AgentSkillsCN

bio-vcf-manipulation

利用 bcftools 将 VCF 文件合并、拼接、排序、求交集,并进行子集划分。在合并变异文件、比较呼叫集合,或重组 VCF 数据时使用。

SKILL.md
--- frontmatter
name: bio-vcf-manipulation
description: Merge, concatenate, sort, intersect, and subset VCF files using bcftools. Use when combining variant files, comparing call sets, or restructuring VCF data.
tool_type: cli
primary_tool: bcftools

VCF Manipulation

Merge, concat, sort, and compare VCF files using bcftools.

Operations Overview

OperationCommandUse Case
Mergebcftools mergeCombine samples from multiple VCFs
Concatbcftools concatCombine regions from multiple VCFs
Sortbcftools sortSort unsorted VCF
Intersectbcftools isecCompare/intersect call sets
Subsetbcftools viewExtract samples or regions

bcftools merge

Combine multiple VCF files with different samples at the same positions.

Basic Merge

bash
bcftools merge sample1.vcf.gz sample2.vcf.gz -Oz -o merged.vcf.gz

Merge Multiple Files

bash
bcftools merge *.vcf.gz -Oz -o all_samples.vcf.gz

Merge from File List

bash
# files.txt: one VCF path per line
bcftools merge -l files.txt -Oz -o merged.vcf.gz

Handle Missing Genotypes

bash
# Output missing genotypes as ./. (default)
bcftools merge sample1.vcf.gz sample2.vcf.gz -Oz -o merged.vcf.gz

# Output missing as reference (0/0)
bcftools merge --missing-to-ref sample1.vcf.gz sample2.vcf.gz -Oz -o merged.vcf.gz

Force Sample Names

When sample names conflict:

bash
bcftools merge --force-samples sample1.vcf.gz sample2.vcf.gz -Oz -o merged.vcf.gz

Merge Specific Regions

bash
bcftools merge -r chr1:1000000-2000000 sample1.vcf.gz sample2.vcf.gz -Oz -o merged.vcf.gz

bcftools concat

Combine VCF files with same samples from different regions.

Concatenate Chromosomes

bash
bcftools concat chr1.vcf.gz chr2.vcf.gz chr3.vcf.gz -Oz -o genome.vcf.gz

Concatenate All Chromosomes

bash
bcftools concat chr*.vcf.gz -Oz -o genome.vcf.gz

From File List

bash
# files.txt: one VCF path per line (in order)
bcftools concat -f files.txt -Oz -o concatenated.vcf.gz

Allow Overlapping Regions

bash
bcftools concat -a chr1_part1.vcf.gz chr1_part2.vcf.gz -Oz -o chr1.vcf.gz

Remove Duplicates

bash
bcftools concat -a -d all file1.vcf.gz file2.vcf.gz -Oz -o merged.vcf.gz

Options for -d:

  • snps - Remove duplicate SNPs
  • indels - Remove duplicate indels
  • both - Remove duplicate SNPs and indels
  • all - Remove all duplicates
  • exact - Remove exact duplicates only

bcftools sort

Sort VCF by chromosome and position.

Basic Sort

bash
bcftools sort input.vcf -Oz -o sorted.vcf.gz

With Temporary Directory

For large files:

bash
bcftools sort -T /tmp input.vcf.gz -Oz -o sorted.vcf.gz

Memory Limit

bash
bcftools sort -m 4G input.vcf.gz -Oz -o sorted.vcf.gz

bcftools isec

Intersect and compare VCF files.

Find Shared Variants

bash
bcftools isec -p output_dir sample1.vcf.gz sample2.vcf.gz

Creates:

  • 0000.vcf - Private to sample1
  • 0001.vcf - Private to sample2
  • 0002.vcf - Shared (sample1 records)
  • 0003.vcf - Shared (sample2 records)

Output Compressed

bash
bcftools isec -p output_dir -Oz sample1.vcf.gz sample2.vcf.gz

Intersection Only

bash
bcftools isec -p output_dir -n=2 sample1.vcf.gz sample2.vcf.gz
# Only outputs variants present in exactly 2 files

Comparison Options

FlagDescription
-n=2Present in exactly 2 files
-n+2Present in 2 or more files
-n-2Present in fewer than 2 files
-n~11Boolean: file1 AND file2
-n~10Boolean: file1 AND NOT file2

Two-File Intersection

bash
# Variants in both files
bcftools isec -n=2 -w1 sample1.vcf.gz sample2.vcf.gz -Oz -o shared.vcf.gz

# Variants only in sample1
bcftools isec -n~10 -w1 sample1.vcf.gz sample2.vcf.gz -Oz -o only_sample1.vcf.gz

Complement Mode

bash
# Variants in file1 not in file2
bcftools isec -C sample1.vcf.gz sample2.vcf.gz -Oz -o unique.vcf.gz

Subsetting VCF Files

Extract Samples

bash
bcftools view -s sample1,sample2 input.vcf.gz -Oz -o subset.vcf.gz

Exclude Samples

bash
bcftools view -s ^sample3 input.vcf.gz -Oz -o without_sample3.vcf.gz

From Sample List File

bash
# samples.txt: one sample name per line
bcftools view -S samples.txt input.vcf.gz -Oz -o subset.vcf.gz

Extract Region

bash
bcftools view -r chr1:1000000-2000000 input.vcf.gz -Oz -o region.vcf.gz

Extract Multiple Regions

bash
bcftools view -R regions.bed input.vcf.gz -Oz -o targets.vcf.gz

Renaming Samples

Single Sample

bash
echo "old_name new_name" > rename.txt
bcftools reheader -s rename.txt input.vcf.gz -o renamed.vcf.gz

Multiple Samples

bash
# rename.txt format: old_name new_name
cat > rename.txt << EOF
sample1 patient_001
sample2 patient_002
sample3 patient_003
EOF

bcftools reheader -s rename.txt input.vcf.gz -o renamed.vcf.gz

Splitting VCF Files

Split by Sample

bash
for sample in $(bcftools query -l input.vcf.gz); do
    bcftools view -s "$sample" input.vcf.gz -Oz -o "${sample}.vcf.gz"
done

Split by Chromosome

bash
for chr in $(bcftools view -h input.vcf.gz | grep "^##contig" | sed 's/.*ID=\([^,]*\).*/\1/'); do
    bcftools view -r "$chr" input.vcf.gz -Oz -o "${chr}.vcf.gz"
done

Split Multiallelic Sites

bash
bcftools norm -m-any input.vcf.gz -Oz -o split.vcf.gz

Common Workflows

Merge Cohort VCFs

bash
# Create file list
ls *.vcf.gz > files.txt

# Merge all samples
bcftools merge -l files.txt -Oz -o cohort.vcf.gz
bcftools index cohort.vcf.gz

Combine Chromosome VCFs

bash
# After parallel variant calling by chromosome
bcftools concat chr{1..22}.vcf.gz chrX.vcf.gz chrY.vcf.gz -Oz -o genome.vcf.gz
bcftools index genome.vcf.gz

Compare Two Callers

bash
# Find variants called by both GATK and bcftools
bcftools isec -p comparison gatk.vcf.gz bcftools.vcf.gz

# Count results
wc -l comparison/*.vcf

Extract Passing Variants

bash
bcftools view -f PASS input.vcf.gz -Oz -o pass_only.vcf.gz
bcftools index pass_only.vcf.gz

cyvcf2 Python Operations

Note: True VCF merging (combining samples at matching positions) is complex. Use bcftools merge for production work. cyvcf2 is better for filtering/querying.

Concatenate Records (Not True Merge)

python
from cyvcf2 import VCF, Writer

# WARNING: This concatenates records, not a true merge
# For actual merging of samples, use bcftools merge
vcf1 = VCF('file1.vcf.gz')
writer = Writer('combined.vcf', vcf1)

for variant in vcf1:
    writer.write_record(variant)

writer.close()
vcf1.close()

Find Shared Positions

python
from cyvcf2 import VCF

# Load positions from first VCF
vcf1_positions = set()
for variant in VCF('sample1.vcf.gz'):
    vcf1_positions.add((variant.CHROM, variant.POS))

# Check second VCF
shared = 0
unique = 0
for variant in VCF('sample2.vcf.gz'):
    if (variant.CHROM, variant.POS) in vcf1_positions:
        shared += 1
    else:
        unique += 1

print(f'Shared: {shared}')
print(f'Unique to sample2: {unique}')

Quick Reference

TaskCommand
Merge samplesbcftools merge s1.vcf.gz s2.vcf.gz -Oz -o merged.vcf.gz
Concat regionsbcftools concat chr1.vcf.gz chr2.vcf.gz -Oz -o all.vcf.gz
Sort VCFbcftools sort input.vcf -Oz -o sorted.vcf.gz
Intersectbcftools isec -p dir a.vcf.gz b.vcf.gz
Extract samplesbcftools view -s sample1 input.vcf.gz
Rename samplesbcftools reheader -s names.txt input.vcf.gz

Common Errors

ErrorCauseSolution
different samplesmerge vs concat confusionUse merge for samples, concat for regions
not sortedUnsorted input to concatSort first or use -a flag
sample name conflictDuplicate sample namesUse --force-samples
index requiredMissing index for merge/isecRun bcftools index first

Related Skills

  • vcf-basics - View and query VCF files
  • filtering-best-practices - Filter variants before manipulation
  • variant-normalization - Normalize before comparing
  • vcf-statistics - Compare statistics after manipulation