File size: 11,714 Bytes
badc964
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
#!/bin/bash
set -e

# =============================================================================
# Task 13: Mobile Genetic Element Characterization (Diamond DAG, depth=5)
#
# DAG structure:
#
#   L0: reads
#   L1: fastp (trim)
#   L2: shovill (assemble)
#       │
#   L3: ├── prokka (annotate) ──────────────────────────────────────┐
#       │      ├── L4a: isescan (IS elements)                       │
#       │      └── L4b: integron_finder (integrons)                 │
#       │                                                           │
#       ├── amrfinder (protein AMR) ───┐                            │
#       │                              ├─ L4c: cross_validate_amr   │
#       ├── abricate CARD (nuc AMR) ───┘                            │
#       │                                                           │
#       ├── mob_recon (plasmid recon) ─── L4d: plasmidfinder.py ────┤
#       │                                 (replicon typing)         │
#       ├── abricate VFDB (virulence) ─────────────────────────────┤
#       │                                                           │
#       └── quast + busco (QC) ────────────────────────────────────┤
#                                                                   │
#   L5: MERGE ──────────────────────────────────────────────────────┘
#
# =============================================================================

THREADS=$(( $(nproc) > 8 ? 8 : $(nproc) ))
SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
DATA="${SCRIPT_DIR}/data"
OUT="${SCRIPT_DIR}/outputs"
RES="${SCRIPT_DIR}/results"

log_step() {
    echo "=================================================================="
    echo "STEP: $1"
    echo "Started: $(date)"
    echo "=================================================================="
}

mkdir -p "${OUT}"/{trimmed,assembly,prokka,isescan,integrons,amr,plasmids,virulence,qc} "${RES}"

# ===========================================================================
# L0-L1: Preprocessing
# ===========================================================================
log_step "L1: Quality trimming with fastp"
if [ ! -f "${OUT}/trimmed/R1.fastq" ]; then
    fastp --in1 "${DATA}/reads_R1.fastq" --in2 "${DATA}/reads_R2.fastq" \
          --out1 "${OUT}/trimmed/R1.fastq" --out2 "${OUT}/trimmed/R2.fastq" \
          --detect_adapter_for_pe --cut_front --cut_tail --cut_mean_quality 20 \
          --length_required 30 --thread ${THREADS} \
          --json "${OUT}/trimmed/fastp.json" --html "${OUT}/trimmed/fastp.html"
else echo "Skipping (exists)"; fi

# ===========================================================================
# L2: Assembly
# ===========================================================================
log_step "L2: Genome assembly with shovill"
if [ ! -f "${OUT}/assembly/contigs.fa" ]; then
    shovill --R1 "${OUT}/trimmed/R1.fastq" --R2 "${OUT}/trimmed/R2.fastq" \
            --outdir "${OUT}/assembly" --gsize 2914567 --cpus ${THREADS} --ram 8 --force
else echo "Skipping (exists)"; fi
CONTIGS="${OUT}/assembly/contigs.fa"

# ===========================================================================
# L3: DIAMOND BRANCHES (all depend only on contigs.fa)
# ===========================================================================

# --- L3-A: Gene annotation with Prokka ---
log_step "L3-A: Gene annotation with Prokka"
if [ ! -f "${OUT}/prokka/MRSA.gff" ]; then
    prokka "${CONTIGS}" --outdir "${OUT}/prokka" --prefix MRSA \
           --cpus ${THREADS} --kingdom Bacteria --genus Staphylococcus --species aureus --force
else echo "Skipping (exists)"; fi

# --- L3-B: AMR detection with AMRFinderPlus (protein-homology method) ---
log_step "L3-B: AMR detection with AMRFinderPlus"
if [ ! -f "${OUT}/amr/amrfinder_results.tsv" ]; then
    amrfinder --nucleotide "${CONTIGS}" --organism Staphylococcus_aureus \
              --threads ${THREADS} --output "${OUT}/amr/amrfinder_results.tsv" --plus 2>&1 || true
else echo "Skipping (exists)"; fi

# --- L3-C: AMR detection with ABRicate CARD (nucleotide method) ---
log_step "L3-C: AMR detection with ABRicate (CARD)"
if [ ! -f "${OUT}/amr/abricate_card.tsv" ]; then
    abricate "${CONTIGS}" --db card --minid 80 --mincov 60 > "${OUT}/amr/abricate_card.tsv"
else echo "Skipping (exists)"; fi

# --- L3-D: Plasmid reconstruction with mob_recon ---
log_step "L3-D: Plasmid reconstruction with mob_recon"
if [ ! -f "${OUT}/plasmids/contig_report.txt" ]; then
    mob_recon --infile "${CONTIGS}" --outdir "${OUT}/plasmids" \
              --num_threads ${THREADS} --force 2>&1 || true
else echo "Skipping (exists)"; fi

# --- L3-E: Virulence factor detection with ABRicate VFDB ---
log_step "L3-E: Virulence detection with ABRicate (VFDB)"
if [ ! -f "${OUT}/virulence/abricate_vfdb.tsv" ]; then
    abricate "${CONTIGS}" --db vfdb --minid 80 --mincov 60 > "${OUT}/virulence/abricate_vfdb.tsv"
else echo "Skipping (exists)"; fi

# --- L3-F: Assembly QC with QUAST ---
log_step "L3-F: Assembly QC with QUAST"
if [ ! -f "${OUT}/qc/quast/report.tsv" ]; then
    quast "${CONTIGS}" -o "${OUT}/qc/quast" -t ${THREADS}
else echo "Skipping (exists)"; fi

# --- L3-G: Assembly completeness with BUSCO ---
log_step "L3-G: Assembly completeness with BUSCO"
if [ ! -d "${OUT}/qc/busco" ]; then
    busco -i "${CONTIGS}" -o busco --out_path "${OUT}/qc" \
          -l bacteria_odb10 -m genome -c ${THREADS} --force
else echo "Skipping (exists)"; fi

# ===========================================================================
# L4: SUB-BRANCHES (depend on L3 outputs → deeper diamond)
# ===========================================================================

# --- L4-A: IS element detection with ISEScan (depends on Prokka proteome/contigs) ---
log_step "L4-A: IS element detection with ISEScan"
if [ ! -d "${OUT}/isescan/hmm" ]; then
    cp "${CONTIGS}" "${OUT}/isescan/MRSA.fa"
    isescan.py --seqfile "${OUT}/isescan/MRSA.fa" --output "${OUT}/isescan" --nthread ${THREADS} || true
else echo "Skipping (exists)"; fi

# --- L4-B: Integron detection with integron_finder (depends on annotation context) ---
log_step "L4-B: Integron detection with integron_finder"
if [ ! -d "${OUT}/integrons/Results_Integron_Finder_MRSA" ]; then
    cp "${CONTIGS}" "${OUT}/integrons/MRSA.fasta"
    integron_finder --local-max --cpu ${THREADS} \
                    --outdir "${OUT}/integrons" \
                    "${OUT}/integrons/MRSA.fasta" 2>&1 || true
else echo "Skipping (exists)"; fi

# --- L4-C: Cross-validate AMR (merge AMRFinderPlus + ABRicate CARD results) ---
log_step "L4-C: Cross-validate AMR results"
echo "gene,method,identity" > "${OUT}/amr/cross_validated.csv"
# Genes found by AMRFinderPlus
if [ -s "${OUT}/amr/amrfinder_results.tsv" ]; then
    tail -n +2 "${OUT}/amr/amrfinder_results.tsv" | \
        awk -F'\t' 'BEGIN{OFS=","} {print $7,"amrfinder",$3}' >> "${OUT}/amr/cross_validated.csv"
fi
# Genes found by ABRicate CARD
if [ -s "${OUT}/amr/abricate_card.tsv" ]; then
    tail -n +2 "${OUT}/amr/abricate_card.tsv" | \
        awk -F'\t' 'BEGIN{OFS=","} {print $6,"abricate_card",$10}' >> "${OUT}/amr/cross_validated.csv"
fi
AMR_BOTH=$(awk -F',' 'NR>1{genes[$1]++} END{c=0; for(g in genes) if(genes[g]>=2) c++; print c}' \
    "${OUT}/amr/cross_validated.csv")
echo "AMR genes confirmed by both methods: ${AMR_BOTH}"

# --- L4-D: Replicon typing with plasmidfinder (depends on mob_recon output) ---
log_step "L4-D: Replicon typing with plasmidfinder"
if [ ! -f "${OUT}/plasmids/plasmidfinder_results.tsv" ]; then
    # Run plasmidfinder on each plasmid contig identified by mob_recon
    PLASMID_FA="${OUT}/plasmids/plasmid_contigs.fasta"
    if [ -f "${OUT}/plasmids/plasmid_AA109.fasta" ] || ls "${OUT}/plasmids/plasmid_"*.fasta 1>/dev/null 2>&1; then
        cat "${OUT}/plasmids/plasmid_"*.fasta > "${PLASMID_FA}" 2>/dev/null || true
    fi
    if [ -s "${PLASMID_FA}" ]; then
        plasmidfinder.py -i "${PLASMID_FA}" -o "${OUT}/plasmids/pf_out" -x 2>&1 || true
        cp "${OUT}/plasmids/pf_out/results_tab.tsv" "${OUT}/plasmids/plasmidfinder_results.tsv" 2>/dev/null || true
    else
        # No plasmid contigs found by mob_recon — run on full assembly
        plasmidfinder.py -i "${CONTIGS}" -o "${OUT}/plasmids/pf_out" -x 2>&1 || true
        cp "${OUT}/plasmids/pf_out/results_tab.tsv" "${OUT}/plasmids/plasmidfinder_results.tsv" 2>/dev/null || true
    fi
else echo "Skipping (exists)"; fi

# ===========================================================================
# L5: MERGE — Combine all branch results
# ===========================================================================
log_step "L5-MERGE: Building comprehensive results CSV"

# Extract 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)

# Extract 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")

# Extract Prokka
CDS=$(grep "^CDS" "${OUT}/prokka/MRSA.txt" | awk '{print $2}')
TRNA=$(grep "^tRNA" "${OUT}/prokka/MRSA.txt" | awk '{print $2}')
RRNA=$(grep "^rRNA" "${OUT}/prokka/MRSA.txt" | awk '{print $2}')

# IS elements
IS_COUNT=$(tail -n +2 "${OUT}/isescan/MRSA.fa.is.csv" 2>/dev/null | wc -l || echo "0")
IS_COUNT=$(echo $IS_COUNT | tr -d ' ')

# Integrons
INTEGRON_COUNT=$(grep -c "^" "${OUT}/integrons/Results_Integron_Finder_MRSA/MRSA.integrons" 2>/dev/null || echo "0")
INTEGRON_COUNT=$(echo $INTEGRON_COUNT | tr -d ' ')

# AMR counts
AMR_PROTEIN=$(tail -n +2 "${OUT}/amr/amrfinder_results.tsv" 2>/dev/null | wc -l || echo "0")
AMR_PROTEIN=$(echo $AMR_PROTEIN | tr -d ' ')
AMR_NUC=$(tail -n +2 "${OUT}/amr/abricate_card.tsv" 2>/dev/null | wc -l || echo "0")
AMR_NUC=$(echo $AMR_NUC | tr -d ' ')

# Virulence
VF_COUNT=$(tail -n +2 "${OUT}/virulence/abricate_vfdb.tsv" 2>/dev/null | wc -l || echo "0")
VF_COUNT=$(echo $VF_COUNT | tr -d ' ')

# Plasmids
PLASMID_COUNT=$(grep -c "plasmid" "${OUT}/plasmids/contig_report.txt" 2>/dev/null || echo "0")
PLASMID_COUNT=$(echo $PLASMID_COUNT | tr -d ' ')
REPLICON_COUNT=$(tail -n +2 "${OUT}/plasmids/plasmidfinder_results.tsv" 2>/dev/null | wc -l || echo "0")
REPLICON_COUNT=$(echo $REPLICON_COUNT | tr -d ' ')

# Write main CSV
cat > "${RES}/genomic_characterization.csv" << CSVEOF
metric,value
total_length,${TOTAL_LEN}
num_contigs,${NUM_CONTIGS}
n50,${N50}
gc_content,${GC}
largest_contig,${LARGEST}
completeness,${BUSCO_SUM}
cds_count,${CDS}
trna_count,${TRNA}
rrna_count,${RRNA}
is_elements_found,${IS_COUNT}
integrons_found,${INTEGRON_COUNT}
amr_genes_protein_method,${AMR_PROTEIN}
amr_genes_nucleotide_method,${AMR_NUC}
amr_genes_confirmed_both,${AMR_BOTH}
virulence_factors,${VF_COUNT}
plasmid_contigs,${PLASMID_COUNT}
replicon_types,${REPLICON_COUNT}
CSVEOF

# Write detailed AMR cross-validation CSV
cp "${OUT}/amr/cross_validated.csv" "${RES}/amr_cross_validated.csv"

echo ""
echo "=== Pipeline complete ==="
cat "${RES}/genomic_characterization.csv"
echo ""
ls -lh "${RES}/"