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