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Part II : Sequence Comparison Multiple Sequence Alignment

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Title: dynamic-programming strategies Author: Veriton Last modified by: bchckh Created Date: 7/28/2001 12:54:06 AM Document presentation format: A4 Paper (210x297 mm) – PowerPoint PPT presentation

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Title: Part II : Sequence Comparison Multiple Sequence Alignment


1
Part II Sequence ComparisonMultiple Sequence
Alignment
  • By Zhiwei Cao
  • Dept. of Biological Science
  • National university of Singapore
  • Email dbsczw_at_nus.edu.sg

2
Pair-Wise Alignment Two Sequences
3
Multiple sequence alignment -- MSA
  • The multiple sequence alignment problem is to
    simultaneously align more than two sequences.

4
Multiple sequence alignment
5
What is MSA A Definition
Residues
  • 2D table
  • Absolute and relative positions

Sequences
1 2 3 4 5 6 7 8 9 10
I Y D G G A V --- E A L
II Y D G G --- --- --- E A L
III F E G G I L V E A L
IV F D --- G I L V Q A V
V Y E G G A V V Q A L
6
Why multiple sequence alignment
  • 1. Determine whether a group of proteins are
    related
  • 2. Show regions of conservation within a protein
    family
  • ? sequence pattern
  • 3. Determine evolutionary history of gene
    families
  • ? phylogeny tree

7
MSA How to Align?
  • Seq1 AGAC
  • Seq2 AC
  • Seq3 AG

Seq1 AGAC Seq2 --AC
Seq2 AC Seq3 AG
Seq1 AGAC Seq3 AG--
8
MSA Some Possible Alignments
9
MSA History
  • Until 1987 multiple alignments constructed
    manually from pairwise alignments
  • Lipman et al. 1989 pairwise dynamic programming
    approach applied to multiple sequence alignment
    - MSA http//www.psc.edu/general/software/packages
    /msa/msa.html

10
Commonly Used MSA Methods
  • Dynamic programming - extension of pairwise
    sequence alignment
  • Progressive sequence alignment - incorporates
    phylogenetic information to guide the alignment
    process
  • Iterative sequence alignment - correct for
    problems with progressive alignment by
    repeatedly realigning subgroups of sequence

11
Progressive Method of MSA
  • Progressive alignment invented in 87 88 -
    Feng Doolittle 1987, Higgins and Sharp 1988
  • Based on phylogeny

12
How MSA Progressive method
1 - Do pairwise alignment of all sequences and
calculate distance matrix
1 2 3 4
  • Scerevisiae 1
  • Celegans 2 0.640
  • Drosophia 3 0.634 0.327
  • Human 4 0.630 0.408 0.420
  • Mouse 5 0.619 0.405 0.469 0.289

2
1
13
How MSA Progressive method
  • 2 - Create a guide tree based on this pairwise
    distance matrix

14
How MSA Progressive method
  • 3 - Align progressively following guide tree
  • Start by aligning most closely related pairs of
    sequences
  • Gaps
  • At each step align two sequences or one to an
    existing subalignment

15
Available programs for progressive MSA
  • CLUSTAL (Free package)
  • Higgins,D.G. and Sharp,P.M. (1988) CLUSTAL a
    package for performing multiple sequence
    alignment on a microcomputer. Gene 73,237-244.
  • http//www.ebi.ac.uk/clustalw/
  • http//clustalw.genome.ad.jp/ (origin 2)
  • PILEUP (part of GCG commercial package)
  • http//www.gcg.com
  • Others

16
Example software---ClustalW http//clustalw.genome
.ad.jp
17
Example Software---ClustalW (Bioedit)http//www.m
bio.ncsu.edu/BioEdit/bioedit.html
18
Steps To Do ClustalW
  • Step 1 Prepare the sequences
  • Retrieve sequences
  • General considerations
  • The more the better
  • Exclude similar (gt80) sequences
  • Necessary modification

19
Steps To Do ClustalW
  • Step 2 Input the sequences
  • Put all sequnces into one file? Copy and paste
  • Upload sequences one by one
  • Pay attention to sequence format

20
Steps To Do ClustalW
  • Step 3 Set the parameters
  • Default parameters for protein alignment
    General Setting Parameters
  • Output Format CLUSTALW
  • Pairwise Alignment FAST/APPROXIMATE

21
Example SH2 domain family
  • SH2 domains function as regulatory modules of
    intracellular signalling cascades
  • V-Src Tyrosine Kinase Transforming Protein
    (Phosphotyrosine Recognition Domain Sh2) Complex
    With Phosphopeptide A (PDB code 1SHA)

22
Input Sequences For ClustalW
  • gt1SHA-A V-SRC Tyrosine kinase transforming
    protein (SH2 domain), from Rous sarcoma virus
  • gt1A81-A Chain A, Tandem Sh2 Domain Of The Syk
    Kinase, from Homo sapiens
  • gt1JWO-A Chain A, Sh2 Domain Of The Csk Homologous
    Kinase Chk, from Homo sapiens
  • gt1BLJ Nmr Ensemble Of Blk Sh2 Domain, from Mus
    musculus (house mouse)

23
  • Result 1 of ClustalW

24
  • Result 2 of ClustalW

25
Result 3 of ClustalW N-J tree
26
Interpret ClustalW results
  • Three characters are used in the results 2
  • '' indicates positions which have a single,
    fully conserved residue
  • '' indicates that 'strongly' conserved groups
  • '.' indicates that 'weakerly' conserved groups

27
Interpret ClustalW results
  • Insertion and deletion, gap

Consensus QCGG....G..
...C ......C...........YSQC...
  • Consensus sequence ?Sequence Pattern

28
Notes on how to use ClustalW
  • Remove signal peptide before alignment, try to
    compare homologous portion
  • Sequence containing a repetitive element (such as
    a domain)
  • Heuristic algorithm not guaranteed for perfect
    alignment

29
Notes on how to use ClustalW
  • Mobilize your biological knowledge, check the
    alignment and recheck the alignment
  • Manually re-align your sequences if its bad

30
Application of MSAExample Drug discovery for
SARS Anand et al., www.scienceexpress.org
//10.1126/science.1085658, published May 13, 2003
  • Coronaviruses are positive-stranded RNA viruses
  • Sequence? structure? function
  • Human coronavirus 229E HCoV
  • Porcine transmissible gastroenteritis virus
    TGEV
  • Mouse hepatitis virus MHV
  • Bovine coronavirus BCoV
  • SARS-associated coronavirus SARS-CoV
  • Avian infectious bronchitisvirus IBV.

31
Application of MSA
  • Example Drug Discovery for SARS
  • Anand et al., www.scienceexpress.org
    //10.1126/science.1085658, published May 13, 2003

32
Summary
  • What is MSA
  • Why do MSA
  • How to do MSA
  • Available computational methods
  • ClustalW
  • Interpret results of ClustalW
  • Quality control
  • Application example of MSA SARS drug discovery

33
Phylogeny tree evolutionary history
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