bio-alignment-sorting
SkillDev toolsGives your agent a library of medical AI skills for tasks like bio alignment and sorting.
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Then ask your AI: use the bio-alignment-sorting skill
About this capability
The largest open-source medical AI skills library for OpenClaw🦞.
What this skill tells your AI
The instructions your AI receives, as published by freedomintelligence/openclaw-medical-skills in skills/bio-alignment-sorting/SKILL.md and read by ahel’s review.
name: bio-alignment-sorting description: Sort alignment files by coordinate or read name using samtools and pysam. Use when preparing BAM files for indexing, variant calling, or paired-end analysis. tool_type: cli primary_tool: samtools measurable_outcome: Execute skill workflow successfully with valid output within 15 minutes. allowed-tools:
- read_file
- run_shell_command
Alignment Sorting
Sort alignment files by coordinate or read name using samtools and pysam.
Sort Orders
| Order | Flag | Use Case |
|---|---|---|
| Coordinate | default | Indexing, visualization, variant calling |
| Name | -n | Paired-end processing, fixmate, markdup |
| Tag | -t TAG | Sort by specific tag value |
samtools sort
Sort by Coordinate (Default)
samtools sort -o sorted.bam input.bam
Sort by Read Name
samtools sort -n -o namesorted.bam input.bam
Multi-threaded Sorting
samtools sort -@ 8 -o sorted.bam input.bam
Control Memory Usage
samtools sort -m 4G -@ 4 -o sorted.bam input.bam
Set Temporary Directory
samtools sort -T /tmp/sort_tmp -o sorted.bam input.bam
Specify Output Format
# Output as BAM (default)
samtools sort -O bam -o sorted.bam input.bam
# Output as CRAM
samtools sort -O cram --reference ref.fa -o sorted.cram input.bam
Sort by Tag
# Sort by cell barcode (10x Genomics)
samtools sort -t CB -o sorted_by_barcode.bam input.bam
Pipe from Aligner
bwa mem ref.fa reads.fq | samtools sort -o aligned.bam
samtools collate
Group paired reads together without full sorting (faster than name sort for some workflows):
# Collate paired reads
samtools collate -o collated.bam input.bam
# With output prefix for temp files
samtools collate -O input.bam /tmp/collate > collated.bam
# Fast mode (output to stdout)
samtools collate -u -O input.bam /tmp/collate | samtools fastq -1 R1.fq -2 R2.fq -
Check Sort Order
From Header
samtools view -H input.bam | grep "^@HD"
# SO:coordinate = coordinate sorted
# SO:queryname = name sorted
# SO:unsorted = not sorted
Verify Sorted
# Check if coordinate sorted (returns 0 if sorted)
samtools view input.bam | awk '$4 < prev {exit 1} {prev=$4}'
pysam Python Alternative
Sort with pysam
import pysam
pysam.sort('-o', 'sorted.bam', 'input.bam')
Sort by Name
pysam.sort('-n', '-o', 'namesorted.bam', 'input.bam')
Sort with Options
pysam.sort('-@', '4', '-m', '2G', '-o', 'sorted.bam', 'input.bam')
Manual Sorting in Python
import pysam
with pysam.AlignmentFile('input.bam', 'rb') as infile:
header = infile.header
reads = list(infile)
reads.sort(key=lambda r: (r.reference_id, r.reference_start))
with pysam.AlignmentFile('sorted.bam', 'wb', header=header) as outfile:
for read in reads:
outfile.write(read)
Check Sort Order in pysam
import pysam
with pysam.AlignmentFile('input.bam', 'rb') as bam:
hd = bam.header.get('HD', {})
sort_order = hd.get('SO', 'unknown')
print(f'Sort order: {sort_order}')
Stream Sort from Aligner
For streaming from aligners, use shell pipes (simpler and more reliable):
import subprocess
subprocess.run(
'bwa mem ref.fa reads.fq | samtools sort -o aligned.bam',
shell=True, check=True
)
Or use pysam with a named pipe:
import os
import pysam
import subprocess
os.mkfifo('aligner.pipe')
try:
aligner = subprocess.Popen(['bwa', 'mem', 'ref.fa', 'reads.fq'],
stdout=open('aligner.pipe', 'w'))
pysam.sort('-o', 'aligned.bam', 'aligner.pipe')
aligner.wait()
finally:
os.unlink('aligner.pipe')
samtools merge
Combine multiple BAM files into one.
Basic Merge
samtools merge merged.bam sample1.bam sample2.bam sample3.bam
Merge with Threads
samtools merge -@ 4 merged.bam sample1.bam sample2.bam sample3.bam
Merge from File List
# files.txt contains one BAM path per line
samtools merge -b files.txt merged.bam
Force Overwrite
samtools merge -f merged.bam sample1.bam sample2.bam
Merge Specific Region
samtools merge -R chr1:1000000-2000000 merged_region.bam sample1.bam sample2.bam
pysam Merge
import pysam
pysam.merge('-f', 'merged.bam', 'sample1.bam', 'sample2.bam', 'sample3.bam')
Common Workflows
Align and Sort
bwa mem -t 8 ref.fa R1.fq R2.fq | samtools sort -@ 4 -o aligned.bam
samtools index aligned.bam
Re-sort by Name for Duplicate Marking
# Full workflow: sort by name, fixmate, sort by coord, markdup
samtools sort -n -o namesorted.bam input.bam
samtools fixmate -m namesorted.bam fixmate.bam
samtools sort -o sorted.bam fixmate.bam
samtools markdup sorted.bam marked.bam
Convert Name-sorted to Coordinate-sorted
samtools sort -o coord_sorted.bam name_sorted.bam
samtools index coord_sorted.bam
Extract FASTQ from Sorted BAM
# Collate first to group pairs
samtools collate -u -O input.bam /tmp/collate | \
samtools fastq -1 R1.fq -2 R2.fq -0 /dev/null -s /dev/null -
Performance Tips
| Parameter | Effect |
|---|---|
-@ N | Use N additional threads |
-m SIZE | Memory per thread (e.g., 4G) |
-T PREFIX | Temp file location (use fast disk) |
-l LEVEL | Compression level (1-9, default 6) |
Optimal Settings for Large Files
# Use 8 threads, 4GB per thread, low compression for speed
samtools sort -@ 8 -m 4G -l 1 -o sorted.bam input.bam
Quick Reference
| Task | Command |
|---|---|
| Sort by coordinate | samtools sort -o out.bam in.bam |
| Sort by name | samtools sort -n -o out.bam in.bam |
| Sort with threads | samtools sort -@ 8 -o out.bam in.bam |
| Collate pairs | samtools collate -o out.bam in.bam |
| Merge BAMs | samtools merge out.bam in1.bam in2.bam |
| Check sort order | samtools view -H in.bam | grep "^@HD" |
| Sort + index | samtools sort -o out.bam in.bam && samtools index out.bam |
Common Errors
| Error | Cause | Solution |
|---|---|---|
out of memory | Insufficient RAM | Use -m to limit per-thread memory |
disk full | Temp files filling disk | Use -T to specify different location |
truncated file | Interrupted sort | Re-run sort from original |
Related Skills
- sam-bam-basics - View and convert alignment files
- alignment-indexing - Index after coordinate sorting
- duplicate-handling - Requires name-sorted input for fixmate
- alignment-filtering - Filter before or after sorting
Signals
- GitHub stars
- 3k
- Forks
- 407
- Last commit
- Jul 2026
Advanced
- Catalog kind
- skill
- Gateway key
bio-alignment-sorting-freedomintelligence- Source
- github.com/freedomintelligence/openclaw-medical-skills