Héctor Corrada Bravo CMSC702 Spring 2013 (many slides courtesy of Rafael Irizarry)

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Introduction to epigenetics: chromatin modifications, DNA methylation and the CpG Island landscape Héctor Corrada Bravo CMSC702 Spring 2013 (many slides courtesy of Rafael Irizarry)

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Introduction to epigenetics: chromatin modifications, DNA methylation and the CpG Island landscape. Héctor Corrada Bravo CMSC702 Spring 2013 (many slides courtesy of Rafael Irizarry). Genetics: the alphabet of life. Letters of DNA sequence carry the information - PowerPoint PPT Presentation

Transcript of Héctor Corrada Bravo CMSC702 Spring 2013 (many slides courtesy of Rafael Irizarry)

Page 1: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

Introduction to epigenetics: chromatin modifications, DNA methylation and the CpG Island landscape

Héctor Corrada BravoCMSC702 Spring 2013

(many slides courtesy of Rafael Irizarry)

Page 2: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

Genetics: the alphabet of life

• Letters of DNA sequence carry the information

• How is this information read and parsed.

• We need grammar!

Page 3: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

Differentiation

Different genes are expressed during different stages and in different tissues

Page 4: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

(3.4x10-10 meters/bp) x (6x109 bp/genome) = ~2 meters/genome

Radius of the nucleus is ~ 10 µM !!!

Klug and Cummings, 1997

Page 5: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

[(6 x 109 bp/genome) / (195 bp/nucleosome)] = ~ 30.8 x 106 nucleosomes/genome~ 5 % of nuclear volume

Page 6: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

http://www.albany.edu/~achm110/solenoidchriomatin.html

Conformation is dynamic! (we’ll discuss methods to assay this conformation later on…)

Page 7: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

We’ll study methods to assay a number of mechanisms of epigenetic regulation

DNA methylation Nucleosome positioning andhistone modifications

In eukaryotes, DNA methylation usually occur at CpG dinucleotides

Page 8: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

Transcriptional regulation by nucleosome and histone modification

Nucleosome positioning is mainly repressive

Histone modification can be either active or repressive

TF

TF

TF target site

TF

TF

Ace

TFH3K27me3

H3K9ac

TF

Page 9: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

Histone code hypothesis“… multiple histone modifications, acting in a combinatorial or sequential fashion on one or multiple histone tails, specify unique downstream functions …” ― Strahl and Allis,

Nature, (2000)

Page 10: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

DNA Methylation is sometimes repressive

Robertson and Wolffe, Nat Rev Genet, 2000

Unmethylated CpG dinucleotides

Methylated CpG dinucleotides

Transcription repressors bound to methyl-group

Page 11: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

DNA methylation in cancer

Page 12: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

DNA methylation, histone modifications andnucleosome positioning are coordinated!

New technologies are allowing us to now assay this coordination

[Brinkman, et al., Genome Research 2012]

Page 13: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

Epigenetics: the grammar of life

Epigenetics literally means above the genome

Page 14: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

One more thing….

How does a cell retain epigenetic state?

Page 15: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

Methylation

TTCGATTACGA

AAGCTAATGCT

CH3

CH3

Page 16: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

TTCGATTACGA

AAGCTAATGCT

CH3

CH3

What happens during cell replication?

Page 17: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

TTCGATTACGA

AAGCTAATGCT

TTCGATTACGA

AAGCTAATGCT

CH3

CH3

What happens during cell replication?

Page 18: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

TTCGATTACGA

AAGCTAATGCT

TTCGATTACGA

AAGCTAATGCT

CH3 CH3CH3 CH3

What happens during cell replication? DNA methylation is replicated!

Page 19: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

TTCGATTACGA

AAGCTAATGCT

TTCGATTACGA

AAGCTAATGCT

Liver

Brain

Page 20: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

TTCGATTACGA

AAGCTAATGCT

CH3

CH3

TTCGATTACGA

AAGCTAATGCT

CH3

CH3

Liver

Brain

Page 21: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

TTCGATTACGA

AAGCTAATGCT

CH3

CH3

TTCGATTACGA

AAGCTAATGCT

CH3

CH3

Liver

Brain

TTCGATTACGA

AAGCTAATGCT

CH3

CH3

AAGCTAATGCT

CH3

CH3

TTCGATTACGA

Page 22: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

CpG Islands

We said DNA methylation occurs at CpG dinucleotides.

Where are they in the genome?

Page 23: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

CpGs are depleted

Page 24: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

Remaining ones cluster

Page 25: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

Remaining ones cluster

Proportion of CpG’s stratified by CG content.

Two modes:high CpG ratelow CpG rate

Page 26: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

The clusters refered to as CpG Islands

CpGs are depletedRemaining CpGs cluster into islands enriched near promoters

New CGI definition: Irizarry et al. (2009) Mammalian Genome

Page 27: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

CpG Island definition

Gardiner-Garden and Frommer • N > 200• GC-content > 50%• obs/exp > 0.6• Lists contain 20,000 CGI

• Irizarry et al. (2009) Mammalian Genome

• Wu et al (2010) Biostatistics• Lists contain 100,000 CGI

Observed versus expected

Obs

erve

d di

nucl

eotid

es

Expected (%G x %C)

Takai and Jones PNAS 2002 use a stricter definitionHMM based definition

GpC

CpG

Page 28: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

How do we measure DNA methylation?

Page 29: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

TTCGATTACGA

AAGCTAATGCT

CH3

CH3

TTCGATTACGA

AAGCTAATGCT

CH3

CH3

Liver Brain

Page 30: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

TTCGATTACGA

AAGCTAATGCT

CH3

CH3

TTCGATTACGA

AAGCTAATGCT

CH3

CH3

TTCGATTACGA

AAGCTAATGCT

CH3

CH3

TTCGATTACGA

AAGCTAATGCT

CH3

TTCGATTACGA

AAGCTAATGCT

CH3

CH3TTCGATTACGA

AAGCTAATGCT

CH3

CH3

TTCGATTACGA

AAGCTAATGCT

CH3

CH3

85% Methylationchr3:44,031,616-44,031,626

Page 31: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

Bisulfite Treatment

Page 32: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

Bisulfite Treatment

GGGGAGCAGCATGGAGGAGCCTTCGGCTGACT

GGGGAGCAGTATGGAGGAGTTTTCGGTTGATT

Page 33: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

BS-seq

GTCGTAGTATTTGTCT GTCGTAGTATTTGTNN TGTCGTAGTATCTGTC TATGTCGTAGTATTTG TATATCGTAGTATTTT TATATCGTAGTATTTG NATATCGTAGTATNTG TTTTATATCGCAGTAT ATATTTTATGTCGTA ATATTTTATCTCGTA ATATTTTATGTCGTA GA-TATTTTATGTCGTGATCACAGGTCTATCACCCTATTAACCACTCACGGGAGCTCTCCATGCATTTGGTATTTTCGTCTGGGGGGTATGCACGCGATAGCATTGCGAGACGCTGGAGCCGGAGCACCCTATGTCGCAGTATCTGTCTTTGATTCCTGCCTCATCCTATTATTTATCGCACCTAC

GTTCAATATT

Coverage: 13Methylation Evidence: 13Methylation Percentage: 100%

Page 34: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

BS-seq

GTCGTAGTATTTGTCT GTCGTAGTATTTGTNN TGTCGTAGTATCTGTC TATGTCGTAGTATTTG TATATTGTAGTATTTT TATATCGTAGTATTTG NATATTGTAGTATNTG TTTTATATTGCAGTAT ATATTTTATGTCGTA ATATTTTATCTTGTA ATATTTTATGTCGTA GA-TATTTTATGTCGTGATCACAGGTCTATCACCCTATTAACCACTCACGGGAGCTCTCCATGCATTTGGTATTTTCGTCTGGGGGGTATGCACGCGATAGCATTGCGAGACGCTGGAGCCGGAGCACCCTATGTCGCAGTATCTGTCTTTGATTCCTGCCTCATCCTATTATTTATCGCACCTAC

GTTCAATATT

Coverage: 13Methylation Evidence: 9Methylation Percentage: 69%

Page 35: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

BS-seq

GTCGTAGTATTTGTCT GTCGTAGTATTTGTNN TGTTGTAGTATCTGTC TATGTTGTAGTATTTG TATATTGTAGTATTTT TATATTGTAGTATTTG NATATTGTAGTATNTG TTTTATATTGCAGTAT ATATTTTATGTCGTA ATATTTTATCTTGTA ATATTTTATGTTGTA GA-TATTTTATGTCGTGATCACAGGTCTATCACCCTATTAACCACTCACGGGAGCTCTCCATGCATTTGGTATTTTCGTCTGGGGGGTATGCACGCGATAGCATTGCGAGACGCTGGAGCCGGAGCACCCTATGTCGCAGTATCTGTCTTTGATTCCTGCCTCATCCTATTATTTATCGCACCTAC

GTTCAATATT

Coverage: 13Methylation Evidence: 4Methylation Percentage: 31%

Page 36: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

BS-seq

• Alignment is much trickier:– Naïve strategy: do nothing, hope not many CpG in

a single read– Smarter strategy: “bisulfite convert” reference:

turn all Cs to Ts– Smartest strategy: be unbiased and try all

combinations of methylated/un-methylated CpGs in each read

Page 37: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

BS-seq

• There are similarities to SNP calling• EXCEPT: we want to measure percentages

– Use a binomial model to estimate p, percentage of methylation

– Allow for sequencing errors, coverage differences, etc.

Page 38: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

Measuring DNA Methylation

• Estimating percentages• Use “local-likelihood”

method– Based on loess

(Plot courtesy of Kasper Hansen)

Page 39: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

Crosslink YLyse & Sonicate

IP Reverse crosslinks

Total Reverse crosslinks Amplify

Amplify

Sequence

Sequence

MeDIP (like ChIPchip)

Other controls for IP(e.g., no antibody, non-

specific antibody)

Page 40: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)
Page 41: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)

Next few lectures

• Measuring DNA methylation– How to find genomic regions that are differentially

methylated in two groups (say, cancer and normal)• Measuring nucleosome occupancy and

histone modifications– First stabs at decoding the histone code

• Determining genomic 3d structure

Page 42: Héctor  Corrada Bravo CMSC702  Spring  2013 (many slides courtesy of Rafael Irizarry)