variant-calling
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Then ask your AI: use the variant-calling skill
What this skill tells your AI
The instructions your AI receives, as published by freedomintelligence/openclaw-medical-skills in skills/variant-interpretation-acmg/bioSkills/variant-calling/SKILL.md and read by ahel’s review.
name: bio-variant-calling description: Call SNPs and indels from aligned reads using bcftools mpileup and call. Use when detecting variants from BAM files or generating VCF from alignments. tool_type: cli primary_tool: bcftools measurable_outcome: Execute skill workflow successfully with valid output within 15 minutes. allowed-tools:
- read_file
- run_shell_command
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
- filtering-best-practices - Filter variants by quality
- variant-normalization - Normalize indels
- alignment-files/pileup-generation - Alternative pileup generation
Signals
- GitHub stars
- 3k
- Forks
- 412
- Last commit
- Jul 2026
Others that do the same job
Advanced
- Item type
- skill
- Key
variant-calling-freedomintelligence- Source
- github.com/freedomintelligence/openclaw-medical-skills
github.com/freedomintelligence/openclaw-medical-skills