#!/bin/bash set -uo pipefail # ============================================================================= # Task: DDA Label-Free Quantitative Proteomics # # DAG structure (depth 10, 3 convergence points): # # L0: mzML mass spec file + protein FASTA database # L1: DecoyDatabase (add reverse decoys) # L2: PeakPickerHiRes (centroid if profile mode) # L3: CometAdapter (database search — peptide-spectrum matching) # L4: PeptideIndexer (map peptides to protein sequences) # L5: FalseDiscoveryRate (target-decoy FDR estimation) # ├──────────────────────────────────────────────────┐ # L6: IDFilter (1% PSM FDR) FDR statistics # │ │ # L7: TextExporter (idXML → TSV) QC metrics # │ │ # L8: Parse protein/peptide/PSM counts ◄────────────────┘ [CONVERGENCE 1+2] # L9: MERGE [CONVERGENCE 3] # ============================================================================= 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" MZML="${DATA}/sample.mzML" DATABASE="${REF}/database.fasta" log_step() { echo "== STEP: $1 == $(date)"; } mkdir -p "${OUT}"/{decoy,picked,search_comet,indexed,fdr,filtered,quant} "${RES}" # L1: Add decoy sequences log_step "L1: DecoyDatabase" if [ ! -f "${OUT}/decoy/target_decoy.fasta" ]; then DecoyDatabase -in "${DATABASE}" -out "${OUT}/decoy/target_decoy.fasta" \ -decoy_string "DECOY_" -decoy_string_position prefix fi # L2: Peak picking log_step "L2: PeakPickerHiRes" if [ ! -f "${OUT}/picked/picked.mzML" ]; then PeakPickerHiRes -in "${MZML}" -out "${OUT}/picked/picked.mzML" \ -algorithm:ms_levels 1 2 2>/dev/null || { echo "Data already centroided, using as-is" cp "${MZML}" "${OUT}/picked/picked.mzML" } fi # L3: Comet database search log_step "L3: CometAdapter" if [ ! -f "${OUT}/search_comet/comet.idXML" ]; then CometAdapter -in "${OUT}/picked/picked.mzML" \ -database "${OUT}/decoy/target_decoy.fasta" \ -out "${OUT}/search_comet/comet.idXML" \ -precursor_mass_tolerance 10 \ -precursor_error_units ppm \ -fragment_mass_tolerance 0.02 \ -threads ${THREADS} 2>&1 || true fi # L4: PeptideIndexer log_step "L4: PeptideIndexer" if [ ! -f "${OUT}/indexed/indexed.idXML" ]; then PeptideIndexer -in "${OUT}/search_comet/comet.idXML" \ -fasta "${OUT}/decoy/target_decoy.fasta" \ -out "${OUT}/indexed/indexed.idXML" \ -decoy_string "DECOY_" -decoy_string_position prefix \ -enzyme:name Trypsin fi # L5: FDR log_step "L5: FalseDiscoveryRate" if [ ! -f "${OUT}/fdr/fdr.idXML" ]; then FalseDiscoveryRate -in "${OUT}/indexed/indexed.idXML" \ -out "${OUT}/fdr/fdr.idXML" -force fi # L6: Filter at 1% FDR log_step "L6: IDFilter" if [ ! -f "${OUT}/filtered/filtered.idXML" ]; then IDFilter -in "${OUT}/fdr/fdr.idXML" \ -out "${OUT}/filtered/filtered.idXML" \ -score:psm 0.01 fi # L7: Export log_step "L7: TextExporter" if [ ! -f "${OUT}/quant/results.tsv" ]; then TextExporter -in "${OUT}/filtered/filtered.idXML" \ -out "${OUT}/quant/results.tsv" fi # MERGE log_step "MERGE" SPECTRA=$(grep -c "/dev/null || true) SPECTRA=${SPECTRA:-0} DB_SIZE=$(grep -c "^>" "${OUT}/decoy/target_decoy.fasta" 2>/dev/null || true) DB_SIZE=${DB_SIZE:-0} SEARCH_HITS=$(grep -c "PeptideHit" "${OUT}/search_comet/comet.idXML" 2>/dev/null || true) SEARCH_HITS=${SEARCH_HITS:-0} PSMS=$(grep -c "^PEPTIDE" "${OUT}/quant/results.tsv" 2>/dev/null || true) PSMS=${PSMS:-0} PEPTIDES=$(grep "^PEPTIDE" "${OUT}/quant/results.tsv" 2>/dev/null | awk '{print $2}' | sort -u | wc -l | tr -d ' ') PROTEINS=$(grep -c "^PROTEIN" "${OUT}/quant/results.tsv" 2>/dev/null || true) PROTEINS=${PROTEINS:-0} cat > "${RES}/proteomics_report.csv" << CSVEOF metric,value total_spectra,${SPECTRA} database_size_with_decoys,${DB_SIZE} search_engine_hits,${SEARCH_HITS} psms_after_fdr,${PSMS} unique_peptides,${PEPTIDES} proteins_identified,${PROTEINS} CSVEOF echo "" echo "=== Pipeline complete ===" cat "${RES}/proteomics_report.csv"