cs681: advanced topics in computational biologycalkan/teaching/cs681/slides/cs681-week9.1… ·...
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CS681: Advanced Topics in
Computational Biology
Can Alkan
EA224
http://www.cs.bilkent.edu.tr/~calkan/teaching/cs681/
Week 9 Lecture 1
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EPIGENETICS
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Definition
Epigenetics: study of all meiotically and
mitotically heritable changes in gene
expression that are not coded in the DNA
sequence itself
DNA methylation
RNA associated silencing
Histone modification
Nature 2004;429:457-73
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Epigenetics Mechanisms
Gene Expression
RNA Interference
Histone Modifications DNA Methylation
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Importance
Development of multicellular organism
Environment-organism interaction For example: Nutrition supplements and environmental toxins
Image: Randy Jirtle
• Pathogenesis of diseases
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DNA Methylation
http://www.cellscience.com/reviews7/Taylor1.jpg
Hypomethylation
Hypermethylation
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DNA Methylation
•At promoter, DNA
methylation suppresses
transcription
•With deamination, DNA
methylation induces C T
mutation
DNA
methyltransferase
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DNA Methylation
DNA methylation is the addition of methyl group to cytosine generally in CpG dinucleotides
26.7 million CpG sites in the autosomal genome
CpG rich regions known CpG Islands (CGIs) are generally located near to the start of genes and associate with promoters
Previously thought to be the key site of epigenetic regulation of gene expression, and have been the main focus of epigenetic research
Recently (2009) methylation changes in regions outside CGIs known as CGI shores have been shown to be more significantly associated with gene regulation
Shores are defined as the regions 2kb up and downstream of the CGI
Only 7% of CpGs reside within CGIs, the majority of CpG sites reside within repeat regions, many of which are un-assayable by microarray technologies
New technologies such as next generation sequencing combined with techniques such as MeDIP will allow for the 1st time to assay changes in whole genome methylation (methylome)
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Roles of DNA Methylation in Mammals
Imprinting
Expression of genes in a parent-of-origin manner
X chromosome inactivation
In females, one of the X chromosomes is inactive
Heterochromatin maintenance
Developmental controls
Tissue specific expression controls
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DNA Methylation and Cancer
Robertson, Nature Reviews Genetics, 2005
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Other Human Diseases
Imprinting Disorders:
Beckwith-Wiedemann syndrome (BWS)
Prader-Willi syndrome (PWS)
Transient neonatal diabetes mellitus (TNDM)
Repeat-instability diseases
Fragile X syndrome (FRAXA)
Facioscapulohumeral muscular dystrophy
Defects of the methylation machinery
Systemic lupus erythemtosus (SLE)
Immunodeficiency, centromeric instability and facial anomalies
(ICF) syndrome
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Technologies for Studying Methylation
PCR-based locus specific analysis
Fragmentation of DNA with methylation sensitive
enzymes
Follow with sequencing: Methyl-seq
Immunoprecipitation
MeDIP: Methylated DNA immunoprecipitation
Enrich methylated regions using specific antibodies
Array: MeDIP-chip; sequencing: MeDIP-Seq
Bisulfite treatment
BS-seq
Peter W. Laird, Nature Reviews Genetics, 2010
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Technologies for Studying Methylation
Peter W. Laird, Nature Reviews Genetics, 2010
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MEDIP
Animation by Gareth Wilson
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The MeDIP reaction begins…
… with high molecular-weight, double-stranded DNA.
This contains methylated and unmethylated cytosines residues.
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For MeDIP, the DNA is first sonicated…
Unmethylated DNA Methylated DNA
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…then denatured to create single-stranded DNA fragments.
… to create short fragments…
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…then denatured to create single-stranded DNA fragments.
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… that binds to the methylated fraction of the
genome
Antibody directed against 5-methylcytidine is
added… 5MeC-mAB
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… that bind to the antibody…
… allowing the methylated fraction to be captured with magnets.
Magnetic beads are added…
Magnetic Beads
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… allowing the methylated fraction to be captured with magnets.
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The methylated fraction can then be isolated using…
… proteinase K…,
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… analyzed at candidate loci using qPCR… Once isolated, methylated DNA can be…
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… hybridised to microarrays for genome-wide testing…
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… or high-throughput sequenced for whole-genome analysis.
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Tools for MeDIP-seq analysis
BATMAN
Bayesian Tool for Methylation Analysis
See Down et al. Nat Biotechnol. 2008 Jul;26(7):779-
85 for a description of the algorithm.
Used in the analysis of the first mammalian
methylome.
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BATMAN
Bayesian Tool for Methylation Analysis
The algorithm is used to provide a quantitative estimation of absolute methylation values from Methylated DNA Immunoprecipitation (MeDIP) profiles.
Takes into account the ‘neighbourhood’ in which each CpG is found when determining absolute methylation levels.
Output provides methylation score (0-1)
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BISULFITE SEQUENCING
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Bisulfite Sequencing
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Bisulfite mappers
After bisulfite treatment, unmethylated
Cytosines turn into Uracils
PCR amplification: U->T
Sequenced as Thymines
Mappers should be able to allow C->T
mismatches
C-C matches give methylated sites
Mappers
BSMAP, BSseeker, BRAT, Bismark, GSNAP,
CokusAlignment, PASH, RMAP, SOCS, etc.
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Bisulfite mappers
Challenges
Multiple
mapping
Mapping
assymmetry
Xi et al., BMC Bioinformatics 2009
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BSMAP
Xi et al., BMC Bioinformatics 2009
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Bismark
Krueger et al. Bioinformatics, 2011
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Bismark
Krueger et al. Bioinformatics, 2011