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openclaw-medical-skills
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$ npx -y skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-alignment-indexing --agent claude-code

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SKILL.md

bio-alignment-indexing.SKILL.md

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COPYRIGHT NOTICE

This file is part of the "Universal Biomedical Skills" project.

Copyright (c) 2026 MD BABU MIA, PhD <md.babu.mia@mssm.edu>

All Rights Reserved.

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Unauthorized copying of this file, via any medium is strictly prohibited.

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Provenance: Authenticated by MD BABU MIA

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--- name: bio-alignment-indexing description: Create and use BAI/CSI indices for BAM/CRAM files using samtools and pysam. Use when enabling random access to alignment files or fetching specific genomic regions. 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 Indexing

Create indices for random access to alignment files using samtools and pysam.

Index Types

| Index | Extension | Use Case | |-------|-----------|----------| | BAI | `.bai` | Standard BAM index, chromosomes < 512 Mbp | | CSI | `.csi` | Large chromosomes, custom bin sizes | | CRAI | `.crai` | CRAM index |

samtools index

Create BAI Index

samtools index input.bam
# Creates input.bam.bai

Create CSI Index

samtools index -c input.bam
# Creates input.bam.csi

Specify Output Name

samtools index input.bam output.bai

Multi-threaded Indexing

samtools index -@ 4 input.bam

Index CRAM

samtools index input.cram
# Creates input.cram.crai

Index Requirements

Indexing requires coordinate-sorted files:

# Check sort order
samtools view -H input.bam | grep "^@HD"
# Should show SO:coordinate

# Sort if needed, then index
samtools sort -o sorted.bam input.bam
samtools index sorted.bam

Using Indices for Region Access

samtools view with Region

# Requires index file present
samtools view input.bam chr1:1000000-2000000

Multiple Regions

samtools view input.bam chr1:1000-2000 chr2:3000-4000

Regions from BED File

samtools view -L regions.bed input.bam

pysam Python Alternative

Create Index

import pysam

pysam.index('input.bam')
# Creates input.bam.bai

Create CSI Index

pysam.index('input.bam', 'input.bam.csi', csi=True)

Fetch with Index

with pysam.AlignmentFile('input.bam', 'rb') as bam:
    # fetch() requires index
    for read in bam.fetch('chr1', 1000000, 2000000):
        print(read.query_name)

Check if Indexed

import pysam
from pathlib import Path

def is_indexed(bam_path):
    bam_path = Path(bam_path)
    return (bam_path.with_suffix('.bam.bai').exists() or
            Path(str(bam_path) + '.bai').exists() or
            bam_path.with_suffix('.bam.csi').exists())

if not is_indexed('input.bam'):
    pysam.index('input.bam')

Fetch Multiple Regions

regions = [('chr1', 1000, 2000), ('chr1', 5000, 6000), ('chr2', 1000, 2000)]

with pysam.AlignmentFile('input.bam', 'rb') as bam:
    for chrom, start, end in regions:
        count = sum(1 for _ in bam.fetch(chrom, start, end))
        print(f'{chrom}:{start}-{end}: {count} reads')

Count Reads in Region

with pysam.AlignmentFile('input.bam', 'rb') as bam:
    count = bam.count('chr1', 1000000, 2000000)
    print(f'Reads in region: {count}')

Get Reads Covering Position

with pysam.AlignmentFile('input.bam', 'rb') as bam:
    for read in bam.fetch('chr1', 1000000, 1000001):
        if read.reference_start <= 1000000 < read.reference_end:
            print(f'{read.query_name} covers position 1000000')

Index File Locations

samtools looks for indices in two locations:

input.bam.bai   # Standard location
input.bai       # Alternative location

For CRAM:

input.cram.crai

idxstats - Index Statistics

Get Per-Chromosome Counts

samtools idxstats input.bam

Output format:

chr1    248956422    5000000    0
chr2    242193529    4500000    0
*       0            0          10000

Columns: reference name, length, mapped reads, unmapped reads

Sum Total Mapped Reads

samtools idxstats input.bam | awk '{sum += $3} END {print sum}'

pysam idxstats

with pysam.AlignmentFile('input.bam', 'rb') as bam:
    for stat in bam.get_index_statistics():
        print(f'{stat.contig}: {stat.mapped} mapped, {stat.unmapped} unmapped')

FASTA Index (faidx)

Related but different - index reference FASTA for random access:

samtools faidx reference.fa
# Creates reference.fa.fai

# Fetch region from indexed FASTA
samtools faidx reference.fa chr1:1000-2000

pysam FastaFile

with pysam.FastaFile('reference.fa') as ref:
    seq = ref.fetch('chr1', 1000, 2000)
    print(seq)

Quick Reference

| Task | samtools | pysam | |------|----------|-------| | Create BAI | `samtools index file.bam` | `pysam.index('file.bam')` | | Create CSI | `samtools index -c file.bam` | `pysam.index('file.bam', csi=True)` | | Fetch region | `samtools view file.bam chr1:1-1000` | `bam.fetch('chr1', 0, 1000)` | | Count in region | `samtools view -c file.bam chr1:1-1000` | `bam.count('chr1', 0, 1000)` | | Index stats | `samtools idxstats file.bam` | `bam.get_index_statistics()` | | Index FASTA | `samtools faidx ref.fa` | Automatic with FastaFile |

Common Errors

| Error | Cause | Solution | |-------|-------|----------| | `random alignment retrieval only works for indexed BAM` | Missing index | Run `samtools index file.bam` | | `file is not sorted` | Unsorted BAM | Sort first with `samtools sort` | | `chromosome not found` | Wrong chromosome name | Check names with `samtools view -H` |

Related Skills

  • sam-bam-basics - View and convert alignment files
  • alignment-sorting - Sort BAM files (required before indexing)
  • alignment-filtering - Filter by regions using index
  • bam-statistics - Use idxstats for quick counts
  • sequence-io/read-sequences - Index FASTA with SeqIO.in
Read more
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