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Published byMiranda Johns Modified over 9 years ago
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Gao Song 2010/02/03
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Background Knowledge Problem Description Framework of Solution Own Methods Results
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Pair End Tag (PET)
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Concordant PET (CPET) Discordant PET (DPET) ◦ Distance or orientation is incorrect ◦ Map to different chromosomes DPET Cluster
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Given: ◦ Frequency of DPET and CPET along the reference genome ◦ DPET Cluster Requirement: ◦ Find rearrangement of cancer genome compare to normal human genome ◦ Now focus on Amplicons
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The reference genome is cut when CPET is 0 => some big contigs According to DPET, find the breakpoints Using CPET to check if there is connection between breakpoints Convert DPET Cluster into edges in the graph Using high copy edges to form subgraph of amplicons
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DPET Start and End Breakpoint CPET Filted BreakPoints Original Contigs Small Contigs DPET Reference Genome Edges CPET Nodes Graph
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DPET Frequency Curve Using DPET directly choose a threshold to Select the breakpoint Problem: ◦ How to choose the threshold ◦ Within amplicon region, it is hard to find the breakpoint – basic frequency is too much Chromosome 9
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Using slope (differentiation) Problem: ◦ How to define threshold ◦ Too many false positive ◦ Also miss some DPET cluster Chromosome 9
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In breakpoint, DPET increases, CPET decreases Can be used as another criteria Problem ◦ Another Parameter!
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Using slope to find the threshold The previous missing point can be found
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Localize checking Using two consecutive windows ◦ Each window has: μ σ ◦ Null Hypothesis: σ 2 is not significantly larger than σ 1 ◦ Using Binomial Testing: Significance level: 0.05 window1window2
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Some details: ◦ Check if the cluster region is included in window Not finished yet Calculating σ is time-consuming - have to recalculate after each step
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10k20k # of subgraph7235 Max chromosome in One subgraph 44 Average chromosome In one subgraph 1.181.23 Max edge in One subgraph 4244 Average edge In one subgraph 5.475.77
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10k Lib
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20k Lib
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10k lib 20k lib
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