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On the biological significance of alternative splicing: a bioinformatics approach

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Title: On the biological significance of alternative splicing: a bioinformatics approach


1
On the biological significance of alternative
splicing a bioinformatics approach
Sandro J. de Souza TDR, 07/05/2004
RNA 10757-765, 2004
2
Genomics
Bioinformatics
Large-scale Biology
3
The Real Revolution
Early 20th century Mendel and the inheritance
laws Mid 20th century DNA as the genetic
element (Avery) Mid 20th century Watson and
Crick and the structure of DNA. 70s and 80s
Molecular biology/biotechnology 90s and 21th
century Genomics and Bioinformatics
Paradigm in Biology Evolution by means of
natural selection (Darwin and Wallace, mid 19th
century)
4
Bioinformatics
  • Development of tools
  • Gateway to explore new datasets
  • Processing of data derived from large-scale
    projects
  • A new way to do hypothesis-driven science

5
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6
Splicing (1977)Roberts and Sharp (Nobel 1993)
7
Exons
Introns
mRNA
Coding Non-coding
8
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10
Splicing
Splicing depends on recognition of exon-intron
boundaries
Splice sites are generic and consist solely
of 5 boundary 3 boundary Acceptor
site Polypyrimidine tract
11
.....if they occur at the boundaries of the
regions to be spliced out, can change the
splicing pattern, resulting in the deletion or
addition of whole sequences of amino
acids. Walter Gilbert. Why genes in pieces.
Nature 271501, 1978.
12
At least half of all human genes undergo
alternative splicing
Biological significance or spurious events?
13
Alternative splicing
  • 1. Chromosomal ratio activates txn of Sxl in
    females only
  • 2. SXL controls splicing of tra-2 mRNA
  • 3. Females exon 2 (which has a stop codon) is
    removed via SXL
  • Males exon 2 is not removed.
  • Males no active TRA
  • Females TRA is made.
  • 5. TRA directs splicing of dsx mRNA in specific
    manner in males default splicing occurs.

14
Alternative Splicing Auditory Hair Cells
15
Types of alternative splicing
5
3
mRNA
16
Large-scale analysis of intron retention in the
human transcriptome
Pedro F.A. Galante, Noboru Jo Sakabe, Natanja
Slager, Sandro J. de Souza
17
Examples of intron retention events with
biological significance
  • Msl2 in Drosophila
  • P element in Drosophila
  • retroviruses

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Intron retention and cancer
CD44 several tumors Gastrin receptor pancreas
Ret tyrosine kinase pheochromocytomas Fas
receptor T-cell lymphoma
20
Known mRNAs
EST data
SAGE data
Transcriptome Database
Genome Data
21
Genome-based cDNA clustering

Exon 1
Exon 2
Exon 3
DNA
RNAm
cluster
22
Transcript Mapping
P53
23
Types of Data
24
Dataset
25
Experimental validation
26
14 of all human genes show evidence of intron
retention
Kan, States Gish (2002) 36 of RefSeq
database! After sample statistics 5
27
Distribution of events along transcripts.
p ltlt 0.005
This bias can be a product of
Underreporting of sequences
p ltlt 0.005
Nonsense-mediated decay (NMD)
28
  • 2563 out of 3195 (80) sequences with a retained
    intron had an exon/exon boundary downstream of
    the retention event.

29
Retained introns are shorter
Pltltltlt0.001
30
Domains encoded by retained introns
31
Number of domains entirely encoded by Retained
introns only 02 Exon-intron-exon 31 Number
of domains partially encoded by Retained introns
only 25 Exon-intron-exon 10
32
Retained introns have a higher GC content
Pltltltlt0.001
33
Did retained introns encode protein domains?
  • Only retained introns in the CDS were used.
  • Only retained introns defined by full-length
    mRNAs were used.
  • Protein sequences were searched against PFAM
    database.

34
Codon Usage
35
Conservation of intron retention in mouse cDNA
sequences
40-57 of all retained introns present a mouse
hit
Identity of orthologous retained introns is 84
Non-retained introns is 60 Exons 87
Mouse cDNA also corresponds to an retention
variant
26 - 10 out of 46
36
Frequency of stop codon
retained intron
exon
exon
TACTTGTGCGTAGTCCCCGCGATCTAACGCCACGATGGATGACACTGTGA
TACTTGTGCGTAGTCCCCGCGATCTAACGCCACGATGGATGACAC
Stop codons TAG, TGA, TAA
Found 651 stop codons
Expected 1064
p-value ltlt 0.005
88 cases where the retention generates a putative
truncated protein
mRNA
cds
stop
mRNA
cds
37
GC content for sequences upstream and downstream
the premature stop codon 88 cases
exon
exon
retained intron
5
3
stop
GC 58
GC 49
Are under selective pressure for coding potential
38
Why the argument of selection is important?
  • As noted originally by Gilbert (1978), mutations
    that affect splicing can allow the production of
    new proteins without the loss of the original one
  • Therefore, there should not be any negative
    selection on this variant.
  • If, however, the new variant has some biological
    significance, selection will act to maintain the
    function of this variant.

39
Intron Retention in Tumors
40
Towards a reliable set of intron retention events
full-length vs full-length set and retained
intron entirely in the CDS
41
Second International Conference on
Bioinformatics and Computational
Biology www.icobicobi.com.br
25-28/10/2004 Angra dos Reis
42
Group of Computational Biology
Sandro J. de Souza tennis player Helena
Samaia Research Assistant Ana C. Pereira Admin.
Assistant Maarten Leerkes Ph.D student Noboru
Sakabe Ph.D student Maria Vibranovski Ph.D
student Elza Helena Ph.D student Natanja
Slater Ph.D student Pedro Galante Ph.D
student Elisson C. Osorio programmer Jorge E. de
Souza Ph.D student Rodrigo Soares programmer Andr
e Zaiats system admin.
43
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