Melvin's digital garden

Reconstructing evolutionary history of human gene clusters

CREATED: 200803300355 Gene clusters = clusters of genes generated by segmental duplication

** Motivation

  • significant challenge to genome sequencing
  • represents area of functionary innovation ** Problem
  • Given a DNA sequence, recover sequence of duplication, deletion events
  • Basic algorithm: find a duplication event and remove it repeatedly ** Probabilistic extension
  • handle model violations, noise, missing data and incoporate evolutionary models
  • Build evolutionary events to a probabilistic model, deletions and alignment boundaries are treated as random events
  • Using importance sampling to reconstruct the history
  • Make inference via weighted average from multiple reconstructed histories ** Results
  • PRAME gene cluster
  • use BlastZ to find alignment and construct dot-plot

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