File size: 6,376 Bytes
a501ba2 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 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 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 | #!/bin/bash
set -euo pipefail
# =============================================================================
# Task: CUT&RUN Epigenomic Profiling (H3K4me3)
#
# DAG structure (depth 7, 2 convergence points):
#
# L0: PE reads + genome + blacklist
# L1: fastp (trim)
# L2: bowtie2 (align to genome, --very-sensitive --no-mixed --dovetail -X 700)
# L3: samtools sort + filter (MAPQ>=10, proper pairs, no chrM)
# L4: picard MarkDuplicates (remove PCR dups)
# ├──────────────────────────────────────────────┐
# L5: SEACR (peak calling, stringent) MACS2 (peak calling, narrow)
# └────────────┬─────────────────────────────────┘
# L6: bedtools intersect (consensus peaks) [CONVERGENCE 1: dual peak callers]
# ├─────────────────────────────────────┐
# L7: deeptools (heatmap at peaks) FRiP calculation
# └────────────┬────────────────────────┘
# L8: MERGE [CONVERGENCE 2: signal + QC]
# =============================================================================
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="${REF}/genome.fa"
BLACKLIST="${REF}/blacklist.bed"
log_step() { echo "== STEP: $1 == $(date)"; }
mkdir -p "${OUT}"/{trimmed,aligned,dedup,peaks_seacr,peaks_macs,consensus,signal} "${RES}"
# L1
log_step "L1: fastp"
if [ ! -f "${OUT}/trimmed/R1.fastq.gz" ]; then
fastp --in1 "${DATA}/reads_R1.fastq.gz" --in2 "${DATA}/reads_R2.fastq.gz" \
--out1 "${OUT}/trimmed/R1.fastq.gz" --out2 "${OUT}/trimmed/R2.fastq.gz" \
--detect_adapter_for_pe --thread ${THREADS} --json "${OUT}/trimmed/fastp.json"
fi
# L2: Align (CUT&RUN specific: --dovetail -X 700 for nucleosome fragments)
log_step "L2: bowtie2"
if [ ! -f "${OUT}/aligned/aligned.bam" ]; then
[ ! -f "${GENOME}.1.bt2" ] && bowtie2-build "${GENOME}" "${GENOME}" --threads ${THREADS}
bowtie2 -x "${GENOME}" -1 "${OUT}/trimmed/R1.fastq.gz" -2 "${OUT}/trimmed/R2.fastq.gz" \
--very-sensitive --no-mixed --dovetail -X 700 \
--rg-id sample --rg "SM:sample" --rg "PL:ILLUMINA" \
--threads ${THREADS} 2>"${OUT}/aligned/bowtie2.log" \
| samtools view -bS -f 2 -q 10 | samtools sort -@ ${THREADS} -o "${OUT}/aligned/aligned.bam"
samtools index "${OUT}/aligned/aligned.bam"
fi
# L3: Stats
samtools flagstat "${OUT}/aligned/aligned.bam" > "${OUT}/aligned/flagstat.txt"
# L4: Dedup
log_step "L4: picard dedup"
if [ ! -f "${OUT}/dedup/dedup.bam" ]; then
picard MarkDuplicates INPUT="${OUT}/aligned/aligned.bam" OUTPUT="${OUT}/dedup/dedup.bam" \
METRICS_FILE="${OUT}/dedup/metrics.txt" REMOVE_DUPLICATES=true VALIDATION_STRINGENCY=LENIENT
samtools index "${OUT}/dedup/dedup.bam"
fi
BAM="${OUT}/dedup/dedup.bam"
# Remove blacklist
if [ -s "${BLACKLIST}" ]; then
bedtools intersect -v -abam "${BAM}" -b "${BLACKLIST}" > "${OUT}/dedup/clean.bam"
samtools index "${OUT}/dedup/clean.bam"
BAM="${OUT}/dedup/clean.bam"
fi
# L5 LEFT: SEACR peak calling (needs bedgraph)
log_step "L5-LEFT: SEACR"
if [ ! -f "${OUT}/peaks_seacr/peaks.stringent.bed" ]; then
# Generate bedgraph for SEACR
bedtools genomecov -ibam "${BAM}" -bg | sort -k1,1 -k2,2n > "${OUT}/peaks_seacr/signal.bedgraph"
SEACR_1.3.sh "${OUT}/peaks_seacr/signal.bedgraph" 0.01 non stringent "${OUT}/peaks_seacr/peaks" 2>&1 || true
fi
# L5 RIGHT: MACS2 peak calling
log_step "L5-RIGHT: MACS2"
if [ ! -f "${OUT}/peaks_macs/sample_peaks.narrowPeak" ]; then
macs2 callpeak -t "${BAM}" -f BAMPE -g hs --keep-dup all \
--nomodel -n sample --outdir "${OUT}/peaks_macs" 2>"${OUT}/peaks_macs/macs2.log" || \
macs3 callpeak -t "${BAM}" -f BAMPE -g hs --keep-dup all \
--nomodel -n sample --outdir "${OUT}/peaks_macs" 2>"${OUT}/peaks_macs/macs3.log" || true
fi
# L6: Consensus peaks (intersection of SEACR + MACS2)
log_step "L6: consensus peaks"
SEACR_PEAKS="${OUT}/peaks_seacr/peaks.stringent.bed"
MACS_PEAKS="${OUT}/peaks_macs/sample_peaks.narrowPeak"
if [ -s "$SEACR_PEAKS" ] && [ -s "$MACS_PEAKS" ]; then
bedtools intersect -a "$SEACR_PEAKS" -b "$MACS_PEAKS" -u > "${OUT}/consensus/consensus.bed" 2>/dev/null || true
fi
# L7: Signal track
log_step "L7: bamCoverage"
if [ ! -f "${OUT}/signal/sample.bw" ]; then
bamCoverage --bam "${BAM}" --outFileName "${OUT}/signal/sample.bw" \
--binSize 10 --normalizeUsing RPGC --effectiveGenomeSize 50818468 \
--numberOfProcessors ${THREADS} 2>/dev/null || true
fi
# MERGE
log_step "MERGE"
TOTAL_READS=$(grep "in total" "${OUT}/aligned/flagstat.txt" | awk '{print $1}')
MAPPED=$(grep "mapped (" "${OUT}/aligned/flagstat.txt" | head -1 | awk '{print $1}')
MAPPING_PCT=$(grep "mapped (" "${OUT}/aligned/flagstat.txt" | head -1 | grep -oP '[\d.]+%' | tr -d '%')
DUP_PCT=$(grep "PERCENT_DUPLICATION" "${OUT}/dedup/metrics.txt" -A1 | tail -1 | cut -f9 || echo "0")
SEACR_COUNT=$(wc -l < "$SEACR_PEAKS" 2>/dev/null | tr -d ' ' || echo "0")
MACS_COUNT=$(wc -l < "$MACS_PEAKS" 2>/dev/null | tr -d ' ' || echo "0")
CONSENSUS_COUNT=$(wc -l < "${OUT}/consensus/consensus.bed" 2>/dev/null | tr -d ' ' || echo "0")
# FRiP
TOTAL_BAM=$(samtools view -c "${BAM}" 2>/dev/null || echo "0")
if [ -s "${OUT}/consensus/consensus.bed" ] && [ "$TOTAL_BAM" -gt 0 ]; then
IN_PEAKS=$(bedtools intersect -a "${BAM}" -b "${OUT}/consensus/consensus.bed" -u -ubam | samtools view -c 2>/dev/null || echo "0")
FRIP=$(python3 -c "print(f'{${IN_PEAKS}/${TOTAL_BAM}:.4f}')" 2>/dev/null || echo "0")
else
FRIP="0"
fi
cat > "${RES}/cutandrun_report.csv" << CSVEOF
metric,value
total_reads,${TOTAL_READS}
mapped_reads,${MAPPED}
mapping_rate,${MAPPING_PCT}
duplication_rate,${DUP_PCT}
peaks_caller_a,${SEACR_COUNT}
peaks_caller_b,${MACS_COUNT}
consensus_peaks,${CONSENSUS_COUNT}
fraction_reads_in_peaks,${FRIP}
CSVEOF
echo ""
echo "=== Pipeline complete ==="
cat "${RES}/cutandrun_report.csv"
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