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miRNA.nf
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miRNA.nf
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#!/usr/bin/env nextflow
// Define workflow parameters with meaningful defaults
params.input = params.input ?: './data/**/*.fastq.gz'
params.outdir = params.outdir ?: './results'
params.index = params.index ?: './reference/genome_index' // Path to the Bowtie2 index
params.gtf = params.gtf ?: './reference/annotation.gtf' // Path to the GTF annotation file
// Workflow definition
workflow {
// Create a channel from the input files, pairing them if necessary
Channel
.fromFilePairs(params.input, size: -1)
.map { file, dir -> tuple(file, dir, file.nameWithoutExtension) }
.set { input_file_info }
// Run FastQC on the input files
qc_results = input_file_info
.process(runFastQC)
// Align reads using Bowtie2
bam_files = qc_results
.process(runBowtie2)
// Perform differential expression analysis (placeholder process)
runDifferentialExpression(bam_files)
// Aggregate quality control results (optional)
aggregateQCResults(qc_results)
}
// FastQC Process
process runFastQC {
input:
tuple path(file), path(dir), val(baseName)
output:
path("${baseName}_qc_results")
script:
"""
mkdir -p ${dir}/${baseName}_qc_results
fastqc ${file} -o ${dir}/${baseName}_qc_results &> ${dir}/${baseName}_qc_results/fastqc.log
if [ $? -ne 0 ]; then
echo "Error: FastQC failed for ${file}" >&2
exit 1
fi
"""
}
// Bowtie2 Alignment Process
process runBowtie2 {
input:
tuple path(file), path(dir), val(baseName)
output:
path("${baseName}_aligned.bam")
script:
"""
bowtie2 -x ${params.index} -U ${file} | samtools view -Sb - > ${dir}/${baseName}_aligned.bam
if [ $? -ne 0 ]; then
echo "Error: Bowtie2 alignment failed for ${file}" >&2
exit 1
fi
"""
}
// Differential Expression Process with DESeq2
process runDifferentialExpression {
input:
path(bam_files)
output:
path("${bam_files}_DE_results")
script:
"""
mkdir -p ${bam_files}_DE_results
// Simulate a differential expression analysis (this is the placeholder part)
Rscript --vanilla -e "
library(DESeq2)
// Add your DESeq2 code here to read count data from the BAM file and perform differential expression analysis
// Save the results to ${bam_files}_DE_results
" > ${bam_files}_DE_results/deseq2_results.txt
echo "Differential expression completed for ${bam_files}" > ${bam_files}_DE_results/de_log.txt
if [ $? -ne 0 ]; then
echo "Error: Differential expression analysis failed" >&2
exit 1
fi
"""
}
// Optional: Aggregate QC results (e.g., using MultiQC)
process aggregateQCResults {
input:
path(qc_output_dir.collect())
output:
path("${params.outdir}/multiqc_report.html")
script:
"""
multiqc ${qc_output_dir.join(' ')} -o ${params.outdir}/multiqc &> ${params.outdir}/multiqc/multiqc.log
if [ $? -ne 0 ]; then
echo "Error: MultiQC aggregation failed" >&2
exit 1
fi
"""
}