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iCallSV: Structural Aberration Detection from NGS datasets

Author:Ronak H Shah
Contact:[email protected]
Source code:http://github.com/rhshah/iCallSV
Wiki:http://icallsv.readthedocs.io/en/latest/
License:Apache License 2.0
Code Health

iCallSV is a Python library and command-line software toolkit to call structural aberrations from Next Generation DNA sequencing data. Behind the scenes it uses Delly2 to do structural variant calling. It is designed for use with hybrid capture, including both whole-exome and custom target panels, and short-read sequencing platforms such as Illumina.

Citation

We are in the process of publishing a manuscript describing iCallSV as part of the Structural Variant Detection framework. If you use this software in a publication, for now, please cite our website iCallSV.

Note

For some reason docstrings is not shown by Read The Docs

So please use these url from Github with Html Preview for each module information:

Per Module Info

Required Packages

We require that you install:

pandas:v0.16.2
biopython:v1.65
pysam:v0.8.4
pyvcf:0.6.7
Delly:v0.7.5
targetSeqView:master
iAnnotateSV:v1.0.6
coloredlogs:v5.2

Required Data Files

This files are given in the data folder inside iCallSV.

BlackListFile:

(blacklist.txt) Tab-delimited file wihout header having black listed regions in order:

chromosome 1, breakpoint 1, chromosome 2, breakpoint 2

Example:7 140498077 5 175998094
BlackListGenes:

(blacklistgenes.txt) Gene listed one per line wihout header that are to be removed

Example:

LINC00486

CNOT4

HotspotFile:

(hotspotgenes.txt) Tab-delimited file wihout header having hotspot regions in order:

chromosome, start, end, name

Example:2 29416089 30143525 ALK
GenesToKeep:

(genesToInclude.txt) Gene listed one per line wihout header that are to be kept

Example:

ALK

BRAF

Configuration File Format

#~~~Template configuration file to run iCallSV~~~#
#### Path to python executable ###
[Python]
PYTHON:
#### Path to R executable and R Lib ###
[R]
RHOME:
RLIB:
#### Path to delly, bcftools executables and Version of delly (supports only 0.7.3)###
[SVcaller]
DELLY:
DellyVersion:
BCFTOOLS:
#### Path to hg19 Referece Fasta file ###
[ReferenceFasta]
REFFASTA:
#### Path to file containing regions to exclude please follow Delly documentation for this ###
[ExcludeRegion]
EXREGIONS:
#### Path to file containing regions to where lenient threshold will be used; and file containing genes to keep ###
[HotSpotRegions]
HotspotFile:
GenesToKeep:
#### Path to file containing regions/genes to filter ###
[BlackListRegions]
BlackListFile:
BlackListGenes:
#### Path to samtools executable ###
[SAMTOOLS]
SAMTOOLS:
#### Path to iAnnotateSV.py and all its required files, please follow iAnnotateSV documentation ###
[iAnnotateSV]
ANNOSV:
GENOMEBUILD:
DISTANCE:
CANONICALTRANSCRIPTFILE:
UNIPROTFILE:
CosmicCensus:
CosmicFusionCounts:
RepeatRegionAnnotation:
DGvAnnotations:
#### TargetSeqView Parameters ###
[TargetSeqView]
CalculateConfidenceScore:
GENOMEBUILD:
ReadLength:
#### Parameters to run Delly ###
[ParametersToRunDelly]
MAPQ: 20
NumberOfProcessors: 4
[ParametersToFilterDellyResults]
####Case Allele Fraction Hotspot####
CaseAltFreqHotspot: 0.05
####Total Case Coverage Hotspot#####
CaseCoverageHotspot = 5
####Control Allele Fraction Hotspot####
ControlAltFreqHotspot = 0
####Case Allele Fraction####
CaseAltFreq: 0.10
####Total Case Coverage#####
CaseCoverage = 10
####Control Allele Fraction####
ControlAltFreq = 0
###Overall Supporting Read-pairs ###
OverallSupportingReads: 5
###Overall Supporting Read-pairs Hotspot ###
OverallSupportingReadsHotspot: 3
###Overall Supporting splitreads ###
OverallSupportingSplitReads: 0
###Overall Supporting splitreads Hotspot ###
OverallSupportingSplitReadsHotspot: 0
###Case Supporting Read-pairs ###
CaseSupportingReads: 2
###Case Supporting splitreads ###
CaseSupportingSplitReads: 0
###Case Supporting Read-pairs Hotspot ###
CaseSupportingReadsHotspot: 1
###Case Supporting splitreads Hotspot ###
CaseSupportingSplitReadsHotspot: 0
###Control Supporting Read-pairs ###
ControlSupportingReads: 3
###Control Supporting Read-pairs Hotspot ###
ControlSupportingReadsHotspot: 3
###Control Supporting splitreads ###
ControlSupportingSplitReads: 3
###Control Supporting splitreads Hotspot ###
ControlSupportingSplitReadsHotspot: 3
###Length of Structural Variant###
LengthOfSV: 500
###Overall Mapping Quality Threshold###
OverallMapq: 20
###Overall Mapping Quality Threshold Hotspot###
OverallMapqHotspot: 5

Quick Usage

python iCallSV.py -sc /path/to/template.ini -abam /path/to/casebamFile -bbam /path/to/controlbamFile -aId caseID -bId controlId -o /path/to/output/directory -op prefix_for_the_output_files
> python iCallSV.py -h

usage: iCallSV.py [-h] [-v] [-V] -sc config.ini -abam caseBAMFile.bam -bbam
                  controlBAMFile.bam -aId caseID -bId controlID -o
                  /somepath/output -op TumorID

iCallSV.iCallSV -- wrapper to run iCallSV package

  Created by Ronak H Shah on 2015-03-30.
  Copyright 2015-2016 Ronak H Shah. All rights reserved.

  Licensed under the Apache License 2.0
  http://www.apache.org/licenses/LICENSE-2.0

  Distributed on an "AS IS" basis without warranties
  or conditions of any kind, either express or implied.

USAGE

optional arguments:
  -h, --help            show this help message and exit
  -v, --verbose         set verbosity level [default: True]
  -V, --version         show program's version number and exit
  -sc config.ini, --svConfig config.ini
                        Full path to the structural variant configuration
  -abam caseBAMFile.bam, --caseBam caseBAMFile.bam
                        Full path to the case bam file
  -bbam controlBAMFile.bam, --controlBam controlBAMFile.bam
                        Full path to the control bam file
  -aId caseID, --caseId caseID
                        Id of the case to be analyzed, this will be the sub-
                        folder
  -bId controlID, --controlId controlID
                        Id of the control to be used, this will be used for
                        filtering variants
  -o /somepath/output, --outDir /somepath/output
                        Full Path to the output dir.
  -op TumorID, --outPrefix TumorID
                        Id of the Tumor bam file which will be used as the
                        prefix for output files

Running on SGE or LSF

Note:

For both SGE and LSF you need to provide total number of cores based on the number of threads you have assinged to delly installation using OMP_NUM_THREADS.

Note:

For example: if you set OMP_NUM_THREADS as export OMP_NUM_THREADS=3 then you need to set total number of cores to be 13 (12 + 1 extra as buffer) so for each of the Delly program it utilizes 3 cores. Here I use pythons multiprocessing module to launch delly, so all four programs would be launch as seprate process utilizing number of threads given to them but setting the OMP_NUM_THREADS

SGE

qsub -q some.q -N iCallSV_JobName -o iCallSV.stdout -e iCallSV.stderr -V -l h_vmem=6G,virtual_free=6G -pe smp 13 -wd /some/path/to/working/dir -sync y  -b y python iCallSV.py -sc template.ini -bbam control.bam -abam case.bam -aId caseID -bId controlID -op outputPrefix -o  /some/path/to/output/dir -v

LSF

bsub -q some.q -J iCallSV_JobName -o iCallSV.stdout -e iCallSV.stderr -We 24:00 -R "rusage[mem=20]" -M 30 -n 13 -cwd /some/path/to/working/dir "python iCallSV.py -sc template.ini -bbam control.bam -abam case.bam -aId caseID -bId controlID -op outputPrefix -o  /some/path/to/output/dir -v"

Utilities

Running iCallSV on MSK-IMPACT Pools

This is only for MSK-IMPACT internal samples

> python iCallSV_dmp_wrapper.py -h

usage: iCallSV_dmp_wrapper.py [options]

Run iCallSV on selected pools using MSK data

optional arguments:
  -h, --help            show this help message and exit
  -fl folders.fof, --folderList folders.fof
                        Full path folders file of files.
  -qc /some/path/qcLocation, --qcLocation /some/path/qcLocation
                        Full path qc files.
  -b /some/path/bamlocation, --bamLocation /some/path/bamlocation
                        Full path bam files.
  -P /somepath/python, --python /somepath/python
                        Full path Pyhton executables.
  -icsv /somepath/iCallSV.py, --iCallSV /somepath/iCallSV.py
                        Full path iCallSV.py executables.
  -conf /somepath/template.ini, --iCallSVconf /somepath/template.ini
                        Full path configuration file to run iCallSV
  -q all.q or clin.q, --queue all.q or clin.q
                        Name of the SGE queue
  -qsub /somepath/qsub, --qsubPath /somepath/qsub
                        Full Path to the qsub executables of SGE.
  -t 5, --threads 5     Number of Threads to be used to run iCallSV
  -v, --verbose         make lots of noise [default]
  -o /somepath/output, --outDir /somepath/output
                        Full Path to the output dir.
  -of outputfile.txt, --outDir outputfile.txt
                                            Name of the final output file.

Taking the iCallSV and chechking for processed transcript/cDNA in samples

> python check_cDNA_contamination.py -h
usage: check_cDNA_contamination.py [options]

Calculate cDNA contamination per sample based of the Structural Variants
Pipeline result

optional arguments:
  -h, --help            show this help message and exit
  -v, --verbose         make lots of noise [default]
  -s SVfile.txt, --svFile SVfile.txt
                        Location of the structural variant file to be used
  -o cDNA_contamination, --outputFileName cDNA_contamination
                        Full path name for the output file

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A Framework to call Structural Variants from NGS based datasets

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