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Exon Array AnalysisChanging the Landscape of
Gene Expresson Profiling
Tzu L. Phang Ph. D.Department of Medicine
Division of Pulmonary Sciences and Critical Care Medicine
Alternative Splicing (AS) important regulatory mechanism in gene expression Estimated 70% of all genes undergo AS About 15% of AS known to cause some form of genetic
disease.
AAAA(n) AAAA(n)
Different Types of Alternative Splicing Events
Cassettealternative exon
Alternative 5’splice sites
Alternative 3’splice site
Intronretention
Mutually exclusivealternative exons
Alternative promoterand first exon
Alternative poly Aand terminal exon
Constitutive exon
Alternative exon
Exon 1.0 ST 5.4 millions, 5 m
features 1.4 millions probesets
(exon) 3 gene level annotations:
Core: 17 K genes• RefSeq and full length
mRNA Extended: 129 K genes
• Core + cDNA-based annotation
Full: 262 K genes• Extended + ab-initio
gene predictions
HG_U133plus2 1.3 millions, 11 m features 54,000 probeset (gene)
AAGCTCCTGGTCTGATCTGGGATA25-mer DNA (minimum)
Exon
Gene
Probeset
Exon Array Analysis Work Flow
Background bins % GC content
0
500
1000
1500
2000
A positive SI unit indicate higher inclusion rate for the exon in sample 1, or low-expression for the exon in sample 2
Start 100%
20.2%
8.34%
6.53%
4.95%
4.61%
1,411,399
284,258
117,816
92,256
69,830
64,996
“core” genes only
DABG filtered
Cross-hybr filtered
1927
58
46
2927
67
63
Exonic Regions
Intronic Regions
Intergenic Regions
< 10 x median
< 10 x fold change
Platelet
HealthyHeart
MyocardialInfarction
3100 exons2066 exonsSplicing Index threshold = abs(3.0)
Splicing Index + -
Results
SplicingIndexIntervals
Frequen
cy
http://xmap.picr.man.ac.uk/
SYNPO
Wide opened areas:
Compare different detection methods ANOSVA, ASAP, GenASAP, SPLICE, etc
Develop algorithm to mine the noisy data Cluster genes into similar alternative splice
forms Splicing graphs, modeling approaches, etc
Functional impact analysis of alternative splicing Discovery of miRNA (intergenic regions) Impact of SNiP on alternative splicing detection