The GATK3 MuTect2 pipeline employs a "Panel of Normals" to identify additional germline mutations. This panel is generated using TCGA blood normal genomes from thousands of individuals that were curated and confidently assessed to be cancer-free. This method allows for a higher level of confidence to be assigned to somatic variants that were called by the MuTect2 pipeline.
Original MuTect2: https://gatkforums.broadinstitute.org/gatk/discussion/9183/how-to-call-somatic-snvs-and-indels-using-mutect2
All the docker images are built from Dockerfile
s at https://github.com/NCI-GDC/mutect2-tool.
The CWL are tested under multiple cwltools
environments. The most tested one is:
- cwltool 1.0.20180306163216
The repository has only been tested on GDC data and in the particular environment GDC is running in. Some of the reference data required for the workflow production are hosted in GDC reference files. For any questions related to GDC data, please contact the GDC Help Desk at [email protected].
There is a production-ready GDC CWL workflow at https://github.com/NCI-GDC/gdc-somatic-variant-calling-workflow, which uses this repo as a git submodule.
Please notice that you may want to change the docker image host of dockerPull:
for each CWL.
To use CWL directly from this repo, we recommend to run
tools/mutect2_pon.cwl
on the normal BAM file from the "panel of normal".tools/mutect2_somatic_variant.cwl
for GATK3 MuTect2 tumor/normal pair variant calling ortools/multi_mutect2_svc.cwl
if you prefer parallelization on docker level.
To run CWL:
>>>>>>>>>>MuTect2 PON<<<<<<<<<<
cwltool tools/mutect2_pon.cwl -h
/home/ubuntu/.virtualenvs/p2/bin/cwltool 1.0.20180306163216
Resolved 'tools/mutect2_pon.cwl' to 'file:///mnt/SCRATCH/githubs/submodules/t/mutect2-cwl/tools/mutect2_pon.cwl'
usage: tools/mutect2_pon.cwl [-h] --cont CONT --cosmic COSMIC --dbsnp DBSNP
--duscb --java_heap JAVA_HEAP --normal_bam
NORMAL_BAM --output_name OUTPUT_NAME --ref REF
--region REGION
[job_order]
positional arguments:
job_order Job input json file
optional arguments:
-h, --help show this help message and exit
--cont CONT Contamination estimation score.
--cosmic COSMIC Cosmic reference file path.
--dbsnp DBSNP dbSNP reference file path.
--duscb Whether to use soft clipped bases, default is False.
--java_heap JAVA_HEAP
Java heap memory.
--normal_bam NORMAL_BAM
Normal bam file.
--output_name OUTPUT_NAME
Output file name.
--ref REF Reference fasta file.
--region REGION Region used for scattering.
>>>>>>>>>>MuTect2 tumor/normal pair variant calling<<<<<<<<<<
cwltool tools/mutect2_somatic_variant.cwl -h
/home/ubuntu/.virtualenvs/p2/bin/cwltool 1.0.20180306163216
Resolved 'tools/mutect2_somatic_variant.cwl' to 'file:///mnt/SCRATCH/githubs/submodules/t/mutect2-cwl/tools/mutect2_somatic_variant.cwl'
usage: tools/mutect2_somatic_variant.cwl [-h] [--cont CONT] --cosmic COSMIC
--dbsnp DBSNP --duscb
[--java_heap JAVA_HEAP] --normal_bam
NORMAL_BAM --pon PON --ref REF
--region REGION --tumor_bam TUMOR_BAM
[job_order]
positional arguments:
job_order Job input json file
optional arguments:
-h, --help show this help message and exit
--cont CONT Contamination estimation score.
--cosmic COSMIC Cosmic reference file path.
--dbsnp DBSNP dbSNP reference file path.
--duscb Whether to use soft clipped bases, default is False.
--java_heap JAVA_HEAP
Java heap memory.
--normal_bam NORMAL_BAM
Normal bam file.
--pon PON Panel of normal reference file path.
--ref REF Reference fasta file.
--region REGION Region used for scattering.
--tumor_bam TUMOR_BAM
Tumor bam file.
See https://github.com/NCI-GDC/gdc-somatic-variant-calling-workflow.