#!/bin/bash set -e # ============================================================================= # Task 15: ATAC-seq Chromatin Accessibility Analysis (depth 8) # # L0: reads # L1: trim_galore (adapter trim) # L2: bowtie2 (align) # L3: samtools (sort, index, filter chrM, flagstat) # L4: picard MarkDuplicates (dedup) # L5: bedtools intersect -v (blacklist removal) # L6: deeptools alignmentSieve --ATACshift (Tn5 correction) # ├──────────────────────────────┐ # L7: macs2 callpeak (BAMPE) deeptools bamCoverage (bigWig) # ├──────────┐ # L8: homer featureCounts (FRiP) # findMotifs # MERGE (QC report) # ============================================================================= THREADS=$(( $(nproc) > 8 ? 8 : $(nproc) )) SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)" DATA="${SCRIPT_DIR}/data" REF="${SCRIPT_DIR}/reference" OUT="${SCRIPT_DIR}/outputs" RES="${SCRIPT_DIR}/results" GENOME="${REF}/chr22.fa" BLACKLIST="${REF}/blacklist_chr22.bed" GENES="${REF}/genes_chr22.gtf" SAMPLE="SRR891268" log_step() { echo "==================================================================" echo "STEP: $1" echo "$(date)" echo "==================================================================" } mkdir -p "${OUT}"/{trimmed,aligned,dedup,filtered,shifted,peaks,signal,motifs,frip,qc} "${RES}" # --- Build bowtie2 index --- log_step "INDEX: bowtie2-build" if [ ! -f "${REF}/chr22.1.bt2" ]; then bowtie2-build "${GENOME}" "${REF}/chr22" --threads ${THREADS} samtools faidx "${GENOME}" cut -f1,2 "${GENOME}.fai" > "${REF}/chr22.chrom.sizes" else echo "Skipping (exists)"; fi # =========================================================================== # L1: Adapter trimming with Trim Galore # =========================================================================== log_step "L1: Trim Galore adapter trimming" if [ ! -f "${OUT}/trimmed/${SAMPLE}_R1_val_1.fq.gz" ]; then trim_galore --paired --fastqc --cores ${THREADS} \ -o "${OUT}/trimmed" \ "${DATA}/${SAMPLE}_R1.fastq.gz" "${DATA}/${SAMPLE}_R2.fastq.gz" else echo "Skipping (exists)"; fi # =========================================================================== # L2: Alignment with Bowtie2 # =========================================================================== log_step "L2: Bowtie2 alignment" if [ ! -f "${OUT}/aligned/${SAMPLE}.bam" ]; then bowtie2 -x "${REF}/chr22" \ -1 "${OUT}/trimmed/${SAMPLE}_R1_val_1.fq.gz" \ -2 "${OUT}/trimmed/${SAMPLE}_R2_val_2.fq.gz" \ --very-sensitive -X 2000 --no-mixed --no-discordant \ --rg-id "${SAMPLE}" --rg "SM:${SAMPLE}" --rg "PL:ILLUMINA" \ --threads ${THREADS} 2>"${OUT}/aligned/bowtie2.log" \ | samtools view -bS -f 2 -q 30 - > "${OUT}/aligned/${SAMPLE}.bam" else echo "Skipping (exists)"; fi # =========================================================================== # L3: Sort, index, filter mitochondrial reads, flagstat # =========================================================================== log_step "L3: samtools sort/index/filter" if [ ! -f "${OUT}/aligned/${SAMPLE}.sorted.bam" ]; then samtools sort -@ ${THREADS} -o "${OUT}/aligned/${SAMPLE}.sorted.bam" "${OUT}/aligned/${SAMPLE}.bam" samtools index "${OUT}/aligned/${SAMPLE}.sorted.bam" samtools flagstat "${OUT}/aligned/${SAMPLE}.sorted.bam" > "${OUT}/qc/flagstat.txt" # Filter chrM (not applicable for chr22-only data, but shown for correctness) samtools idxstats "${OUT}/aligned/${SAMPLE}.sorted.bam" > "${OUT}/qc/idxstats.txt" CHRM_READS=$(awk '$1=="chrM" {print $3}' "${OUT}/qc/idxstats.txt" || echo "0") echo "chrM reads: ${CHRM_READS}" | tee "${OUT}/qc/chrM_filter.txt" else echo "Skipping (exists)"; fi # =========================================================================== # L4: Mark and remove PCR duplicates with Picard # =========================================================================== log_step "L4: Picard MarkDuplicates" if [ ! -f "${OUT}/dedup/${SAMPLE}.dedup.bam" ]; then picard MarkDuplicates \ INPUT="${OUT}/aligned/${SAMPLE}.sorted.bam" \ OUTPUT="${OUT}/dedup/${SAMPLE}.dedup.bam" \ METRICS_FILE="${OUT}/qc/picard_dedup_metrics.txt" \ REMOVE_DUPLICATES=true \ VALIDATION_STRINGENCY=LENIENT samtools index "${OUT}/dedup/${SAMPLE}.dedup.bam" else echo "Skipping (exists)"; fi # =========================================================================== # L5: Remove ENCODE blacklist regions # =========================================================================== log_step "L5: Blacklist region removal" if [ ! -f "${OUT}/filtered/${SAMPLE}.filtered.bam" ]; then if [ -s "${BLACKLIST}" ]; then bedtools intersect -v -abam "${OUT}/dedup/${SAMPLE}.dedup.bam" \ -b "${BLACKLIST}" > "${OUT}/filtered/${SAMPLE}.filtered.bam" else cp "${OUT}/dedup/${SAMPLE}.dedup.bam" "${OUT}/filtered/${SAMPLE}.filtered.bam" fi samtools index "${OUT}/filtered/${SAMPLE}.filtered.bam" else echo "Skipping (exists)"; fi # =========================================================================== # L6: Tn5 transposase shift correction (+4/-5 bp) # =========================================================================== log_step "L6: Tn5 shift correction (deeptools alignmentSieve)" if [ ! -f "${OUT}/shifted/${SAMPLE}.shifted.bam" ]; then alignmentSieve --bam "${OUT}/filtered/${SAMPLE}.filtered.bam" \ --outFile "${OUT}/shifted/${SAMPLE}.shifted.bam" \ --ATACshift \ --numberOfProcessors ${THREADS} samtools sort -@ ${THREADS} -o "${OUT}/shifted/${SAMPLE}.shifted.sorted.bam" \ "${OUT}/shifted/${SAMPLE}.shifted.bam" samtools index "${OUT}/shifted/${SAMPLE}.shifted.sorted.bam" else echo "Skipping (exists)"; fi FINAL_BAM="${OUT}/shifted/${SAMPLE}.shifted.sorted.bam" # --- Fragment size distribution (ATAC-specific QC) --- log_step "L6-QC: Fragment size distribution" if [ ! -f "${OUT}/qc/fragment_sizes.png" ]; then bamPEFragmentSizes --bamfiles "${FINAL_BAM}" \ --histogram "${OUT}/qc/fragment_sizes.png" \ --outRawFragmentLengths "${OUT}/qc/fragment_lengths.txt" \ --numberOfProcessors ${THREADS} 2>/dev/null || true else echo "Skipping (exists)"; fi # =========================================================================== # L7 LEFT: Peak calling with MACS2 (BAMPE mode) # =========================================================================== log_step "L7-LEFT: MACS2 peak calling (BAMPE)" if [ ! -f "${OUT}/peaks/${SAMPLE}_peaks.narrowPeak" ]; then macs3 callpeak -t "${FINAL_BAM}" \ -f BAMPE -g hs --keep-dup all \ --nomodel --shift -100 --extsize 200 \ --call-summits \ -n "${SAMPLE}" --outdir "${OUT}/peaks" \ 2>"${OUT}/peaks/macs2.log" else echo "Skipping (exists)"; fi # =========================================================================== # L7 RIGHT: Signal track with deeptools bamCoverage # =========================================================================== log_step "L7-RIGHT: deeptools bamCoverage (bigWig)" if [ ! -f "${OUT}/signal/${SAMPLE}.bw" ]; then bamCoverage --bam "${FINAL_BAM}" \ --outFileName "${OUT}/signal/${SAMPLE}.bw" \ --binSize 10 --normalizeUsing RPGC \ --effectiveGenomeSize 50818468 \ --numberOfProcessors ${THREADS} else echo "Skipping (exists)"; fi # =========================================================================== # L8 LEFT: Motif enrichment with HOMER # =========================================================================== log_step "L8-LEFT: HOMER motif enrichment" if [ ! -f "${OUT}/motifs/knownResults.html" ]; then findMotifsGenome.pl "${OUT}/peaks/${SAMPLE}_summits.bed" \ "${GENOME}" "${OUT}/motifs" \ -size 200 -mask -p ${THREADS} 2>&1 || true else echo "Skipping (exists)"; fi # =========================================================================== # L8 RIGHT: FRiP (Fraction of Reads in Peaks) # =========================================================================== log_step "L8-RIGHT: FRiP calculation" TOTAL_READS=$(samtools view -c "${FINAL_BAM}" 2>/dev/null || echo "0") if [ -f "${OUT}/peaks/${SAMPLE}_peaks.narrowPeak" ]; then # Convert peaks to SAF for featureCounts awk 'BEGIN{OFS="\t"} {print $4,$1,$2,$3,"."}' \ "${OUT}/peaks/${SAMPLE}_peaks.narrowPeak" > "${OUT}/frip/peaks.saf" featureCounts -a "${OUT}/frip/peaks.saf" -F SAF \ -p --countReadPairs \ -o "${OUT}/frip/featureCounts.txt" \ "${FINAL_BAM}" 2>&1 || true READS_IN_PEAKS=$(tail -n +3 "${OUT}/frip/featureCounts.txt" 2>/dev/null \ | awk '{sum+=$NF} END{print sum}' || echo "0") if [ "${TOTAL_READS}" -gt 0 ] 2>/dev/null; then FRIP=$(python3 -c "print(f'{${READS_IN_PEAKS}/${TOTAL_READS}:.4f}')") else FRIP="N/A" fi else READS_IN_PEAKS=0 FRIP="N/A" fi echo "FRiP: ${FRIP} (${READS_IN_PEAKS}/${TOTAL_READS})" # =========================================================================== # L8: TSS enrichment score # =========================================================================== log_step "L8: TSS enrichment" if [ ! -f "${OUT}/qc/tss_enrichment.png" ]; then computeMatrix reference-point -S "${OUT}/signal/${SAMPLE}.bw" \ -R "${GENES}" \ --referencePoint TSS \ -b 2000 -a 2000 \ -o "${OUT}/qc/tss_matrix.gz" \ --numberOfProcessors ${THREADS} 2>/dev/null || true plotProfile -m "${OUT}/qc/tss_matrix.gz" \ -out "${OUT}/qc/tss_enrichment.png" \ --outFileNameData "${OUT}/qc/tss_enrichment.tab" 2>/dev/null || true else echo "Skipping (exists)"; fi # =========================================================================== # MERGE: Comprehensive QC report # =========================================================================== log_step "MERGE: Building results" NUM_PEAKS=$(wc -l < "${OUT}/peaks/${SAMPLE}_peaks.narrowPeak" 2>/dev/null | tr -d ' ' || echo "0") DEDUP_PCT=$(grep "PERCENT_DUPLICATION" "${OUT}/qc/picard_dedup_metrics.txt" -A1 | tail -1 | cut -f9 || echo "N/A") MAPPED_READS=$(grep "mapped (" "${OUT}/qc/flagstat.txt" | head -1 | awk '{print $1}' || echo "N/A") ALIGN_RATE=$(grep "overall alignment rate" "${OUT}/aligned/bowtie2.log" | awk '{print $1}' || echo "N/A") NUM_MOTIFS=$(ls "${OUT}/motifs/knownResults/"*.motif 2>/dev/null | wc -l | tr -d ' ' || echo "0") cat > "${RES}/atacseq_report.csv" << CSVEOF metric,value sample,${SAMPLE} total_reads,$(( TOTAL_READS )) alignment_rate,${ALIGN_RATE} mapped_reads,${MAPPED_READS} duplication_rate,${DEDUP_PCT} chrM_reads,${CHRM_READS} num_peaks,${NUM_PEAKS} frip,${FRIP} known_motifs_enriched,${NUM_MOTIFS} CSVEOF # Copy peak file to results cp "${OUT}/peaks/${SAMPLE}_peaks.narrowPeak" "${RES}/peaks.narrowPeak" 2>/dev/null || true # Top 10 motifs if [ -f "${OUT}/motifs/knownResults.txt" ]; then head -11 "${OUT}/motifs/knownResults.txt" > "${RES}/top_motifs.tsv" fi echo "" echo "=== Pipeline complete ===" cat "${RES}/atacseq_report.csv" echo "" ls -lh "${RES}/"