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Journal club 06/27/08
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Phylogenetic footprinting A technique used to identify TFBS within a non- coding region of DNA of interest by comparing it to the orthologous sequences in different species (1988 by Tagle) The function and DNA binding preferences of transcription factors are well-conserved between diverse species Important non-coding DNA sequences that are essential for regulating gene expression will show differential selective pressure. (A slower rate of change occurs in TFBS than in other parts of the non-coding genome)
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Phylogenetic footprinting
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Not all conserved sequences are under selection pressure To eliminate false positives, statistical analysis must be performed that the motifs reported have a mutation rate meaningfully less than that of the surrounding nonfunctional sequence.
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Mixture selective pressure Maintain the function of the protein encoded by the gene (AA selecvtive pressure) Maintain their regulatory role (CRUNCS) – ex: regulatory factors binding sites
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Methods Sequence conservation: 1.Entropy score 2.Parsimony score Conservation p-value (mixture models) Posterior distributions of conservation scores Conditional p-values
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Parsimony V.S. Entropy Score
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Fitch’s algorithm
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Aligned codons illustrating to what extent the conservation of each column is surprising, given the amino acids encoded L: CUN, UUA, UUG; W: UUG; V: GUN; A:GCN; G:GGN; D: GAU, GAC How surprising? 1. Conditional model
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2. Mixture model Hydrophobic favor Glycine favor 50 functional classes
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2. Mixture model
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Non-coding model: HKY model represents the transition/transversion rate ratio for
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How to compute :
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