Joint Genotyping Methods - Illumina/Polaris GitHub Wiki
Table of Contents
Small variants
We have created a merged polaris dataset with
gvcfgenotyper
, a prototype for
merging/genotyping samples from GVCF.
Breakpoint-resolved structural variant calls
All breakpoint-resolved calls released in Polaris have been jointly called on the using our:
- SV breakpoint graph aligner and joint genotyping suite,
Paragraph
. - Depth-based CNV caller
Paragraph
Paragraph
realigns reads to a graph model of structural variants breakpoints. A Poisson mixture model
is used to make genotype calls for breakpoints and for the variant. Please check our Paragraph
repository for details
Depth-based CNV caller
This method performs targeted calling of CNV genotypes using depth information. It consists of the following stages:
- Read counts are derived from each targeted CNV region.
- Proper event-length, sample-median and GC normalization are performed.
- Normalized depth values in the population are modeled with a constrained one-dimensional mixture of gaussians to derive the final genotype calls.
Note that this method does not require the CNV breakpoints to be resolved to single nucleotide resolution.