xiaohongshu
xiaohongshu
bio-read-qc-contamination-screening
Detect sample contamination and cross-species reads using FastQ Screen. Screen reads against multiple reference genomes to identify bacterial, viral, adapter, or sample swap contamination. Use when suspecting cross-contamination or working with samples prone to microbial contamination.
Full skill instructions
Screen FASTQ files against multiple genomes to identify contamination sources using FastQ Screen.
FastQ Screen aligns a subset of reads against multiple reference genomes to identify:
# Screen against configured genomes
fastq_screen sample.fastq.gz
# Multiple files
fastq_screen *.fastq.gz
# Specify output directory
fastq_screen --outdir qc_results/ sample.fastq.gz
# Custom config file
fastq_screen --conf my_screen.conf sample.fastq.gz
Create fastq_screen.conf:
# Database locations
DATABASE Human /path/to/human/genome
DATABASE Mouse /path/to/mouse/genome
DATABASE Ecoli /path/to/ecoli/genome
DATABASE PhiX /path/to/phix/genome
DATABASE Adapters /path/to/adapters
DATABASE rRNA /path/to/rrna
# Aligner (bowtie2 recommended)
BOWTIE2 /path/to/bowtie2
# Or use BWA
# BWA /path/to/bwa
# Threads
THREADS 8
# Download common screening databases
fastq_screen --get_genomes
# Downloads to ~/fastq_screen_databases/
# Includes: Human, Mouse, Rat, E.coli, PhiX, Adapters, etc.
# Number of reads to sample (default 100000)
fastq_screen --subset 200000 sample.fastq.gz
# Use all reads (slow)
fastq_screen --subset 0 sample.fastq.gz
# Set threads
fastq_screen --threads 8 sample.fastq.gz
# Paired-end (screen R1 only by default)
fastq_screen sample_R1.fastq.gz
# Force screening both pairs
fastq_screen --paired sample_R1.fastq.gz sample_R2.fastq.gz
# Generate PNG plot (default)
fastq_screen sample.fastq.gz
# No plot (text only)
fastq_screen --nograph sample.fastq.gz
# Generate additional mapping statistics
fastq_screen --tag sample.fastq.gz
# Filter reads by mapping (keep unmapped to all genomes)
fastq_screen --filter 0000 sample.fastq.gz
# Keep only reads mapping to first genome (e.g., Human)
fastq_screen --filter 1--- sample.fastq.gz
Use --filter to select reads based on mapping status:
| Code | Meaning |
|---|---|
| 0 | Did not map to genome |
| 1 | Mapped uniquely |
| 2 | Mapped more than once |
| 3 | Mapped (unique or multi) |
| - | Ignore this genome |
# Example: Keep reads mapping only to Human (first genome)
# Human:1, all others:0
fastq_screen --filter 10000 sample.fastq.gz
# Keep reads NOT mapping to anything (clean reads)
fastq_screen --filter 00000 sample.fastq.gz
| File | Description |
|---|---|
*_screen.txt | Tab-delimited results |
*_screen.png | Visualization |
*_screen.html | HTML report |
#Fastq_screen version: 0.15.3
Genome #Reads_processed #Unmapped %Unmapped #One_hit_one_genome %One_hit_one_genome #Multiple_hits_one_genome %Multiple_hits_one_genome #One_hit_multiple_genomes %One_hit_multiple_genomes Multiple_hits_multiple_genomes %Multiple_hits_multiple_genomes
Human 100000 2000 2.00 95000 95.00 1000 1.00 1500 1.50 500 0.50
Mouse 100000 98000 98.00 100 0.10 50 0.05 1500 1.50 350 0.35
| Sample Type | Expected Pattern |
|---|---|
| Human sample | >90% Human, <1% others |
| Mouse sample | >90% Mouse, <1% others |
| Human + PhiX | >80% Human, ~10% PhiX |
| Contaminated | Significant % to unexpected genome |
| Pattern | Likely Cause |
|---|---|
| High adapter % | Library prep issue |
| High PhiX % | Spike-in not removed |
| High E.coli % | Bacterial contamination |
| High rRNA % | rRNA depletion failed |
| Multiple species | Sample swap or contamination |
FastQ Screen results are automatically detected by MultiQC:
# Screen all samples
for f in *.fastq.gz; do
fastq_screen --outdir screen_results/ "$f"
done
# Aggregate with MultiQC
multiqc screen_results/
# Index a FASTA file
bowtie2-build reference.fa reference
# Add to config
# DATABASE MyGenome /path/to/reference
| Genome | Purpose |
|---|---|
| Human (GRCh38) | Human samples |
| Mouse (GRCm39) | Mouse samples |
| E. coli | Bacterial contamination |
| PhiX | Illumina spike-in |
| Adapters | Library prep |
| rRNA | Ribosomal RNA |
| Vectors | Cloning vectors |
| Mycoplasma | Cell culture contamination |
# Download databases
fastq_screen --get_genomes
# Screen samples
fastq_screen --outdir screen_results/ --threads 8 *.fastq.gz
# Check results
multiqc screen_results/
# Screen and tag reads
fastq_screen --tag sample.fastq.gz
# Filter to keep only Human reads (assuming Human is first database)
fastq_screen --filter 3----- --tag sample.fastq.gz
# Or use BBDuk for removal
bbduk.sh in=sample.fastq.gz out=clean.fastq.gz \
ref=contaminants.fa k=31 hdist=1
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