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Transcript
Introduction to
Bioinformatics
Dr. Rybarczyk, PhD
University of North Carolina-Chapel Hill
[email protected]
What is Bioinformatics?
What is Bioinformatics?
Conceptualizing biology in terms of molecules and
then applying “informatics” techniques from math,
computer science, and statistics to understand and
organize the information associated with these
molecules on a large scale
Objectives:
• Identify appropriate search tools for your needs
• Perform searches using ‘unknown’ sequence data
• Analyze protein structure using Protein Explorer
Why do we use Bioinformatics?
• Store/retrieve biological information (databases)
• Retrieve/compare gene sequences
• Predict function of unknown genes/proteins
• Search for previously known functions of a gene
• Compare data with other researchers
• Compile/distribute data for other researchers
Genomic sequence
Central Dogma
DNA
RNA function &
structure
Protein sequence
RNA
Protein structure
Protein
Protein Function
Phenotype
Computer Tools Used in Bioinformatics
Sequence retrieval:
NCBI
GenBank
Internet resources
Sequence comparison programs:
BLAST
GCG
MacVector
Protein Structure:
modeling prediction programs –
RasMol, Protein Explorer
Similarity Searching:
A tool for searching gene or protein sequence
databases for related genes of interest
Alignments between the query sequence and
any given database sequence, allowing for
mismatches and gaps, indicate their degree of
similarity
The structure, function, and evolution of a gene
may be determined by such comparisons
Algorithms
Computer comparisons using
mathematical probabilities
input
output
Finds best matching pair comparisons of sequences
% similarity
CATTATGATA
70%
GTTTATGATT
MRCKTETGAR
90%
MRCGTETGAR
Sequence Analysis:
Determine correct sequence of DNA
Compare sequence with known sequences
Translate DNA into protein sequence
Understand protein function in context
Current Tools Used in Bioinformatics
Strengths:
Accessibility
Growing rapidly
User friendly
Weaknesses:
Sometimes not up-to-date
Limited possibilities
Limited comparisons and information
Not accurate
Need for improved Bioinformatics
Genomics:
Human Genome Project
Gene array technology
Comparative genomics
Functional genomics
Proteomics:
Global view of protein function
Protein motifs
Structural databases
Data Mining
Handling enormous amounts of data
Sort through what is important and what is not
Manipulate and analyze data to find patterns and
variations that correlate with biological function
http://bioinformatics.weizmann.ac.il/cards/
3-D Protein Modeling
• Uses information determined by crystal
structure methods
• Visualization of protein structure
• Make protein-protein comparisons
• Used to determine:
conformation/folding
antibody binding sites
protein-protein interaction sites
computer aided drug design
Summary
• Introduction to Bioinformatics tools:
Genbank, BLAST, GCG, GeneCard, Chime
• How Bioinformatics is used
• Advantages and disadvantages of tools
• Applications
educators
students
bioinformatics
researchers
institutions