an introduction to bioinformatics
DESCRIPTION
An Introduction to Bioinformatics. Cédric Notredame. Bioinformatics: What is all the fuss about ?. Our Scope. Demystify Bioinformatics. Bioinformatics is REGULAR BIOLOGY. Demystify Vocabulary. You need a common language to EXPRESS YOUR NEEDS. Outline. -The Big Picture. - PowerPoint PPT PresentationTRANSCRIPT
![Page 1: An Introduction to Bioinformatics](https://reader036.vdocuments.mx/reader036/viewer/2022062519/56814e80550346895dbc1dbe/html5/thumbnails/1.jpg)
Cédric Notredame (21/04/23)
An Introduction to Bioinformatics
Cédric Notredame
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Cédric Notredame (21/04/23)
Bioinformatics:
What is all the fuss about ?
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Cédric Notredame (21/04/23)
Our Scope
Demystify Bioinformatics
Bioinformatics is REGULAR BIOLOGY
Demystify Vocabulary
You need a common language to EXPRESS YOUR NEEDS
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Cédric Notredame (21/04/23)
Outline
-The Big Picture.
-The Building Blocks : What is What ?
-A possible Strategy…
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Cédric Notredame (21/04/23)
Historical Perspective …
Species, Populations (Line, Darwin, XIX)
Organs, Tissues, Physiology (Early XX)
Cell
Nucleus (2nd Part XX)
Macromolecules
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Cédric Notredame (21/04/23)
The Big Picture…
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Cédric Notredame (21/04/23)
Bioinformatics:Why do we need it ?
We have generated lots of expensive data
Now we must use it !!!
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Cédric Notredame (21/04/23)
Bioinformatics:What is it ?
Bioinformatics IS NOT about computers and biology
Bioinformatics IS about
Biology AND Information
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Cédric Notredame (21/04/23)
Bioinformatics:What is it ?
Bioinformatics is mostly common sense dressed in some unusual way…
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Cédric Notredame (21/04/23)
Bioinformatics:What is it ?
IMAGINE…
-You are a biologist
-You have just received by mail the results of 500 000 experiments.-Your boss tells you: Use that stuff.
ONLY ONE SOLUTION !
Inventing Bioinformatics.
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Cédric Notredame (21/04/23)
Bioinformatics:What is it ?
Inventing Bioinformatics…
-Organizing the Data: Databases
-The simplest Database: a list.
-Searching the Data: A search engine
-To search, one needs to compare…
-To compare one needs a MODEL
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Cédric Notredame (21/04/23)
What is a Model ?
Conclusion: How Similar ?
Model
Making a Model= Observation Generalities.
Generalities Classification Comparison.
Comparison=Two Questions, One conclusion.
Can We Compare Them?
The models Must tell us two things:
-These two objects are X% identical.
-Trust me (or not) I am a Model…
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Cédric Notredame (21/04/23)
Bioinformatics:What is it ?
Inventing Bioinformatics…
-Organizing the Data: DataBases
-Searching the Data: A search engine
-To search, one needs to compare…
-Classify New Data: Prediction
-Hunger For New Data: High Throughput
-Looking at things: Visualization
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Cédric Notredame (21/04/23)
Bioinformatics:How Can I Use It ?
Asking QUESTIONS
-What is the function of my protein ?
-What does this bacteria look like ?
-How can I inactivate this metabolic Pathway ?
-Which Drug Will Destroy This Tumour ?
Sequence Comparison
Genome Comparison, phylogeny
Genomics, Structure Analysis
DNA Chips, Proteomics
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Cédric Notredame (21/04/23)
Bioinformatics:How Can I Use It ?
Sequence Comparison
Genome Comparison, phylogeny
Structure AnalysisDNA Chips, Proteomics
Generating QUESTIONS
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Cédric Notredame (21/04/23)
Bioinformatics:The Big Chunks
99% Of Bioinformatics is Carried Out Using a Handful of Tools.
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Cédric Notredame (21/04/23)
Bioinformatics:The Big Chunks
A Jungle of wild Sequences…
YOUR DATA DATABASES
SwissProt (proteins)PDB (Structures)
Medline (Bibliography)
Domesticated Sequences…
EMBL (nucleotides)
Search TOOLS
SRS (text search)
BLAST (sequences search)
PSI BLAST ( Multiple Sequences search)
Analysis TOOLS
ClustalW (Multiple Sequence Alignment)
Phylips (Phylogenetic Analysis)
Prediction TOOLS
GeneMark (genes)Zuker (RNA Structure)
PsiPred, PhD (Protein Structure)
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Cédric Notredame (21/04/23)
Bioinformatics:Who Takes Care of it ?
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Cédric Notredame (21/04/23)
Bioinformatics:Trendy Concepts
HOT !!!
VERY HOT !!!
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Cédric Notredame (21/04/23)
The Building Blocks:
What is what ?
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Cédric Notredame (21/04/23)
DataBase Entries
Most DataBases are collection of Biological Sequences
1 entry = 1 SequenceAGCTGTCGAGGGATAGGACATATACATAAATTAATATAAT
1 entry = 1 File = Sequence +DocSEQ
DOC
= Flat File
Database = Collection of Flat FilesSEQ
DOCSEQ
DOCSEQ
DOCSEQ
DOCSEQ
DOCSEQ
DOCSEQ
DOC
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Cédric Notredame (21/04/23)
DataBase Entries : Formats
The entries of a DataBase Must be easy to read..
-For SMART Humans-For STUPID Computers
Ask yourself: How would I do ?
-Answer: You would invent a FORMAT
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Cédric Notredame (21/04/23)
DataBase Entries : Formats
Let us Imagine a format…
-We must know when the sequence starts
-The Sequence starts after ‘>’
-We must know the sequence name
-The first line is the name
-We must know where the sequence finishes
-The Sequence finishes with ‘*’
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Cédric Notredame (21/04/23)
DataBase Entries : Our Format
>NameAGGGAATTATTATATTATTATTATATATTCGATCGTCCATTACCCAAAATATATTATTATGTATATATTATTTTATATATTATCTAGTGCTCT*
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Cédric Notredame (21/04/23)
DataBase Entries : Our Format
Meetings about Formats are:
-Endless-Very Very Borrrrrring
-Very Very Very IMPORTANT
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Cédric Notredame (21/04/23)
A Little Story About the Importance of Formats
Today, UK trains use narrow gauges.
This is not so comfortable
It makes the UK rail system incompatible with Europe and only compatible with parts of India and Australia
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Cédric Notredame (21/04/23)
A Little Story About the Importance of Formats
Trains were invented in the UK (XIX)
At the time there were few wagons and It was Convenient to put Horse carriages Directly on the rails.
By the time People realized Large gauges were more convenient, the UK already had a complete system.
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Cédric Notredame (21/04/23)
A Little Story About the Importance of Formats
All the horse Carriage had the same width.
The reason is that the dirt road were carved with deep railings made by the wheels.
Now, where do you think that spacing came from ?
To use these roads, standard separation between the wheels was needed.
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Cédric Notredame (21/04/23)
A Little Story About the Importance of Formats
Yes, the spacing was a legacy of the roman empire with its flashy roads!!!
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Cédric Notredame (21/04/23)
A Little Story About the Importance of Formats
1-Be careful, when you design a format, chances are that you will be stuck with it;
Conclusion:
2-Many formats are not used for their initial Purpose.
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Cédric Notredame (21/04/23)
The Tools:A bit of Vocabulary
Program Implementation (Coding) of the algorithm.
Package,Software
Distributed version of the program.
Server Computer Running the Software
Algorithm
Mathematic Formulation of a Computer Program
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Cédric Notredame (21/04/23)
The Tools:How can you use them
3 Ways to use available Tools
Command Line
(+)Very versatile(-)Must Know Each Tool(-)Tedious
Web
(+)Very Little Requirement.(-)Not Versatile
Scripting
(+)Very Powerful(+)Suitable for large scale(-)Programming
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Cédric Notredame (21/04/23)
The Tools:What Do Web Tools Look Like ?
Address
DataBase
ParametersFormat
Sequence>NameAGGGAATTATTATATTATTATTATATATTCGATCGTCCATTACCCAAAATATATTATTATGTATATATTATTTTATATATTATCTAGTGC
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Cédric Notredame (21/04/23)
Do NOT Confuse Tools and Data!
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Cédric Notredame (21/04/23)
Bioinformatics:
A Possible Strategy ?
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Cédric Notredame (21/04/23)
A Private Investigation…
For a few minutes…
-You know every available technique.
-You are Nuc. C. Quencer, the famous Detective.
The Dame walked into my office. She clearly had something else than an Assay in Mind … No prize for guessing see she was tired of the old overnight ligand binding.
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Cédric Notredame (21/04/23)
A Private Investigation…
Clearly, there wasa job for C. Quencer …
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Cédric Notredame (21/04/23)
A Private Investigation: Looking for a suspect
We got this genetically inherited Cancer susceptibility. Can you help ?
Sure…
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Cédric Notredame (21/04/23)
1-Get the Sequence !!!
If the data is available, Linkage Analysis to nail down the guilty portion of The Chromosome.
Shot Gun Sequencing
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Cédric Notredame (21/04/23)
1-Get the Sequence !!!
AssemblyPHREDPHRAP
http://www.codoncode.com
Shot Gun Sequencing
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Cédric Notredame (21/04/23)
2-Where Are The Genes ???
ESTs, mRNAHomology (Procruste)http://www.cse.ucsc.edu/software/procustes Genemark,selfid
http://genemark.biology.gatech.edu
http://igs-server.cnrs-mrs.fr
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Cédric Notredame (21/04/23)
3-How About This New Protein ???
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Cédric Notredame (21/04/23)
3-How About This New Protein: Using Homology
BLAST Vs SwissProtPattern Search Vs PROSITE
http://www.expasy.ch Pfsearch Vs Pfam
http://pfam.wustl.edu
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Cédric Notredame (21/04/23)
4-What are the important Residues ?
Important Residues Are not Allowed To Mutate…
Important Residues Are Conserved…
So far we have only compared PAIRS of sequences
PROBLEM
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Cédric Notredame (21/04/23)
4-What are the important Residues ?
The man with TWO watches NEVER knows the time
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Cédric Notredame (21/04/23)
4-What are the important Residues ?
Homologues Fetched with BLAST
CLUSTAL W
chite ---ADKPKRPLSAYMLWLNSARESIKRENPDFK-VTEVAKKGGELWRGLKDwheat --DPNKPKRAPSAFFVFMGEFREEFKQKNPKNKSVAAVGKAAGERWKSLSEtrybr KKDSNAPKRAMTSFMFFSSDFRS----KHSDLS-IVEMSKAAGAAWKELGPmouse -----KPKRPRSAYNIYVSESFQ----EAKDDS-AQGKLKLVNEAWKNLSP ***. ::: .: .. . : . . * . *: *
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Cédric Notredame (21/04/23)
5-What is our Sequence HISTORY ?
chite ---ADKPKRPLSAYMLWLNSARESIKRENPDFK-VTEVAKKGGELWRGLKDwheat --DPNKPKRAPSAFFVFMGEFREEFKQKNPKNKSVAAVGKAAGERWKSLSEtrybr KKDSNAPKRAMTSFMFFSSDFRS----KHSDLS-IVEMSKAAGAAWKELGPmouse -----KPKRPRSAYNIYVSESFQ----EAKDDS-AQGKLKLVNEAWKNLSP ***. ::: .: .. . : . . * . *: *
CLUSTAL W, PHYLIPS
chite
wheat
trybr
mouse
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Cédric Notredame (21/04/23)
6-What is our Sequence STRUCTURE ?
wheat --DPNKPKRAPSAFFVFMGEFREEFKQKNPKNKSVAAVGKAAGERWKSLSEtrybr KKDSNAPKRAMTSFMFFSSDFRS----KHSDLS-IVEMSKAAGAAWKELGPmouse -----KPKRPRSAYNIYVSESFQ----EAKDDS-AQGKLKLVNEAWKNLSP ***. ::: .: .. . : . . * . *: *
PHD, PsiPRED
BLAST Vs PDB
chite ---ADKPKRPLSAYMLWLNSARESIKRENPDFK-VTEVAKKGGELWRGLKD
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Cédric Notredame (21/04/23)
6-What is our Sequence STRUCTURE ?
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Cédric Notredame (21/04/23)
7-When is our protein EXPRESSED ?
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Cédric Notredame (21/04/23)
8-Is it MODIFIED, TRANSLATED, TRANSPORTED ?
Full
Digest
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Cédric Notredame (21/04/23)
9-Who Does It Interact With ?TWO HYBRID SYSTEM
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Cédric Notredame (21/04/23)
10-What is the Genetic Context of my Protein
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Cédric Notredame (21/04/23)
11-What Are the Mutations (nsSNPs) associated with my
Protein
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Cédric Notredame (21/04/23)
11-Which Metabolic Pathway ?
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Cédric Notredame (21/04/23)
11-Which Pathway ?
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Cédric Notredame (21/04/23)
12-How to stop it ?
Chemical Compounds
Protein Targets Structure
Activity
Relationship
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Cédric Notredame (21/04/23)
13-How it Really Work
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Cédric Notredame (21/04/23)
13-How it Really Work
"Nothing in biology makes sense except in the light of evolution."Theodosius Dobzhansky (1973)
"Nothing is more opportunistic than Evolution." Russel Doolitle
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Cédric Notredame (21/04/23)
Patching Everything Up
Bioinformatics Will not write the story for you…Identifying Interesting things will be the usual combination:
-Work-Luck
Making sense of INCONSISTENCIES Works fine
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Cédric Notredame (21/04/23)
Patching Everything Up
Bioinformatics Evidences often rely on Imprecise Statistical models
-Artefacts are easy
To be convinced, one will need several evidences.
If the Computer disagrees with you, YOU are usually right (Sorry HAL that was not meant for you)
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Cédric Notredame (21/04/23)
In the end…
Bioinformatics is CHEAP
Bioinformatics is FAST
But always remember that:
“ A few weeks at the bench can save you a half day in front of a computer”
Alan Bleasby
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Cédric Notredame (21/04/23)
A Few Resources
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Cédric Notredame (21/04/23)
A few Databases
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Cédric Notredame (21/04/23)
A few Tools
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Cédric Notredame (21/04/23)
A few Generic Locators
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Cédric Notredame (21/04/23)
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Cédric Notredame (21/04/23)
THE END
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Cédric Notredame (21/04/23)
Genome Sequencing
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Cédric Notredame (21/04/23)
Overview
Libraries
Sequencing
Release
Assembly
Annotation
Closure
Strategy
Annotation
Finishing
Production
Politics
TIME MONEY
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Cédric Notredame (21/04/23)
Cloning Strategies
Genome size (log Mb)
D.melanogaster (170 Mb)
C.elegans (100Mb)
H.sapiens (3000 Mb)
S.cerevisiae (14 Mb)
E.coli (4 Mb)
P.falciparum (30 Mb)
0 1 2 3 4
Whole genome shotgun (WGS)
Whole Chromosome Shotgun (WCS)
Clone-by-clone
Whole Genome Shotgun (WGS)with Clone ‘skims’
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Cédric Notredame (21/04/23)
Cloning Strategies
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Cédric Notredame (21/04/23)
Shot Gun Sequencing
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Cédric Notredame (21/04/23)
²
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Cédric Notredame (21/04/23)
DNA chips
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Cédric Notredame (21/04/23)
DNA chips
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Cédric Notredame (21/04/23)
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Cédric Notredame (21/04/23)
Proteomics
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Cédric Notredame (21/04/23)
Proteomics
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Cédric Notredame (21/04/23)