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ValidationSiteSelectorWalker is intended for use in experiments where we sample data randomly from a set of variants, for example in order to choose sites for a follow-up validation study. Sites are selected randomly but within certain restrictions. There are two main sources of restrictions: Sample restrictions and Frequency restrictions. Sample restrictions alter the polymorphic/monomorphic status of sites by restricting the sample set to a given number of samples. Frequency restrictions bias the site sampling method to sample either uniformly, or in accordance with the allele frequency spectrum of the input VCF.
For example command lines and a full list of arguments, please see the GATK documentation for this tool at Validation Site Selector.
The -sampleMode argument controls the mode of sample-based site consideration. The options are:
Note that Poly_based_on_gl uses the exact allele frequency calculation model to estimate P[site is nonref]. The site is considered for validation if P[site is nonref] > [this argument]. So if you want to validate sites that are >95% confidently nonref (based on the likelihoods), you would set -sampleMode POLY_BASED_ON_GL -samplePNonref 0.95
The -frequencySelectionMode argument controls the mode of frequency matching for site selection. The options are: