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Introduction and Importance of
Bioinformatics: Application in
Drug/Vaccine Design
G. P. S. Raghava
Email: [email protected]
Web: http://www.imtech.res.in/raghava/
What is Bioinformatics (BI) ?
Historical Background
Why Bioinformatics is Required
Core of Bioinformatics
Important Applications of BI
Future Prospectus of Bioinformatics
Bioinformatics mines data
Db
What is Bioinformatics
Biocomputing: Application of Computer in
Biosciences
Biocomputing started in 1960’s
Explosion of Genomic Data
Access and Management of Data
Biocomputing+Information Science
Role of Internet in BI
Brief History
1953: DNA structure discovered
1960 Assembly of protein sequence database - PIR
1977: Sanger sequencing technique developed
1979 GenBank prototype was conceived
1980 EMBL database was founded
1988: Human Genome project initiated
1993 The first genome database ACEDB (C.
elegans)
1995: Influenza genome sequenced (5Mb)
1998: High throughput sequencing machine
developed by PE Biosystems
2000: Drosophila genome sequenced (180Mb)
2001: Human genome rough draft (2.91Bb)
Why Bioinformatcs is Required
Data growth is exponential
Difficult to understand life without BI
Detection of new diseases
BI tools allow to save expr. Expend.
Rational Drug design
Computer-aided vaccine design
GOLD:Genome Online Database
Published Complete Genomes: 93
- 16 Archaeal
- 65 Bacterial
- 12 Eukaryal
On-going:
- Prokaryotes: 284
- Eukaryotes : 195
Last update: 17 June 2002 (14:39hrs)
Kyrpides, N. (1999) Bioinformatics 15, 773-774
wit.integratedgenomics.com/GOLD/
Growth of Swiss prot
Growth of PDB
Growth of ‘gene-driven’ research
Number of papers including the word "gene"
60000
55000
50000
45000
40000
35000
30000
25000
20000
15000
One paper every five minutes
10000
5000
0
1982
1984
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Application of Bioinformatics
Genome Annotation
Protein Structure Prediction
Proteomics
DNA Chip technology
Disease Diagnostics
Fingerprinting Technique
Drug/Vaccine Design
Genome Annotation
The Process of Adding Biology Information and
Predictions to a Sequenced Genome Framework
Protein Structures
Protein Structure Prediction
Experimental Techniques
X-ray Crystallography
NMR
Limitations of Current Experimental Techniques
Protein DataBank (PDB) -> 17000 protein structures
SwissProt -> 90,000 proteins
Non-Redudant (NR) -> 800,000 proteins
Importance of Structure Prediction
Fill gap between known sequence and structures
Protein Engg. To alter function of a protein
Rational Drug Design
Traditional Proteomics
1D gel electrophoresis (SDS-PAGE)
2D gel electrophoresis
Protein Chips
Chips coated with proteins/Antibodies
large scale version of ELISA
Mass Spectrometry
MALDI: Mass fingerprinting
Electrospray and tandem mass spectrometry
• Sequencing of Peptides (N->C)
• Matching in Genome/Proteome Databases
Fingerprinting Technique
What is fingerprinting
It is technique to create specific pattern for a given
organism/person
To compare pattern of query and target object
To create Phylogenetic tree/classification based on pattern
Type of Fingerprinting
DNA Fingerprinting
Mass/peptide fingerprinting
Properties based (Toxicity, classification)
Domain/conserved pattern fingerprinting
Common Applications
Paternity and Maternity
Criminal Identification and Forensics
Personal Identification
Classification/Identification of organisms
Classification of cells
Bioinformatics Approach for Identification of
Vaccine Candidate
Identification of the vaccine candidates (Antigenic
Region) for designing subunit vaccine.
Antigen degraded in peptides by proteasome
MHC Molecule bind to antigenic peptide
MHC+peptide to cell surface
Prediction of Promiscuous MHC binding peptides.
Prediction Method for T-Cell Epitopes.
Molecular Mimicry
Model Studies on HIV and M.tuberculosis
Drug Design based on Bioinformatics Tools
Detect the Molecular Bases for Disease
Detection of drug binding site
Tailor drug to bind at that site
Protein modeling techniques
Traditional Method (brute force testing)
Rational drug design techniques
Screen likely compounds built
Modeling large number of compounds (automated)
Application of Artificial intelligence
Limitation of known structures
Search of Target protein
Search of Lead compound
Steps in Post-Genomics
Transcriptomics large-scale analysis of messenger RNAs; when,
where, and under what conditions genes are expressed.
Proteomics
study of protein expression in time and space, more
important than gene expression studies to whats actually happening in
the cell.
Structural genomics 3-D structures of one or more proteins from
each protein family, clues to function and biological targets for drug
design.
Knockout studies experimental method for understanding the function
of DNA sequences and the proteins they encode. Inactivate genes in
living organisms and monitor any changes, reveal the function of
specific genes. Majority of knockouts do not give null phenotype.
Comparative genomics DNA sequence patterns of humans and
well-studied model organisms, most powerful strategies for
identifying human genes and interpreting their function.
Business Opportunities in BI
Software development
Web servers development
Train manpower in Field of BI
Database management
Rational Drug design
Develop Diagnostic kits
Assist user in Vaccine development
Consultant to Biotech Companies
THANK YOU!