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Sequencing Neanderthal DNA Lauren Edelson

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Page 1: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

Sequencing Neanderthal DNA

Lauren Edelson

Page 2: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

Road Map• Sequencing ancient DNA:

methods & outcomes (Review article)

• DNA sequencing to infer Neanderthal ancestry in modern humans (Sankararaman et al)

• Examining the Altai Neanderthal population in depth (Prüfer et al)

Page 3: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

Learning About Human Population History From Ancient And Modern Genomes (Review, 2011)

Mark Stoneking and Johannes Krause

Page 4: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

High-throughput sequencing of ancient DNA

Page 5: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

Challenges of sequencing ancient DNA• Repairing damaged DNA

• Avoiding contaminant DNA

Page 6: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

Challenges of sequencing ancient DNA• Post-mortem chemical damage

(continued)

We can use cytosine deamination to test the authenticity of ancient DNA sequences!

Page 7: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

Okay, so we sequenced some Neanderthal DNA.

What now?

Page 8: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

How much can you actually tell from ancient DNA?

• Genetic composition of organisms

• Phylogenetic relationships • Divergence times• Population structure• Population hybridization• Population bottlenecks• Phylogeographic patterns

Page 9: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

Emerging technologies allow for more complex population divergence models

Our best models as of 2009 for population divergence

Page 10: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

SNP data used to compare possible dispersal route scenarios

Page 11: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

Key Dates

• Neanderthal/Denisovan split with humans: 820,000 ya (350,000 ya?)

• Neanderthal and Denisovan split: 680,000 ya• Out of Africa: 50,000 ya• Further human population divergence: 35-

50ya

Page 12: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

The genomic landscape of Neanderthal ancestry in present-day humans (March 2014)

Sriram Sankararaman et al

Page 13: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

Subjects

1004 modern humans–176 West African

(Yoruba tribe: Ibadan, Nigeria)–758 Europeans–572 east-Asians

Page 14: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

Three features of genetic information

1. Allelic pattern at SNPs

2. High sequence divergence

3. Haplotype length

These features are then used to generate a Conditional Random Field (CRF)!

Page 15: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

Conditional Random Fields (CRFs)

• Based on “3 features”• Used to predict likelihood of Neanderthal

ancestry in a given DNA sequence• Feature functions

1. Single SNP in Africans vs Europeans vs Test2. Multiple SNPs used to capture ancestry

(divergence)

Page 16: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

Tiling path from inferred Neanderthal Haplotypes

Average contig lengthChromosome 9 in several Europeans

Page 17: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

Maps of Neanderthal Ancestry

EuropeanEast AsianAfrican

Page 18: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

Neanderthal Ancestry in 1000 modern genomes

EuropeanEast Asian

High selection against Neanderthal DNA on X chromosome

Page 19: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

Male hybrid sterility

• After crossing two species, offspring are often infertile, keeping the two species distinct

• Evidence for this in humans and Neanderthals? Yes!

• But it’s not the only factor causing selection against Neanderthal genome

Male donkey Female horse Mule (infertile)

Page 20: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

B statistic

• Background selection (B) value “indicates the expected fraction of neutral diversity that is present at a site”

• Ranges from 0-1

• Relatively obscure“Widespread Genomic Signatures of Natural Selection in Hominid Evolution”

(McVicker et al, 2009)

Values near 1: little effect of selection

Values near 0:Almost all diversity removed by selection

Page 21: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

Functionally important regions are deficient in Neanderthal ancestry

Page 22: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

Neanderthal GWAS

Genome-Wide Association Studies (GWAS) can be used to associate Neanderthal-derived alleles with modern phenotypes

Page 23: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

Genome-wide estimates of Neanderthal ancestry

• Neanderthal ancestry: east-Asian > European• Larger European population: less time for

selection to remove deleterious alleles

Page 24: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

The complete genome sequence of a Neanderthal from the Altai Mountains(January 2014) Kay Prüfer et al

Page 25: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

Phylogenetic relationships of the Altai Neanderthal

Modern humans Neanderthals

Page 26: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

Homozygosity

• Inheriting identical copies of the same gene from each parent

• Eg Tay-Sachs (from population bottleneck)

• Long runs of homozygosity indicate inbreeding

Page 27: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry
Page 28: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

Indications of Inbreeding in Altai Neanderthal individual

Page 29: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

Heterozygosity estimates by group

Page 30: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

Inference of population size change over time

Page 31: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

Possible model of gene flow

Page 32: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

Remember this guy?

Page 33: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

Possible model of gene flow

Page 34: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

Takeaways

• Although major challenges exist, it is possible to accurately sequence ancient DNA with modern technology

• We can use these methods to compare ancient and modern DNAAll non-African modern day humans have a small genetic presence of Neanderthal ancestry

• We can learn much about ancient populations (eg bottlenecks & inbreeding of Altai Neanderthals) by looking solely at one bone fragment!

Page 35: Sequencing Neanderthal DNA Lauren Edelson. Road Map Sequencing ancient DNA: methods & outcomes (Review article) DNA sequencing to infer Neanderthal ancestry

QUESTIONS?thank you