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Biological and Chemical problems for the
computer scientist: an overview
Outline• Motivation
• General obstacles in studying chemical and biological systems
• Select problems
• Summary and Q&A
Motivation• Technological and algorithmic advances =
computation as a useful tool
• Novel biological and chemical problems
• Growing need for ‘us’ to understand the problems
• Lack of undergraduate interdisciplinary focus
General obstacles
• Complex systems = numerous variables (signal transduction)
• Vast amounts of data (DNA, microarrays)
• Inherent redundancy in nature
• Conversion of microscale models to macroscale models (interactions between molecules)
Signal Transduction
Some applications• Drug design
• Epidemiology (interaction of genes & environment)
• Evolutionary trends (phylogenetic trees)
• Environmental trends (acid rain, global warming)
• Chemical engineering (polymers, aerospace, automobiles)
Outline
Abstract and motivation • Sequencing of human genome = 3 billion
nucleotides!• How does the code translate into structure
and function?• What parts of the code are switched “on”
or “off” and when?• Microarrays = information describing gene
expression• Algorithms try to interpret the information
Metabonomics • Problem with genomics and proteomics?
• Older approach
• Screen for metabolites per phenotype
• Familiar problem?
Environmental• Computational Modeling of Nitric Oxide Formation in Biomass
Combustion (Torleif Weydahl, Mette Bugge, Inge R. Gran, and Ivar S. Ertesvåg)
• NOx = main contributor to acid rain, smog, ozone degradation
• Develop a quantitative model for prediction of NOx formation from nitrogen-containing fuels
Describing Equilibria• dG = -RTln(K), (thermodynamics) aA + bB <-> cC + dD, K = ([C]^c[D]^d) / ([A]^a[B]^b) • Questions -Macro and Micro? -Predicting dG for a rxn• Applications: Industry, Drug design
Concluding points• Growing number of computationally
complex problems
• Requires novel algorithms => requires understanding of background
• Largest problems: communication and collaboration, personal who have fulfilled the I requirement!