GPTomics

bio-sam-bam-basics

View, convert, and understand SAM/BAM/CRAM alignment files using samtools and pysam. Use when inspecting alignments, converting between formats, or understanding alignment file structure.

GPTomics 838 152 Updated 3mo ago

Resources

2
GitHub

Install

npx skillscat add gptomics/bioskills/bio-sam-bam-basics

Install via the SkillsCat registry.

SKILL.md

Version Compatibility

Reference examples tested with: pysam 0.22+, samtools 1.19+

Before using code patterns, verify installed versions match. If versions differ:

  • Python: pip show <package> then help(module.function) to check signatures
  • CLI: <tool> --version then <tool> --help to confirm flags

If code throws ImportError, AttributeError, or TypeError, introspect the installed
package and adapt the example to match the actual API rather than retrying.

SAM/BAM/CRAM Basics

"Read a BAM file" → Open a binary alignment file and iterate over aligned reads with their mapping coordinates, flags, and quality scores.

  • Python: pysam.AlignmentFile() (pysam)
  • CLI: samtools view (samtools)
  • R: scanBam() (Rsamtools)

View and convert alignment files using samtools and pysam.

Format Overview

Format Description Use Case
SAM Text format, human-readable Debugging, small files
BAM Binary compressed SAM Standard storage format
CRAM Reference-based compression Long-term archival, smaller than BAM

SAM Format Structure

@HD VN:1.6 SO:coordinate
@SQ SN:chr1 LN:248956422
@RG ID:sample1 SM:sample1
@PG ID:bwa PN:bwa VN:0.7.17
read1  0   chr1  100  60  50M  *  0  0  ACGT...  FFFF...  NM:i:0

Header lines start with @:

  • @HD - Header metadata (version, sort order)
  • @SQ - Reference sequence dictionary
  • @RG - Read group information
  • @PG - Program used to create file

Alignment fields (tab-separated):

  1. QNAME - Read name
  2. FLAG - Bitwise flag
  3. RNAME - Reference name
  4. POS - 1-based position
  5. MAPQ - Mapping quality
  6. CIGAR - Alignment description
  7. RNEXT - Mate reference
  8. PNEXT - Mate position
  9. TLEN - Template length
  10. SEQ - Read sequence
  11. QUAL - Base qualities
  12. Optional tags (NM:i:0, MD:Z:50, etc.)

samtools view

View BAM as SAM

samtools view input.bam | head

View with Header

samtools view -h input.bam | head -100

View Header Only

samtools view -H input.bam

View Specific Region

samtools view input.bam chr1:1000-2000

Count Alignments

samtools view -c input.bam

Format Conversion

Goal: Convert between SAM (text), BAM (binary), and CRAM (reference-compressed) alignment formats.

Approach: Use samtools view with format flags (-b for BAM, -C for CRAM, -h for SAM with header). CRAM requires a reference FASTA with -T.

BAM to SAM

samtools view -h -o output.sam input.bam

SAM to BAM

samtools view -b -o output.bam input.sam

BAM to CRAM

samtools view -C -T reference.fa -o output.cram input.bam

CRAM to BAM

samtools view -b -T reference.fa -o output.bam input.cram

Pipe Conversion

samtools view -b input.sam > output.bam

Common Flags

Flag Decimal Meaning
0x1 1 Paired
0x2 2 Proper pair
0x4 4 Unmapped
0x8 8 Mate unmapped
0x10 16 Reverse strand
0x20 32 Mate reverse strand
0x40 64 First in pair
0x80 128 Second in pair
0x100 256 Secondary alignment
0x200 512 Failed QC
0x400 1024 PCR duplicate
0x800 2048 Supplementary

Decode Flags

samtools flags 147
# 0x93 147 PAIRED,PROPER_PAIR,REVERSE,READ2

CIGAR Operations

Op Description
M Alignment match (can be mismatch)
I Insertion to reference
D Deletion from reference
N Skipped region (introns in RNA-seq)
S Soft clipping
H Hard clipping
= Sequence match
X Sequence mismatch

Example: 50M2I30M = 50 bases match, 2 base insertion, 30 bases match

pysam Python Alternative

Goal: Read and manipulate alignment data programmatically in Python.

Approach: Use pysam.AlignmentFile to open BAM/CRAM files, iterate over reads, and access properties like coordinates, flags, CIGAR, and tags.

Open and Iterate

import pysam

with pysam.AlignmentFile('input.bam', 'rb') as bam:
    for read in bam:
        print(f'{read.query_name}\t{read.reference_name}:{read.reference_start}')

Access Header

with pysam.AlignmentFile('input.bam', 'rb') as bam:
    for sq in bam.header['SQ']:
        print(f'{sq["SN"]}: {sq["LN"]} bp')

Read Alignment Properties

with pysam.AlignmentFile('input.bam', 'rb') as bam:
    for read in bam:
        print(f'Name: {read.query_name}')
        print(f'Flag: {read.flag}')
        print(f'Chrom: {read.reference_name}')
        print(f'Pos: {read.reference_start}')  # 0-based
        print(f'MAPQ: {read.mapping_quality}')
        print(f'CIGAR: {read.cigarstring}')
        print(f'Seq: {read.query_sequence}')
        print(f'Qual: {read.query_qualities}')
        break

Check Flag Properties

with pysam.AlignmentFile('input.bam', 'rb') as bam:
    for read in bam:
        if read.is_paired and read.is_proper_pair:
            if read.is_reverse:
                strand = '-'
            else:
                strand = '+'
            print(f'{read.query_name} on {strand} strand')

Fetch Region

with pysam.AlignmentFile('input.bam', 'rb') as bam:
    for read in bam.fetch('chr1', 1000, 2000):
        print(read.query_name)

Convert BAM to SAM

with pysam.AlignmentFile('input.bam', 'rb') as infile:
    with pysam.AlignmentFile('output.sam', 'w', header=infile.header) as outfile:
        for read in infile:
            outfile.write(read)

Convert to CRAM

with pysam.AlignmentFile('input.bam', 'rb') as infile:
    with pysam.AlignmentFile('output.cram', 'wc', reference_filename='reference.fa', header=infile.header) as outfile:
        for read in infile:
            outfile.write(read)

Quick Reference

Task samtools pysam
View BAM samtools view file.bam AlignmentFile('file.bam', 'rb')
View header samtools view -H file.bam bam.header
Count reads samtools view -c file.bam sum(1 for _ in bam)
Get region samtools view file.bam chr1:1-1000 bam.fetch('chr1', 0, 1000)
BAM to SAM samtools view -h -o out.sam in.bam Open with 'w' mode
SAM to BAM samtools view -b -o out.bam in.sam Open with 'wb' mode
BAM to CRAM samtools view -C -T ref.fa -o out.cram in.bam Open with 'wc' mode

Related Skills

  • alignment-indexing - Create indices for random access (required for fetch/region queries)
  • alignment-sorting - Sort alignments by coordinate or name
  • alignment-filtering - Filter alignments by flags, quality, regions
  • bam-statistics - Generate statistics from alignment files
  • sequence-io/read-sequences - Parse FASTA/FASTQ input files