neutral theory of molecular evolution - uab...

35
Neutral Theory of molecular evolution

Upload: others

Post on 31-May-2020

3 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

Neutral Theory of molecular evolution

Page 2: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla

Page 3: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla

The Great Obsession of population genetics (Gillespie 2004) What evolutionary forces led to the observed pattern of genetic variation?

Page 4: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla

H. J. Muller

Theories of variation in the 60’s

•Absence of variation

•Purifying selection

•Wild genotype is optimun

•Muller (laboratory)

•Eugenics

•Variation is ubiquitous

•Balancing selection

•No wild phenotype

•Dobzhansky (naturalist)

•¡Viva la diversidad!, non interference

Classic Theory Balancing theory

T. Dobzhansky

Page 5: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla

60-70

•Electropheretic variation

The struggle for the measurement of genetic variation

Page 6: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla

Neutral theory of molecular evolution (1968)

Motoo Kimura

Mutations are mainly neutral or strongly deleterious

0

DFE (Distribution fitness effect of new mutation) of Kimura’s Neutral Theory

Freq

uen

cy

Page 7: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla

Page 8: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla

Page 9: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla

Neutral theory of molecular evolution

Page 10: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla

Nature of genetic variation

Mutation

Substitution =

Divergence =

Evolutionary rate

µ K

Page 11: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla

Page 12: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla

Neutral theory of molecular evolution

Page 13: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla

Neutral theory of molecular evolution

Substitution rate

or = mutation rate

Evolutionary rate

Page 14: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla

Probability of fixation (substitution)

New mutations entering each generation in the population

Page 15: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla

Probability of fixation (substitution)

New mutations entering each generation in the population

X X

Page 16: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla

# substitution / generation = (#mutation /generation) ( substitution / mutation)

Page 17: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

Question Demonstrate the K is equal for a penguin population with big N and for a bacteria population of one individual granted that µ is the same for both species

Pick a student up at random

Page 19: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla 20 Antonio Barbadilla Lesson 6. Genome variation: I. nucleotide variation

F = ma

Schrödinger equation (general)

(Newton’s dynamics 2nd law)

(Boltzmann's entropy formula)

(Einstein’s relativity mass-energy equivalence)

Page 20: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla

Page 21: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla

Allelic frequency

Time

1

0

gen.4Nt fix

Dynamics of neutral substitutions

Neutral theory of molecular evolution Assumption

New mutations are mainly neutral or strongly deleterious

µ

ln2 Ntlost

•Polymorphism •Heterozygosity in the equilibrium H = = 2N x 2N µ = 4N µ

Page 22: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla

Allelic frequency

Time

1

0

gen.4Nt fix

Dynamics of neutral substitutions

Neutral theory of molecular evolution Assumption

New mutations are mainly neutral or strongly deleterious

µ

•Polymorphism •Heterozygosity in the equilibrium H = = 2N x 2N µ = 4N µ

Page 23: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla

Polymorphism and divergence are coupled

Species A Species B

Species B

Species A

Substitution Substitution => divergence

Time from separation

Neutral theory of molecular evolution

Page 24: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla

Polymorphism and divergence are coupled

Species A

• Divergence increases over time (Molecular Clock)

D = 2Tµ

• Polymorphism reaches a dynamic equilibrium

H = = 4N µ

Neutral theory of molecular evolution

Species B

Note that Divergence increases over time

but Polymorphism reaches a dynamic equilibrium

Page 25: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla

Neutral theory of molecular evolution

Motoo Kimura

•Divergence

• Substitution rate (evolution rate) of neutral mutations, k k = 2N µ 1/(2N) = µ •Expected time to fixation of a new mutation

E(t) = 4N generations •Linear relationship between divergence and time ->

Evolutionary molecular clock Divergence = Rate of evolution x 2T

•Polymorphism

•A transitory state in the process of fixation of neutral alleles •Heterozygosity in the equilibrium H = = 2N x 2N µ = 4N µ

•Divergence and polymorphism are coupled

Assumption Mutations are mainly neutral or strongly deleterious

Theorems

D = 2Tµ

Page 26: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla

Poisson process (variance in time between substitutions)

Literal clock (no variance in time between substitutions)

Page 27: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla

µ N

Effect of µ and N on the rate of substitution

Page 28: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla

Allelic frequency

Time

1

0

The intellectual elegance of Neutral theory: Play the role of null hypothesis

The Myth of Sisyphus and molecular evolution

Page 29: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla

Neutral theory of molecular evolution (1968)

Motoo Kimura

Mutations are mainly neutral or strongly deleterious

Tomoko Ohta

0 0

DFE (Distribution fitness effect of new mutation)

Freq

ue

ncy

Page 31: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla

II: Mutaciones selectivamente ventajosas

gen. )2ln(2

Ns

t

1

0

1

μ4Ns

Population dynamics of selectively advantage mutations

Allelic frequency

Time

Page 32: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla

Freq

uen

cy

0

1. DFE (Distribution fitness effect of new mutation)

+

-

Fitness (s)

Two main functions describing molecular polymorphism and divergence

Page 33: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

Allele frequency

1

0

Time

2. Fixation probability a new mutation =

Two main functions describing molecular polymorphism and divergence

Population Dynamics of new mutations accoding their fitness effect

Population Dynamics of new mutations according their fitness effect

u(N,s) = Fixation probability of a new mutation fitness in a population with size N

Page 34: Neutral Theory of molecular evolution - UAB Barcelonabioinformatica.uab.cat/.../documents/neutral_theory2016_2_28D3_17… · Neutral theory of molecular evolution (1968) Motoo Kimura

MSc in Bioinformatics Module 3. Genomics - Genome variation: I. Theory and Data

Antonio Barbadilla

1

0 Time

K =

X

DFE Fixation probability new mutation Time fixation = 1/Fixation probability

Molecular evolutionary rate = Substitution rate = K

Fitness (s)

Two main functions describing molecular polymorphism and divergence

Probability of fixation of a mutation fitness s

Density of new mutations with fitness s