~/talk

Multi-State Perfect Phylogeny Mixture Deconvolution and Applications to Cancer Sequencing

Talkat Computational Cancer Biology 2016 · 2016-02-01..02-05
slides:none on file

Defines the multi-state perfect phylogeny mixture deconvolution problem as factoring a variant-allele frequency tensor into a shared usage matrix shared across slices and per-state perfect-phylogeny matrices, generalizing infinite-sites to an infinite-alleles model for SNVs+CNA. Proves hardness — NP-complete for k≥4 with two samples — and implements an enumerative solver that builds spanning trees labeled by valid descendant-set pairs and solves a constrained flow to fit confidence-intervaled frequencies; applies the pipeline to real bulk-sequencing data using phased copy-number calls.

AI-written summary · about

  1. 0:00Introduction
  2. 1:18Book Sequencing
  3. 2:43Copy Number Aberrations
  4. 3:23Problem Statement
  5. 5:17MultiState Case
  6. 6:53Introduction to the Problem
  7. 7:52TwoState Solution
  8. 9:32MultiState Solution
  9. 11:18Finding Solutions
  10. 12:11MultiState Problem
  11. 13:11Application to Cancer Sequencing
  12. 14:42Summary
  13. 15:11Questions
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