An easy-to-use, flexible variant calling pipeline for use on the Biowulf cluster at NIH
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GATK4 Whole Exome-sequencing Pipeline . This is the home of the pipeline, exome-seek. Its long-term goals: to accurately call germline and somatic variants, to infer CNVs, and to boldly annotate variants like no pipeline before!
Overview
Welcome to exome-seek! Before getting started, we highly recommend reading through exome-seek's documentation .
The
./exome-seek
pipeline is composed several inter-related sub commands to setup and run the pipeline across different systems. Each of the available sub commands perform different functions:
-
exome-seek run
: Run the GATK4 WES pipeline with your input files. -
exome-seek unlock
: Unlocks a previous runs output directory. -
exome-seek cache
: Cache remote resources locally, coming soon!
Exome-seek is a comprehensive whole exome-sequencing pipeline following the Broad's set of best practices. It relies on technologies like Singularity1 to maintain the highest-level of reproducibility. The pipeline consists of a series of data processing and quality-control steps orchestrated by Snakemake2 , a flexible and scalable workflow management system, to submit jobs to a cluster or cloud provider.
The pipeline is compatible with data generated from Illumina short-read sequencing technologies. As input, it accepts a set of FastQ or BAM files and can be run locally on a compute instance, on-premise using a cluster, or on the cloud (feature coming soon!). A user can define the method or mode of execution. The pipeline can submit jobs to a cluster using a job scheduler like SLURM, or run on AWS using Tibanna (feature coming soon!). A hybrid approach ensures the pipeline is accessible to all users.
Before getting started, we highly recommend reading through the usage section of each available sub command.
For more information about issues or trouble-shooting a problem, please checkout our FAQ prior to opening an issue on Github .
Dependencies
Requires:
singularity>=3.5
snakemake==6.X
Snakemake and singularity must be installed on the target system. Snakemake orchestrates the execution of each step in the pipeline. To guarantee the highest level of reproducibility, each step relies on versioned images from DockerHub . Snakemake uses singaularity to pull these images onto the local filesystem prior to job execution, and as so, snakemake and singularity are the only two dependencies.
Installation
Please clone this repository to your local filesystem using the following command:
# Clone Repository from Github
git clone https://github.com/mtandon09/CCBR_GATK4_Exome_Seq_Pipeline.git
# Change your working directory
cd CCBR_GATK4_Exome_Seq_Pipeline/
Contribute
This site is a living document, created for and by members like you. EXOME-seek is maintained by the members of CCBR and is improved by continous feedback! We encourage you to contribute new content and make improvements to existing content via pull request to our repository .
References
1.
Kurtzer GM, Sochat V, Bauer MW (2017). Singularity: Scientific containers for mobility of compute. PLoS ONE 12(5): e0177459.
2.
Koster, J. and S. Rahmann (2018). "Snakemake-a scalable bioinformatics workflow engine." Bioinformatics 34(20): 3600.
Code Snippets
27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 | shell: """ myoutdir="$(dirname {output.cnvs})/{params.tumorsample}" if [ ! -d "$myoutdir" ]; then mkdir -p "$myoutdir"; fi perl "{params.config_script}" \\ "$myoutdir" \\ {params.lengths} \\ {params.chroms} \\ {input.tumor} \\ {input.normal} \\ {params.pile} \\ {params.fasta} \\ {params.snps} \\ {input.targets} freec -conf "$myoutdir/freec_exome_config.txt" cat "{params.sig_script}" | \\ R --slave \\ --args $myoutdir/{params.tumorsample}.bam_CNVs \\ $myoutdir/{params.tumorsample}.bam_ratio.txt mv $myoutdir/{params.tumorsample}.bam_CNVs.p.value.txt {output.cnvs} cat "{params.plot_script}" | \\ R --slave \\ --args 2 \\ $myoutdir/{params.tumorsample}.bam_ratio.txt \\ $myoutdir/{params.tumorsample}.bam_BAF.txt """ |
75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 | shell: """ myoutdir="$(dirname {output.fit})/{params.tumorsample}" if [ ! -d "$myoutdir" ]; then mkdir -p "$myoutdir"; fi gzip -c "$(dirname {input.freeccnvs})/{params.tumorsample}/{params.normalsample}.bam_minipileup.pileup" \\ > "$myoutdir/{params.normalsample}.recal.bam_minipileup.pileup.gz" gzip -c "$(dirname {input.freeccnvs})/{params.tumorsample}/{params.tumorsample}.bam_minipileup.pileup" \\ > "$myoutdir/{params.tumorsample}.recal.bam_minipileup.pileup.gz" sequenza-utils bam2seqz \\ -p \\ -gc {params.gc} \\ -n "$myoutdir/{params.normalsample}.recal.bam_minipileup.pileup.gz" \\ -t "$myoutdir/{params.tumorsample}.recal.bam_minipileup.pileup.gz" \\ | gzip > "$myoutdir/{params.tumorsample}.seqz.gz" sequenza-utils seqz_binning \\ -w 100 \\ -s "$myoutdir/{params.tumorsample}.seqz.gz" \\ | tee "$myoutdir/{params.tumorsample}.bin100.seqz" \\ | gzip > "$myoutdir/{params.tumorsample}.bin100.seqz.gz" Rscript "{params.run_script}" \\ "$myoutdir/{params.tumorsample}.bin100.seqz" \\ "$myoutdir" \\ "{params.normalsample}+{params.tumorsample}" \\ {threads} mv "$myoutdir/{params.normalsample}+{params.tumorsample}_alternative_solutions.txt" "{output.fit}" rm "$myoutdir/{params.tumorsample}.bin100.seqz" """ |
134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 | shell: """ myoutdir="$(dirname {output.cnvs})/{params.tumorsample}" if [ ! -d "$myoutdir" ]; then mkdir -p "$myoutdir"; fi perl {params.config_script} \\ "$myoutdir" \\ {params.lengths} \\ {params.chroms} \\ {input.tumor} \\ {input.normal} \\ {params.pile} \\ {params.fasta} \\ {params.snps} \\ {input.targets} \\ {input.fit} freec -conf "$myoutdir/freec_exome_config.txt" cat "{params.sig_script}" | \\ R --slave \\ --args $myoutdir/{params.tumorsample}.bam_CNVs \\ $myoutdir/{params.tumorsample}.bam_ratio.txt mv $myoutdir/{params.tumorsample}.bam_CNVs.p.value.txt {output.cnvs} cat "{params.plot_script}" | \\ R --slave \\ --args 2 \\ $myoutdir/{params.tumorsample}.bam_ratio.txt \\ $myoutdir/{params.tumorsample}.bam_BAF.txt """ |
8 9 10 11 | shell: """ wget https://github.com/mikdio/SOBDetector/releases/download/v1.0.2/SOBDetector_v1.0.2.jar \\ -O {output.SOBDetector_jar} """ |
30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 | shell: """ if [ ! -d "$(dirname {output.pass1_vcf})" ]; then mkdir -p "$(dirname {output.pass1_vcf})" fi echo "Running SOBDetector..." # Try/catch for running SOB Dectetor # with an empty input VCF file java -jar {input.SOBDetector_jar} \\ --input-type VCF \\ --input-variants "{input.vcf}" \\ --input-bam {input.bam} \\ --output-variants {output.pass1_vcf} \\ --only-passed false || {{ # Compare length of VCF header to # the total length of the file header_length=$(grep '^#' "{input.vcf}" | wc -l) file_length=$(cat "{input.vcf}" | wc -l) if [ $header_length -eq $file_length ]; then # VCF file only contains header # File contains no variants, catch # problem so pipeline can continue cat "{input.vcf}" > {output.pass1_vcf} else # SOB Dectector failed for another reason echo "SOB Detector Failed... exiting now!" 1>&2 exit 1 fi }} bcftools query \\ -f '%INFO/numF1R2Alt\\t%INFO/numF2R1Alt\\t%INFO/numF1R2Ref\\t%INFO/numF2R1Ref\\t%INFO/numF1R2Other\\t%INFO/numF2R1Other\\t%INFO/SOB\\n' \\ {output.pass1_vcf} \\ | awk '{{if ($1 != "."){{tum_alt=$1+$2; tum_depth=$1+$2+$3+$4+$5+$6; if (tum_depth==0){{tum_af=1}} else {{tum_af=tum_alt/tum_depth }}; print tum_alt,tum_depth,tum_af,$7}}}}' > {output.pass1_info} """ |
77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 | shell: """ echo -e "#TUMOR.alt\\tTUMOR.depth\\tTUMOR.AF\\tSOB\\tFS\\tSOR\\tTLOD\\tReadPosRankSum" > {output.all_info_file} cat {input.info_files} >> {output.all_info_file} # Try/catch for running calculating # mean and standard deviation with # with a set of empty input VCF files all_length=$(tail -n+2 {output.all_info_file} | wc -l) if [ $all_length -eq 0 ]; then echo 'WARNING: All SOB Dectect pass1 samples contained no variants.' \\ | tee {output.params_file} else # Calculate mean and standard deviation grep -v '^#' {output.all_info_file} \\ | awk '{{ total1 += $1; ss1 += $1^2; total2 += $2; ss2 += $2^2; total3 += $3; ss3 += $3^2; total4 += $4; ss4 += $4^2 }} END {{ print total1/NR,total2/NR,total3/NR,total4/NR; print sqrt(ss1/NR-(total1/NR)^2),sqrt(ss2/NR-(total2/NR)^2),sqrt(ss3/NR-(total3/NR)^3),sqrt(ss4/NR-(total4/NR)^2) }}' > {output.params_file} fi """ |
116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 | shell: """ if [ ! -d "$(dirname {output.pass2_vcf})" ]; then mkdir -p "$(dirname {output.pass2_vcf})" fi echo "Running SOBDetector..." # Try/catch for running SOB Dectetor # with an empty input VCF file bcf_annotate_option="-e 'INFO/pArtifact < 0.05' " java -jar {input.SOBDetector_jar} \\ --input-type VCF \\ --input-variants "{input.vcf}" \\ --input-bam "{input.bam}" \\ --output-variants "{output.pass2_vcf}" \\ --only-passed true \\ --standardization-parameters "{input.params_file}" || {{ # Compare length of VCF header to # the total length of the file header_length=$(grep '^#' "{input.vcf}" | wc -l) file_length=$(cat "{input.vcf}" | wc -l) if [ $header_length -eq $file_length ]; then # VCF file only contains header # File contains no variants, catch # problem so pipeline can continue cat "{input.vcf}" > {output.pass2_vcf} else # SOB Dectector failed for another reason echo "SOB Detector Failed... exiting now!" 1>&2 exit 1 fi }} echo "Making info table..." bcftools query \\ -f '%INFO/numF1R2Alt\\t%INFO/numF2R1Alt\\t%INFO/numF1R2Ref\\t%INFO/numF2R1Ref\\t%INFO/numF1R2Other\\t%INFO/numF2R1Other\\t%INFO/SOB\\n' \\ "{output.pass2_vcf}" \\ | awk '{{if ($1 != "."){{tum_alt=$1+$2; tum_depth=$1+$2+$3+$4+$5+$6; if (tum_depth==0){{tum_af=1}} else {{tum_af=tum_alt/tum_depth }}; print tum_alt,tum_depth,tum_af,$7}}}}' > "{output.pass2_info}" echo "Filtering out artifacts..." if [ "{wildcards.vc_outdir}" == "{config[output_params][MERGED_SOMATIC_OUTDIR]}" ]; then echo "Adding 'set' annotation back from merged variants..." bgzip --threads {threads} -c "{input.vcf}" > "{input.vcf}.gz" bcftools index -f -t "{input.vcf}.gz" bgzip --threads {threads} -c "{output.pass2_vcf}" > "{output.pass2_vcf}.gz" bcftools index -f -t "{output.pass2_vcf}.gz" bcftools annotate \\ -a "{input.vcf}.gz" \\ -c "INFO/set" \\ "$bcf_annotate_option" \\ -Oz \\ -o {output.filtered_vcf} {output.pass2_vcf}.gz else bcftools filter \\ "$bcf_annotate_option" \\ -Oz \\ -o {output.filtered_vcf} {output.pass2_vcf} bcftools index -f -t {output.filtered_vcf} fi """ |
191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 | shell: """ echo -e "#ID\\tDefaultParam\\tCohortParam\\tTotalVariants" > {output.count_table} echo -e "#SAMPLE_ID\\tParam\\tCHROM\\tPOS\\tnumF1R2Alt\\tnumF2R1Alt\\tnumF1R2Ref\\tnumF2R1Ref\\tnumF1R2Other\\tnumF2R1Other\\tSOB\\tpArtifact\\tFS\\tSOR\\tTLOD\\tReadPosRankSum" > {output.full_metric_table} P1FILES=({input.pass1_vcf}) P2FILES=({input.pass2_vcf}) for (( i=0; i<${{#P1FILES[@]}}; i++ )); do MYID=$(basename -s ".sobdetect.vcf" ${{P1FILES[$i]}}) echo "Collecting metrics from $MYID..." # grep may fail if input files do not contain any variants total_count=$(grep -v ^# ${{P1FILES[$i]}} | wc -l) || total_count=0 count_1p=$(bcftools query -f '%INFO/pArtifact\n' ${{P1FILES[$i]}} | awk '{{if ($1 != "." && $1 < 0.05){{print}}}}' | wc -l) count_2p=$(bcftools query -f '%INFO/pArtifact\n' ${{P2FILES[$i]}} | awk '{{if ($1 != "." && $1 < 0.05){{print}}}}' | wc -l) echo -e "$MYID\\t$count_1p\\t$count_2p\\t$total_count" >> {output.count_table} bcftools query -f '%CHROM\\t%POS\\t%INFO/numF1R2Alt\\t%INFO/numF2R1Alt\\t%INFO/numF1R2Ref\\t%INFO/numF2R1Ref\\t%INFO/numF1R2Other\\t%INFO/numF2R1Other\\t%INFO/SOB\\t%INFO/pArtifact\n' ${{P1FILES[$i]}} | awk -v id=$MYID 'BEGIN{{OFS="\t"}}{{print id,"PASS_1",$0}}' >> {output.full_metric_table} bcftools query -f '%CHROM\\t%POS\\t%INFO/numF1R2Alt\\t%INFO/numF2R1Alt\\t%INFO/numF1R2Ref\\t%INFO/numF2R1Ref\\t%INFO/numF1R2Other\\t%INFO/numF2R1Other\\t%INFO/SOB\\t%INFO/pArtifact\n' ${{P2FILES[$i]}} | awk -v id=$MYID 'BEGIN{{OFS="\t"}}{{print id,"PASS_2",$0}}' >> {output.full_metric_table} done """ |
229 230 231 232 233 234 235 236 237 238 239 240 | shell: """ echo "Converting to MAF..." bash {params.vcf2maf_script} \\ --vcf {input.filtered_vcf} \\ --maf {output.maf} \\ --tid {params.tumorsample} \\ --genome {params.genome} \\ --threads {threads} \\ --vepresourcebundlepath {params.bundle} \\ --info "set" echo "Done converting to MAF..." """ |
252 253 254 255 256 | shell: """ echo "Combining MAFs..." head -2 {input.mafs[0]} > {output.maf} awk 'FNR>2 {{print}}' {input.mafs} >> {output.maf} """ |
27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 | shell: """ myoutdir="$(dirname {output.gzvcf})" if [ ! -d "$myoutdir" ]; then mkdir -p "$myoutdir"; fi gatk --java-options '-Xmx24g' HaplotypeCaller \\ --reference {params.genome} \\ --input {input.bam} \\ --use-jdk-inflater \\ --use-jdk-deflater \\ --emit-ref-confidence GVCF \\ --annotation-group StandardAnnotation \\ --annotation-group AS_StandardAnnotation \\ --dbsnp {params.snpsites} \\ --output {output.gzvcf} \\ --intervals {params.chrom} \\ --max-alternate-alleles 3 """ |
68 69 70 71 72 73 74 75 76 77 78 79 80 81 | shell: """ input_str="--variant $(echo "{input.gzvcf}" | sed -e 's/ / --variant /g')" gatk --java-options '-Xmx24g' CombineGVCFs \\ --reference {params.genome} \\ --annotation-group StandardAnnotation \\ --annotation-group AS_StandardAnnotation \\ $input_str \\ --output {output.gzvcf} \\ --intervals {wildcards.chroms} \\ --use-jdk-inflater \\ --use-jdk-deflater """ |
106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 | shell: """ myoutdir="$(dirname {output.vcf})" if [ ! -d "$myoutdir" ]; then mkdir -p "$myoutdir"; fi gatk --java-options '-Xmx96g' GenotypeGVCFs \\ --reference {params.genome} \\ --use-jdk-inflater \\ --use-jdk-deflater \\ --annotation-group StandardAnnotation \\ --annotation-group AS_StandardAnnotation \\ --dbsnp {params.snpsites} \\ --output {output.vcf} \\ --variant {input.gzvcf} \\ --intervals {params.chr} """ |
142 143 144 145 146 147 148 149 150 151 | shell: """ # Avoids ARG_MAX issue which limits max length of a command ls --color=never -d $(dirname "{output.clist}")/raw_variants.*.vcf.gz > "{output.clist}" gatk MergeVcfs \\ -R {params.genome} \\ --INPUT {output.clist} \\ --OUTPUT {output.vcf} """ |
175 176 177 178 179 180 181 182 183 184 185 | shell: """ gatk SelectVariants \\ -R {params.genome} \\ --intervals {params.targets} \\ --variant {input.vcf} \\ --sample-name {params.Sname} \\ --exclude-filtered \\ --exclude-non-variants \\ --output {output.vcf} """ |
25 26 27 28 29 30 31 32 33 | shell: """ if [ ! -d "$(dirname {output.txt})" ]; then mkdir -p "$(dirname {output.txt})" fi python {params.get_flowcell_lanes} \\ {input.r1} \\ {wildcards.samples} > {output.txt} """ |
64 65 66 67 68 69 70 71 72 | shell: """ fastq_screen --conf {params.fastq_screen_config} \\ --outdir {params.outdir} \\ --threads {threads} \\ --subset 1000000 \\ --aligner bowtie2 \\ --force \\ {input.fq1} {input.fq2} """ |
103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 | shell: """ # Setups temporary directory for # intermediate files with built-in # mechanism for deletion on exit tmp=$(mktemp -d -p "{params.localdisk}") trap 'rm -rf "${{tmp}}"' EXIT # Copy kraken2 db to local node storage to reduce filesystem strain cp -rv {params.bacdb} ${{tmp}} kdb_base=$(basename {params.bacdb}) kraken2 --db ${{tmp}}/${{kdb_base}} \\ --threads {threads} --report {output.taxa} \\ --output {output.out} \\ --gzip-compressed \\ --paired {input.fq1} {input.fq2} # Generate Krona Report cut -f2,3 {output.out} | \\ ktImportTaxonomy - -o {output.html} """ |
146 147 148 149 150 151 | shell: """ fastqc -t {threads} \\ -f bam \\ -o {params.outdir} \\ {input.bam} """ |
176 177 178 179 180 181 182 | shell: """ python {params.script_path_reformat_bed} \\ --input_bed {input.targets} \\ --output_bed {output.bed}.temp python3 {params.script_path_correct_target_bed} {output.bed}.temp {output.bed} rm -f {output.bed}.temp """ |
209 210 211 212 213 214 215 216 217 218 219 220 221 | shell: """ unset DISPLAY qualimap bamqc -bam {input.bam} \\ --java-mem-size=48G \\ -c -ip \\ -gff {input.bed} \\ -outdir {params.outdir} \\ -outformat HTML \\ -nt {threads} \\ --skip-duplicated \\ -nw 500 \\ -p NON-STRAND-SPECIFIC """ |
244 245 246 | shell: """ samtools flagstat {input.bam} > {output.txt} """ |
271 272 273 | shell: """ vcftools --gzvcf {input.vcf} --het --out {params.prefix} """ |
298 299 300 301 302 303 304 | shell: """ java -Xmx24g -jar ${{PICARDJARPATH}}/picard.jar \\ CollectVariantCallingMetrics \\ INPUT={input.vcf} \\ OUTPUT={params.prefix} \\ DBSNP={params.dbsnp} Validation_Stringency=SILENT """ |
329 330 331 | shell: """ bcftools stats {input.vcf} > {output.txt} """ |
360 361 362 363 364 365 366 | shell: """ gatk --java-options '-Xmx12g -XX:ParallelGCThreads={threads}' VariantEval \\ -R {params.genome} \\ -O {output.grp} \\ --dbsnp {params.dbsnp} \\ --eval {input.vcf} """ |
393 394 395 396 397 398 399 400 | shell: """ java -Xmx12g -jar $SNPEFF_JAR \\ -v -canon -c {params.config} \\ -csvstats {output.csv} \\ -stats {output.html} \\ {params.genome} \\ {input.vcf} > {output.vcf} """ |
421 422 423 424 425 426 427 428 | shell: """ echo "Extracting sites to estimate ancestry" somalier extract \\ -d "$(dirname {output.somalierOut})" \\ --sites {params.sites_vcf} \\ -f {params.genomeFasta} \\ {input.bam} """ |
460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 | shell: """ echo "Estimating relatedness" somalier relate \\ -o "$(dirname {output.relatedness})/relatedness" \\ {input.somalier} echo "Estimating ancestry" somalier ancestry \\ -o "$(dirname {output.relatedness})/ancestry" \\ --labels {params.ancestry_db}/ancestry-labels-1kg.tsv \\ {params.ancestry_db}/*.somalier ++ \\ {input.somalier} Rscript {params.script_path_gender} \\ {output.relatednessSamples} \\ {output.finalFileGender} Rscript {params.script_path_samples} \\ {output.relatedness} \\ {output.finalFilePairs} Rscript {params.script_path_pca} \\ {output.ancestry} \\ {output.finalFilePairs} \\ {output.ancestoryPlot} \\ {output.pairAncestoryHist} """ |
521 522 523 524 525 526 527 528 | shell: """ multiqc --ignore '*/.singularity/*' \\ --ignore '*/*/*/*/*/*/*/*/pyflow.data/*' \\ --ignore 'slurmfiles/' \\ -f --interactive \\ -n {output.report} \\ {params.workdir} """ |
17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 | shell: """ if [ ! -d "$(dirname {output.split_bam})" ]; then mkdir -p "$(dirname {output.split_bam})" fi samtools view \\ -b \\ -o {output.split_bam} \\ -@ {threads} \\ {input.bam} {wildcards.chroms} samtools index \\ -@ {threads} \\ {output.split_bam} {output.split_bam_idx} cp {output.split_bam_idx} {output.split_bam}.bai """ |
50 51 52 53 54 55 56 | shell: """ input_str="--input $(echo "{input.read_orientation_file}" | sed -e 's/ / --input /g')" gatk LearnReadOrientationModel \\ --output {output.model} \\ $input_str """ |
83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 | shell: """ # Setups temporary directory for # intermediate files with built-in # mechanism for deletion on exit tmp=$(mktemp -d -p "{params.tmpdir}") trap 'rm -rf "${{tmp}}"' EXIT statfiles="--stats $(echo "{input.statsfiles}" | sed -e 's/ / --stats /g')" gatk MergeMutectStats \\ $statfiles \\ -O {output.final}.stats gatk FilterMutectCalls \\ -R {params.genome} \\ -V {input.vcf} \\ --ob-priors {input.model} \\ --contamination-table {input.summary} \\ -O {output.marked_vcf} \\ --stats {output.final}.stats gatk SelectVariants \\ -R {params.genome} \\ --variant {output.marked_vcf} \\ --exclude-filtered \\ --output {output.final} # VarScan can output ambiguous IUPAC bases/codes # the awk one-liner resets them to N, from: # https://github.com/fpbarthel/GLASS/issues/23 bcftools sort -T ${{tmp}} "{output.final}" \\ | bcftools norm --threads {threads} --check-ref s -f {params.genome} -O v \\ | awk '{{gsub(/\y[W|K|Y|R|S|M]\y/,"N",$4); OFS = "\t"; print}}' \\ | sed '/^$/d' > {output.norm} """ |
135 136 137 138 139 140 141 142 | shell: """ input_str="-I $(echo "{input.vcf}" | sed -e 's/ / -I /g')" gatk --java-options "-Xmx30g" MergeVcfs \\ -O "{output.vcf}" \\ -D {params.genomedict} \\ $input_str """ |
162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 | shell: """ # Setups temporary directory for # intermediate files with built-in # mechanism for deletion on exit tmp=$(mktemp -d -p "{params.tmpdir}") trap 'rm -rf "${{tmp}}"' EXIT if [ ! -d "$(dirname {output.mergedvcf})" ]; then mkdir -p "$(dirname {output.mergedvcf})" fi input_str="--variant $(echo "{input.vcf}" | sed -e 's/ / --variant /g')" java -Xmx60g -Djava.io.tmpdir=${{tmp}} -jar $GATK_JAR -T CombineVariants \\ -R {params.genome} \\ -nt {threads} \\ --filteredrecordsmergetype KEEP_IF_ANY_UNFILTERED \\ --genotypemergeoption PRIORITIZE \\ --rod_priority_list {params.rodprioritylist} \\ --minimumN 1 \\ -o {output.mergedvcf} \\ {params.variantsargs} """ |
202 203 204 205 206 207 208 209 210 211 212 213 | shell: """ echo "Converting to MAF..." bash {params.vcf2maf_script} \\ --vcf {input.filtered_vcf} \\ --maf {output.maf} \\ --tid {params.tumorsample} \\ --genome {params.genome} \\ --threads {threads} \\ --vepresourcebundlepath {params.bundle} \\ --info "set" echo "Done converting to MAF..." """ |
223 224 225 226 227 | shell: """ echo "Combining MAFs..." head -2 {input.mafs[0]} > {output.maf} awk 'FNR>2 {{print}}' {input.mafs} >> {output.maf} """ |
24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 | shell: """ if [ ! -d "$(dirname {output.vcf})" ]; then mkdir -p "$(dirname {output.vcf})"; fi gatk Mutect2 \\ -R {params.genome} \\ -I {input.tumor} \\ -I {input.normal} \\ -normal {params.normalsample} \\ --panel-of-normals {params.pon} \\ --germline-resource {params.germsource} \\ -L {params.chrom} \\ -O {output.vcf} \\ --f1r2-tar-gz {output.read_orientation_file} \\ --independent-mates """ |
61 62 63 64 65 66 67 68 69 70 71 72 73 74 | shell: """ # Run GetPileupSummaries in bg concurrently for a tumor/normal pair gatk --java-options '-Xmx48g' GetPileupSummaries \\ -I {input.tumor} \\ -V {params.germsource} \\ -L {input.intervals} \\ -O {output.tumor_summary} & \\ gatk --java-options '-Xmx48g' GetPileupSummaries \\ -I {input.normal} \\ -V {params.germsource} \\ -L {input.intervals} \\ -O {output.normal_summary} & \\ wait """ |
94 95 96 97 98 99 100 101 102 | shell: """ gatk CalculateContamination \\ -I {input.tumor} \\ --matched-normal {input.normal} \\ -O {output.tumor_summary} gatk CalculateContamination \\ -I {input.normal} \\ -O {output.normal_summary} """ |
131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 | shell: """ # Setups temporary directory for # intermediate files with built-in # mechanism for deletion on exit tmp=$(mktemp -d -p "{params.tmpdir}") trap 'rm -rf "${{tmp}}"' EXIT workdir={params.basedir} myoutdir="$(dirname {output.vcf})/{wildcards.samples}/{wildcards.chroms}" if [ -d "$myoutdir" ]; then rm -r "$myoutdir"; fi mkdir -p "$myoutdir" configureStrelkaSomaticWorkflow.py \\ --ref={params.genome} \\ --tumor={input.tumor} \\ --normal={input.normal} \\ --runDir="$myoutdir" \\ --exome cd "$myoutdir" ./runWorkflow.py -m local -j {threads} java -Xmx12g -Djava.io.tmpdir=${{tmp}} -XX:ParallelGCThreads={threads} \\ -jar $GATK_JAR -T CombineVariants \\ -R {params.genome} \\ --variant results/variants/somatic.snvs.vcf.gz \\ --variant results/variants/somatic.indels.vcf.gz \\ --assumeIdenticalSamples \\ --filteredrecordsmergetype KEEP_UNCONDITIONAL \\ -o "$(basename {output.vcf})" cd $workdir mv "$myoutdir/$(basename {output.vcf})" "{output.vcf}" """ |
189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 | shell: """ # Setups temporary directory for # intermediate files with built-in # mechanism for deletion on exit tmp=$(mktemp -d -p "{params.tmpdir}") trap 'rm -rf "${{tmp}}"' EXIT gatk SelectVariants \\ -R {params.genome} \\ --variant {input.vcf} \\ --discordance {params.pon} \\ --exclude-filtered \\ --output {output.filtered} echo -e "TUMOR\t{params.tumorsample}\nNORMAL\t{params.normalsample}" > "{output.samplesfile}" echo "Reheading VCFs with sample names..." bcftools reheader \\ -o "{output.final}" \\ -s "{output.samplesfile}" "{output.filtered}" # VarScan can output ambiguous IUPAC bases/codes # the awk one-liner resets them to N, from: # https://github.com/fpbarthel/GLASS/issues/23 bcftools sort \\ -T ${{tmp}} "{output.final}" \\ | bcftools norm --threads {threads} --check-ref s -f {params.genome} -O v \\ | awk '{{gsub(/\y[W|K|Y|R|S|M]\y/,"N",$4); OFS = "\t"; print}}' \\ | sed '/^$/d' > {output.norm} """ |
242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 | shell: """ # Setups temporary directory for # intermediate files with built-in # mechanism for deletion on exit tmp=$(mktemp -d -p "{params.tmpdir}") trap 'rm -rf "${{tmp}}"' EXIT if [ ! -d "$(dirname {output.vcf})" ]; then mkdir -p "$(dirname {output.vcf})"; fi java -Xmx8g -Djava.io.tmpdir=${{tmp}} -jar ${{MUTECT_JAR}} \\ --analysis_type MuTect \\ --reference_sequence {params.genome} \\ --normal_panel {params.pon} \\ --vcf {output.vcf} \\ --cosmic {params.cosmic} \\ --dbsnp {params.dbsnp} \\ --disable_auto_index_creation_and_locking_when_reading_rods \\ --input_file:normal {input.normal} \\ --input_file:tumor {input.tumor} \\ --out {output.stats} \\ -rf BadCigar """ |
287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 | shell: """ # Setups temporary directory for # intermediate files with built-in # mechanism for deletion on exit tmp=$(mktemp -d -p "{params.tmpdir}") trap 'rm -rf "${{tmp}}"' EXIT gatk SelectVariants \\ -R {params.genome} \\ --variant {input.vcf} \\ --exclude-filtered \\ --output {output.final} # VarScan can output ambiguous IUPAC bases/codes # the awk one-liner resets them to N, from: # https://github.com/fpbarthel/GLASS/issues/23 bcftools sort -T ${{tmp}} "{output.final}" \\ | bcftools norm --threads {threads} --check-ref s -f {params.genome} -O v \\ | awk '{{gsub(/\y[W|K|Y|R|S|M]\y/,"N",$4); OFS = "\t"; print}}' \\ | sed '/^$/d' > {output.norm} """ |
328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 | shell: """ if [ ! -d "$(dirname {output.vcf})" ]; then mkdir -p "$(dirname {output.vcf})"; fi VarDict \\ -G {params.genome} \\ -f 0.05 \\ -N \"{params.tumorsample}|{params.normalsample}\" \\ --nosv \\ -b \"{input.tumor}|{input.normal}\" \\ -t \\ -Q 20 \\ -c 1 \\ -S 2 \\ -E 3 {params.targets} \\ | testsomatic.R \\ | var2vcf_paired.pl \\ -S \\ -Q 20 \\ -d 10 \\ -M \\ -N \"{params.tumorsample}|{params.normalsample}\" \\ -f 0.05 > {output.vcf} """ |
375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 | shell: """ # Setups temporary directory for # intermediate files with built-in # mechanism for deletion on exit tmp=$(mktemp -d -p "{params.tmpdir}") trap 'rm -rf "${{tmp}}"' EXIT bcftools filter \\ --exclude \'STATUS=\"Germline\" | STATUS=\"LikelyLOH\" | STATUS=\"AFDiff\"\' \\ {input.vcf} > {output.filtered} gatk SelectVariants \\ -R {params.genome} \\ --variant {output.filtered} \\ --discordance {params.pon} \\ --exclude-filtered \\ --output {output.final} # VarScan can output ambiguous IUPAC bases/codes # the awk one-liner resets them to N, from: # https://github.com/fpbarthel/GLASS/issues/23 bcftools sort -T ${{tmp}} "{output.final}" \\ | bcftools norm --threads {threads} --check-ref s -f {params.genome} -O v \\ | awk '{{gsub(/\y[W|K|Y|R|S|M]\y/,"N",$4); OFS = "\t"; print}}' \\ | sed '/^$/d' > {output.norm} """ |
426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 | shell: """ # Setups temporary directory for # intermediate files with built-in # mechanism for deletion on exit tmp=$(mktemp -d -p "{params.tmpdir}") trap 'rm -rf "${{tmp}}"' EXIT if [ ! -d "$(dirname {output.vcf})" ]; then mkdir -p "$(dirname {output.vcf})"; fi tumor_purity=$( echo "1-$(printf '%.6f' $(tail -n -1 {input.tumor_summary} | cut -f2 ))" | bc -l) normal_purity=$( echo "1-$(printf '%.6f' $(tail -n -1 {input.normal_summary} | cut -f2 ))" | bc -l) varscan_opts="--strand-filter 1 --min-var-freq 0.01 --min-avg-qual 30 --somatic-p-value 0.05 --output-vcf 1 --normal-purity $normal_purity --tumor-purity $tumor_purity" dual_pileup="samtools mpileup -d 10000 -q 15 -Q 15 -f {params.genome} {input.normal} {input.tumor}" varscan_cmd="varscan somatic <($dual_pileup) {output.vcf} $varscan_opts --mpileup 1" eval "$varscan_cmd" java -Xmx12g -Djava.io.tmpdir=${{tmp}} -XX:ParallelGCThreads={threads} \\ -jar $GATK_JAR -T CombineVariants \\ -R {params.genome} \\ --variant {output.vcf}.snp \\ --variant {output.vcf}.indel \\ --assumeIdenticalSamples \\ --filteredrecordsmergetype KEEP_UNCONDITIONAL \\ -o {output.vcf} """ |
481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 | shell: """ # Setups temporary directory for # intermediate files with built-in # mechanism for deletion on exit tmp=$(mktemp -d -p "{params.tmpdir}") trap 'rm -rf "${{tmp}}"' EXIT varscan filter \\ {input.vcf} \\ {params.filter_settings} > {output.filtered1} gatk SelectVariants \\ -R {params.genome} \\ --variant {output.filtered1} \\ --discordance {params.pon} \\ --exclude-filtered \\ --output {output.filtered} samplesFile="{output.samplesfile}" echo -e "TUMOR\t{params.tumorsample}\nNORMAL\t{params.normalsample}" > "{output.samplesfile}" bcftools reheader \\ -o "{output.final}" \\ -s "{output.samplesfile}" \\ "{output.filtered}" # VarScan can output ambiguous IUPAC bases/codes # the awk one-liner resets them to N, from: # https://github.com/fpbarthel/GLASS/issues/23 bcftools sort -T ${{tmp}} "{output.final}" \\ | bcftools norm --threads {threads} --check-ref s -f {params.genome} -O v \\ | awk '{{gsub(/\y[W|K|Y|R|S|M]\y/,"N",$4); OFS = "\t"; print}}' \\ | sed '/^$/d' > {output.norm} """ |
21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 | shell: """ if [ ! -d "$(dirname {output.vcf})" ]; then mkdir -p "$(dirname {output.vcf})" fi gatk Mutect2 \\ -R {params.genome} \\ -I {input.tumor} \\ --panel-of-normals {params.pon} \\ --germline-resource {params.germsource} \\ -L {wildcards.chroms} \\ -O {output.vcf} \\ --f1r2-tar-gz {output.read_orientation_file} \\ --independent-mates """ |
56 57 58 59 60 61 62 63 64 65 66 67 68 69 | shell: """ # Setups temporary directory for # intermediate files with built-in # mechanism for deletion on exit tmp=$(mktemp -d -p "{params.tmpdir}") trap 'rm -rf "${{tmp}}"' EXIT gatk --java-options "-Xmx10g -Djava.io.tmpdir=${{tmp}}" GetPileupSummaries \\ -R {params.genome} \\ -I {input.tumor} \\ -V {params.germsource} \\ -L {input.intervals} \\ -O {output.pileup} """ |
87 88 89 90 91 | shell: """ gatk CalculateContamination \\ -I {input.pileup} \\ -O {output.tumor_summary} """ |
112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 | shell: """ # Setups temporary directory for # intermediate files with built-in # mechanism for deletion on exit tmp=$(mktemp -d -p "{params.tmpdir}") trap 'rm -rf "${{tmp}}"' EXIT if [ ! -d "$(dirname {output.vcf})" ]; then mkdir -p "$(dirname {output.vcf})" fi java -Xmx8g -Djava.io.tmpdir=${{tmp}} -jar ${{MUTECT_JAR}} \\ --analysis_type MuTect \\ --reference_sequence {params.genome} \\ --normal_panel {params.pon} \\ --vcf {output.vcf} \\ --cosmic {params.cosmic} \\ --dbsnp {params.dbsnp} \\ -L {wildcards.chroms} \\ --disable_auto_index_creation_and_locking_when_reading_rods \\ --input_file:tumor {input.tumor} \\ --out {output.stats} \\ -rf BadCigar """ |
157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 | shell: """ # Setups temporary directory for # intermediate files with built-in # mechanism for deletion on exit tmp=$(mktemp -d -p "{params.tmpdir}") trap 'rm -rf "${{tmp}}"' EXIT gatk SelectVariants \\ -R {params.genome} \\ --variant {input.vcf} \\ --exclude-filtered \\ --output {output.final} # VarScan can output ambiguous IUPAC bases/codes # the awk one-liner resets them to N, from: # https://github.com/fpbarthel/GLASS/issues/23 bcftools sort -T ${{tmp}} "{output.final}" \\ | bcftools norm --threads {threads} --check-ref s -f {params.genome} -O v \\ | awk '{{gsub(/\y[W|K|Y|R|S|M]\y/,"N",$4); OFS = "\t"; print}}' \\ | sed '/^$/d' > {output.norm} """ |
196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 | shell: """ if [ ! -d "$(dirname {output.vcf})" ]; then mkdir -p "$(dirname {output.vcf})" fi VarDict \\ -G {params.genome} \\ -f 0.05 \\ -x 500 \\ --nosv \\ -b {input.tumor} \\ -t \\ -Q 20 \\ -c 1 \\ -S 2 \\ -E 3 {params.targets} \\ | teststrandbias.R \\ | var2vcf_valid.pl \\ -N {wildcards.samples} \\ -Q 20 \\ -d 10 \\ -v 6 \\ -S \\ -E \\ -f 0.05 > {output.vcf} """ |
245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 | shell: """ # Setups temporary directory for # intermediate files with built-in # mechanism for deletion on exit tmp=$(mktemp -d -p "{params.tmpdir}") trap 'rm -rf "${{tmp}}"' EXIT gatk SelectVariants \\ -R {params.genome} \\ --variant {input.vcf} \\ --discordance {params.pon} \\ --exclude-filtered \\ --output {output.final} # VarScan can output ambiguous IUPAC bases/codes # the awk one-liner resets them to N, from: # https://github.com/fpbarthel/GLASS/issues/23 bcftools sort -T ${{tmp}} "{output.final}" \\ | bcftools norm --threads {threads} --check-ref s -f {params.genome} -O v \\ | awk '{{gsub(/\y[W|K|Y|R|S|M]\y/,"N",$4); OFS = "\t"; print}}' \\ | sed '/^$/d' > {output.norm} """ |
285 286 287 288 289 290 291 292 293 294 295 | shell: """ if [ ! -d "$(dirname {output.vcf})" ]; then mkdir -p "$(dirname {output.vcf})" fi varscan_opts="--strand-filter 0 --min-var-freq 0.01 --output-vcf 1 --variants 1" pileup_cmd="samtools mpileup -d 100000 -q 15 -Q 15 -f {params.genome} {input.tumor}" varscan_cmd="varscan mpileup2cns <($pileup_cmd) $varscan_opts" eval "$varscan_cmd > {output.vcf}.gz" eval "bcftools view -U {output.vcf}.gz > {output.vcf}" """ |
325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 | shell: """ # Setups temporary directory for # intermediate files with built-in # mechanism for deletion on exit tmp=$(mktemp -d -p "{params.tmpdir}") trap 'rm -rf "${{tmp}}"' EXIT varscan filter \\ {input.vcf} \\ {params.filter_settings} > {output.filtered1} gatk SelectVariants \\ -R {params.genome} \\ --variant {output.filtered1} \\ --discordance {params.pon} \\ --exclude-filtered \\ --output {output.filtered} samplesFile="{output.samplesfile}" echo -e "TUMOR\t{params.tumorsample}\n" > "{output.samplesfile}" bcftools reheader \\ -o "{output.final}" \\ -s "{output.samplesfile}" \\ "{output.filtered}" # VarScan can output ambiguous IUPAC bases/codes # the awk one-liner resets them to N, from: # https://github.com/fpbarthel/GLASS/issues/23 bcftools sort -T ${{tmp}} "{output.final}" \\ | bcftools norm --threads {threads} --check-ref s -f {params.genome} -O v \\ | awk '{{gsub(/\y[W|K|Y|R|S|M]\y/,"N",$4); OFS = "\t"; print}}' \\ | sed '/^$/d' > {output.norm} """ |
30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 | shell: """ # Setups temporary directory for # intermediate files with built-in # mechanism for deletion on exit tmp=$(mktemp -d -p "{params.tmpdir}") trap 'rm -rf "${{tmp}}"' EXIT mkdir -p fastqs gatk SamToFastq \\ --INPUT {input.bam} \\ --FASTQ {output.r1} \\ --SECOND_END_FASTQ {output.r2} \\ --UNPAIRED_FASTQ {output.orphans} \\ --TMP_DIR ${{tmp}} \\ -R {params.genome} """ |
75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 | shell: """ myoutdir="$(dirname {output.one})" if [ ! -d "$myoutdir" ]; then mkdir -p "$myoutdir"; fi trimmomatic PE \\ -threads {threads} \\ -phred33 \\ {input.r1} {input.r2} \\ {output.one} {output.two} \\ {output.three} {output.four} \\ ILLUMINACLIP:{params.adapterfile}:3:30:10 \\ LEADING:10 \\ TRAILING:10 \\ SLIDINGWINDOW:4:20 \\ MINLEN:20 """ |
118 119 120 121 122 123 124 125 126 127 128 | shell: """ myoutdir="$(dirname {output})" if [ ! -d "$myoutdir" ]; then mkdir -p "$myoutdir"; fi bwa mem -M \\ -R \'@RG\\tID:{params.sample}\\tSM:{params.sample}\\tPL:illumina\\tLB:{params.sample}\\tPU:{params.sample}\\tCN:hgsc\\tDS:wes\' \\ -t {threads} \\ {params.genome} \\ {input} | \\ samblaster -M | \\ samtools sort -@12 -m 4G - -o {output} """ |
153 154 155 | shell: """ samtools index -@ 2 {input.bam} {output.bai} """ |
189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 | shell: """ gatk --java-options '-Xmx48g' BaseRecalibrator \\ --input {input.bam} \\ --reference {params.genome} \\ {params.knowns} \\ --output {output.re} \\ --intervals {params.intervals} gatk --java-options '-Xmx48g' ApplyBQSR \\ --reference {params.genome} \\ --input {input.bam} \\ --bqsr-recal-file {output.re} \\ --output {output.bam} \\ --use-jdk-inflater \\ --use-jdk-deflater """ |
233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 | shell: """ sample={wildcards.samples} ID=$sample PL="ILLUMINA" # exposed as a config param LB="na" # exposed as a config param # Check if there is no header or any of the info HEADER=`samtools view -H {input.bam} | grep ^@RG` if [[ "$HEADER" != "" ]]; then t=(${{HEADER//\t/ }}) echo ${{t[1]}} ID=`printf '%s\n' "${{t[@]}}" | grep -P '^ID' | cut -d":" -f2` #(${{t[1]//:/ }}) PL=`printf '%s\n' "${{t[@]}}" | grep -P '^PL' | cut -d":" -f2` #(${{t[3]//:/ }}) LB=`printf '%s\n' "${{t[@]}}" | grep -P '^LB' | cut -d":" -f2` #(${{t[2]//:/ }}) if [[ "$ID" == "$sample" ]]; then echo "The header of the BAM file is correct" else ID=$sample fi fi gatk AddOrReplaceReadGroups \\ --INPUT {input.bam} \\ --OUTPUT {output.bam} \\ --RGID ${{ID}} \\ --RGLB ${{LB}} \\ --RGPL ${{PL}} \\ --RGSM ${{ID}} \\ --RGPU na samtools index -@ 2 {output.bam} {output.bai} cp {output.bai} {output.bai2} """ |
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