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Molecular Clock: An Interesting Application Xuhua Xia [email protected] http://dambe.bio.uottawa.ca

Molecular Clock: An Interesting Application Xuhua Xia [email protected]

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Page 1: Molecular Clock: An Interesting Application Xuhua Xia xxia@uottawa.ca

Molecular Clock: An Interesting Application

Xuhua Xia

[email protected]

http://dambe.bio.uottawa.ca

Page 2: Molecular Clock: An Interesting Application Xuhua Xia xxia@uottawa.ca

Xuhua Xia Slide 2

Objectives• Comprehend one of the two major components in

molecular phylogenetics, dating speciation events. (What is the other component?)

• Understand the concept of a molecular clock and its two meanings:– as a measure of time (after calibration)– as a measure of the rate of change

• Learn to calibrate the molecular clock and how to use it to solve practical biological problems

Page 3: Molecular Clock: An Interesting Application Xuhua Xia xxia@uottawa.ca

Xuhua Xia Slide 3

The Origin of Darwin’s Fox

Chiloé Island

Yahnke, C. J., W. E. Johnson, E. Geffen, D. Smith, F. Hertel, M. S. Roy, C. F. Bonacic et al. 1996. Darwin's fox: A distinct endangered species in a vanishing habitat. Conservation Biology 10:366-375.

Page 4: Molecular Clock: An Interesting Application Xuhua Xia xxia@uottawa.ca

Xuhua Xia Slide 4

Dusicyon fulvipesIn the evening we reached the island of S. Pedro...two of the officers landed to take a round of angles with the theodilite. A fox, of a kind said to be peculiar to the island, and very rare in it, and which is an undescribed species, was sitting on the rocks. He was so intently absorbed in watching their manoeuvres, that I was able, by quietly walking up behind, to knock him on the head with my geological hammer. This fox, more curious or more scientific, but less wise, than the generality of his brethren, is now mounted in the museum of the Zoological Society.

--C. Darwin. 1839. Journal of researches in the geology and natural history of the various countries visited by H.M.S. Beagle, under the command of Captain Fitzroy, R. N. from 1832-1836. Henry Colburn, London. P. 341.

Page 5: Molecular Clock: An Interesting Application Xuhua Xia xxia@uottawa.ca

Xuhua Xia Slide 5

Conventional Hypothesis• Gray foxes on the mainland have frequently migrated to the

island during the ice ages when the sea level was much lower than it is today

• After the last glaciation period which ended about 15000 years ago, the sea level rose isolating the island from the mainland. The gray fox population on the island then evolved independently from that of the mainland and the two gradually diverge from each other.

• The Darwin’s fox is the product of this isolated evolution of the ancestral gray fox on the Chiloé Island.

• Prediction: The genetic difference should be small and comparable to the divergence time of ~15000 years.

Page 6: Molecular Clock: An Interesting Application Xuhua Xia xxia@uottawa.ca

Xuhua Xia Slide 6

The Challenge to the Hypothesis• Differences between Darwin’s fox and gray fox

– Morphological– Behavioral

• A mainland population was found (Medel, R. G., J. E. Jimenez, F. M. Jaksic, J. L. Yanez, and J. J. Armesto. 1990. Discovery of a continental population of the rare Darwin's fox, Dusicyon fulvipes, new record (Martin, 1837) in Chile. Biological Conservation 51:71-78.): Reproductive isolation

• Ancient origin of Darwin’s fox?– Scientific significance: the two criteria of species conservation.– Methodology: molecular clock

Page 7: Molecular Clock: An Interesting Application Xuhua Xia xxia@uottawa.ca

Xuhua Xia Slide 7

Mechanical Clock

We can obtain the length of time by counting the number of ticks. How does a molecular clock tick?

Page 8: Molecular Clock: An Interesting Application Xuhua Xia xxia@uottawa.ca

Xuhua Xia Slide 8

Factors Affecting DNA Evolution• Types of Mutation

– Point mutation– Insertion– Deletion– Inversion– Duplication

ATG AAA CCC CGG GGC CCC TAT TTT TTG

ATG AAA CCC CGA GGC CCC TAT TTT TTG

ATG AAA CCC CGG AAA AAA GGC CCC TAT TTT TTG

ATG AAA CCC CGG GGC CCC TAT TTT TTG

ATG AAA CCC CGG CCC CGG TAT TTT TTG

ATG AAA CCC CGG GGC CCC TAT TTT TTT TTT TTG

Page 9: Molecular Clock: An Interesting Application Xuhua Xia xxia@uottawa.ca

Xuhua Xia Slide 9

How Does a Molecular Clock Tick?ATGACCCCGACACGCAAAATTAACCCACTAATAAAATTAATTAATCACTCATTTATCGAC

ATGACCTCGACACGCAAAATTAACCCACTAATAAAGTTAATTAATCACTCATTTATCGAC

ATGACCTCGACACGCAAAATGAACCCACTAATAAAGTTAATTAATCACTCATTTATCGAC

ATGACCCCGACACGCAAAATTAACCCACTAATAAAGTTAATTAATCACTCATTTATCGAC

ATGACCTCGACACGCAAAATGAACCCACTAATAAAGTTAATTAATCACTCATTTATCGAC

Each nucleotide substitution is equivalent to one tick in a mechanical clock. The more nucleotide substitutions, the longer the time is.

Page 10: Molecular Clock: An Interesting Application Xuhua Xia xxia@uottawa.ca

Xuhua Xia Slide 10

A Major Difference

• The Molecular clock is an irregular (or even sporadic) clock.

• However, we could still say that, on average, this particular DNA clock, or that particular protein clock, ticks once every million years.

• But how do we know when is the beginning of the time? We don’t have the ancestral sequence available for comparison.

Page 11: Molecular Clock: An Interesting Application Xuhua Xia xxia@uottawa.ca

Xuhua Xia Slide 11

Divergence from a Common AncestorAAA CCC CGG GGC CCC TAT TTT TTG AAA CCC CGG GGC CCC TAT TTT TTG

AAA CCC CGG GGC CCC TAT TTT TTT

AAT CTC CGG GGC CCC TAT TTT TTT

AAT CTC CGG GGC CTC TAT TTT TTT

AAG CCT CGG GGC CCC TAT TTT TTG

AAG CCT CGG GGC CCT TAT TTT TTG

AAG CCC CGG GGC CCC TAT TTT TTG

Page 12: Molecular Clock: An Interesting Application Xuhua Xia xxia@uottawa.ca

Xuhua Xia Slide 12

Sequence Divergence

• Sequence length: 24• Identical pairs: 18• Number of nucleotide differences per site:

d = (24-18)/24 = 0.25 or d’ = -ln(1-d) = 0.288, called the Poisson-corrected P-distance, is a better estimate because it partially corrects for multiple hits (partially because it does not correct for substitutions such as AG A)

• How can we translate this 0.288 into divergence time, i.e., how many years have Species 1 and 2 diverged from each other?

Sp1: AAG CCT CGG GGC CCT TAT TTT TTG

|| | ||| ||| | ||| ||| ||

Sp2: AAT CTC CGG GGC CTC TAT TTT TTT

3

41ln

4

3 pK JC

80

1 1ln ln

1 2 1 2

2 4K

P Q QK

Page 13: Molecular Clock: An Interesting Application Xuhua Xia xxia@uottawa.ca

Xuhua Xia Slide 13

Sedimentary Rocks and Fossils

If fossils of rats and mice are found in one stratum, but not in any older strata, then, if the stratum is found to be 15 million years old, we can infer that mice and rats must have diverged 15 millions years ago.

Sedimentary rocks form on top of older rocks, with fossils buried inside.

Page 14: Molecular Clock: An Interesting Application Xuhua Xia xxia@uottawa.ca

Xuhua Xia Slide 14

Calibration of the Molecular Clock: I

0

0.05

0.1

0.15

0.2

0.25

0.3

0.35

0.4

0.45

0 2 4 6 8 10

Divergence Time (myr)G

enet

ic D

ista

nce

SpeciesPair

DivergenceTime (my) d’

1 1 0.05

2 2 0.12

3 3 0.11

4 4 0.2

5 5 0.21

6 6 0.27

7 7 0.35

8 8 0.33

9 9 0.41

11 ? 0.288

The same calibration can be made with any genetic distances (e.g., those calculated from DNA hybridization or allelic frequencies)

Page 15: Molecular Clock: An Interesting Application Xuhua Xia xxia@uottawa.ca

Xuhua Xia Slide 15

Different ways of calibration: II

IAU79453

IAU79450

IAU05331

IAU79451

IAU37172

IAU37171

IAU37176

IAU37181

IAU37180

FLAHAOHF

FLAHA1N

IAU11858

IVHATG391

0

0.05

0.1

0.15

0.2

0.25

0.3

0.35

0.4

0.45

0 2 4 6 8 10

Divergence Time (10000)

Ge

ne

tic

Dis

tan

ce

90000 years

Page 16: Molecular Clock: An Interesting Application Xuhua Xia xxia@uottawa.ca

Xuhua Xia Slide 16

The Challenge to the Hypothesis• Mitochondrial DNA genes were sequenced from

Darwin’s fox, the gray fox and other related foxes.

• According a calibrated molecular clock, the divergence time is estimated to be ~2 million years, which is much greater than the expected divergence time of ~15000 years.

Darwin’s fox

Mainland gray fox

2 myr

Page 17: Molecular Clock: An Interesting Application Xuhua Xia xxia@uottawa.ca

Xuhua Xia Slide 17

Conclusions• Darwin’s fox had diverged from the gray fox

millions of years ago on the mainland, long before the Chiloé island was formed.

• After the formation of Chiloé Island, some Darwin’s foxes, not gray foxes, migrated to the island and became established. Meanwhile, the mainland population had gone extinct.

• Darwin’s fox is an independent species and its conservation is urgent (only about 500 left).

Page 18: Molecular Clock: An Interesting Application Xuhua Xia xxia@uottawa.ca

Xuhua Xia Slide 18

Divergence time

Island Darwin’s fox

Mainland Darwin’s fox

Mainland gray fox

2 myr

Afternoon Lab: Testing the validity of the molecular hypothesis

Page 19: Molecular Clock: An Interesting Application Xuhua Xia xxia@uottawa.ca

Xuhua Xia Slide 19

Testing the Molecular Clock• Distance-based tests

• Likelihood ratio tests– The tree-based test– The relative-rate test

• Nucleotide-based analysis (Muse and Gaut 1992)• Codon-based analysis (Muse and Gaut 1994)

Page 20: Molecular Clock: An Interesting Application Xuhua Xia xxia@uottawa.ca

Xuhua Xia Slide 20

Relative-rate tests

Outgroup

Ingroup 2

Ingroup 1

1

1

2

2

Constraint both: 1= 2 = , 1 = 2 = (2 parameters)

General model: 1, 2 , 1 , 2 (4 parameters)

Constrain : 1= 2 = , 1, 2 (3 parameters)

Constrain : 1, 2 , 1 = 2 = (3 parameters)

Likelihood ratio test: 2 = 2lnL, DF = Parameter

3

3

Page 21: Molecular Clock: An Interesting Application Xuhua Xia xxia@uottawa.ca

Xuhua Xia Slide 21

Tree-based tests

BosTaurus

BalaenopteraMusculus

PongoPygmaeus

PanTroglodytes

HomoSapiens

GallusGallus

AlligatorMississippiensis

x1

x5

x7 x2

x6

x5

x4

x3

x2

x6

x1x4

x3

x8

x10

x11

x9

AlligatorMississippiensis

GallusGallus

BalaenopteraMusculus

BosTaurus

PongoPygmaeus

PanTroglodytes

HomoSapiens

DF for LRT: n - 2

Page 22: Molecular Clock: An Interesting Application Xuhua Xia xxia@uottawa.ca

Xuhua Xia Slide 22

Tree-based tests

ln2

ncRSS n pAICu

n p n p

S5

S4

S3

S2

S1

S6

S7

x5

x7 x2

x6

x1x4

x3

x8

x10

x11

x9

d’12 = x1 + x2

d’13 = x1 + x4 + x3

...

d’67 = x10 + x11

RSSnc = (dij – d’ij)2

d’12 = 2 x1

d’13 = 2 (x1 + x2)

...

d’67 = 2 ( x5 + x6)

RSSc = (dij – d’ij)2

x1

x5

x4

x3

x2

x6

S7

S6

S5

S4

S3

S2

S1

ln2

cRSS n pAICu

n p n p

Xia, X. 2009. Molecular Phylogenetics and Evolution 52:665-676