#!/bin/bash set -e # ============================================================================= # Task 16: Long-read de novo Assembly and Polishing # # DAG (depth 7, linear chain with late fan-out): # # L0: raw nanopore reads # L1: NanoPlot (read QC) # L2: Filtlong (quality/length filter) # L3: Flye (de novo assembly) # L4: minimap2+samtools (map reads → sorted BAM for polishing) # L5: Medaka (consensus polishing, round 1) # ├──────────────────────────────────────┐ # L6: QUAST (assembly QC vs ref) Prokka (annotation) # │ │ # ├── BUSCO (completeness) abricate (AMR) # │ │ # L7: MERGE ─────────────────────────────────┘ # ============================================================================= 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" READS="${DATA}/barcode10.fastq.gz" REFERENCE="${REF}/salmonella_ref.fna" log_step() { echo "==================================================================" echo "STEP: $1" echo "$(date)" echo "==================================================================" } mkdir -p "${OUT}"/{nanoplot,filtered,assembly,mapping,polished,qc,prokka,amr} "${RES}" # =========================================================================== # L1: Read QC with NanoPlot # =========================================================================== log_step "L1: NanoPlot read QC" if [ ! -f "${OUT}/nanoplot/NanoStats.txt" ]; then NanoPlot --fastq "${READS}" -o "${OUT}/nanoplot" -t ${THREADS} --plots dot else echo "Skipping (exists)"; fi # =========================================================================== # L2: Quality filtering with Filtlong # =========================================================================== log_step "L2: Filtlong quality filtering" if [ ! -f "${OUT}/filtered/filtered.fastq.gz" ]; then filtlong --min_length 200 "${READS}" | gzip > "${OUT}/filtered/filtered.fastq.gz" else echo "Skipping (exists)"; fi # =========================================================================== # L3: De novo assembly with Flye # =========================================================================== log_step "L3: Flye assembly" if [ ! -f "${OUT}/assembly/assembly.fasta" ]; then flye --nano-raw "${OUT}/filtered/filtered.fastq.gz" \ --out-dir "${OUT}/assembly" \ --threads ${THREADS} --genome-size 5m else echo "Skipping (exists)"; fi # =========================================================================== # L4: Map reads back to assembly for polishing # =========================================================================== log_step "L4: minimap2 read mapping" if [ ! -f "${OUT}/mapping/reads2assembly.bam" ]; then minimap2 -ax map-ont -t ${THREADS} \ "${OUT}/assembly/assembly.fasta" "${OUT}/filtered/filtered.fastq.gz" \ | samtools sort -@ ${THREADS} -o "${OUT}/mapping/reads2assembly.bam" samtools index "${OUT}/mapping/reads2assembly.bam" else echo "Skipping (exists)"; fi # =========================================================================== # L5: Consensus polishing with Medaka # =========================================================================== log_step "L5: Medaka polishing" if [ ! -f "${OUT}/polished/consensus.fasta" ]; then medaka_consensus -i "${OUT}/filtered/filtered.fastq.gz" \ -d "${OUT}/assembly/assembly.fasta" \ -o "${OUT}/polished" \ -t ${THREADS} -m r1041_e82_400bps_sup_v5.0.0 2>&1 || { echo "WARNING: Medaka failed with specified model, trying default" medaka_consensus -i "${OUT}/filtered/filtered.fastq.gz" \ -d "${OUT}/assembly/assembly.fasta" \ -o "${OUT}/polished" \ -t ${THREADS} 2>&1 || { echo "WARNING: Medaka failed, using unpolished assembly" cp "${OUT}/assembly/assembly.fasta" "${OUT}/polished/consensus.fasta" } } else echo "Skipping (exists)"; fi FINAL="${OUT}/polished/consensus.fasta" # =========================================================================== # L6 LEFT: Assembly QC # =========================================================================== log_step "L6-LEFT: QUAST assembly QC" if [ ! -f "${OUT}/qc/quast/report.tsv" ]; then quast "${FINAL}" -r "${REFERENCE}" -o "${OUT}/qc/quast" -t ${THREADS} else echo "Skipping (exists)"; fi log_step "L6-LEFT: BUSCO completeness" if [ ! -d "${OUT}/qc/busco" ]; then busco -i "${FINAL}" -o busco --out_path "${OUT}/qc" \ -l bacteria_odb10 -m genome -c ${THREADS} --force else echo "Skipping (exists)"; fi # =========================================================================== # L6 RIGHT: Annotation + AMR # =========================================================================== log_step "L6-RIGHT: Prokka annotation" if [ ! -f "${OUT}/prokka/SALM.gff" ]; then prokka "${FINAL}" --outdir "${OUT}/prokka" --prefix SALM \ --cpus ${THREADS} --kingdom Bacteria --genus Salmonella --force else echo "Skipping (exists)"; fi log_step "L6-RIGHT: abricate AMR detection" if [ ! -f "${OUT}/amr/abricate_card.tsv" ]; then abricate "${FINAL}" --db card --minid 80 --mincov 60 > "${OUT}/amr/abricate_card.tsv" else echo "Skipping (exists)"; fi # =========================================================================== # L7: MERGE # =========================================================================== log_step "L7-MERGE: Building results" # Read QC stats MEAN_LEN=$(grep "Mean read length" "${OUT}/nanoplot/NanoStats.txt" | awk '{print $NF}' | tr -d ',') MEAN_QUAL=$(grep "Mean read quality" "${OUT}/nanoplot/NanoStats.txt" | awk '{print $NF}') TOTAL_BASES=$(grep "Total bases" "${OUT}/nanoplot/NanoStats.txt" | awk '{print $NF}' | tr -d ',') NUM_READS=$(grep "Number of reads" "${OUT}/nanoplot/NanoStats.txt" | head -1 | awk '{print $NF}' | tr -d ',') # Assembly stats from QUAST TOTAL_LEN=$(grep "^Total length" "${OUT}/qc/quast/report.tsv" | head -1 | cut -f2) NUM_CONTIGS=$(grep "^# contigs " "${OUT}/qc/quast/report.tsv" | head -1 | cut -f2) N50=$(grep "^N50" "${OUT}/qc/quast/report.tsv" | cut -f2) GC=$(grep "^GC" "${OUT}/qc/quast/report.tsv" | cut -f2) LARGEST=$(grep "^Largest contig" "${OUT}/qc/quast/report.tsv" | cut -f2) GENOME_FRAC=$(grep "^Genome fraction" "${OUT}/qc/quast/report.tsv" | cut -f2) MISASSEMBLIES=$(grep "^# misassemblies" "${OUT}/qc/quast/report.tsv" | cut -f2) # BUSCO BUSCO_SUM=$(grep "C:" "${OUT}/qc/busco/short_summary.specific.bacteria_odb10.busco.txt" 2>/dev/null \ | head -1 | sed 's/^[[:space:]]*//;s/[[:space:]]*$//' || echo "N/A") # Prokka CDS=$(grep "^CDS" "${OUT}/prokka/SALM.txt" | awk '{print $2}') TRNA=$(grep "^tRNA" "${OUT}/prokka/SALM.txt" | awk '{print $2}') RRNA=$(grep "^rRNA" "${OUT}/prokka/SALM.txt" | awk '{print $2}') # AMR AMR_COUNT=$(tail -n +2 "${OUT}/amr/abricate_card.tsv" 2>/dev/null | wc -l | tr -d ' ') cat > "${RES}/longread_assembly_report.csv" << CSVEOF metric,value num_reads,${NUM_READS} mean_read_length,${MEAN_LEN} mean_read_quality,${MEAN_QUAL} total_bases,${TOTAL_BASES} assembly_length,${TOTAL_LEN} num_contigs,${NUM_CONTIGS} n50,${N50} gc_content,${GC} largest_contig,${LARGEST} genome_fraction,${GENOME_FRAC} misassemblies,${MISASSEMBLIES} completeness,${BUSCO_SUM} cds_count,${CDS} trna_count,${TRNA} rrna_count,${RRNA} amr_genes,${AMR_COUNT} CSVEOF echo "" echo "=== Pipeline complete ===" cat "${RES}/longread_assembly_report.csv" echo "" ls -lh "${RES}/"