BioX-Workflow

Showcase

Here are some real live examples of production workflows.

rnaseq.yml

Description

Here is a description!

rnaseq.yml

---
use:
    - Slurp
    - Data::Dumper
global:
    - indir: data/processed/rename
    - outdir: data/processed
    - ROOT: data/processed
    - file_rule: (Sample.*)$
    - by_sample_outdir: 1
    - find_by_dir: 1
    - trimmomatic_dir: "data/processed/{$sample}/trimmomatic"
    - analysis_dir: "data/processed/analysis"
    - data_dir: "/scratch/Reference_Genomes/Public/Invertebrate/Drosophila_melanogaster/ENSEMBL-release-81-BDGP6"
    - ANNOTATION: "{$self->data_dir}/Drosophila_melanogaster.BDGP6.81.gtf"
    - REFERENCE: "{$self->data_dir}/Drosophila_melanogaster.BDGP6.dna.toplevel.fa"
    - htseq_dir: "data/processed/analysis/Counts"
    - other_regexp: Sample_(\w+)_(\w+)
rules:
    - raw_fastqc:
        local:
                - before_meta: |
                        HPC THINGS
                        
                        #
                        #HPC module=NYUAD/2.0 gcc/4.9.1 jdk/1.8.0_31 zlib/1.2.8 openssl/1.0.1i anyenv/1
                        #HPC mem=24GB 
                        #HPC walltime=24:00:00
                        #HPC cpus_per_task=12
                        #HPC queue=adserial
                        #HPC commands_per_node=3
                        #HPC jobname=raw_fastqc
        process: |

            #NOTE job_tags={$sample}
            mkdir -p {$self->{outdir}}/{$sample}_R1_FASTQC && \
                cat {$self->indir}/*_R1_*gz >  {$self->outdir}/{$sample}_read1.fastq.gz && \
                /scratch/jdr400/software/FastQC/fastqc {$self->outdir}/{$sample}_read1.fastq.gz --extract -o {$self->{outdir}}/{$sample}_R1_FASTQC/ -t 4
            
            #NOTE job_tags={$sample}
            mkdir -p {$self->{outdir}}/{$sample}_R2_FASTQC && \
                cat {$self->indir}/*_R2_*gz >  {$self->outdir}/{$sample}_read2.fastq.gz && \
                /scratch/jdr400/software/FastQC/fastqc {$self->outdir}/{$sample}_read2.fastq.gz --extract -o {$self->{outdir}}/{$sample}_R2_FASTQC/ -t 4
    - trimmomatic:
        local:
                - before_meta: |
                        HPC THINGS
                        
                        #
                        #HPC module=NYUAD/2.0 gcc/4.9.1 jdk/1.8.0_31 zlib/1.2.8 openssl/1.0.1i anyenv/1 trimmomatic
                        #HPC mem=48GB 
                        #HPC walltime=24:00:00
                        #HPC cpus_per_task=12
                        #HPC queue=adserial
                        #HPC commands_per_node=1
                        #HPC jobname=trimmomatic
                        #
        process: |
               #NOTE job_tags={$sample}
               java -jar /share/apps/NYUAD/trimmomatic/0.32/trimmomatic-0.32.jar PE -threads 12 -phred33 -trimlog {$self->outdir}/{$sample}_trimmomatic.log \
                 {$self->indir}/{$sample}_read1.fastq.gz {$self->indir}/{$sample}_read2.fastq.gz \
                 {$self->outdir}/{$sample}_read1_trimmomatic_1PE {$self->outdir}/{$sample}_read1_trimmomatic_1SE \
                {$self->outdir}/{$sample}_read2_trimmomatic_2PE {$self->outdir}/{$sample}_read2_trimmomatic_2SE \
                ILLUMINACLIP:/scratch/nd48/Tools/bin/trimmomatic_adapter.fa:2:30:10 TRAILING:3 LEADING:3 SLIDINGWINDOW:4:15 MINLEN:36
    - trimmomatic_fastqc:
        local: 
                - before_meta: |
                        HPC THINGS
                        
                        #
                        #HPC module=NYUAD/2.0 gcc/4.9.1 jdk/1.8.0_31 zlib/1.2.8 openssl/1.0.1i anyenv/1 trimmomatic
                        #HPC mem=48GB 
                        #HPC walltime=48:00:00
                        #HPC cpus_per_task=12
                        #HPC queue=adserial
                        #HPC commands_per_node=3
                        #HPC jobname=trimmomatic_fastqc
                        #
        process: |
                #NOTE job_tags={$sample}
                mkdir -p {$self->outdir}/{$sample}_FASTQC_read1_TRIMMED && \
                        /scratch/jdr400/software/FastQC/fastqc {$self->indir}/{$sample}_read1_trimmomatic_1PE --extract -o {$self->outdir}/{$sample}_FASTQC_read1_TRIMMED/ -t 4

                #NOTE job_tags={$sample}
                mkdir -p {$self->outdir}/{$sample}_FASTQC_read2_TRIMMED && \
                        /scratch/jdr400/software/FastQC/fastqc {$self->indir}/{$sample}_read2_trimmomatic_2PE --extract -o {$self->outdir}/{$sample}_FASTQC_read2_TRIMMED/ -t 4
    - trimmomatic_gzip:
        local:
                - indir: "data/processed/{$sample}"
                - before_meta: |
                        HPC THINGS
                        
                        #
                        #HPC module=NYUAD/2.0 gcc/4.9.1 jdk/1.8.0_31 zlib/1.2.8 openssl/1.0.1i anyenv/1 trimmomatic
                        #HPC mem=24GB 
                        #HPC walltime=5:00:00
                        #HPC cpus_per_task=12
                        #HPC queue=adserial
                        #HPC commands_per_node=4
                        #HPC jobname=trimmomatic_gzip
                        #
        process: |
               #NOTE job_tags={$sample}
                gzip {$self->indir}/trimmomatic/{$sample}_read1_trimmomatic_1PE

                #NOTE job_tags={$sample}
                gzip {$self->indir}/trimmomatic/{$sample}_read2_trimmomatic_2PE
    - analysis:
        override_process: 1
        local:
                - before_meta: |
                        HPC THINGS
                        
                        #
                        #HPC module=NYUAD/2.0 apps tuxedo/2.0
                        #HPC mem=24GB
                        #HPC walltime=00:10:00
                        #HPC queue=adserial
                        #HPC cpus_per_task=12
                        #HPC jobname=analysis_dirs
                        #
        process: |
                mkdir -p {$self->{analysis_dir}}/FPKMs &&  \
                mkdir -p {$self->{analysis_dir}}/BAMs  && \
                mkdir -p {$self->{analysis_dir}}/Transcripts && \
                mkdir -p {$self->{analysis_dir}}/CUFFDIFF && \
                mkdir -p {$self->{analysis_dir}}/Counts && \
                mkdir -p {$self->{analysis_dir}}/Counts/DESeq3
    - bowtie:
        override_process: 1
        local:
                - before_meta: |
                        HPC THINGS
                        
                        #
                        #HPC module=NYUAD/2.0 apps tuxedo/2.0
                        #HPC mem=24GB
                        #HPC walltime=01:00:00
                        #HPC cpus_per_task=12
                        #HPC queue=adserial
                        #HPC jobname=bowtie2
                        #

        process: |
                bowtie2-inspect {$self->REFERENCE} > {$self->outdir}/Drosophila_melanogaster.BDGP6.dna.toplevel.fa.fa && \
                  cp -rf {$self->data_dir}/Dros* {$self->outdir}
    - tophat2:
        override_process: 0
        local:
                - before_meta: |
                        HPC THINGS
                        
                        #
                        #HPC module=NYUAD/2.0 apps tuxedo/2.0
                        #HPC mem=24GB
                        #HPC walltime=48:00:00
                        #HPC cpus_per_task=12
                        #HPC queue=adserial
                        #HPC procs=1
                        #HPC jobname=tophat2
                        #HPC commands_per_node=2
                        #
                - trimmomatic_dir: "data/processed/{$sample}/trimmomatic"
                - bowtie_dir: "data/processed/{$sample}/bowtie"
                - REFERENCE: "data/processed/bowtie/Drosophila_melanogaster.BDGP6.dna.toplevel.fa"
                - ANNOTATION: "data/processed/bowtie/Drosophila_melanogaster.BDGP6.81.gtf"
        process: |
            #NOTE job_tags={$sample}
            tophat2 --no-novel-juncs -G {$self->ANNOTATION} -p 12 -o {$self->outdir}/ \
                {$self->{REFERENCE}} {$self->trimmomatic_dir}/{$sample}_read1_trimmomatic_1PE.gz \
                {$self->trimmomatic_dir}/{$sample}_read2_trimmomatic_2PE.gz
    - cufflinks:
        override_process: 0
        local:
                - before_meta: |
                        HPC THINGS
                        
                        #
                        #HPC module=NYUAD/2.0 apps tuxedo/2.0
                        #HPC mem=24GB
                        #HPC walltime=48:00:00
                        #HPC cpus_per_task=12
                        #HPC procs=1
                        #HPC commands_per_node=2
                        #HPC jobname=cufflinks
                        #
        process: |
                #NOTE job_tags={$sample}
                cufflinks -p 12 -o {$self->outdir} -G {$self->ANNOTATION} {$self->indir}/accepted_hits.bam && \
                cp {$self->indir}/accepted_hits.bam {$self->analysis_dir}/BAMs/{$sample}_accepted_hits.bam && \
                cp {$self->outdir}/gene* {$self->analysis_dir}/FPKMs/{$sample}_gene_fpkms.txt && \
                cp {$self->outdir}/transcrip* {$self->analysis_dir}/Transcripts/{$sample}_transcripts.gtf
    - samtools_sort:
        local:
                - before_meta: |
                        HPC THINGS
                        
                        #
                        #HPC module=NYUAD/2.0 gcc/4.9.1 zlib/1.2.8 ncurses/5.9 samtools/1.2 openssl/1.0.1i anyenv/1
                        #HPC mem=24GB
                        #HPC walltime=24:00:00
                        #HPC queue=adserial
                        #HPC cpus_per_task=12
                        #HPC commands_per_node=2
                        #HPC procs=1
                        #HPC jobname=samtools_sort
                        #
        process: |
                #NOTE job_tags={$sample}
                samtools sort -n -@ 12 -O bam -T {$self->analysis_dir}/BAMs/sorted.{$sample}.bam -o {$self->analysis_dir}/BAMs/sorted_bam_{$sample}.bam {$self->analysis_dir}/BAMs/{$sample}_accepted_hits.bam
    - htseq_count:
        local:
                - before_meta: |
                        HPC THINGS
                        
                        #
                        #HPC module=NYUAD/2.0 gcc/4.9.1 zlib/1.2.8 ncurses/5.9 samtools/1.2 openssl/1.0.1i anyenv/1
                        #HPC mem=24GB
                        #HPC walltime=24:00:00
                        #HPC queue=adserial
                        #HPC cpus_per_task=12
                        #HPC commands_per_node=2
                        #HPC jobname=htseq_count
                        #
        process: |
                #NOTE job_tags={$sample}
                name=`echo {$sample}| sed s/Sample_//` && \
                htseq-count -f bam -s no -t exon -i gene_id {$self->analysis_dir}/BAMs/sorted_bam_{$sample}.bam {$self->{ANNOTATION}} > {$self->analysis_dir}/Counts/htseq_$name.txt
    - deseq2:
        override_process: 1
        local:
                - before_meta: |
                        HPC THINGS
                        
                        #
                        #HPC module=NYUAD/2.0 gcc/4.9.1 zlib/1.2.8 openssl/1.0.1i anyenv/1
                        #HPC mem=24GB 
                        #HPC walltime=24:00:00
                        #HPC cpus_per_task=12
                        #HPC queue=adserial
                        #HPC jobname=deseq2
                        #
        process: |
            {
                my $data = {self => \$self};
                my $project_dir = {$self->PROJECT};
                open(my $fh, ">$self->{PROJECT}/script/make_deseq2.R");
                Text::Template::fill_in_file("$self->{PROJECT}/conf/make_deseq2.tpl", HASH => $data, OUTPUT => $fh);
                $OUT .= "Rscript $self->{PROJECT}/script/make_deseq2.R"
            }


rename_samples.yml

Description

Here is a description!

rename_samples.yml

---
global:
    - indir: data/raw
    - outdir: data/processed
    - file_rule: (Sample_.*)$
    - other_regexp: Sample_(\w+)-(\w+)
    - by_sample_outdir: 1
    - find_by_dir: 1
rules:
    - rename:
        local:
            - outdir: data/processed/rename
        override_process: 1
        process: |
                {
                my @vals = $self->attr->get_values('other_regexp');
                my $text = $vals[0];
                my $href = {};

                $OUT .= "touch ".$self->outdir."/sample_key\n\n";

                foreach my $sample (@{$self->samples}){
                    if($sample =~ qr/$text/){
                        my(@match) = $sample =~ qr/$text/;
                        my($cond, $repl) = ($match[0], $match[1]);
                        if(exists $href->{$cond}){
                            my $count = $href->{$cond}; 
                            $count += 1;
                            $href->{$cond} = $count;
                        }
                        else{
                            $href->{$cond} = 1;
                        }
                            my $tt = $href->{$cond};
                            $OUT .= "echo $sample\tSample_$cond"."_$tt >> ".$self->outdir."/sample_key && \\\n";
                            $OUT .= "\tcp -rf ".$self->indir."/$sample ".$self->outdir."/Sample_".$cond."_".$href->{$cond}." && \\\n";
                            $OUT .= "\tfind ".$self->outdir."/Sample_".$cond."_"."$tt -name '$sample*' -print0 |xargs -0 -I {} rename -v s'/-$repl/_$tt/g' {} \n\n";

                    }
                    else{
                        $OUT .= "#Sample $sample doesn't match regexp $text!\n";
                    }
                }
                }



snpcalling.yml

Description

Here is a description!

snpcalling.yml

---
global:
    - indir: data/raw 
    - outdir: data/Analysis 
    - reference: /scratch/Reference_Genomes/Public/Vertebrate_other/Anolis_Carolinensis/AnoCar2.0/anoCar2.fa
    - bowtie_tmp_dir: "data/Analysis/{$sample}/Bowtie2/tmp"
    - file_rule: (Sample.*)$
    - by_sample_outdir: 1
    - find_by_dir: 1
rules:
    - Bowtie2:
        local:
                - before_meta: |
                        HPC THINGS
                        
                        #
                        #HPC module=NYUAD/2.0 gcc/4.9.1 zlib/1.2.8 openssl/1.0.1i anyenv/1 bowtie/2.2.6
                        #HPC mem=40GB 
                        #HPC walltime=10:00:00
                        #HPC cpus_per_task=12
                        #HPC queue=adserial
                        #HPC commands_per_node=1
                        #HPC jobname=bowtie2
                        #
        process: |
                #NOTE job_tags={$sample}
                bowtie2 -p 12 -x {$self->reference} -1 {$self->indir}/{$sample}_TRIMMOMATIC/{$sample}_read1_trimmomatic_1PE.gz -2 {$self->indir}/{$sample}_TRIMMOMATIC/{$sample}_read2_trimmomatic_2PE.gz -S {$self->outdir}/{$sample}_aligned.sam
    - samtools_view:
        local:
                - create_outdir: 0
                - before_meta: |
                        HPC THINGS
                        
                        #
                        #HPC module=NYUAD/2.0 gcc/4.9.1 zlib/1.2.8 openssl/1.0.1i anyenv/1 ncurses samtools/1.2
                        #HPC mem=40GB 
                        #HPC walltime=10:00:00
                        #HPC cpus_per_task=12
                        #HPC queue=adserial
                        #HPC commands_per_node=1
                        #HPC jobname=samtools_view
                        #
        process: |
                #NOTE job_tags={$sample}
                samtools view -b -S {$self->indir}/{$sample}_aligned.sam > {$self->indir}/{$sample}_aligned.bam
    - samtools_sort:
        local:
                - indir: "data/Analysis/{$sample}/Bowtie2"
                - create_outdir: 0
                - before_meta: |
                        HPC THINGS
                        
                        #
                        #HPC module=NYUAD/2.0 gcc/4.9.1 zlib/1.2.8 openssl/1.0.1i anyenv/1 ncurses samtools/1.2
                        #HPC mem=40GB 
                        #HPC walltime=10:00:00
                        #HPC cpus_per_task=12
                        #HPC queue=adserial
                        #HPC commands_per_node=1
                        #HPC jobname=samtools_sort
                        #
        process: |
                #NOTE job_tags={$sample}
                samtools sort -@ 6 {$self->indir}/{$sample}_aligned.bam -f {$self->indir}/{$sample}_aligned.sorted.bam
    - samtools_index:
        local:
                - indir: "data/Analysis/{$sample}/Bowtie2"
                - create_outdir: 0
                - before_meta: |
                        HPC THINGS
                        
                        #
                        #HPC module=NYUAD/2.0 gcc/4.9.1 zlib/1.2.8 openssl/1.0.1i anyenv/1 ncurses samtools/1.2
                        #HPC mem=40GB 
                        #HPC walltime=05:00:00
                        #HPC cpus_per_task=12
                        #HPC queue=adserial
                        #HPC commands_per_node=1
                        #HPC jobname=samtools_index
                        #
        process: |
                #NOTE job_tags={$sample}
                samtools index {$self->indir}/{$sample}_aligned.sorted.bam
    - picard_cleansam:
        local:
                - indir: "data/Analysis/{$sample}/Bowtie2"
                - outdir: "data/Analysis/{$sample}/Picard"
                - before_meta: |
                        HPC THINGS
                        
                        #
                        #HPC module=NYUAD/2.0 gcc/4.9.1 zlib/1.2.8 openssl/1.0.1i anyenv/1 ncurses samtools/1.2 bcftools/1.2 jdk/1.8.0_31
                        #HPC mem=40GB 
                        #HPC walltime=05:00:00
                        #HPC cpus_per_task=12
                        #HPC queue=adserial
                        #HPC commands_per_node=1
                        #HPC jobname=picard_cleansam
                        #
        process: |
                #NOTE job_tags={$sample}
                java -Xmx2g -jar /share/apps/picard/1.82/CleanSam.jar INPUT={$self->indir}/{$sample}_aligned.bam O={$self->outdir}/{$sample}_cleaned.aligned.bam TMP_DIR={$self->bowtie_tmp_dir}
    - picard_sortsam:
        local:
                - indir: "data/Analysis/{$sample}/Picard"
                - outdir: "data/Analysis/{$sample}/Picard"
                - before_meta: |
                        HPC THINGS
                        
                        #
                        #HPC module=NYUAD/2.0 gcc/4.9.1 zlib/1.2.8 openssl/1.0.1i anyenv/1 ncurses samtools/1.2 bcftools/1.2 jdk/1.8.0_31
                        #HPC mem=40GB 
                        #HPC walltime=05:00:00
                        #HPC cpus_per_task=12
                        #HPC queue=adserial
                        #HPC commands_per_node=1
                        #HPC jobname=picard_sortsam
                        #
        process: |
                #NOTE job_tags={$sample}
                java -Xmx2g -jar /share/apps/picard/1.82/SortSam.jar INPUT={$self->indir}/{$sample}_cleaned.aligned.bam O={$self->outdir}/{$sample}_csorted.cleaned.aligned.bam SO=coordinate TMP_DIR={$self->bowtie_tmp_dir}
    - picard_markdups:
        local:
                - indir: "data/Analysis/{$sample}/Picard"
                - outdir: "data/Analysis/{$sample}/Picard"
                - before_meta: |
                        HPC THINGS
                        
                        #
                        #HPC module=NYUAD/2.0 gcc/4.9.1 zlib/1.2.8 openssl/1.0.1i anyenv/1 ncurses samtools/1.2 bcftools/1.2 jdk/1.8.0_31
                        #HPC mem=40GB 
                        #HPC walltime=10:00:00
                        #HPC cpus_per_task=12
                        #HPC queue=adserial
                        #HPC commands_per_node=1
                        #HPC jobname=picard_markdups
                        #
        process: |
                #NOTE job_tags={$sample}
                java -Xmx2g -jar /share/apps/picard/1.82/MarkDuplicates.jar M={$self->indir}/{$sample}_markDup_metrics_file.txt I={$self->indir}/{$sample}_csorted.cleaned.aligned.bam O={$self->outdir}/{$sample}_mdup.csorted.cleaned.aligned.bam TMP_DIR={$self->bowtie_tmp_dir} MAX_FILE_HANDLES_FOR_READ_ENDS_MAP=100
    - picard_bamindex:
        local:
                - indir: "data/Analysis/{$sample}/Picard"
                - outdir: "data/Analysis/{$sample}/Picard"
                - before_meta: |
                        HPC THINGS
                        
                        #
                        #HPC module=NYUAD/2.0 gcc/4.9.1 zlib/1.2.8 openssl/1.0.1i anyenv/1 ncurses samtools/1.2 bcftools/1.2 jdk/1.8.0_31
                        #HPC mem=40GB 
                        #HPC walltime=10:00:00
                        #HPC cpus_per_task=12
                        #HPC queue=adserial
                        #HPC commands_per_node=1
                        #HPC jobname=picard_bamindex
                        #
        process: |
                #NOTE job_tags={$sample}
                java -Xmx2g -jar /share/apps/picard/1.82/BuildBamIndex.jar I={$self->indir}/{$sample}_mdup.csorted.cleaned.aligned.bam TMP_DIR={$self->bowtie_tmp_dir}
    - samtools_mpileup:
        local:
                - indir: "data/Analysis/{$sample}/Picard"
                - before_meta: |
                        HPC THINGS
                        
                        #
                        #HPC module=NYUAD/2.0 gcc/4.9.1 zlib/1.2.8 openssl/1.0.1i anyenv/1 ncurses samtools/1.2 bcftools/1.2 htslib
                        #HPC mem=40GB 
                        #HPC walltime=10:00:00
                        #HPC cpus_per_task=12
                        #HPC queue=adserial
                        #HPC commands_per_node=1
                        #HPC jobname=samtools_mpileup
                        #
        process: |
                #NOTE job_tags={$sample}
                samtools mpileup -ugf {$self->reference} {$self->indir}/{$sample}_mdup.csorted.cleaned.aligned.bam | bcftools call -vmO z -o  {$self->outdir}/{$sample}_mdup.csorted.cleaned.aligned.vcf.gz 
    - tabix_index:
        local:
                - create_outdir: 0
                - before_meta: |
                        HPC THINGS
                        
                        #
                        #HPC module=NYUAD/2.0 gcc/4.9.1 zlib/1.2.8 openssl/1.0.1i anyenv/1 ncurses samtools/1.2 bcftools/1.2 htslib
                        #HPC mem=40GB 
                        #HPC walltime=10:00:00
                        #HPC cpus_per_task=12
                        #HPC queue=adserial
                        #HPC commands_per_node=1
                        #HPC jobname=tabix_index
                        #
        process: |
                #NOTE job_tags={$sample}
                tabix -p vcf {$self->indir}/{$sample}_mdup.csorted.cleaned.aligned.vcf.gz 
    - bcftools_stats:
        local:
                - indir: "data/Analysis/{$sample}/samtools_mpileup"
                - create_outdir: 0
                - before_meta: |
                        HPC THINGS
                        
                        #
                        #HPC module=NYUAD/2.0 gcc/4.9.1 zlib/1.2.8 openssl/1.0.1i anyenv/1 ncurses samtools/1.2 bcftools/1.2 htslib
                        #HPC mem=40GB 
                        #HPC walltime=10:00:00
                        #HPC cpus_per_task=12
                        #HPC queue=adserial
                        #HPC commands_per_node=1
                        #HPC jobname=bcftools_stats
                        #
        process: |
                #NOTE job_tags={$sample}
                bcftools stats -F {$self->reference} -s - {$self->indir}/{$sample}_mdup.csorted.cleaned.aligned.vcf.gz > {$self->indir}/{$sample}_mdup.csorted.cleaned.aligned.vcf.stats
    - bcftools_filter:
        local:
                - indir: "data/Analysis/{$sample}/samtools_mpileup"
                - create_outdir: 0
                - before_meta: |
                        HPC THINGS
                        
                        #
                        #HPC module=NYUAD/2.0 gcc/4.9.1 zlib/1.2.8 openssl/1.0.1i anyenv/1 ncurses samtools/1.2 bcftools/1.2 htslib
                        #HPC mem=40GB 
                        #HPC walltime=10:00:00
                        #HPC cpus_per_task=12
                        #HPC queue=adserial
                        #HPC commands_per_node=1
                        #HPC jobname=bcftools_filter
                        #
        process: |
                #NOTE job_tags={$sample}
                bcftools filter -O z -o {$self->indir}/{$sample}_filteredQ10.mdup.csorted.cleaned.aligned.vcf.gz -s LOWQUAL -i'%QUAL>10' {$self->indir}/{$sample}_mdup.csorted.cleaned.aligned.vcf.gz 
    - remove_tmp:
        local:
                - create_outdir: 0
                - before_meta: |
                        HPC THINGS
                        
                        #
                        #HPC module=NYUAD/2.0 gcc/4.9.1 zlib/1.2.8 openssl/1.0.1i anyenv/1 ncurses samtools/1.2 bcftools/1.2 htslib
                        #HPC mem=40GB 
                        #HPC walltime=01:00:00
                        #HPC cpus_per_task=12
                        #HPC queue=adserial
                        #HPC commands_per_node=12
                        #HPC jobname=remove_tmp
                        #
        process: |
                #NOTE job_tags={$sample}
                rm -rf {$self->bowtie_tmp_dir}



Acknowledgements

Before version 0.03

This module was originally developed at and for Weill Cornell Medical College in Qatar within ITS Advanced Computing Team. With approval from WCMC-Q, this information was generalized and put on github, for which the authors would like to express their gratitude.

As of version 0.03:

This modules continuing development is supported by NYU Abu Dhabi in the Center for Genomics and Systems Biology. With approval from NYUAD, this information was generalized and put on bitbucket, for which the authors would like to express their gratitude.