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Bayesian Evolutionary Analysis by Sampling Trees (BEAST)

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Bayesian Evolutionary Analysis by Sampling Trees (BEAST) LEE KIM-SUNG Environmental Health Institute National Environment Agency Analysis of Sequence Variation ... – PowerPoint PPT presentation

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Title: Bayesian Evolutionary Analysis by Sampling Trees (BEAST)


1
Bayesian Evolutionary Analysis by Sampling
Trees(BEAST)
LEE KIM-SUNG Environmental Health
Institute National Environment Agency
2
Analysis of Sequence Variation
  • Polymorphisms
  • Phylogenetics
  • Statistic and evolution
  • Parameter estimation
  • Hypothesis testing

3
BEAST
  • Framework for parameter estimation and hypothesis
    testing of evolutionary models
  • Bayesian statistical framework
  • Combination of prior knowledge and data
    information
  • Cross-platform for Bayesian MCMC analysis of
    molecular sequences

4
BEAST
  • Drummond AJ, Rambaut A (2007) "BEAST Bayesian
    evolutionary analysis by sampling trees." BMC
    Evolutionary Biology 7214
  • 23 versions since June 2003
  • Increasing range of models implemented
  • gt150 publications
  • Java platform
  • Open source

5
What can BEAST do?
  • Molecular clock models
  • constant, variable (relaxed)
  • Non-contemporaneous sequences (tipdate)
  • Local clock
  • Coalescent models
  • Population size and growth
  • Multi-locus
  • Estimation of divergence date
  • Substitution model heterogeneity across sites
  • Flexible model specification

6
BEAST Workflow
Sequence alignment
Specify parameters and models
Generating XML in Beauti
Running BEAST
Tracer
Analyzing BEAST output
Low ESS
Tree Annotater
7
Beauti Generating XML file
  • A graphical user interface for generating BEAST
    XML input files for a number of model
    combinations

8
Running BEAST
9
Tracer Analyzing BEAST output
10
Phylogenetic Analysis
11
Demographic history
12
Grid Enabled BEAST?
  • BEAST performance
  • ?dictated by speed of likelihood evaluation at
    each state
  • ? dataset, ? parameter ? ? running time
  • e.g. Phylogeographic analysis
  • ? 11 days (Core 2 Duo, 2.8 GHz, 4GB RAM)
  • ?5 days (Mac Cluster)
  • Possibility of Grid computing for BEAST?

13
Thank You
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