Lositan

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    Lositan - Presentation Transcript

    1. Lositan A selection detection workbench based on a Fst outlier method Tiago Antao Liverpool School of Tropical Medicine
    2. The question
      • Detect loci under selection
      • Why?
        • To do some analysis that require neutral loci (i.e., you have to remove loci under selection). Most of the analysis presented here require this
        • You actually want to know loci under selection
        • Put your own reason here...
      As per Gordon's presentation...
    3. A solution
      • An Fst-outlier method (Beaumont and Nichols 1996) where an area (Fst and heterozygosity) where neutral markers are supposed to fall is calculated.
      • It is up to you to decide if you trust this method (especially in the context of your datasets)!
    4. The method - I
      • A coalescent simulation
        • Neutral
        • Island model
        • A bunch of loci (many thousands)
      • You get an area where neutral markers are supposed to fall...
    5. The method - II
    6. What you need to supply?
      • How many populations you have
      • How many populations exist
      • The mutation model
      • The neutral Fst from your data
        • Migration for the island model is calculated from the Fst
    7. Lositan
      • Doubles as...
        • Easy to use interface compared to the original implementation
          • Fdist is command-line, prone to errors
          • Fdist has its own data file format
        • Sorts out a few practical problems with deviations from theory
          • We will get back to this
      Lets give it a try...
    8. Sorting a few issues
      • The neutral Fst of your data is not easy to compute
        • In the initial dataset candidate selected loci are used to calculate the neutral Fst
        • Lositan removes them when computing “neutral” Fst
      • The Fst formula:
      • is only valid for infinite populations and the infinite alleles model
          • This means that fdist might fail to simulate your Fst
          • Lositan forces the correct Fst
      Lets correct it...
    9. Limitations
      • No support for the dominant variation
      • Thousands of markers and thousands of individuals not supported
      • Strict Genepop parsing (not a limitation)
    SlideShare Zeitgeist 2009

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    The Lositan selection detection workbench

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