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Transcript
BIOINFORMATICS
LAUREN M. BANSBACH
BIOL 546
15 NOVEMBER 2016
BIOINFORMATICS = COMPUTATIONAL MOLECULAR
BIOLOGY
Biology
BIOINFORMATICS
Probability
& statistics
Computer
science
VOLUME OF MOLECULAR SEQUENCE DATA IS GROWING
EXPONENTIALLY
COMPUTING POWER IS NOT KEEPING UP
BIOINFORMATICS PIONEER:
MARGARET OAKLEY DAYHOFF
• Physical chemist and professor at Georgetown University Medical Center
• Research biochemist and Associate Director at National Biomedical Research
Foundation
•
Applied mathematical and computational methods to biochemistry
• Compiled one of the first protein sequence databases
•
Atlas of Protein Sequence and Structure (1965) – all known protein sequences
• Developed one letter codes for amino acids to reduce size of data files
• Pioneered methods of sequence alignment and molecular evolution
•
Compared proteins to reconstruct their evolutionary history – first application of computers
to infer phylogenies from molecular sequence
BIOINFORMATICS WORKFLOW
Raw
Reads
• Quality control
Assemble
Contigs
• Reference Assembly
• Experimental Assemblies
Analysis
Source: personal communication with Oliver Oviedo
• Subcluster
• Annotation
GENOME ANNOTATION
EXAMPLES OF BIOINFORMATICS DATA
Subcluster graph
Correlation matrix
Data courtesy of Oliver Oviedo
Source: Venture Beat Jan. 2013
POSSIBILITIES WITH BIOINFORMATICS
• Sequence assembly
• Genome annotation
• Compare whole genomes
•
Phylogenetics and evolution
•
Disease association
• Genome expression
• Protein expression
• Chromosome structure
• Protein structure
• Molecular interactions
DEGREE PROGRAMS
• Bioinformatics
• Computational Biology
• Medical Informatics