop3
Freq
p (20 1/28)/40 0.60 (101/220)/40 .50 (01/216)/40 0.20
q (12 1/28)/40 0.40 (101/220)/40 .50 (241/216)/40 0.80
35Local Inbreeding Coefficient
- Calculate HOBS
- Pop1 4/20 0.20
- Pop2 10/20 0.50
- Pop3 8/20 0.40
- Calculate HEXP (2pq)
- Pop1 20.600.40 0.48
- Pop2 20.500.50 0.50
- Pop3 20.200.80 0.32
- Calculate F (HEXP HOBS)/ HEXP
- Pop1 (0.48 0.20)/(0.48) 0.583
- Pop2 (0.50 0.50)/(0.50) 0.000
- Pop3 (0.32 0.40)/(0.32) -0.250
36F StatsProportions of Variance
- FIS (HS HI)/(HS)
- FST (HT HS)/(HT)
- FIT (HT HI)/(HT)
37Pop Hs HI p q HT FIS FST FIT
1 0.48 0.20 0.60 0.40
2 0.50 0.50 0.50 0.50
3 0.32 0.40 0.20 0.80
Mean 0.43 0.37 0.43 0.57 0.49 -0.14 0.12 0.24
38Important point
- Fst values are significant or not depending on
the organism you are studying or reading about - Fst 0.10 would be outrageous for humans, for
fungi means modest substructuring
39Host islands within the California Northern
Channel Islands create fine-scale genetic
structure in two sympatric species of the
symbiotic ectomycorrhizal fungus Rhizopogon
Rhizopogon occidentalis
Rhizopogon vulgaris
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41Rhizopogon sampling study area
- Santa Rosa, Santa Cruz
- R. occidentalis
- R. vulgaris
- Overlapping ranges
- Sympatric
- Independent evolutionary histories
42Sampling
43Bioassay Mycorrhizal pine roots
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45Local Scale Population StructureRhizopogon
occidentalis
FST 0.26
8-19 km
N
E
FST 0.33
5 km
FST 0.24
W
B
T
FST 0.17
Populations are different
Populations are similar
Grubisha LC, Bergemann SE, Bruns TD Molecular
Ecology in press.
46Local Scale Population StructureRhizopogon
vulgaris
FST 0.21
N
E
FST 0.25
FST 0.20
W
Populations are different
Grubisha LC, Bergemann SE, Bruns TD Molecular
Ecology in press
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