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New approaches for determining functional siRNA Liyang Diao Dr. Stanley Dunn, advisor
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Protein Production DNA mRNAprotein Production of proteins starts with DNA DNA is in the nucleus Requires mRNA to finish protein production mRNA: messenger RNA RNAi: RNA interference Suppresses gene expression Affects mRNA http://nobelprize.org/educational_games/medicine/dna/index.html
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Diagram: http://www.ambion.com/techlib/append/RNAi_mechanism.html siRNA : short-interfering RNA Typically 20-25 nucleotides long Double-stranded Participates in RNAi by degrading mRNA Potential for effective gene therapy Issues Some genes are more effectively suppressed than others Mechanism is poorly understood More on RNAi
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Question How do we know which siRNA are functional? Some ideal properties: GC content between 30-55% Low level of secondary structure Differential between thermodynamic stability of 5’ and 3’ ends: A/U content Specific positional nucleotide preferences Avoid long GC stretches http://bioinf.man.ac.uk/resources/phase/manual/RNAMolecule.png
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Previous Model Pancoska’s Eulerian graph model Represent a string of siRNA by a directed digraph first Construct a weighted undirected Eulerian graph A T GC Compare graphs for functional and non functional siRNA For these two sets of siRNA, compute graph properties that reflect sequence structure.
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Issues with Pancoska’s Algorithm Uniqueness Complex pattern recognition Other Ideas Number of nucleotide mutations Levenshtein distance: A T GC A T T C G T G G A C G G A T T C G T G G A C C G A T T C G T G G A … Measures the minimum number of substitutions/insertions required to go from one string to another.
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Current/Future Progress 4 20 total number of possible siRNA strands of length 20. How many are potentially functional? Combinatorics!
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Let H(n,i,j) be the number of potential positions of A/U, G/C pairs. Thus, the total number of potential strings is 2 20 * H(n,i,j). n the total number of G or C nucleotides i the total number of A or U nucleotides at 5’ end j the total number of A or U nucleotides at 3’ end Math Quantity desired:
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