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Introduction to Bioinformatics
CPSC 265
Interface of biology and computer science
Analysis of proteins, genes and genomes using computer algorithms and computer databases
Genome informatics: making sense of the billions of base pairs of DNA that are sequenced by genomics projects.
Mostly, it’s about protein and DNA sequences
What is bioinformatics?
What do bioinformatics researchers do?
Process large data outputs from new technologies
Turn sequence data into whole-genome sequences
Interpret genome sequences in terms of genes and their expression
Find genes that control crop, animal traits, disease etc.
Model evolution in genomes and proteins
Model and predict 3D structures of proteins
Growth of GenBank
Year
Bas
e p
airs
of
DN
A (
bil
lio
ns)
Seq
uen
ces
(mil
lio
ns)
Updated 8-12-04:>40b base pairs
1982 1986 1990 1994 1998 2002 Fig. 2.1Page 17
Cost of sequencing is falling exponentially
DNA sequence analysis
Could be like those from our experiment last week
Or, a lot bigger, like the whole human genome.Some have chromatogram or “quality” data, some don’t.
DNA makes RNA makes protein
Hard to sequence RNA
Very hard to sequence protein
We can deduce RNA sequence from DNA (in bacteria, as easy as turning Ts to Us.In eukarya, need also to figure out where introns are)
We can deduce protein sequence from RNA, using the Universal Genetic Code
ConceptualTranslation
In a computer, take each set of three RNA letters, and then figure out what amino acid they code for.
Professionalbiologists usethe SINGLELETTER CODE
DNA potentially encodes six proteins
5’ CAT CAA 5’ ATC AAC 5’ TCA ACT
5’ GTG GGT 5’ TGG GTA 5’ GGG TAG
5’ CATCAACTACAACTCCAAAGACACCCTTACACATCAACAAACCTACCCAC 3’3’ GTAGTTGATGTTGAGGTTTCTGTGGGAATGTGTAGTTGTTTGGATGGGTG 5’
We call these READING FRAMES
5’ CAT CAA 5’ ATC AAT 5’ TCA ATG
5’ GTG GGT 5’ TGG GTA 5’ GGG TAG
5’ CATCAATGACAACTCCAAAGACACCCTTACACATCAACAAACCTACCCAC 3’3’ GTAGTTACTGTTGAGGTTTCTGTGGGAATGTGTAGTTGTTTGGATGGGTG 5’
All proteins start with M (ATG)TAG, TAA and TGA are all STOP
This can help narrow it down
5’ CAT CAA 5’ ATC AAT 5’ TCA ATG
5’ GTG GGT 5’ TGG GTA 5’ GGG TAG
5’ CATCAATGACAACTCCAAAGACACCCTTACACATCAACAAACCTACCCAC 3’3’ GTAGTTACTGTTGAGGTTTCTGTGGGAATGTGTAGTTGTTTGGATGGGTG 5’
Once you know the sequence of the protein, you can figure out if it has
been studied already.You may even be able to track down
a likely structure
GenBankEMBL DDBJ
Housedat EBI
EuropeanBioinformatics
Institute
There are three major public DNA databases
Housed at NCBINational
Center forBiotechnology
Information
Housed in Japan
Page 16
www.ncbi.nlm.nih.gov
PubMed is… • National Library of Medicine's search service• 12 million citations in MEDLINE• links to participating online journals• PubMed tutorial (via “Education” on side bar)
BLAST is…
• Basic Local Alignment Search Tool• NCBI's sequence similarity search tool• supports analysis of DNA and protein databases• 80,000 searches per day
TaxBrowser is…
• browser for the major divisions of living organisms (archaea, bacteria, eukaryota, viruses)• taxonomy information such as genetic codes• molecular data on extinct organisms
From the NCBI homepage, type “lectin”and hit “Search”
PubMed is the NCBI gateway to MEDLINE.
MEDLINE contains bibliographic citations and author abstracts from over 4,600 journals published in the United States and in 70 foreign countries.
It has 12 million records dating back to 1966.
Page 35
PubMed
BLAST
BLAST looks for similarity between your favorite query sequence and other known protein or DNA sequences.
Applications include• identifying homologs (orthologs and paralogs)• discovering new genes or proteins• discovering variants of genes or proteins• investigating expressed sequence tags (ESTs)• exploring protein structure and function
page 88
Four components to a BLAST search
(1) Obtain the sequence (query)
(2) Select the BLAST program
(3) Enter sequence
(4) Choose optional parameters
Then click “BLAST”
page 88
Step 2: Choose the BLAST program
blastn (nucleotide BLAST)
blastp (protein BLAST)
tblastn (translated BLAST)
blastx (translated BLAST)
tblastx (translated BLAST)
DNA potentially encodes six proteins
5’ CAT CAA 5’ ATC AAC 5’ TCA ACT
5’ GTG GGT 5’ TGG GTA 5’ GGG TAG
5’ CATCAACTACAACTCCAAAGACACCCTTACACATCAACAAACCTACCCAC 3’3’ GTAGTTGATGTTGAGGTTTCTGTGGGAATGTGTAGTTGTTTGGATGGGTG 5’
Choose the BLAST program
Program Input Database 1
blastn DNA DNA 1
blastp protein protein 6
blastx DNA protein 6
tblastn protein DNA 36
tblastx DNA DNA
Step 3: choose the database
nr = non-redundant protein (most general
database)
Also can search specific organisms and DNA
rather than protein (although ALL DNA is going to
take a long time…)
filtering
So now you can
• Find any sequence in the database
• Find relevant publications
• Match DNA to protein sequence
• Find database matches to DNA or protein
• Find conserved domains in protein
• Find the 3D structure of a protein
…Without doing any experiments!