Agent skill
bio-variant-calling
Call SNPs and indels from aligned reads using bcftools mpileup and call. Use when detecting variants from BAM files or generating VCF from alignments.
Install this agent skill to your Project
npx add-skill https://github.com/majiayu000/claude-skill-registry/tree/main/skills/data/variant-calling
SKILL.md
Variant Calling
Call SNPs and indels from aligned reads using bcftools.
Basic Workflow
BAM file + Reference FASTA
|
v
bcftools mpileup (generate pileup)
|
v
bcftools call (call variants)
|
v
VCF file
bcftools mpileup + call
Basic Variant Calling
bcftools mpileup -f reference.fa input.bam | bcftools call -mv -o variants.vcf
Output Compressed VCF
bcftools mpileup -f reference.fa input.bam | bcftools call -mv -Oz -o variants.vcf.gz
bcftools index variants.vcf.gz
Call Specific Region
bcftools mpileup -f reference.fa -r chr1:1000000-2000000 input.bam | \
bcftools call -mv -o region.vcf
Call from Multiple BAMs
bcftools mpileup -f reference.fa sample1.bam sample2.bam sample3.bam | \
bcftools call -mv -o variants.vcf
BAM List File
# bams.txt: one BAM path per line
bcftools mpileup -f reference.fa -b bams.txt | bcftools call -mv -o variants.vcf
mpileup Options
Quality Filtering
bcftools mpileup -f reference.fa \
-q 20 \ # Min mapping quality
-Q 20 \ # Min base quality
input.bam | bcftools call -mv -o variants.vcf
Annotate with Read Depth
bcftools mpileup -f reference.fa -a DP,AD input.bam | bcftools call -mv -o variants.vcf
Full Annotation Set
bcftools mpileup -f reference.fa \
-a FORMAT/DP,FORMAT/AD,FORMAT/ADF,FORMAT/ADR,INFO/AD \
input.bam | bcftools call -mv -o variants.vcf
Target Regions (BED)
bcftools mpileup -f reference.fa -R targets.bed input.bam | \
bcftools call -mv -o variants.vcf
Max Depth
bcftools mpileup -f reference.fa -d 1000 input.bam | bcftools call -mv -o variants.vcf
call Options
Calling Models
| Flag | Model | Use Case |
|---|---|---|
-m |
Multiallelic caller | Default, recommended |
-c |
Consensus caller | Legacy, single sample |
Output Variants Only
bcftools mpileup -f reference.fa input.bam | bcftools call -mv -o variants.vcf
# -v outputs variant sites only (not reference calls)
Output All Sites
bcftools mpileup -f reference.fa input.bam | bcftools call -m -o all_sites.vcf
# Without -v, outputs all sites including reference
Ploidy
# Haploid calling
bcftools mpileup -f reference.fa input.bam | bcftools call -m --ploidy 1 -o variants.vcf
# Specify ploidy file
bcftools mpileup -f reference.fa input.bam | bcftools call -m --ploidy-file ploidy.txt -o variants.vcf
Prior Probability
# Adjust variant prior (default 1.1e-3)
bcftools mpileup -f reference.fa input.bam | bcftools call -m -P 0.001 -o variants.vcf
Common Pipelines
Standard SNP/Indel Calling
bcftools mpileup -Ou -f reference.fa \
-q 20 -Q 20 \
-a FORMAT/DP,FORMAT/AD \
input.bam | \
bcftools call -mv -Oz -o variants.vcf.gz
bcftools index variants.vcf.gz
Multi-sample Calling
bcftools mpileup -Ou -f reference.fa \
-a FORMAT/DP,FORMAT/AD \
sample1.bam sample2.bam sample3.bam | \
bcftools call -mv -Oz -o cohort.vcf.gz
bcftools index cohort.vcf.gz
Calling with Regions
bcftools mpileup -Ou -f reference.fa \
-R targets.bed \
-a FORMAT/DP,FORMAT/AD \
input.bam | \
bcftools call -mv -Oz -o targets.vcf.gz
Parallel by Chromosome
for chr in chr1 chr2 chr3; do
bcftools mpileup -Ou -f reference.fa -r "$chr" input.bam | \
bcftools call -mv -Oz -o "${chr}.vcf.gz" &
done
wait
# Concatenate results
bcftools concat -Oz -o all.vcf.gz chr*.vcf.gz
bcftools index all.vcf.gz
Annotation Tags
INFO Tags
| Tag | Description |
|---|---|
DP |
Total read depth |
AD |
Allelic depths |
MQ |
Mapping quality |
FS |
Fisher strand bias |
SGB |
Segregation based metric |
FORMAT Tags
| Tag | Description |
|---|---|
GT |
Genotype |
DP |
Read depth per sample |
AD |
Allelic depths per sample |
ADF |
Forward strand allelic depths |
ADR |
Reverse strand allelic depths |
GQ |
Genotype quality |
PL |
Phred-scaled likelihoods |
Request Specific Annotations
bcftools mpileup -f reference.fa \
-a FORMAT/DP,FORMAT/AD,FORMAT/SP,INFO/AD \
input.bam | bcftools call -mv -o variants.vcf
Performance Options
Multi-threading
bcftools mpileup -f reference.fa --threads 4 input.bam | \
bcftools call -mv --threads 4 -o variants.vcf
Uncompressed BCF for Speed
bcftools mpileup -Ou -f reference.fa input.bam | bcftools call -mv -Ou | \
bcftools filter -Oz -o filtered.vcf.gz
Quick Reference
| Task | Command |
|---|---|
| Basic calling | bcftools mpileup -f ref.fa in.bam | bcftools call -mv -o out.vcf |
| With quality filter | bcftools mpileup -f ref.fa -q 20 -Q 20 in.bam | bcftools call -mv |
| Region | bcftools mpileup -f ref.fa -r chr1:1-1000 in.bam | bcftools call -mv |
| Multi-sample | bcftools mpileup -f ref.fa s1.bam s2.bam | bcftools call -mv |
| With annotations | bcftools mpileup -f ref.fa -a DP,AD in.bam | bcftools call -mv |
Common Errors
| Error | Cause | Solution |
|---|---|---|
no FASTA reference |
Missing -f | Add -f reference.fa |
reference mismatch |
Wrong reference | Use same reference as alignment |
no variants called |
Low quality/depth | Lower quality thresholds |
Related Skills
- vcf-basics - View and query resulting VCF
- vcf-filtering - Filter variants by quality
- variant-normalization - Normalize indels
- alignment-files/pileup-generation - Alternative pileup generation
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